Upgrade to Pro — share decks privately, control downloads, hide ads and more …
Sign up for free

Just-In-Time Compiler for MRI

Sponsored · Your Podcast. Everywhere. Effortlessly. Share. Educate. Inspire. Entertain. You do you. We'll handle the rest. →
Avatar for Takashi Kokubun Takashi Kokubun
November 17, 2017
Programming
25k
8

Just-In-Time Compiler for MRI

RubyConf 2017 New Orleans

Avatar for Takashi Kokubun

Takashi Kokubun

November 17, 2017

More Decks by Takashi Kokubun

See All by Takashi Kokubun
Lightning-Fast Method Calls with Ruby 4.1 ZJIT / RubyKaigi 2026
Avatar for Takashi Kokubun k0kubun
3
3.9k
一度始めたらやめられない開発効率向上術 / Findy あなたのdotfilesを教えて！
Avatar for Takashi Kokubun k0kubun
4
3.3k
ZJIT: The Ruby 4 JIT Compiler / Ruby Release 30th Anniversary Party
Avatar for Takashi Kokubun k0kubun
1
570
ZJIT: The Future of Ruby Performance / San Francisco Ruby Conference 2025
Avatar for Takashi Kokubun k0kubun
1
150
ZJIT: Building a New JIT Compiler for Ruby / REBASE 2025
Avatar for Takashi Kokubun k0kubun
0
170
Deoptimization: How YJIT Speeds Up Ruby by Slowing Down / RubyKaigi 2025
Avatar for Takashi Kokubun k0kubun
2
4.9k
YJIT Makes Rails 1.7x faster / RubyKaigi 2024
Avatar for Takashi Kokubun k0kubun
7
16k
Ruby JIT Hacking Guide / RubyKaigi 2023
Avatar for Takashi Kokubun k0kubun
2
11k
YJIT: Dive into Ruby's JIT compiler written in Rust / Rust.Tokyo 2022
Avatar for Takashi Kokubun k0kubun
2
2.4k

Other Decks in Programming

See All in Programming
The Good Stuff, Not the Slop: Engineering High-Quality Android Apps with Modern AI Tooling
Avatar for danybony danybony
1
260
iOSDC Japan 2026 - Swiftで作って学ぼう！データベース自作入門
Avatar for kaseken (Kent Kaseda) kaseken
2
320
すこし踏み込む CancellationToken
Avatar for tkym htkym
2
860
iOSDC2026登壇資料.pdf
Avatar for RioFujimon riofujimon
0
180
新卒PdEのリアル
Avatar for ryu ryu1013
1
510
Intent as Code
Avatar for Shoppingjaws shoppingjaws
6
1.1k
IBM Bob Dojo #1 仕様駆動開発入門
Avatar for Akira Onishi (IBM) oniak3ibm
PRO
0
170
モジュールの視点からSwiftを読み解く #iosdc
Avatar for Shigure Shimotori s_shimotori
0
190
AI Agent時代のリアーキテクチャ戦略と実践
Avatar for Kazuhito Hokamura hokaccha
9
4.9k
巨大モノリシックアプリ モダン化大作戦
Avatar for Ryomm ktcryomm
1
1.1k
ハーネス設計入門 〜 基礎知識の整理から実務へのステップアップ 〜
Avatar for kinopee kinopeee
16
13k
一人だけ、Kiroが静止する日
Avatar for Hideyuki Nagata hideg
0
130

Featured

See All Featured
Evolution of real-time – Irina Nazarova, EuRuKo, 2024
Avatar for Irina Nazarova irinanazarova
9
1.6k
YesSQL, Process and Tooling at Scale
Avatar for Rocio Delgado rocio
174
15k
10 Git Anti Patterns You Should be Aware of
Avatar for Lemi Orhan Ergin lemiorhan
PRO
659
62k
What does AI have to do with Human Rights?
Avatar for Per Axbom axbom
PRO
1
2.4k
The Curious Case for Waylosing
Avatar for Cassini Nazir cassininazir
1
520
Bioeconomy Workshop: Dr. Julius Ecuru, Opportunities for a Bioeconomy in West Africa
Avatar for AKADEMIYA2063 akademiya2063
PRO
1
370
The World Runs on Bad Software
Avatar for Brandon Keepers bkeepers
PRO
72
12k
The Psychology of Web Performance [Beyond Tellerrand 2023]
Avatar for Tammy Everts tammyeverts
49
3.6k
How to Align SEO within the Product Triangle To Get 
Buy-In & Support - #RIMC
Avatar for Aleyda Solis aleyda
2
1.8k
How to Grow Your eCommerce with AI & Automation
Avatar for Katarina Dahlin katarinadahlin
PRO
2
280
For a Future-Friendly Web
Avatar for Brad Frost brad_frost
183
10k
Digital Ethics as a Driver of Design Innovation
Avatar for Per Axbom axbom
PRO
1
430

Transcript

  1. +VTU*O5JNF$PNQJMFSGPS.3* 5BLBTIJ,PLVCVO5SFBTVSF%BUB*OD /PWFNCFSUI  3VCZ$POG

  2. TFMG

  3. 5SFBTVSF%BUB*OD 3VCZ$PNNJUUFSTJODF.BZ  !LLVCVO

  4. None

  5. IUUQTUSBWJTDJPSHLLVCVOIBNMJUKPCT *NBEFYGBTUFS)BNMJNQMFNFOUBUJPO)BNMJU

  6. None

  7. IUUQTUSBWJTDJPSHLLVCVOIBNMJUKPCT *NBEFPSJHJOBM)BNMYGBTUFS

  8. None

  9. DPNQJMFEDPEF`TSFOEFSJOHUJNFTQFSTFDPOE OP)5.-FTDBQF 3FOEFSJOHUJNFTQFSTFDPOE JT      ERB

    Ruby 2.5.0 Erubis 2.7.0 Ruby 2.5.0 Erubi 1.7.0 Ruby 2.5.0 ERB Ruby 2.4.2            IUUQTHJTUHJUIVCDPNLLVCVOFEEDDCEFGDGBDEGGE *NBEF&3#YGBTUFS

