SlideShare uma empresa Scribd logo
1 de 44
Baixar para ler offline
Asychronous I/O in
Python 3
Feihong Hsu
Chicago Python User Group
July 11, 2013
What is PEP 3156?
• "Asynchronous IO Support Rebooted"
• Describes a new event loop API
• Aims to be compatible with current
popular event loops (Twisted,Tornado, etc.)
• Should land in the standard library in 3.4
(early 2014)
The big take-away
We're going to be able to write
asynchronous code without threads or
callbacks!
Threads vs event loop
• I'm not going to talk about this
• Twisted being around for more than a
decade kinda validates the event loop
model
• For a detailed discussion see An Intro to
Asynchronous Programming and Twisted
Twisted vs Tulip
Ugh, how to explain this?
I could just give you a boring list of
differences...
Or I could use an analogy...
Programming with
Twisted is like...
Being a mystical ninja warrior!
Mystical Ninja Warrior
• Can defeat demons and demigods by
deploying an army of shadow clones
• Mental gymnastics required to coordinate
shadow clones requires years of brutal
training
• Ninja magic comes with a terrible price: the
more clones you make, the more insane
you become
Programming with Tulip
is like...
Playing PlantsVs Zombies
Playing PlantsVs
Zombies
• Can defeat a zombie horde by deploying
and managing a large number of
horticultural specimens
• Not particularly mentally taxing
• Somehow end up playing for hours without
eating or sleeping
Alrighty
With the analogies out of the way, let's look
at some examples.
Fetching a web page in
Twisted
https://github.com/feihong/tulip-talk/blob/
master/examples/1-twisted-download.py
Control flow diagram
I was going to draw one but then I got
sleepy.
Problems with callback-
based asynch code
• Can be hard to understand control flow
• Error messages are not friendly
• Debugging is harder
Fetching a web page in
Tulip
https://github.com/feihong/tulip-talk/blob/
master/examples/2-tulip-download.py
Fetching a web page in
Tulip w/ callbacks
https://github.com/feihong/tulip-talk/blob/
master/examples/3-tulip-download-
callbacks.py
Fetching a web page in
Twisted w/ inline
callbacks
https://github.com/feihong/tulip-talk/blob/
master/examples/4-twisted-download-inline-
callbacks.py
The Tulip API
• Basics are documented in PEP 3156
• Not available in Python Package Index
• Includes sockets, file I/O, etc.
• Includes concurrency data structures like
locks, queues, semaphores
• Includes SSL and HTTP (with support for
websockets!)
Coroutines vs tasks
When I first started, the most confusing
thing about Tulip.
Coroutines are executed by "yield from".
Tasks are not executed by "yield from".
Coroutine
• Basically a function that contains at least
one "yield from" statement.
• Not the same thing as a generator
function, which is a function that contains a
yield expression.
• Tulip will barf if you try to make it execute
a generator.
Coroutine
@tulip.coroutine
def download(url):
response = yield from tulip.http.request('GET', url)
return yield from response.read()
Calling "download()" returns a generator
object, but otherwise does nothing!You need
to do "yield from download()" to run the
body of a coroutine.
Task
• An object that manages a coroutine
• Roughly equivalent to the Deferred object
in Twisted
Task
@tulip.task
def download(url):
response = yield from tulip.http.request('GET', url)
return yield from response.read()
Calling "download()" actually does run the
body of the function.The "yield from" part is
done implicitly for you.
Task
In Tulip, there are two ways of creating tasks:
tulip.task is a decorator that produces
a task-wrapping function
tulip.Task is a constructor that accepts
a coroutine
Why bother to use
tasks?
• To interoperate with callback-based
frameworks like Twisted
• To cancel an already-running coroutine
• To start a new coroutine from within
another coroutine
Wait, so what's a
Future?
PEP 3156 makes frequent mention of
Futures.
But talking about Futures is a little confusing,
since there are two Future classes:
tulip.Future and concurrent.futures.Future.
Future is the superclass
of Task
• Future don't necessarily manage a
coroutine
• In practice you never create Future
objects, only Task objects
• Futures are acceptable to yield from
expressions
Methods on Future
• cancel(), cancelled()
• running(), done()
• result(), set_result()
• add_done_callback(),
remove_done_callback()
• ...
Web development with
Tulip
• All the classes you need are in the tulip.http
module
• Make subclass of
tulip.http.ServerHttpProtocol
• Override the handle_request() method
Hello World!
https://github.com/feihong/tulip-talk/blob/
master/examples/5-hello-world-http.py
Some observations
The HTTP API is fairly simple, but a bit low
level for everyday web programming.
Expect a thousand microframeworks to
bloom in the near future.
Speaking of microframeworks...
Introducing viol
• Tiny web framework based on Tulip
• After initial page load, messages between
client and server are exchanged via
websockets
• Makes code demos a bit more visual
Tulip API demos
Now for a bunch of demos...
Tulip API demos
Serial
http://www.youtube.com/v/jMgRUI7V_mk?
version=3&autoplay=1&&start=1546
Simultaneous
http://www.youtube.com/v/jMgRUI7V_mk?
version=3&autoplay=1&&start=1666
Wait for both
coroutines to finish
http://www.youtube.com/v/jMgRUI7V_mk?
version=3&autoplay=1&&start=1713
Loop through
coroutine results in
order of finishing
http://www.youtube.com/v/jMgRUI7V_mk?
version=3&autoplay=1&&start=1869
Execute synchronous
code in another thread
http://www.youtube.com/v/jMgRUI7V_mk?
version=3&autoplay=1&&start=1930
Talk to event loop from
another thread
http://www.youtube.com/v/jMgRUI7V_mk?
version=3&autoplay=1&&start=2060
A regex debugging tool
http://www.youtube.com/v/jMgRUI7V_mk?
version=3&autoplay=1&&start=2158
Chat application
http://www.youtube.com/v/jMgRUI7V_mk?
version=3&autoplay=1&&start=2236
Tulip Links
• PEP 3156
• Guido's PyCon 2013 keynote
• Tulip project page on GoogleCode
Other links
• An Introduction to Asynchronous
Programming and Twisted
• Code for this talk on Github
• Viol project page on Github
Questions?

