The document summarizes JuliaCon, a conference about the Julia programming language, held in Chicago on June 26-27, 2014. It provides details of the conference schedule and sessions, which covered topics like scientific applications, optimization, statistics, and graphics in Julia. It also describes some of the presentations, including one on the design and implementation of the Julia debugger by Keno Fischer. The author shares their experience of attending the small, 70-person conference and plans to hold local Julia user group meetings in Seoul to share knowledge gained from the event.
This presentation on Julia was presented at the online RinPharma conference (2020) by Viral B. Shah (Julia Computing) and Vijay Ivaturi (Pumas-AI). We discuss the origin story of Julia, the influences of R, performance, and the Julia package ecosystem.
We also describe how Julia complements R in the drug discovery to the final regulatory submission process. The JuliaHub platform in combination with Pumas simulation software enables these workflows.
This presentation on Julia was presented at the online RinPharma conference (2020) by Viral B. Shah (Julia Computing) and Vijay Ivaturi (Pumas-AI). We discuss the origin story of Julia, the influences of R, performance, and the Julia package ecosystem.
We also describe how Julia complements R in the drug discovery to the final regulatory submission process. The JuliaHub platform in combination with Pumas simulation software enables these workflows.
Julia: A modern language for software 2.0Viral Shah
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3. Julia (programming language)
http://en.wikipedia.org/wiki/Julia_(programming_language)
Multi-paradigm: multiple dispatch ("object-oriented"), procedural,
functional, meta
!
Designed by Jeff Bezanson, Stefan Karpinski, Viral B. Shah, Alan Edelman
Appeared in 2012
Stable release : 0.2.1 / 11 February 2014
!
Typing discipline : Dynamic with optional type annotations, and type
inference
!
Influenced by MATLAB, Scheme, Lisp, C, Fortran, Wolfram Language,
Python, Perl, R, Ruby
!
OS : Linux, OS X, FreeBSD, Windows
MIT License
Filename extension(s) : .jl
Website : julialang.org
4. Julia (programming language)
http://en.wikipedia.org/wiki/Julia_(programming_language)
Julia is a high-level dynamic programming language designed to
address the requirements of high-performance numerical and
scientific computing while also being effective for general
purpose programming. Unusual aspects of Julia's design include
having a type system with parametric types in a fully dynamic
programming language and adopting multiple dispatch as its
core programming paradigm. It allows for parallel and
distributed computing; and direct calling of C and Fortran
libraries without glue code. Julia includes efficient libraries for
floating point, linear algebra, random number generation, fast
Fourier transforms, and regular expression matching.
5. Julia (programming language)
http://en.wikipedia.org/wiki/Julia_(programming_language)
Julia's core is implemented in C and C++, its parser in Scheme,
and the LLVM compiler framework is used for just-in-time
generation of machine code for x86(-64) with work being done
to get it working on ARM. The standard library is implemented in
Julia itself, using Node.js's libuv library for efficient, cross-
platform I/O. The most notable aspect of Julia's implementation
is its speed, which is often within a factor of two relative to
fully optimized C code. Development of Julia began in 2009 and
an open-source version was publicized in February 2012.
6. 제1회 줄리아 컨퍼런스
2014년 6월 26일, 27일
시카고 대학 글리쳐 센터(University of Chicago: Gleacher Center)에서 열림
!
http://juliacon.org
JuliaCon
8. 컨퍼런스 자료
Releasing Video - 8월 중 업로드
https://github.com/JuliaCon/presentations/issues/3
!
Presentations for JuliaCon
https://github.com/JuliaCon/presentations
!
The Julia Language: A fresh approach to technical computing.
https://github.com/JuliaLang/julia
9. 2014년 6월 23일 월요일 인천 공항 -> 샌프란시스코 -> 시카고
2014년 6월 24일 화요일
2014년 6월 25일 수요일
2014년 6월 26일 목요일 컨퍼런스 첫째날
2014년 6월 27일 금요일 컨퍼런스 둘째날
2014년 6월 28일 토요일 Hack Day
2014년 6월 29일 일요일
2014년 6월 30일 월요일 새벽 시카고 -> 샌프란시스코 -> 인천공항
일정
11. 8:00 AM space opens, coffee and light breakfast
8:15 AM opening remarks
!