  10. *MPWFGBTUUIJOHT BOENBLJOHUIJOHTGBTUFS

  11. *MPWF3VCZMBOHVBHF

  12. *GXFDBONBLF3VCZFWFOGBTUFS  JUXPVMECFHSFBU SJHIU

  13. *U`TUJNFUPJOUSPEVDF+*5DPNQJMFSz

  14. 5PEBZ*`MMUFMMZPVIPX*BDIJFWFEUIJTXJUIJU 0QUDBSSPUXJUI[email protected] GQT      Ruby 2.0

    Ruby 2.5 YARV-MJIT    IUUQTHJUIVCDPNLLVCVOZBSWNKJUPQUDBSSPUCFODINBSL

  15. 8IBU`T+*5DPNQJMFS

  16. 8IBU`T+*5DPNQJMFS w +*5+VTU*O5JNF w +*5DPNQJMFSPQUJNJ[FTBQSPHSBNCZDPNQJMJOHJUUPlOBUJWFDPEFz EVSJOHFYFDVUJPOPGUIFQSPHSBN w 8BJU XIBU /BUJWFDPEF

    *TO`U3VCZOBUJWFOPX

  17. )PXDVSSFOU.3*XPSLT EFGSVCZ   FOE 3VCZDPEF

  18. )PXDVSSFOU.3*XPSLT EFGSVCZ   FOE 3VCZDPEF "CTUSBDU 4ZOUBY5SFF /0%&@$"-- NFUIPE

    SFDFJWFS BSHT 1BSTF

  19. )PXDVSSFOU.3*XPSLT EFGSVCZ   FOE 3VCZDPEF "CTUSBDU 4ZOUBY5SFF /0%&@$"-- NFUIPE

    SFDFJWFS BSHT 1BSTF QVUPCKFDU QVUPCKFDU PQU@NVMU MFBWF #ZUFDPEF GPS3VCZ7. $PNQJMF

  20. )PXDVSSFOU.3*XPSLT QVUPCKFDU QVUPCKFDU PQU@NVMU MFBWF #ZUFDPEF GPS3VCZ7. 3VCZ7. 4UBDL 1SPHSBN$PVOUFS

  21. )PXDVSSFOU.3*XPSLT QVUPCKFDU QVUPCKFDU PQU@NVMU MFBWF #ZUFDPEF GPS3VCZ7. 3VCZ7. 4UBDL 1SPHSBN$PVOUFS

  22. )PXDVSSFOU.3*XPSLT QVUPCKFDU QVUPCKFDU PQU@NVMU MFBWF #ZUFDPEF GPS3VCZ7. 3VCZ7. 4UBDL 1SPHSBN$PVOUFS

    

  23. )PXDVSSFOU.3*XPSLT QVUPCKFDU PQU@NVMU MFBWF #ZUFDPEF GPS3VCZ7. 3VCZ7. 4UBDL 1SPHSBN$PVOUFS 

  24. )PXDVSSFOU.3*XPSLT QVUPCKFDU PQU@NVMU MFBWF #ZUFDPEF GPS3VCZ7. 3VCZ7. 4UBDL 1SPHSBN$PVOUFS 

    

  25. )PXDVSSFOU.3*XPSLT PQU@NVMU MFBWF #ZUFDPEF GPS3VCZ7. 3VCZ7. 4UBDL 1SPHSBN$PVOUFS  

  26. )PXDVSSFOU.3*XPSLT PQU@NVMU MFBWF #ZUFDPEF GPS3VCZ7. 3VCZ7. 4UBDL 1SPHSBN$PVOUFS 

  27. )PXDVSSFOU.3*XPSLT MFBWF #ZUFDPEF GPS3VCZ7. 3VCZ7. 4UBDL 1SPHSBN$PVOUFS 

  28. )PXDVSSFOU.3*XPSLT MFBWF #ZUFDPEF GPS3VCZ7. 3VCZ7.WN@FYFD 4UBDL 1SPHSBN$PVOUFS SFUVSO

  29. )PXEPFT+*5XPSL #ZUFDPEF GPS3VCZ7. QVUPCKFDU QVUPCKFDU PQU@NVMU MFBWF 5ISFBE 3VCZ7. 5ISFBE

    +*5DPNQJMFS $BMMDPVOU

  30. #ZUFDPEF GPS3VCZ7. QVUPCKFDU QVUPCKFDU PQU@NVMU MFBWF 5ISFBE 3VCZ7. 5ISFBE +*5DPNQJMFS

    $BMMDPVOU )PXEPFT+*5XPSL *OUFSQSFU

  31. #ZUFDPEF GPS3VCZ7. QVUPCKFDU QVUPCKFDU PQU@NVMU MFBWF 5ISFBE 3VCZ7. 5ISFBE +*5DPNQJMFS

    $BMMDPVOU $IFDL )PXEPFT+*5XPSL *OUFSQSFU

  32. #ZUFDPEF GPS3VCZ7. QVUPCKFDU QVUPCKFDU PQU@NVMU MFBWF 5ISFBE 3VCZ7. 5ISFBE +*5DPNQJMFS

    $BMMDPVOU /BUJWFDPEF 0QUJNJ[F )PXEPFT+*5XPSL *OUFSQSFU

  33. #ZUFDPEF GPS3VCZ7. QVUPCKFDU QVUPCKFDU PQU@NVMU MFBWF 5ISFBE 3VCZ7. 5ISFBE +*5DPNQJMFS

    $BMMDPVOU /BUJWFDPEF $BMM 0QUJNJ[F )PXEPFT+*5XPSL *OUFSQSFU

  34. w #ZUFDPEFJTJOUFSQSFUFEOPOOBUJWFDPEFGPS3VCZ w "GUFS+*5HFOFSBUFTOBUJWFDPEFGSPNUIFCZUFDPEF 3VCZ7.TUBSUT UPDBMMOBUJWFDPEFJOTUFBEPGJOUFSQSFUJOHCZUFDPEF )PXEPFT+*5XPSL

