SlideShare uma empresa Scribd logo
1 de 55
Baixar para ler offline
ALFCYAPC::Asia 2013 Tokyo
前夜祭 LT-thon
Masahiro Nagano @kazeburo
Me
• 長野雅広 Masahiro Nagano
• @kazeburo
• PAUSE: KAZEBURO
• Operations Engineer, Site Reliability
• LINE Corp.
Development support
on LINE Familly, livedoor
ALFC =
Apache::LogFormat::Compiler
Convert
‘%h %l %u %t "%r" %>s %b’
to perl-code
my $code = <<EOF;
sub {
my ($env,$res,$length,$reqtime,$time) = @_;
$time = time() if ! defined $time;
my @lt = localtime($time);;
my $t = sprintf '%02d/%s/%04d:%02d:%02d:%02d %s', $lt[3],
$abbr[$lt[4]], $lt[5]+1900, $lt[2], $lt[1], $lt[0], $tz;
q!! . ($env->{REMOTE_ADDR} || '-')
. q! ! . '-'
. q! ! . ($env->{REMOTE_USER} || '-')
. q! ! . "[" . $t . "]"
. q! "! . _safe($env->{REQUEST_METHOD}) . " " . _safe($env-
>{REQUEST_URI}) . " " . $env->{SERVER_PROTOCOL}
. q!" ! . $res->[0]
. q! ! . (defined $length ? $length : '-')
. q!!
}
EOF
and compile
my $log_line = eval $code;
$log_line->($env,$res);
SYNOPSIS
my $log_handler = Apache::LogFormat::Compiler->new(
'%h %l %u %t "%r" %>s %b'
);
warn $log_handler->log_line($env,$res);
use Plack::Builder;
use Time::HiRes qw/gettimeofday tv_interval/;
use Apache::LogFormat::Compiler;
my $log_handler = Apache::LogFormat::Compiler->new(
'%h %l %u %t "%r" %>s %b "%{Referer}i" "%{User-agent}i" %D'
);
my $compile_log_app = builder {
enable sub {
my $app = shift;
sub {
my $env = shift;
my $t0 = [gettimeofday];
my $res = $app->();
my $reqtime = int(tv_interval($t0) * 1_000_000);
$env->{psgi.error}->print($log_handler->log_line(
$env,$res,6,$reqtime, $t0->[0]));
}
};
$app
};
OR
Plack::Middleware::AxsLog
yet another AccessLog Middleware
use Plack::Builder;
builder {
enable 'AxsLog',
combined => 1,
response_time => 1;
$app
};
OR
Plack::Middleware::AccessLog
Plack (1.0023~)
Benchmark
0
10000
20000
30000
40000
50000
60000
51262
8826
Plack-1.0022 Plack-1.0029
Req/Sec
A
 Story
 of
 ALFC
とある Ops と Dev のおはなし∼
I'm
 tuning
 up
 this
 web
 application.
 
NYTProf
 said
 that
 PM::AccessLog
 is
 slow
 
Yes,
 I
 know.
 It's
 slow
 because..
 
Ops Dev
Why PM::AccessLog
was slow?
my %char_handler = (
h = sub { $env-{REMOTE_ADDR} || '-' },
t = sub { [ . $strftime-('%d/%b/%Y:%H:%M:%S %z', localtime) . ] },
r = sub { _safe($env-{REQUEST_METHOD}) .  
. _safe($env-{REQUEST_URI}) .  
. $env-{SERVER_PROTOCOL} },
);
my $char_handler = sub {
my $char = shift;
exists $char_handler{$char}
? $char_handler{$char}-($char) : -;
};
$fmt =~ s!
(?:
%{(.+?)}([a-z]) |
%(?:[])?([a-zA-Z%])
)
! $1 ? $block_handler-($1, $2) : $char_handler-($3) !egx;
I
 can't
 live
 with
 PM::AccessLog!!
I
 have
 idea
 for
 speedup
Ops Dev
Solution: combine strings