Mais conteúdo relacionado

Mais procurados

JRuby 9000 - Taipei Ruby User's Group 2015
JRuby 9000 - Taipei Ruby User's Group 2015JRuby 9000 - Taipei Ruby User's Group 2015
JRuby 9000 - Taipei Ruby User's Group 2015Charles Nutter
 
Wait for your fortune without Blocking!
Wait for your fortune without Blocking!Wait for your fortune without Blocking!
Wait for your fortune without Blocking!Roman Elizarov
 
Great Tools Heavily Used In Japan, You Don't Know.
Great Tools Heavily Used In Japan, You Don't Know.Great Tools Heavily Used In Japan, You Don't Know.
Great Tools Heavily Used In Japan, You Don't Know.Junichi Ishida
 
Minimal MVC in JavaScript
Minimal MVC in JavaScriptMinimal MVC in JavaScript
Minimal MVC in JavaScriptMosky Liu
 
JRuby 9000 - Optimizing Above the JVM
JRuby 9000 - Optimizing Above the JVMJRuby 9000 - Optimizing Above the JVM
JRuby 9000 - Optimizing Above the JVMCharles Nutter
 
The Parenscript Common Lisp to JavaScript compiler
The Parenscript Common Lisp to JavaScript compilerThe Parenscript Common Lisp to JavaScript compiler
The Parenscript Common Lisp to JavaScript compilerVladimir Sedach
 
2021.laravelconf.tw.slides2
2021.laravelconf.tw.slides22021.laravelconf.tw.slides2
2021.laravelconf.tw.slides2LiviaLiaoFontech
 
Non blocking programming and waiting
Non blocking programming and waitingNon blocking programming and waiting
Non blocking programming and waitingRoman Elizarov
 
Server::Starter meets Java
Server::Starter meets JavaServer::Starter meets Java
Server::Starter meets JavaTokuhiro Matsuno
 