  35. 8IZ+*5GPS3VCZ

  36. 'JSTUPGBMM EPFT3VCZOFFEUPCFGBTUFS 3VCZJTGBTUFOPVHIGPSNBOZVTFDBTFT CVUJUTIPVMECFGBTUFS w 'PSNPOFZ w 5IFGBTUFS3VCZJT UIFGFXFSDPNQVUFSFTPVSDFTBSFSFRVJSFE

  37. 'JSTUPGBMM EPFT3VCZOFFEUPCFGBTUFS 3VCZJTGBTUFOPVHIGPSNBOZVTFDBTFT CVUJUTIPVMECFGBTUFS w 'PSNPOFZ w 5IFGBTUFS3VCZJT UIFGFXFSDPNQVUFSFTPVSDFTBSFSFRVJSFE w

    'PSFOEVTFSFYQFSJFODF w FH'BTUXFCBQQMJDBUJPOJTDPNGPSUBCMFUPVTF

  38. 'JSTUPGBMM EPFT3VCZOFFEUPCFGBTUFS 3VCZJTGBTUFOPVHIGPSNBOZVTFDBTFT CVUJUTIPVMECFGBTUFS w 'PSNPOFZ w 5IFGBTUFS3VCZJT UIFGFXFSDPNQVUFSFTPVSDFTBSFSFRVJSFE w

    'PSFOEVTFSFYQFSJFODF w FH'BTUXFCBQQMJDBUJPOJTDPNGPSUBCMFUPVTF w 5PBMXBZTVTF3VCZ❤ w /PMPOHFSOFFEUPDIPPTFBOPUIFSMBOHVBHFEVFUPQFSGPSNBODF

  39. 0LBZ UIFOXIZ+*5GPS3VCZQFSGPSNBODF w +*5+VTU*O5JNF"05"IFBE0G5JNF w "05DPNQJMFTQSPHSBNUPOBUJWFDPEFCFGPSFJUTFYFDVUJPO w 8IZOPU"05CVU+*5  w

    5PLFFQCPPUUJNFTIPSU DPNQJMBUJPOTIPVMECFGVMMZBTZODISPOPVT w 4PNFPQUJNJ[BUJPOTOFFESVOUJNFJOGPSNBUJPO FYQMBJOFEMBUFS

  40. 0LBZ UIFOXIZ+*5GPS3VCZQFSGPSNBODF w 5IFSFBSFTPNFNFUIPE+*5DPNQJMFSJNQMFNFOUBUJPOTGPS.3* w ,JOEPGXPSLJOH w "DIJFWFECFUUFSQFSGPSNBODF

  41. 1FSGPSNBODFPGTPNF+*5DPNQJMFSJNQMFNFOUBUJPOT 0QUDBSSPUXJUI[email protected] GQT      Ruby 2.0

    Ruby 2.5 YARV-MJIT MJIT     IUUQTHJUIVCDPNLLVCVOZBSWNKJUPQUDBSSPUCFODINBSL

  42. )PXEPFT+*5NBLF3VCZGBTUFS

  43. JNQMFNFOUBUJPOTPGNFUIPE+*5DPNQJMFS w --3#--7.CBTFENFUIPE+*5DPNQJMFS w .+*5.3*NFUIPE+*5DPNQJMFSCBTFEPO35-JOTUSVDUJPOT w :"37.+*5.3*NFUIPE+*5DPNQJMFSCBTFEPO:"37JOTUSVDUJPOT

  44. --3# IUUQTHJUIVCDPNLLVCVOMMSC

  45. %PZPVLOPX UIF3VCZ,BJHJ,FZOPUF

  46. None

  47. w$POWFSU3VCZDPSFMJCSBSZUP--7.CJUDPEFVTJOH$MBOH w(FOFSBUF--7.*3GSPN:"37CZUFDPEF w"MMPX--7.UPPQUJNJ[FUIFNUPHFUIFS l-JGUUIF$PSFz