Mais conteúdo relacionado

Mais procurados

Facebook的缓存系统
Facebook的缓存系统Facebook的缓存系统
Facebook的缓存系统
yiditushe
 
Introduction To Moco
Introduction To MocoIntroduction To Moco
Introduction To Moco
Naoya Ito
 
4069180 Caching Performance Lessons From Facebook
4069180 Caching Performance Lessons From Facebook4069180 Caching Performance Lessons From Facebook
4069180 Caching Performance Lessons From Facebook
guoqing75
 

Mais procurados (20)

Bootstrapping multidc observability stack
Bootstrapping multidc observability stackBootstrapping multidc observability stack
Bootstrapping multidc observability stack
 
Facebook的缓存系统
Facebook的缓存系统Facebook的缓存系统
Facebook的缓存系统
 
About Data::ObjectDriver
About Data::ObjectDriverAbout Data::ObjectDriver
About Data::ObjectDriver
 
Integrating icinga2 and the HashiCorp suite
Integrating icinga2 and the HashiCorp suiteIntegrating icinga2 and the HashiCorp suite
Integrating icinga2 and the HashiCorp suite
 
Triple Blitz Strike
Triple Blitz StrikeTriple Blitz Strike
Triple Blitz Strike
 
A reviravolta do desenvolvimento web
A reviravolta do desenvolvimento webA reviravolta do desenvolvimento web
A reviravolta do desenvolvimento web
 
Introduction To Moco
Introduction To MocoIntroduction To Moco
Introduction To Moco
 
Follow the White Rabbit - Message Queues with PHP
Follow the White Rabbit - Message Queues with PHPFollow the White Rabbit - Message Queues with PHP
Follow the White Rabbit - Message Queues with PHP
 
Static Typing in Vault
Static Typing in VaultStatic Typing in Vault
Static Typing in Vault
 
Observability with Consul Connect
Observability with Consul ConnectObservability with Consul Connect
Observability with Consul Connect
 
4069180 Caching Performance Lessons From Facebook
4069180 Caching Performance Lessons From Facebook4069180 Caching Performance Lessons From Facebook
4069180 Caching Performance Lessons From Facebook
 
Creating Reusable Puppet Profiles
Creating Reusable Puppet ProfilesCreating Reusable Puppet Profiles
Creating Reusable Puppet Profiles
 
Securing Prometheus exporters using HashiCorp Vault
Securing Prometheus exporters using HashiCorp VaultSecuring Prometheus exporters using HashiCorp Vault
Securing Prometheus exporters using HashiCorp Vault
 
Big Master Data PHP BLT #1
Big Master Data PHP BLT #1Big Master Data PHP BLT #1
Big Master Data PHP BLT #1
 
Puppet and the HashiStack
Puppet and the HashiStackPuppet and the HashiStack
Puppet and the HashiStack
 
Lua tech talk
Lua tech talkLua tech talk
Lua tech talk
 
Integrating icinga2 and the HashiCorp suite
Integrating icinga2 and the HashiCorp suiteIntegrating icinga2 and the HashiCorp suite
Integrating icinga2 and the HashiCorp suite
 
Construindo APIs Usando Rails
Construindo APIs Usando RailsConstruindo APIs Usando Rails
Construindo APIs Usando Rails
 
Bootstrapping multidc observability stack
Bootstrapping multidc observability stackBootstrapping multidc observability stack
Bootstrapping multidc observability stack
 
Testing your infrastructure with litmus
Testing your infrastructure with litmusTesting your infrastructure with litmus
Testing your infrastructure with litmus
 

Destaque (6)

Gazelle & CPAN modules for performance. Shibuya.pm Tech Talk #17 LT
Gazelle & CPAN modules for performance. Shibuya.pm Tech Talk #17 LTGazelle & CPAN modules for performance. Shibuya.pm Tech Talk #17 LT
Gazelle & CPAN modules for performance. Shibuya.pm Tech Talk #17 LT
 