Scientific Applications Session
8:30 AM Tim Holy — Image Representation and Analysis
9:10 AM Pontus Stenetorp — Natural Language Processing with Julia
9:50 AM break
10:20 AM breakout session — speed vs. correctness (led by Arch Robison)
!
Optimization Session
11:10 AM Iain Dunning / Joey Huchette — JuliaOpt - Optimization Packages for Julia
11:50 AM Madeleine Udell — Convex Optimization in Julia
!
12:30 PM lunch
!
Statistics Session
2:00 PM Douglas Bates — Fitting Statistical Models with Julia
2:40 PM John Myles White — Representing Data in Julia
3:20 PM break
3:35 PM Simon Byrne — Distributions.jl
4:15 PM Dan Wlasiuk — A Brief History of TimeSeries
4:25 PM break
!
Julia Deployment Session
4:40 PM Reid Atcheson — Rapidly Iterating from Prototype to Near-C Performance in Julia: A Finite
Element Method Case Study
5:20 PM Avik Sengupta — Moving Julia into Production
Thursday, June 26th
12. 오픈, 명찰
!
Scientific Applications Session
!
Optimization Session
!
점심
!
Statistics Session
!
Julia Deployment Session
!
보트 관광
Thursday, June 26th 첫째날
13.
14.
15. Scientific Applications Session
8:30 AM Tim Holy — Image Representation and Analysis
9:10 AM Pontus Stenetorp — Natural Language Processing with Julia
9:50 AM break
10:20 AM breakout session — speed vs. correctness (led by Arch Robison)
!
Optimization Session
11:10 AM Iain Dunning / Joey Huchette — JuliaOpt - Optimization Packages for Julia
11:50 AM Madeleine Udell — Convex Optimization in Julia
Thursday, June 26th 오전
16. 12:30 PM lunch
!
Statistics Session
2:00 PM Douglas Bates — Fitting Statistical Models with Julia
2:40 PM John Myles White — Representing Data in Julia
3:20 PM break
3:35 PM Simon Byrne — Distributions.jl
4:15 PM Dan Wlasiuk — A Brief History of TimeSeries
4:25 PM break
!
Julia Deployment Session
4:40 PM Reid Atcheson — Rapidly Iterating from Prototype to Near-C Performance in Julia: A Finite
Element Method Case Study
5:20 PM Avik Sengupta — Moving Julia into Production
Thursday, June 26th 오후
20. julia> df
4x2 DataFrame
|-------|---|---|
| Row # | A | B |
| 1 | 1 | 3 |
| 2 | 1 | 4 |
| 3 | 2 | 3 |
| 4 | 2 | 4 |
!
julia> countmap
countmap (generic function with 4 methods)
!
julia> using RDatasets
ERROR: RDatasets not found
in require at loading.jl:47
!
julia> Pkg.add("RDatasets")
INFO: Cloning cache of RDatasets from git://github.com/johnmyleswhite/RDatasets.jl.git
INFO: Installing RDatasets v0.1.1
INFO: Package database updated
INFO: METADATA is out-of-date — you may not have the latest version of RDatasets
INFO: Use `Pkg.update()` to get the latest versions of your packages
!
julia> using RDatasets
24. 8:00 AM space opens, coffee and light breakfast
!
Core Julia Session
8:30 AM Arch Robison — Practical Vectorization in Julia
9:10 AM Jeff Bezanson — Introduction to Julia Internals
!
9:50 AM Julia Core Team panel
10:20 AM break
!