  48. *NBEFJUQPTTJCMFXJUI--3#

  49. #ZUFDPEF QVUPCKFDU QVUPCKFDU PQU@NVMU MFBWF 5ISFBE 3VCZ7. )PX--3#XPSLT *OUFSQSFU .3*`T

    QSFDPNQJMFE --7.*3

  50. #ZUFDPEF QVUPCKFDU QVUPCKFDU PQU@NVMU MFBWF 5ISFBE 3VCZ7. )PX--3#XPSLT *OUFSQSFU .3*`T

    QSFDPNQJMFE --7.CJUDPEF

  51. #ZUFDPEF QVUPCKFDU QVUPCKFDU PQU@NVMU MFBWF 5ISFBE 3VCZ7. )PX--3#XPSLT *OUFSQSFU .FUIPE`T

    --7.*3 $PNQJMF .3*`T QSFDPNQJMFE --7.CJUDPEF

  52. #ZUFDPEF QVUPCKFDU QVUPCKFDU PQU@NVMU MFBWF 5ISFBE 3VCZ7. )PX--3#XPSLT *OUFSQSFU .FUIPE`T

    --7.*3 $PNQJMF $PNCJOFE --7.*3 -JOL*3 .3*`T QSFDPNQJMFE --7.CJUDPEF

  53. #ZUFDPEF QVUPCKFDU QVUPCKFDU PQU@NVMU MFBWF 5ISFBE 3VCZ7. )PX--3#XPSLT *OUFSQSFU .FUIPE`T

    --7.*3 $PNQJMF /BUJWF$PEF $PNCJOFE --7.*3 -JOL*3 0QUJNJ[BUJPO CZ--7.1BTT $PEFHFO .3*`T QSFDPNQJMFE --7.CJUDPEF

  54. #ZUFDPEF QVUPCKFDU QVUPCKFDU PQU@NVMU MFBWF 5ISFBE 3VCZ7. )PX--3#XPSLT *OUFSQSFU .FUIPE`T

    --7.*3 $PNQJMF .3*`T QSFDPNQJMFE --7.CJUDPEF /BUJWF$PEF $PNCJOFE --7.*3 -JOL*3 $PEFHFO $BMM 0QUJNJ[BUJPO CZ--7.1BTT

  55. )PXJTJUTQFSGPSNBODF

  56. -FU`TCFODINBSL CN@MPPQ@XIJMFMPPQ

  57. None

  58. 8IZJTJUGBTU

  59. "CPVU--7.1BTT w l--7.1BTTzJTBGSBNFXPSLUPBOBMZ[FPSPQUJNJ[F--7.*3 w $PNQJMFSPQUJNJ[BUJPOPG$MBOH--7.JTEPOFJO--7.1BTT

  60. --3#`T1BTTQJQFMJOF w .BKPS1BTTFTUIBUB⒎FDU--3#`TPQUJNJ[BUJPOTUBUT 1BTTFT w5ZQF#BTFE""8SBQQFS1BTT w(MPCBMT""8SBQQFS1BTT w'VODUJPO*OMJOJOH1BTT w&BSMZ$4&1BTT w+VNQ5ISFBEJOH1BTT w$'(4JNQMJpDBUJPO1BTT

    w*OTUSVDUJPO$PNCJOJOH1BTT w3FBTTPDJBUF1BTT w-*$.1BTT w-PPQ6OTXJUDI1BTT w*OTUSVDUJPO$PNCJOJOH1BTT w*OE7BS4JNQMJGZ1BTT w(7/1BTT w.FN$QZ0QU1BTT w%FBE4UPSF&MJNJOBUJPO1BTT w-*$.1BTT w$'(4JNQMJpDBUJPO1BTT w*OTUSVDUJPO$PNCJOJOH1BTT w3FWFSTF1PTU0SEFS'VODUJPO"UUST1BTT w(MPCBMT""8SBQQFS1BTT w-PPQ7FDUPSJ[F1BTT w*OTUSVDUJPO$PNCJOJOH1BTT w-PPQ6OSPMM1BTT w*OTUSVDUJPO$PNCJOJOH1BTT w-*$.1BTT

  61. 8IJDI--7.1BTTJTJNQPSUBOU w *DPVMESFQSPEVDFUIFTBNFQFSGPSNBODFXJUIPOMZ1BTTFT w -FU`TTFFIPXUIFZDPOUSJCVUFUPQFSGPSNBODF

  62. 4VNNBSZPG--3#`TPQUJNJ[BUJPOqPX 3VCZCZUFDPEF /BUJWFDPEF Y8JUICZUFDPEFJOUFSQSFUFS :"37 Y0QUJNJ[FEOBUJWFDPEF`T$GVODUJPO #FODINBSLFEPO8FSDLFSJOIUUQTHJUIVCDPNLLVCVOMMSCQVMM

  63. 4VNNBSZPG--3#`TPQUJNJ[BUJPOqPX 3VCZCZUFDPEF --3#$PNQJMFS /BUJWFDPEF Y8JUICZUFDPEFJOUFSQSFUFS :"37 Y0QUJNJ[FEOBUJWFDPEF`T$GVODUJPO #FODINBSLFEPO8FSDLFSJOIUUQTHJUIVCDPNLLVCVOMMSCQVMM Y+*5DPNQJMBUJPOXJUIPVUPQUJNJ[BUJPO

  64. 4VNNBSZPG--3#`TPQUJNJ[BUJPOqPX 3VCZCZUFDPEF --3#$PNQJMFS 'VODUJPO*OMJOJOH1BTT /BUJWFDPEF Y8JUICZUFDPEFJOUFSQSFUFS :"37 Y0QUJNJ[FEOBUJWFDPEF`T$GVODUJPO #FODINBSLFEPO8FSDLFSJOIUUQTHJUIVCDPNLLVCVOMMSCQVMM Y+*5DPNQJMBUJPOXJUIPVUPQUJNJ[BUJPO

    Y*OMJOFGVODUJPOT

  65. 4VNNBSZPG--3#`TPQUJNJ[BUJPOqPX 3VCZCZUFDPEF --3#$PNQJMFS 'VODUJPO*OMJOJOH1BTT -*$.1BTT /BUJWFDPEF Y8JUICZUFDPEFJOUFSQSFUFS :"37 Y0QUJNJ[FEOBUJWFDPEF`T$GVODUJPO #FODINBSLFEPO8FSDLFSJOIUUQTHJUIVCDPNLLVCVOMMSCQVMM

    Y+*5DPNQJMBUJPOXJUIPVUPQUJNJ[BUJPO Y*OMJOFGVODUJPOT Y3FNPWFMPPQJOWBSJBOUDPEFGSPNMPPQ

  66. 4VNNBSZPG--3#`TPQUJNJ[BUJPOqPX w *OMJOJOH'VODUJPOIBTNBKPSJNQBDU w "TDIBOHJOH$PEF(FO-FWFMB⒎FDUFEJUTJNQBDU BDUVBMMZDPEF HFOFSBUPSTFFNTUPEPPQUJNJ[BUJPOPOJOMJOFEDPEF w -*$. -PPQ*OWBSJBOU$PEF.PUJPO

    JTBMTPHPPE

  67. -FBSOJOHTGSPN--3# w *OUIJTBQQSPBDI UIFSFXBTOPQFSGPSNBODFCFOFpUJODPOTUSVDUJOH --7.*3CZPVSTFMWFT w .BJOPQUJNJ[BUJPOUBSHFUJT3VCZDPSFQSFDPNQJMFECZ$MBOH w ,FFQJOHVQXJUI--7.`TCSFBLJOHDIBOHFJTIBSE w

    %FCVHHJOHOBUJWFDPEFDPNQJMFEGSPN--7.*3TFFNFEIBSE

  68. .+*5 IUUQTHJUIVCDPNWONBLBSPWSVCZ

  69. 8IBU`T.+*5 w %FWFMPQFECZ7MBEJNJS.BLBSPW w .+*5QSPKFDUDPOTJTUTPGDPNQPOFOUT w 7.JOTUSVDUJPOTSFQMBDFNFOU w .FUIPE+*5DPNQJMFS