Mackerel & Norikra mackerel meetup #4 LT
Mackerel & Norikra mackerel meetup #4 LTMackerel & Norikra mackerel meetup #4 LT
Mackerel & Norikra mackerel meetup #4 LT
 
ISUCONの勝ち方 YAPC::Asia Tokyo 2015
ISUCONの勝ち方 YAPC::Asia Tokyo 2015ISUCONの勝ち方 YAPC::Asia Tokyo 2015
ISUCONの勝ち方 YAPC::Asia Tokyo 2015
 
Norikraで作るPHPの例外検知システム YAPC::Asia Tokyo 2015 LT
Norikraで作るPHPの例外検知システム YAPC::Asia Tokyo 2015 LTNorikraで作るPHPの例外検知システム YAPC::Asia Tokyo 2015 LT
Norikraで作るPHPの例外検知システム YAPC::Asia Tokyo 2015 LT
 
メルカリのデータベース戦略 / PHPとMySQLの怖い話 MyNA会2015年8月
メルカリのデータベース戦略 / PHPとMySQLの怖い話 MyNA会2015年8月メルカリのデータベース戦略 / PHPとMySQLの怖い話 MyNA会2015年8月
メルカリのデータベース戦略 / PHPとMySQLの怖い話 MyNA会2015年8月
 
メルカリでのNorikraの活用、 Mackerelを添えて
メルカリでのNorikraの活用、 Mackerelを添えてメルカリでのNorikraの活用、 Mackerelを添えて
メルカリでのNorikraの活用、 Mackerelを添えて
 

Semelhante a Apache::LogFormat::Compiler YAPC::Asia 2013 Tokyo LT-Thon

Remedie: Building a desktop app with HTTP::Engine, SQLite and jQuery
Remedie: Building a desktop app with HTTP::Engine, SQLite and jQueryRemedie: Building a desktop app with HTTP::Engine, SQLite and jQuery
Remedie: Building a desktop app with HTTP::Engine, SQLite and jQuery
Tatsuhiko Miyagawa
 
Psgi Plack Sfpm
Psgi Plack SfpmPsgi Plack Sfpm
Psgi Plack Sfpm
som_nangia
 
Psgi Plack Sfpm
Psgi Plack SfpmPsgi Plack Sfpm
Psgi Plack Sfpm
wilburlo
 
Plack perl superglue for web frameworks and servers
Plack perl superglue for web frameworks and serversPlack perl superglue for web frameworks and servers
Plack perl superglue for web frameworks and servers
Tatsuhiko Miyagawa
 

Semelhante a Apache::LogFormat::Compiler YAPC::Asia 2013 Tokyo LT-Thon (20)

Implementing Comet using PHP
Implementing Comet using PHPImplementing Comet using PHP
Implementing Comet using PHP
 
Intro to PSGI and Plack
Intro to PSGI and PlackIntro to PSGI and Plack
Intro to PSGI and Plack
 
Remedie: Building a desktop app with HTTP::Engine, SQLite and jQuery
Remedie: Building a desktop app with HTTP::Engine, SQLite and jQueryRemedie: Building a desktop app with HTTP::Engine, SQLite and jQuery
Remedie: Building a desktop app with HTTP::Engine, SQLite and jQuery
 
DSLing your System For Scalability Testing Using Gatling - Dublin Scala User ...
DSLing your System For Scalability Testing Using Gatling - Dublin Scala User ...DSLing your System For Scalability Testing Using Gatling - Dublin Scala User ...
DSLing your System For Scalability Testing Using Gatling - Dublin Scala User ...
 