このPHP拡張がすごい!2017
このPHP拡張がすごい!2017このPHP拡張がすごい!2017
このPHP拡張がすごい!2017sasezaki
 
Modern Black Mages Fighting in the Real World
Modern Black Mages Fighting in the Real WorldModern Black Mages Fighting in the Real World
Modern Black Mages Fighting in the Real WorldSATOSHI TAGOMORI
 
Perl Dist::Surveyor 2011
Perl Dist::Surveyor 2011Perl Dist::Surveyor 2011
Perl Dist::Surveyor 2011Tim Bunce
 
Dist::Zilla - A very brief introduction
Dist::Zilla - A very brief introductionDist::Zilla - A very brief introduction
Dist::Zilla - A very brief introductionDean Hamstead
 
Taming the resource tiger
Taming the resource tigerTaming the resource tiger
Taming the resource tigerElizabeth Smith
 

Mais procurados (20)

JRuby 9000 - Taipei Ruby User's Group 2015
JRuby 9000 - Taipei Ruby User's Group 2015JRuby 9000 - Taipei Ruby User's Group 2015
JRuby 9000 - Taipei Ruby User's Group 2015
 
Wait for your fortune without Blocking!
Wait for your fortune without Blocking!Wait for your fortune without Blocking!
Wait for your fortune without Blocking!
 
Great Tools Heavily Used In Japan, You Don't Know.
Great Tools Heavily Used In Japan, You Don't Know.Great Tools Heavily Used In Japan, You Don't Know.
Great Tools Heavily Used In Japan, You Don't Know.
 
Python, do you even async?
Python, do you even async?Python, do you even async?
Python, do you even async?
 
Minimal MVC in JavaScript
Minimal MVC in JavaScriptMinimal MVC in JavaScript
Minimal MVC in JavaScript
 
JRuby 9000 - Optimizing Above the JVM
JRuby 9000 - Optimizing Above the JVMJRuby 9000 - Optimizing Above the JVM
JRuby 9000 - Optimizing Above the JVM
 
Php extensions
Php extensionsPhp extensions
Php extensions
 
The Parenscript Common Lisp to JavaScript compiler
The Parenscript Common Lisp to JavaScript compilerThe Parenscript Common Lisp to JavaScript compiler
The Parenscript Common Lisp to JavaScript compiler
 
2021.laravelconf.tw.slides2
2021.laravelconf.tw.slides22021.laravelconf.tw.slides2
2021.laravelconf.tw.slides2
 
Non blocking programming and waiting
Non blocking programming and waitingNon blocking programming and waiting
Non blocking programming and waiting
 
Server::Starter meets Java
Server::Starter meets JavaServer::Starter meets Java
Server::Starter meets Java
 
このPHP拡張がすごい!2017
このPHP拡張がすごい!2017このPHP拡張がすごい!2017
このPHP拡張がすごい!2017
 
Modern Black Mages Fighting in the Real World
Modern Black Mages Fighting in the Real WorldModern Black Mages Fighting in the Real World
Modern Black Mages Fighting in the Real World
 
Perl6 web-app
Perl6 web-appPerl6 web-app
Perl6 web-app
 
Perl Dist::Surveyor 2011
Perl Dist::Surveyor 2011Perl Dist::Surveyor 2011
Perl Dist::Surveyor 2011
 
Fork/Join for Fun and Profit!
Fork/Join for Fun and Profit!Fork/Join for Fun and Profit!
Fork/Join for Fun and Profit!
 
Dist::Zilla - A very brief introduction
Dist::Zilla - A very brief introductionDist::Zilla - A very brief introduction
Dist::Zilla - A very brief introduction
 
Taming the resource tiger
Taming the resource tigerTaming the resource tiger
Taming the resource tiger
 
Fork Join (BeJUG 2012)
Fork Join (BeJUG 2012)Fork Join (BeJUG 2012)
Fork Join (BeJUG 2012)
 
Async await...oh wait!
Async await...oh wait!Async await...oh wait!
Async await...oh wait!
 