  70. 7.JOTUSVDUJPOTSFQMBDFNFOU w :"37 4UBDLCBTFE 35- 3FHJTUFSCBTFE  w %ZOBNJDCZUFDPEFTQFDJBMJ[BUJPO w

    *UTQFDVMBUJWFMZTQFDJBMJ[FTJOTUSVDUJPOGPSTQFDJpDDMBTT w FHJOETFU <> BJOETFU "SSBZ<> BJOETFUJ "SSBZ<> *OUFHFS

  71. .FUIPE+*5DPNQJMFS w #BTFEPO35-JOTUSVDUJPOT DPNQJMFCZUFDPEFUP$DPEF BOE HDDDMBOHHFOFSBUFTOBUJWFDPEF w #BDLHSPVOEDPNQJMBUJPOPOQUISFBE w %FPQUJNJ[BUJPOGSPNOBUJWFDPEFUPCZUFDPEF

  72. :"37#ZUFDPEF QVUPCKFDU QVUPCKFDU PQU@NVMU MFBWF 5ISFBE3VCZ7. -FU`TTFFIPXJU`TEJ⒎FSFOUGSPNDVSSFOUPOF 4UBDL 1SPHSBN$PVOUFS

  73. 35-#ZUFDPEF WBMUFNQ  NVMUJ   UFNQ@SFU 5ISFBE3VCZ7. 5ISFBE+*5DPNQJMFS *O.+*5

    7.JOTUSVDUJPOTBOEDPNQJMFSBSFSFQMBDFE 3FHJTUFS 1SPHSBN$PVOUFS 3FHJTUFS $BMMDPVOU

  74. $BMMDPVOU 35-#ZUFDPEF WBMUFNQ  NVMUJ   UFNQ@SFU 5ISFBE3VCZ7. 5ISFBE+*5DPNQJMFS

    )PX.+*5XPSLT 3FHJTUFS 1SPHSBN$PVOUFS 3FHJTUFS

  75. $BMMDPVOU 35-#ZUFDPEF WBMUFNQ  NVMUJ   UFNQ@SFU 5ISFBE3VCZ7. 5ISFBE+*5DPNQJMFS

    )PX.+*5XPSLT 3FHJTUFS 1SPHSBN$PVOUFS 3FHJTUFS

  76. $BMMDPVOU 35-#ZUFDPEF WBMUFNQ  JNVMUJ   UFNQ@SFU 5ISFBE3VCZ7. 5ISFBE+*5DPNQJMFS

    )PX.+*5XPSLT 3FHJTUFS 1SPHSBN$PVOUFS 3FHJTUFS $IBOHFJOTUSVDUJPO EFQFOEJOHPO SFDFJWFSUZQF NVMUJ 0CKFDU *OUFHFS JNVMUJ *OUFHFS *OUFHFS

  77. $BMMDPVOU 35-#ZUFDPEF WBMUFNQ  JNVMUJ   UFNQ@SFU 5ISFBE3VCZ7. 5ISFBE+*5DPNQJMFS

    )PX.+*5XPSLT 3FHJTUFS 1SPHSBN$PVOUFS 3FHJTUFS

  78. $BMMDPVOU 35-#ZUFDPEF WBMUFNQ  JNVMUJ   UFNQ@SFU 5ISFBE3VCZ7. 5ISFBE+*5DPNQJMFS

    )PX.+*5XPSLT 3FHJTUFS 1SPHSBN$PVOUFS 3FHJTUFS

  79. $BMMDPVOU 35-#ZUFDPEF WBMUFNQ  JNVMUJ   UFNQ@SFU 5ISFBE3VCZ7. 5ISFBE+*5DPNQJMFS

    )PX.+*5XPSLT 3FHJTUFS 1SPHSBN$PVOUFS 3FHJTUFS SFUVSO

  80. $BMMDPVOU 35-#ZUFDPEF WBMUFNQ  JNVMUJ   UFNQ@SFU 5ISFBE3VCZ7. 5ISFBE+*5DPNQJMFS

    )PX.+*5XPSLT *OUFSQSFU

  81. $BMMDPVOU 35-#ZUFDPEF WBMUFNQ  JNVMUJ   UFNQ@SFU 5ISFBE3VCZ7. 5ISFBE+*5DPNQJMFS

    )PX.+*5XPSLT *OUFSQSFU -PDBMpMFT $DPEFPGNFUIPE $PNQJMF

  82. -PDBMpMFT $BMMDPVOU 35-#ZUFDPEF WBMUFNQ  JNVMUJ   UFNQ@SFU 5ISFBE3VCZ7.

    5ISFBE+*5DPNQJMFS )PX.+*5XPSLT *OUFSQSFU $DPEFPGNFUIPE $PNQJMF 4IBSFE0CKFDUpMF HDD DMBOH

  83. -PDBMpMFT $BMMDPVOU 35-#ZUFDPEF WBMUFNQ  JNVMUJ   UFNQ@SFU 5ISFBE3VCZ7.

    5ISFBE+*5DPNQJMFS )PX.+*5XPSLT *OUFSQSFU $DPEFPGNFUIPE $PNQJMF 4IBSFE0CKFDUpMF HDD DMBOH .FNPSZ /BUJWFDPEF EMTZN

  84. -PDBMpMFT $BMMDPVOU 35-#ZUFDPEF WBMUFNQ  JNVMUJ   UFNQ@SFU 5ISFBE3VCZ7.