Presto anatomy
Presto anatomyPresto anatomy
Presto anatomy
 
PerlDancer for Perlers (FOSDEM 2011)
PerlDancer for Perlers (FOSDEM 2011)PerlDancer for Perlers (FOSDEM 2011)
PerlDancer for Perlers (FOSDEM 2011)
 
Plack - LPW 2009
Plack - LPW 2009Plack - LPW 2009
Plack - LPW 2009
 
[245] presto 내부구조 파헤치기
[245] presto 내부구조 파헤치기[245] presto 내부구조 파헤치기
[245] presto 내부구조 파헤치기
 
Psgi Plack Sfpm
Psgi Plack SfpmPsgi Plack Sfpm
Psgi Plack Sfpm
 
Psgi Plack Sfpm
Psgi Plack SfpmPsgi Plack Sfpm
Psgi Plack Sfpm
 
Beginner workshop to angularjs presentation at Google
Beginner workshop to angularjs presentation at GoogleBeginner workshop to angularjs presentation at Google
Beginner workshop to angularjs presentation at Google
 
How Xslate Works
How Xslate WorksHow Xslate Works
How Xslate Works
 
Going crazy with Node.JS and CakePHP
Going crazy with Node.JS and CakePHPGoing crazy with Node.JS and CakePHP
Going crazy with Node.JS and CakePHP
 
Wider than rails
Wider than railsWider than rails
Wider than rails
 
Complex Made Simple: Sleep Better with TorqueBox
Complex Made Simple: Sleep Better with TorqueBoxComplex Made Simple: Sleep Better with TorqueBox
Complex Made Simple: Sleep Better with TorqueBox
 
Rack Middleware
Rack MiddlewareRack Middleware
Rack Middleware
 
GDG Devfest 2019 - Build go kit microservices at kubernetes with ease
GDG Devfest 2019 - Build go kit microservices at kubernetes with easeGDG Devfest 2019 - Build go kit microservices at kubernetes with ease
GDG Devfest 2019 - Build go kit microservices at kubernetes with ease
 
Plack perl superglue for web frameworks and servers
Plack perl superglue for web frameworks and serversPlack perl superglue for web frameworks and servers
Plack perl superglue for web frameworks and servers
 
Rack
RackRack
Rack
 
PSGI/Plack OSDC.TW
PSGI/Plack OSDC.TWPSGI/Plack OSDC.TW
PSGI/Plack OSDC.TW
 

Mais de Masahiro Nagano

ISUCON4 予選問題で(中略)、”my.cnf”に1行だけ足して予選通過ラインを突破するの術
ISUCON4 予選問題で(中略)、”my.cnf”に1行だけ足して予選通過ラインを突破するの術ISUCON4 予選問題で(中略)、”my.cnf”に1行だけ足して予選通過ラインを突破するの術
ISUCON4 予選問題で(中略)、”my.cnf”に1行だけ足して予選通過ラインを突破するの術
Masahiro Nagano
 
Isucon makers casual talks
Isucon makers casual talksIsucon makers casual talks
Isucon makers casual talks
Masahiro Nagano
 
blogサービスの全文検索の話 - #groonga を囲む夕べ
blogサービスの全文検索の話 - #groonga を囲む夕べblogサービスの全文検索の話 - #groonga を囲む夕べ
blogサービスの全文検索の話 - #groonga を囲む夕べ
Masahiro Nagano
 
Dockerで遊んでみよっかー YAPC::Asia Tokyo 2014
Dockerで遊んでみよっかー YAPC::Asia Tokyo 2014Dockerで遊んでみよっかー YAPC::Asia Tokyo 2014
Dockerで遊んでみよっかー YAPC::Asia Tokyo 2014
Masahiro Nagano
 
Web Framework Benchmarksと Perl の現状報告会 YAPC::Asia Tokyo 2014 LT
Web Framework Benchmarksと Perl の現状報告会 YAPC::Asia Tokyo 2014 LTWeb Framework Benchmarksと Perl の現状報告会 YAPC::Asia Tokyo 2014 LT
Web Framework Benchmarksと Perl の現状報告会 YAPC::Asia Tokyo 2014 LT
Masahiro Nagano
 