Destaque

Introduction to python 3
Introduction to python 3Introduction to python 3
Introduction to python 3Youhei Sakurai
 
Switch to Python 3…now…immediately
Switch to Python 3…now…immediatelySwitch to Python 3…now…immediately
Switch to Python 3…now…immediatelyRussel Winder
 
Introduction to python 3 2nd round
Introduction to python 3   2nd roundIntroduction to python 3   2nd round
Introduction to python 3 2nd roundYouhei Sakurai
 
Python Performance: Single-threaded, multi-threaded, and Gevent
Python Performance: Single-threaded, multi-threaded, and GeventPython Performance: Single-threaded, multi-threaded, and Gevent
Python Performance: Single-threaded, multi-threaded, and Geventemptysquare
 
Learn 90% of Python in 90 Minutes
Learn 90% of Python in 90 MinutesLearn 90% of Python in 90 Minutes
Learn 90% of Python in 90 MinutesMatt Harrison
 

Destaque (11)

Mastering Python 3 I/O (Version 2)
Mastering Python 3 I/O (Version 2)Mastering Python 3 I/O (Version 2)
Mastering Python 3 I/O (Version 2)
 
Porting to Python 3
Porting to Python 3Porting to Python 3
Porting to Python 3
 
Python 2 vs. Python 3
Python 2 vs. Python 3Python 2 vs. Python 3
Python 2 vs. Python 3
 
Introduction to python 3
Introduction to python 3Introduction to python 3
Introduction to python 3
 
Switch to Python 3…now…immediately
Switch to Python 3…now…immediatelySwitch to Python 3…now…immediately
Switch to Python 3…now…immediately
 
Intro to Python
Intro to PythonIntro to Python
Intro to Python
 
Introduction to python 3 2nd round
Introduction to python 3   2nd roundIntroduction to python 3   2nd round
Introduction to python 3 2nd round
 
Python Async IO Horizon
Python Async IO HorizonPython Async IO Horizon
Python Async IO Horizon
 
Python Performance: Single-threaded, multi-threaded, and Gevent
Python Performance: Single-threaded, multi-threaded, and GeventPython Performance: Single-threaded, multi-threaded, and Gevent
Python Performance: Single-threaded, multi-threaded, and Gevent
 
[系列活動] 機器學習速遊
[系列活動] 機器學習速遊[系列活動] 機器學習速遊
[系列活動] 機器學習速遊
 
Learn 90% of Python in 90 Minutes
Learn 90% of Python in 90 MinutesLearn 90% of Python in 90 Minutes
Learn 90% of Python in 90 Minutes
 

Semelhante a Async I/O in Python 3 with Tulip

WTF is Twisted?
WTF is Twisted?WTF is Twisted?
WTF is Twisted?hawkowl
 
C# Async/Await Explained
C# Async/Await ExplainedC# Async/Await Explained
C# Async/Await ExplainedJeremy Likness
 
C# - Raise the bar with functional & immutable constructs (Dutch)
C# - Raise the bar with functional & immutable constructs (Dutch)C# - Raise the bar with functional & immutable constructs (Dutch)
C# - Raise the bar with functional & immutable constructs (Dutch)Rick Beerendonk
 
Introduction to Python for Security Professionals
Introduction to Python for Security ProfessionalsIntroduction to Python for Security Professionals
Introduction to Python for Security ProfessionalsAndrew McNicol
 
PyCon Canada 2019 - Introduction to Asynchronous Programming
PyCon Canada 2019 - Introduction to Asynchronous ProgrammingPyCon Canada 2019 - Introduction to Asynchronous Programming
PyCon Canada 2019 - Introduction to Asynchronous ProgrammingJuti Noppornpitak
 
Perl5 meta programming
Perl5 meta programmingPerl5 meta programming
Perl5 meta programmingkarupanerura
 
Python indroduction
Python indroductionPython indroduction
Python indroductionFEG
 
Flink Forward SF 2017: Dean Wampler - Streaming Deep Learning Scenarios with...
Flink Forward SF 2017: Dean Wampler -  Streaming Deep Learning Scenarios with...Flink Forward SF 2017: Dean Wampler -  Streaming Deep Learning Scenarios with...
Flink Forward SF 2017: Dean Wampler - Streaming Deep Learning Scenarios with...Flink Forward
 