    5ISFBE+*5DPNQJMFS )PX.+*5XPSLT *OUFSQSFU $DPEFPGNFUIPE $PNQJMF 4IBSFE0CKFDUpMF HDD DMBOH .FNPSZ EMTZN $BMM /BUJWFDPEF

  85. )PXJT.+*5 w .+*5BDIJFWFEHSFBUQFSGPSNBODF w *UDMBJNTYTQFFEVQGSPN3VCZXJUI0QUDBSSPU

  86. )PXJT.+*5 w .+*5BDIJFWFEHSFBUQFSGPSNBODF w *UDMBJNTYTQFFEVQGSPN3VCZXJUI0QUDBSSPU w #VUSFQMBDJOHDPNQJMFSBOE7.JOTUSVDUJPOTNJHIUCFUPPSJTLZ w 4P*GPSLFE.+*5UPNBLF.+*5JOUSPEVDUJPOTBGFS QPSUJOH

    --3#`TJEFBTUPDPNQJMFTUBDLCBTFEJOTUSVDUJPOT

  87. :"37.+*5 IUUQTHJUIVCDPNLLVCVOZBSWNKJU

  88. :"37.+*5 w "GPSLPG.+*5QSPKFDUNBEFCZNF w 5IFTBNFUISFBEJOH DPEFHFOFSBUJPOBOE+*5TDIFEVMJOH w #VUJUBDIJFWFT+*5DPNQJMBUJPOXJUIPVUSFQMBDJOH7.JOTUSVDUJPOT

  89. -FU`TTFFIPX:"37.+*5PQUJNJ[FTUIJT :"37CZUFDPEF QVUPCKFDU QVUPCKFDU PQU@NVMU MFBWF

  90. 'JSTUPGBMM XIZDBO`UXFEPUIJT QVUPCKFDU MFBWF :"37CZUFDPEF QVUPCKFDU QVUPCKFDU PQU@NVMU MFBWF

  91. QVUPCKFDU MFBWF DMBTT*OUFHFS EFG PCK  PCK FOE FOE 'JSTUPGBMM

    XIZDBO`UXFEPUIJT :"37CZUFDPEF

  92. 8FOFFEUPDIFDLNFUIPESFEFpOJUJPO QVUPCKFDU MFBWF DMBTT*OUFHFS EFG PCK  PCK FOE FOE

      $VSSFOU3VCZDPNQJMFSEPFTO`UQSPWJEFTVDIPQUJNJ[BUJPO :"37CZUFDPEF

  93. )PXEPFT:"37.+*5PQUJNJ[FUIJT QVUPCKFDU QVUPCKFDU PQU@NVMU MFBWF $BMMDPVOU :"37CZUFDPEF 5ISFBE3VCZ7. 5ISFBE+*5DPNQJMFS

  94. QVUPCKFDU QVUPCKFDU PQU@NVMU MFBWF $BMMDPVOU *OUFSQSFU :"37CZUFDPEF )PXEPFT:"37.+*5PQUJNJ[FUIJT 5ISFBE3VCZ7. 5ISFBE+*5DPNQJMFS

  95. QVUPCKFDU QVUPCKFDU PQU@NVMU MFBWF $BMMDPVOU $IFDL :"37CZUFDPEF )PXEPFT:"37.+*5PQUJNJ[FUIJT 5ISFBE3VCZ7. 5ISFBE+*5DPNQJMFS

    *OUFSQSFU

  96. QVUPCKFDU QVUPCKFDU PQU@NVMU MFBWF $BMMDPVOU (FOFSBUF$DPEF 7"-6&PQU@NVMU B C \

    *G OPU@SFEFpOFE JOU@NVMU \ SFUVSOB C ^FMTF\ SFUVSOWN@FYFD  ^ ^ 7"-6&OBUJWF@DPEF \ SFUVSOPQU@NVMU    ^ :"37CZUFDPEF )PXEPFT:"37.+*5PQUJNJ[FUIJT 5ISFBE3VCZ7. 5ISFBE+*5DPNQJMFS 5ISFBE3VCZ7. *OUFSQSFU

  97. QVUPCKFDU QVUPCKFDU PQU@NVMU MFBWF $BMMDPVOU 7"-6&PQU@NVMU B C \ *G

    OPU@SFEFpOFE JOU@NVMU \ SFUVSOB C ^FMTF\ SFUVSOWN@FYFD  ^ ^ 7"-6&OBUJWF@DPEF \ SFUVSOPQU@NVMU    ^ $DPNQJMFS 0QUJNJ[F$PNQJMF :"37CZUFDPEF )PXEPFT:"37.+*5PQUJNJ[FUIJT 5ISFBE3VCZ7. 5ISFBE+*5DPNQJMFS (FOFSBUF$DPEF *OUFSQSFU

  98. 7"-6&PQU@NVMU B C \ *G OPU@SFEFpOFE JOU@NVMU \ SFUVSOB C

    ^FMTF\ SFUVSOWN@FYFD  ^ ^ 7"-6&OBUJWF@DPEF \ SFUVSOPQU@NVMU    ^ $DPNQJMFS 0QUJNJ[F$PNQJMF )PXEPFT:"37.+*5PQUJNJ[FUIJT

  99. 7"-6&PQU@NVMU B C \ *G OPU@SFEFpOFE JOU@NVMU \ SFUVSOB C

    ^FMTF\ SFUVSOWN@FYFD  ^ ^ 7"-6&OBUJWF@DPEF \ SFUVSOPQU@NVMU    ^ $DPNQJMFS 0QUJNJ[F$PNQJMF 7"-6&OBUJWF@DPEF \ *G OPU@SFEFpOFE JOU@NVMU \ SFUVSO  ^FMTF\ SFUVSOWN@FYFD  ^ ^ *OMJOF )PXEPFT:"37.+*5PQUJNJ[FUIJT

  100. 7"-6&PQU@NVMU B C \ *G OPU@SFEFpOFE JOU@NVMU \ SFUVSOB C

    ^FMTF\ SFUVSOWN@FYFD  ^ ^ 7"-6&OBUJWF@DPEF \ SFUVSOPQU@NVMU    ^ $DPNQJMFS 0QUJNJ[F$PNQJMF 7"-6&OBUJWF@DPEF \ *G OPU@SFEFpOFE JOU@NVMU \ SFUVSO  ^FMTF\ SFUVSOWN@FYFD  ^ ^ *OMJOF 7"-6&OBUJWF@DPEF \ *G OPU@SFEFpOFE JOU@NVMU \ SFUVSO ^FMTF\ SFUVSOWN@FYFD  ^ ^ $BMD   )PXEPFT:"37.+*5PQUJNJ[FUIJT