ISUCONで学ぶ Webアプリケーションのパフォーマンス向上のコツ 実践編 完全版
ISUCONで学ぶ Webアプリケーションのパフォーマンス向上のコツ 実践編 完全版ISUCONで学ぶ Webアプリケーションのパフォーマンス向上のコツ 実践編 完全版
ISUCONで学ぶ Webアプリケーションのパフォーマンス向上のコツ 実践編 完全版
Masahiro Nagano
 
Webアプリケーションの パフォーマンス向上のコツ 実践編
 Webアプリケーションの パフォーマンス向上のコツ 実践編 Webアプリケーションの パフォーマンス向上のコツ 実践編
Webアプリケーションの パフォーマンス向上のコツ 実践編
Masahiro Nagano
 
Webアプリケーションの パフォーマンス向上のコツ 概要編
 Webアプリケーションの パフォーマンス向上のコツ 概要編 Webアプリケーションの パフォーマンス向上のコツ 概要編
Webアプリケーションの パフォーマンス向上のコツ 概要編
Masahiro Nagano
 
Webアプリケーションとメモリ
WebアプリケーションとメモリWebアプリケーションとメモリ
Webアプリケーションとメモリ
Masahiro Nagano
 
最近作ったN個のCPANモジュール Yokohama.pm #10
最近作ったN個のCPANモジュール Yokohama.pm #10最近作ったN個のCPANモジュール Yokohama.pm #10
最近作ったN個のCPANモジュール Yokohama.pm #10
Masahiro Nagano
 
『How to build a High Performance PSGI/Plack Server』のその後と ISUCON3を受けての話題
『How to build a High Performance PSGI/Plack Server』のその後と ISUCON3を受けての話題『How to build a High Performance PSGI/Plack Server』のその後と ISUCON3を受けての話題
『How to build a High Performance PSGI/Plack Server』のその後と ISUCON3を受けての話題
Masahiro Nagano
 
1台から500台までのMySQL運用(YAPC::Asia編)
1台から500台までのMySQL運用(YAPC::Asia編)1台から500台までのMySQL運用(YAPC::Asia編)
1台から500台までのMySQL運用(YAPC::Asia編)
Masahiro Nagano
 
グラフで捗る話#2 kansai.pm#14
グラフで捗る話#2 kansai.pm#14グラフで捗る話#2 kansai.pm#14
グラフで捗る話#2 kansai.pm#14
Masahiro Nagano
 
Web Operations and Perl kansai.pm#14
Web Operations and Perl kansai.pm#14Web Operations and Perl kansai.pm#14
Web Operations and Perl kansai.pm#14
Masahiro Nagano
 
Designing Opeation Oriented Web Applications / YAPC::Asia Tokyo 2011
Designing Opeation Oriented Web Applications / YAPC::Asia Tokyo 2011Designing Opeation Oriented Web Applications / YAPC::Asia Tokyo 2011
Designing Opeation Oriented Web Applications / YAPC::Asia Tokyo 2011
Masahiro Nagano
 

Mais de Masahiro Nagano (20)

Advanced nginx in mercari - How to handle over 1,200,000 HTTPS Reqs/Min
Advanced nginx in mercari - How to handle over 1,200,000 HTTPS Reqs/MinAdvanced nginx in mercari - How to handle over 1,200,000 HTTPS Reqs/Min
Advanced nginx in mercari - How to handle over 1,200,000 HTTPS Reqs/Min
 
Stream processing in Mercari - Devsumi 2015 autumn LT
Stream processing in Mercari - Devsumi 2015 autumn LTStream processing in Mercari - Devsumi 2015 autumn LT
Stream processing in Mercari - Devsumi 2015 autumn LT
 