Introduction to the intermediate Python - v1.1
Introduction to the intermediate Python - v1.1Introduction to the intermediate Python - v1.1
Introduction to the intermediate Python - v1.1Andrei KUCHARAVY
 
PyCourse - Self driving python course
PyCourse - Self driving python coursePyCourse - Self driving python course
PyCourse - Self driving python courseEran Shlomo
 
Frequently asked questions answered frequently - but now for the last time
Frequently asked questions answered frequently - but now for the last timeFrequently asked questions answered frequently - but now for the last time
Frequently asked questions answered frequently - but now for the last timeAndreas Jung
 
Python introduction
Python introductionPython introduction
Python introductionRoger Xia
 
Python Foundation – A programmer's introduction to Python concepts & style
Python Foundation – A programmer's introduction to Python concepts & stylePython Foundation – A programmer's introduction to Python concepts & style
Python Foundation – A programmer's introduction to Python concepts & styleKevlin Henney
 
"Leveraging the Event Loop for Blazing-Fast Applications!", Michael Di Prisco
"Leveraging the Event Loop for Blazing-Fast Applications!",  Michael Di Prisco"Leveraging the Event Loop for Blazing-Fast Applications!",  Michael Di Prisco
"Leveraging the Event Loop for Blazing-Fast Applications!", Michael Di PriscoFwdays
 
Working With Concurrency In Java 8
Working With Concurrency In Java 8Working With Concurrency In Java 8
Working With Concurrency In Java 8Heartin Jacob
 
Asynchronous Python A Gentle Introduction
Asynchronous Python A Gentle IntroductionAsynchronous Python A Gentle Introduction
Asynchronous Python A Gentle IntroductionPyData
 
Flask and Paramiko for Python VA
Flask and Paramiko for Python VAFlask and Paramiko for Python VA
Flask and Paramiko for Python VAEnrique Valenzuela
 

Semelhante a Async I/O in Python 3 with Tulip (20)

WTF is Twisted?
WTF is Twisted?WTF is Twisted?
WTF is Twisted?
 
C# Async/Await Explained
C# Async/Await ExplainedC# Async/Await Explained
C# Async/Await Explained
 
Tofu and its environment
Tofu and its environmentTofu and its environment
Tofu and its environment
 
gcdtmp
gcdtmpgcdtmp
gcdtmp
 
C# - Raise the bar with functional & immutable constructs (Dutch)
C# - Raise the bar with functional & immutable constructs (Dutch)C# - Raise the bar with functional & immutable constructs (Dutch)
C# - Raise the bar with functional & immutable constructs (Dutch)
 
Introduction to Python for Security Professionals
Introduction to Python for Security ProfessionalsIntroduction to Python for Security Professionals
Introduction to Python for Security Professionals
 
PyCon Canada 2019 - Introduction to Asynchronous Programming
PyCon Canada 2019 - Introduction to Asynchronous ProgrammingPyCon Canada 2019 - Introduction to Asynchronous Programming
PyCon Canada 2019 - Introduction to Asynchronous Programming
 
Perl5 meta programming
Perl5 meta programmingPerl5 meta programming
Perl5 meta programming
 
Python indroduction
Python indroductionPython indroduction
Python indroduction
 
Flink Forward SF 2017: Dean Wampler - Streaming Deep Learning Scenarios with...
Flink Forward SF 2017: Dean Wampler -  Streaming Deep Learning Scenarios with...Flink Forward SF 2017: Dean Wampler -  Streaming Deep Learning Scenarios with...
Flink Forward SF 2017: Dean Wampler - Streaming Deep Learning Scenarios with...
 