  101. 7"-6&PQU@NVMU B C \ *G OPU@SFEFpOFE JOU@NVMU \ SFUVSOB C

    ^FMTF\ SFUVSOWN@FYFD  ^ ^ 7"-6&OBUJWF@DPEF \ SFUVSOPQU@NVMU    ^ $DPNQJMFS 0QUJNJ[F$PNQJMF 7"-6&OBUJWF@DPEF \ *G OPU@SFEFpOFE JOU@NVMU \ SFUVSO  ^FMTF\ SFUVSOWN@FYFD  ^ ^ *OMJOF 7"-6&OBUJWF@DPEF \ *G OPU@SFEFpOFE JOU@NVMU \ SFUVSO ^FMTF\ SFUVSOWN@FYFD  ^ ^ $BMD   8FDBOSFUVSOBSFTVMUPQUJNJ[FECZ$DPNQJMFS )PXEPFT:"37.+*5PQUJNJ[FUIJT

  102. #ZUFDPEF GPS3VCZ7. QVUPCKFDU QVUPCKFDU PQU@NVMU MFBWF $BMMDPVOU 7"-6&OBUJWF@DPEF \ *G

    OPU@SFEFpOFE JOU@NVMU \ SFUVSO ^FMTF\ SFUVSOWN@FYFD  ^ ^ )PXEPFT:"37.+*5PQUJNJ[FUIJT 5ISFBE3VCZ7. 5ISFBE+*5DPNQJMFS *OUFSQSFU (FOFSBUF$DPEF

  103. #ZUFDPEF GPS3VCZ7. QVUPCKFDU QVUPCKFDU PQU@NVMU MFBWF $BMMDPVOU 40pMF 7"-6&OBUJWF@DPEF \

    *G OPU@SFEFpOFE JOU@NVMU \ SFUVSO ^FMTF\ SFUVSOWN@FYFD  ^ ^ $DPNQJMFS )PXEPFT:"37.+*5PQUJNJ[FUIJT 5ISFBE3VCZ7. 5ISFBE+*5DPNQJMFS *OUFSQSFU (FOFSBUF$DPEF

  104. #ZUFDPEF GPS3VCZ7. QVUPCKFDU QVUPCKFDU PQU@NVMU MFBWF $BMMDPVOU 40pMF 7"-6&OBUJWF@DPEF \

    *G OPU@SFEFpOFE JOU@NVMU \ SFUVSO ^FMTF\ SFUVSOWN@FYFD  ^ ^ /BUJWFDPEF EMTZN $DPNQJMFS )PXEPFT:"37.+*5PQUJNJ[FUIJT 5ISFBE3VCZ7. 5ISFBE+*5DPNQJMFS *OUFSQSFU (FOFSBUF$DPEF

  105. #ZUFDPEF GPS3VCZ7. QVUPCKFDU QVUPCKFDU PQU@NVMU MFBWF $BMMDPVOU 40pMF 7"-6&OBUJWF@DPEF \

    *G OPU@SFEFpOFE JOU@NVMU \ SFUVSO ^FMTF\ SFUVSOWN@FYFD  ^ ^ $BMM $DPNQJMFS )PXEPFT:"37.+*5PQUJNJ[FUIJT 5ISFBE3VCZ7. 5ISFBE+*5DPNQJMFS *OUFSQSFU (FOFSBUF$DPEF EMTZN /BUJWFDPEF

  106. #BTJDJEFBTUPPQUJNJ[F:"37.+*5 w "UUIJTTUBHF *`NGPDVTJOHPO w *OMJOJOHGVODUJPOT w 4LJQQJOHVOOFDFTTBSZXPSL w %FDSFBTJOHDPNQJMBUJPOUJNF

    w "T:"37.+*5JTBGPSLPG.+*5 TPNFJEFBTBSFQPSUFEGSPN.+*5

  107. 0QUJNJ[BUJPOTJNQMFNFOUFEJO :"37.+*5

  108. *OMJOFGVODUJPOTCZIBWJOH7.TPVSDFDPEFBTIFBEFS w 5ZQF*OMJOJOHGVODUJPOT 1PSUFEGSPN.+*5  w *OTUBMMIFBEFSpMFGPS+*5VOEFSQSFpYEJSFDUPSZ w dSCFOWWFSTJPOTJODMVEFSVCZY@EBSXJO SC@NKJU@NJO@IFBEFSI

    w 5IJTJTKVTUQSFQSPDFTTFEWFSTJPOPGWND

  109. 5SBOTGPSNGVODUJPOTJOIFBEFSUPTUBUJD w 5ZQF%FDSFBTJOHDPNQJMBUJPOUJNF 1PSUFEGSPN.+*5  w "EElTUBUJDz BOElJOMJOFz UPBMMOPOTUBUJDEFDMBSBUJPOTJOIFBEFSpMF w

    $DPNQJMFSDBOTLJQDPNQJMBUJPOPGVOVTFEGVODUJPOTJGUIFZ`SFTUBUJD w *GDPNQJMBUJPOUJNFJTTIPSUFOFE 3VCZQSPHSBNJTPQUJNJ[FEFBMJFS

  110. 4LJQFYFDVUJOHTFUKNQJG+*5FEDPEFJTBWBJMBCMF w 5ZQF4LJQQJOHVOOFDFTTBSZXPSL 1PSUFEGSPN.+*5  w 3VCZ`TFYDFQUJPOJTJNQMFNFOUFECZDBMMJOHlTFUKNQzBOElMPOHKNQz w lTFUKNQzOFFETUPTUPSFDPOUFYU TPJU`TTMPX

    w .+*5TLJQTJUJGNFUIPEEPFTOPUTFFNUPSBJTFFYDFQUJPO w :"37.+*5`TQPSUJTJODPNQMFUFBOENJHIUCFCSPLFOGPSOPX

  111. "WPJEJOMJOJOHMBSHFGVODUJPO w 5ZQF%FDSFBTJOHDPNQJMBUJPOUJNF JNQMFNFOUFEEJ⒎FSFOUMZGSPN.+*5  w *GIFBEFSJODMVEFTWFSZMBSHFGVODUJPOBOEJU`TJOMJOFE DPNQJMBUJPO CFDPNFTTPTMPX w