ISUCON4 予選問題で(中略)、”my.cnf”に1行だけ足して予選通過ラインを突破するの術
ISUCON4 予選問題で(中略)、”my.cnf”に1行だけ足して予選通過ラインを突破するの術ISUCON4 予選問題で(中略)、”my.cnf”に1行だけ足して予選通過ラインを突破するの術
ISUCON4 予選問題で(中略)、”my.cnf”に1行だけ足して予選通過ラインを突破するの術
 
Isucon makers casual talks
Isucon makers casual talksIsucon makers casual talks
Isucon makers casual talks
 
blogサービスの全文検索の話 - #groonga を囲む夕べ
blogサービスの全文検索の話 - #groonga を囲む夕べblogサービスの全文検索の話 - #groonga を囲む夕べ
blogサービスの全文検索の話 - #groonga を囲む夕べ
 
Dockerで遊んでみよっかー YAPC::Asia Tokyo 2014
Dockerで遊んでみよっかー YAPC::Asia Tokyo 2014Dockerで遊んでみよっかー YAPC::Asia Tokyo 2014
Dockerで遊んでみよっかー YAPC::Asia Tokyo 2014
 
Web Framework Benchmarksと Perl の現状報告会 YAPC::Asia Tokyo 2014 LT
Web Framework Benchmarksと Perl の現状報告会 YAPC::Asia Tokyo 2014 LTWeb Framework Benchmarksと Perl の現状報告会 YAPC::Asia Tokyo 2014 LT
Web Framework Benchmarksと Perl の現状報告会 YAPC::Asia Tokyo 2014 LT
 
ISUCONで学ぶ Webアプリケーションのパフォーマンス向上のコツ 実践編 完全版
ISUCONで学ぶ Webアプリケーションのパフォーマンス向上のコツ 実践編 完全版ISUCONで学ぶ Webアプリケーションのパフォーマンス向上のコツ 実践編 完全版
ISUCONで学ぶ Webアプリケーションのパフォーマンス向上のコツ 実践編 完全版
 
Webアプリケーションの パフォーマンス向上のコツ 実践編
 Webアプリケーションの パフォーマンス向上のコツ 実践編 Webアプリケーションの パフォーマンス向上のコツ 実践編
Webアプリケーションの パフォーマンス向上のコツ 実践編
 
Webアプリケーションの パフォーマンス向上のコツ 概要編
 Webアプリケーションの パフォーマンス向上のコツ 概要編 Webアプリケーションの パフォーマンス向上のコツ 概要編
Webアプリケーションの パフォーマンス向上のコツ 概要編
 
Webアプリケーションとメモリ
WebアプリケーションとメモリWebアプリケーションとメモリ
Webアプリケーションとメモリ
 
最近作ったN個のCPANモジュール Yokohama.pm #10
最近作ったN個のCPANモジュール Yokohama.pm #10最近作ったN個のCPANモジュール Yokohama.pm #10
最近作ったN個のCPANモジュール Yokohama.pm #10
 
『How to build a High Performance PSGI/Plack Server』のその後と ISUCON3を受けての話題
『How to build a High Performance PSGI/Plack Server』のその後と ISUCON3を受けての話題『How to build a High Performance PSGI/Plack Server』のその後と ISUCON3を受けての話題
『How to build a High Performance PSGI/Plack Server』のその後と ISUCON3を受けての話題
 
MHA for MySQL の話
MHA for MySQL の話MHA for MySQL の話
MHA for MySQL の話
 
1台から500台までのMySQL運用(YAPC::Asia編)
1台から500台までのMySQL運用(YAPC::Asia編)1台から500台までのMySQL運用(YAPC::Asia編)
1台から500台までのMySQL運用(YAPC::Asia編)
 
監視ツールの話
監視ツールの話監視ツールの話
監視ツールの話
 
捗れ!Operation
捗れ!Operation捗れ!Operation
捗れ!Operation
 
グラフで捗る話#2 kansai.pm#14
グラフで捗る話#2 kansai.pm#14グラフで捗る話#2 kansai.pm#14
グラフで捗る話#2 kansai.pm#14
 