10:40 AM Leah Hanson — TypeCheck: Static Analysis in Julia
11:20 AM Keno Fischer — The design and implementation of the Julia Debugger
12:00 PM breakout session — package ecosystem (led by Iain Dunning)
!
12:30 AM lunch
!
Graphics and Multimedia Session
2:00 PM Yuri Vishnevsky — Generative Art with Julia
2:10 PM Michael Bean — Publishing Online Interactive Julia Models
2:50 PM Daniel C. Jones — Gadfly: native Julia plotting and visualization
3:30 PM break
3:50 PM Spencer Russell — Realtime Audio in Julia with AudioIO.jl
4:30 PM breakout session — graphics and visualization (led by Daniel C. Jones)
Friday, June 27th
25. Core Julia Session
!
코어 팀 패널
!
Core Julia Session
!
점심
!
Graphics and Multimedia Session
Friday, June 27th 둘째날
26. 8:00 AM space opens, coffee and light breakfast
!
Core Julia Session
8:30 AM Arch Robison — Practical Vectorization in Julia
9:10 AM Jeff Bezanson — Introduction to Julia Internals
!
9:50 AM Julia Core Team panel
10:20 AM break
!
10:40 AM Leah Hanson — TypeCheck: Static Analysis in Julia
11:20 AM Keno Fischer — The design and implementation of the Julia Debugger
12:00 PM breakout session — package ecosystem (led by Iain Dunning)
Friday, June 27th 오전
27. julia-parser.scm : 파서, LISP로 구현
julia-syntax.scm
!
ast.c : interface to front-end, obtains and translates syntax trees
toplevel.c : evaluating top-level expressions, loading source files
interpreter.c
!
gf.c : Generic Functions
. method table and lookup
. GF constructor, add_method
. dispatch
. static parameter inference
. method specialization, invoking type inference
- widens (union…)
!
Code gen…
Jeff Bezanson
Introduction to Julia Internals
30. Stefan Karpinski <stefan@karpinski.org>
Jameson Nash <vtjnash@gmail.com>
Keno Fischer <kfischer+github@college.harvard.edu>
Viral B. Shah <viral@mayin.org>
Jeff Bezanson <jeff.bezanson@gmail.com>
Alan Edelman
!
얘기 나눈 주제들
GPU Kernel for Julia, Higher Level Abstract, Funding
Improve Anonymous Function,
Inline functions, GC improvement in 0.4
Graphics (GTK, Cairo), Binary packages
Flow control comprehension
- Multi-dimension Cases, General Matrix
Julia Core Team panel - 줄리아 코어 팀 패널 토론
31. * 화요일부터 3일만에 LLVM 백단 줄리아 @cpp 매크로로 도는 디버거 짬
* 당일 새벽 2시에 완성했다고
!
# Agenda
* Design
* The Debugger
* Calling C++ from Julia
!
LLVM 디버거
코드 그래프
Keno Fischer
The design and implementation of the Julia Debugger
33. 12:30 AM lunch
!
Graphics and Multimedia Session
2:00 PM Yuri Vishnevsky — Generative Art with Julia
2:10 PM Michael Bean — Publishing Online Interactive Julia Models
2:50 PM Daniel C. Jones — Gadfly: native Julia plotting and visualization
3:30 PM break
3:50 PM Spencer Russell — Realtime Audio in Julia with AudioIO.jl
4:30 PM breakout session — graphics and visualization (led by Daniel C. Jones)
Friday, June 27th 오후
53. 후원 이미지
https://github.com/JuliaCon/juliacon.github.io/tree/master/
images/sponsors
!
Hack Day 사진
http://www.meetup.com/JuliaChicago/photos/22904862/
!
컨퍼런스 사진 - Twitter #juliacon
https://twitter.com/hashtag/juliacon
!
John Myles White 사진
http://www.battery.com/powered/the-whole-stack/2014/03/18/
schmoozing-at-strata/
!
Keno Fischer 사진 - Networking in Julia
http://www.youtube.com/watch?v=qYjHYTn7r2w
사진 출처