Introduction to the intermediate Python - v1.1
Introduction to the intermediate Python - v1.1Introduction to the intermediate Python - v1.1
Introduction to the intermediate Python - v1.1
 
PyCourse - Self driving python course
PyCourse - Self driving python coursePyCourse - Self driving python course
PyCourse - Self driving python course
 
Frequently asked questions answered frequently - but now for the last time
Frequently asked questions answered frequently - but now for the last timeFrequently asked questions answered frequently - but now for the last time
Frequently asked questions answered frequently - but now for the last time
 
Python introduction
Python introductionPython introduction
Python introduction
 
Python Foundation – A programmer's introduction to Python concepts & style
Python Foundation – A programmer's introduction to Python concepts & stylePython Foundation – A programmer's introduction to Python concepts & style
Python Foundation – A programmer's introduction to Python concepts & style
 
"Leveraging the Event Loop for Blazing-Fast Applications!", Michael Di Prisco
"Leveraging the Event Loop for Blazing-Fast Applications!",  Michael Di Prisco"Leveraging the Event Loop for Blazing-Fast Applications!",  Michael Di Prisco
"Leveraging the Event Loop for Blazing-Fast Applications!", Michael Di Prisco
 
Working With Concurrency In Java 8
Working With Concurrency In Java 8Working With Concurrency In Java 8
Working With Concurrency In Java 8
 
Asynchronous Python A Gentle Introduction
Asynchronous Python A Gentle IntroductionAsynchronous Python A Gentle Introduction
Asynchronous Python A Gentle Introduction
 
Flask and Paramiko for Python VA
Flask and Paramiko for Python VAFlask and Paramiko for Python VA
Flask and Paramiko for Python VA
 
Parallel Programming
Parallel ProgrammingParallel Programming
Parallel Programming
 

Último

A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)Gabriella Davis
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024Scott Keck-Warren
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024Results
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slidespraypatel2
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxMalak Abu Hammad
 
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | DelhiFULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhisoniya singh
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slidevu2urc
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking MenDelhi Call girls
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountPuma Security, LLC
 
Google AI Hackathon: LLM based Evaluator for RAG
Google AI Hackathon: LLM based Evaluator for RAGGoogle AI Hackathon: LLM based Evaluator for RAG
Google AI Hackathon: LLM based Evaluator for RAGSujit Pal
 
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Alan Dix
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationMichael W. Hawkins
 
Enhancing Worker Digital Experience: A Hands-on Workshop for Partners
Enhancing Worker Digital Experience: A Hands-on Workshop for PartnersEnhancing Worker Digital Experience: A Hands-on Workshop for Partners
Enhancing Worker Digital Experience: A Hands-on Workshop for PartnersThousandEyes
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdfhans926745
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationSafe Software
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Miguel Araújo
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptxHampshireHUG
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘RTylerCroy
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityPrincipled Technologies
 
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of ServiceCNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Servicegiselly40
 

Último (20)

A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slides
 
The Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptxThe Codex of Business Writing Software for Real-World Solutions 2.pptx
The Codex of Business Writing Software for Real-World Solutions 2.pptx
 
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | DelhiFULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
FULL ENJOY 🔝 8264348440 🔝 Call Girls in Diplomatic Enclave | Delhi
 
Histor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slideHistor y of HAM Radio presentation slide
Histor y of HAM Radio presentation slide
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path Mount
 
Google AI Hackathon: LLM based Evaluator for RAG
Google AI Hackathon: LLM based Evaluator for RAGGoogle AI Hackathon: LLM based Evaluator for RAG
Google AI Hackathon: LLM based Evaluator for RAG
 
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...Swan(sea) Song – personal research during my six years at Swansea ... and bey...
Swan(sea) Song – personal research during my six years at Swansea ... and bey...
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day Presentation
 
Enhancing Worker Digital Experience: A Hands-on Workshop for Partners
Enhancing Worker Digital Experience: A Hands-on Workshop for PartnersEnhancing Worker Digital Experience: A Hands-on Workshop for Partners
Enhancing Worker Digital Experience: A Hands-on Workshop for Partners
 
[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf[2024]Digital Global Overview Report 2024 Meltwater.pdf
[2024]Digital Global Overview Report 2024 Meltwater.pdf
 
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time AutomationFrom Event to Action: Accelerate Your Decision Making with Real-Time Automation
From Event to Action: Accelerate Your Decision Making with Real-Time Automation
 
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
Mastering MySQL Database Architecture: Deep Dive into MySQL Shell and MySQL R...
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
 
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of ServiceCNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Service
 

Async I/O in Python 3 with Tulip