Web Operations and Perl kansai.pm#14
Web Operations and Perl kansai.pm#14Web Operations and Perl kansai.pm#14
Web Operations and Perl kansai.pm#14
 
Designing Opeation Oriented Web Applications / YAPC::Asia Tokyo 2011
Designing Opeation Oriented Web Applications / YAPC::Asia Tokyo 2011Designing Opeation Oriented Web Applications / YAPC::Asia Tokyo 2011
Designing Opeation Oriented Web Applications / YAPC::Asia Tokyo 2011
 

Último

Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
Victor Rentea
 
Why Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businessWhy Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire business
panagenda
 

Último (20)

Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
Modular Monolith - a Practical Alternative to Microservices @ Devoxx UK 2024
 
Rising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdf
Rising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdfRising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdf
Rising Above_ Dubai Floods and the Fortitude of Dubai International Airport.pdf
 
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost SavingRepurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
Repurposing LNG terminals for Hydrogen Ammonia: Feasibility and Cost Saving
 
Introduction to Multilingual Retrieval Augmented Generation (RAG)
Introduction to Multilingual Retrieval Augmented Generation (RAG)Introduction to Multilingual Retrieval Augmented Generation (RAG)
Introduction to Multilingual Retrieval Augmented Generation (RAG)
 
CNIC Information System with Pakdata Cf In Pakistan
CNIC Information System with Pakdata Cf In PakistanCNIC Information System with Pakdata Cf In Pakistan
CNIC Information System with Pakdata Cf In Pakistan
 
presentation ICT roal in 21st century education
presentation ICT roal in 21st century educationpresentation ICT roal in 21st century education
presentation ICT roal in 21st century education
 
Why Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire businessWhy Teams call analytics are critical to your entire business
Why Teams call analytics are critical to your entire business
 
Understanding the FAA Part 107 License ..
Understanding the FAA Part 107 License ..Understanding the FAA Part 107 License ..
Understanding the FAA Part 107 License ..
 
Platformless Horizons for Digital Adaptability
Platformless Horizons for Digital AdaptabilityPlatformless Horizons for Digital Adaptability
Platformless Horizons for Digital Adaptability
 
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
Apidays New York 2024 - Passkeys: Developing APIs to enable passwordless auth...
 
Elevate Developer Efficiency & build GenAI Application with Amazon Q​
Elevate Developer Efficiency & build GenAI Application with Amazon Q​Elevate Developer Efficiency & build GenAI Application with Amazon Q​
Elevate Developer Efficiency & build GenAI Application with Amazon Q​
 
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemkeProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
ProductAnonymous-April2024-WinProductDiscovery-MelissaKlemke
 
Navigating the Deluge_ Dubai Floods and the Resilience of Dubai International...
Navigating the Deluge_ Dubai Floods and the Resilience of Dubai International...Navigating the Deluge_ Dubai Floods and the Resilience of Dubai International...
Navigating the Deluge_ Dubai Floods and the Resilience of Dubai International...
 
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data DiscoveryTrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
TrustArc Webinar - Unlock the Power of AI-Driven Data Discovery
 
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, AdobeApidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
Apidays New York 2024 - Scaling API-first by Ian Reasor and Radu Cotescu, Adobe
 
[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdf[BuildWithAI] Introduction to Gemini.pdf
[BuildWithAI] Introduction to Gemini.pdf
 
Corporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptxCorporate and higher education May webinar.pptx
Corporate and higher education May webinar.pptx
 
AWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of TerraformAWS Community Day CPH - Three problems of Terraform
AWS Community Day CPH - Three problems of Terraform
 
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWEREMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
EMPOWERMENT TECHNOLOGY GRADE 11 QUARTER 2 REVIEWER
 
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
Web Form Automation for Bonterra Impact Management (fka Social Solutions Apri...
 

Apache::LogFormat::Compiler YAPC::Asia 2013 Tokyo LT-Thon