    FHWN@TFBSDI@NFUIPE w 4P:"37.+*5JNQMFNFOUTEFPQUJNJ[BUJPO DIBOHFGSPNDBMMJOH+*5 DPEFUPJOUFSQSFUJOHCZUFDPEF KVTUUPBWPJEDPNQJMJOHTVDIGVODUJPOT

  112. 4BWFlCBTFQPJOUFSzUPDBODFM+*5FYFDVUJPO w 5ZQF4LJQQJOHVOOFDFTTBSZXPSL 1PSUFEGSPN.+*5  w 5PDBODFMDBMMJOH+*5DPEFEVSJOHUIFDBMM JUOFFETUPSFTUPSF7.TUBDL w .+*5BOE:"37.+*5TUPSFT*OJUJBMQPTJUJPOPGTUBDLQPJOUFSBTlCBTF

    QPJOUFSzPOFWFSZNFUIPEDBMM w "MUFSOBUJWFMZXFDBODBMDVMBUFCBTFQPJOUFSGSPNQSFWJPVTDPOUSPM GSBNF CVUJUXBTTMPX

  113. *OMJOFFYUFSOBMGVODUJPOTVTFEJO7.JOTUSVDUJPOT w 5ZQF*OMJOJOHGVODUJPOT w .+*5BDIJFWFTUIJTCZEZOBNJDCZUFDPEFTQFDJBMJ[BUJPO w )BWFEFpOJUJPOTPGFYUFSOBMGVODUJPOTVTFECZ7.JO+*5IFBEFS w FH)BWFEFpOJUJPOPGSC@BSZ@BSFGUPJOMJOF"SSBZ<>

  114. *OMJOFTFUVQPGNFUIPEDBMM w 5ZQF*OMJOJOHGVODUJPOT w .+*5BDIJFWFTUIJTCZEZOBNJDCZUFDPEFTQFDJBMJ[BUJPO w 6TFlDBMMDBDIFzJOCZUFDPEFUPLOPXXIBULJOEPGNFUIPEJTVTFE w #BDLHSPVOE:"37`TCZUFDPEFIBTlDBMMDBDIFz XIJDIJODMVEFT

    NFUIPEEFpOJUJPOBOEJUTTFUVQNFUIPE w 8FDBOJOMJOFNFUIPETFUVQ MJLFQVTIJOHDPOUSPMGSBNF JGXFLOPX JUTUZQF

  115. 8JUIUIPTFUFDIOJRVFT UIJTQFSGPSNBODFJTBDIJFWFE 0QUDBSSPUXJUI[email protected] GQT      Ruby

    2.0 Ruby 2.5 YARV-MJIT    IUUQTHJUIVCDPNLLVCVOZBSWNKJUPQUDBSSPUCFODINBSL

  116. 'VUVSFXPSLTGPS:"37.+*5PQUJNJ[BUJPO w 1PSUNPSFUFDIOJRVFTGSPN.+*5 w FH3FNPWFVOOFDFTTBSZGVODUJPOTJOQSFDPNQJMFEIFBEFS w *OMJOFDPSFNFUIPEEFpOFEXJUI$GVODUJPO w *OMJOFNFUIPEEFpOFEXJUICZUFDPEF

  117. )PXDBOXFSFBMJ[F+*5GPS.3*

  118. .BOZQFPQMFIBWFGBJMFEUPJOUSPEVDF+*5 w 5IFSFIBECFFOTPNF+*5JNQMFNFOUBUJPOTQSFTFOUFEBU3VCZ,BJHJ w )PXEJEZBSWMMWNGBJM w "+VTUJO5JNFDPNQJMFSGPS$3VCZ 3V+*5  w

    3VCJOJVTIBE+*5DPNQJMFSCBTFEPO--7. CVUJUXBTSFNPWFEJO

  119. 8IZEJEUIFZGBJM w ZBSWMMWN)BSEUPJNQSPWFQFSGPSNBODFXJUI.3*SVOUJNF w 3V+*5.FNPSZDPOTVNJOH w 3VCJOJVT)BSEUPpYCVHTJO+*5

  120. $BOXFTPMWF*NQSPWFQFSGPSNBODF w .+*5TIPXFEIPXUPBDIJFWFHSFBUQFSGPSNBODFXJUI.3* w 8FIBWFHPPECFODINBSLTUPTVQQPSUJU w NBNFPQUDBSSPU w OPBIHJCCTSBJMT@SVCZ@CFODI

  121. $BOXFTPMWF.FNPSZDPOTVNJOH w .+*5XBTHPPEFOPVHIBCPVUUIJTUPP

  122. $BOXFTPMWF)BSEUPpYCVHT w .+*5EPFTOPUVTF--7.EJSFDUMZ w /POFFEUPLFFQVQXJUICSFBLJOHDIBOHFTJO--7. w 8FDBOEFCVH4&(7TFFJOH$DPEFBTVTVBM

  123. $BOXFTPMWF)BSEUPpYCVHT w .+*5EPFTOPUVTF--7.EJSFDUMZ w /POFFEUPLFFQVQXJUICSFBLJOHDIBOHFTJO--7. w 8FDBOEFCVH4&(7TFFJOH$DPEFBTVTVBM w #VU.+*5OFFETNBOZDIBOHFTGPSJOUSPEVDUJPO w

    5IFMFTTZPVDIBOHF UIFNPSFVOMJLFMZJU`MMCFUPIBWFCVHT

  124. .BLFJOJUJBMSFMFBTFBTTBGFBTQPTTJCMF w %PO`UTPMWFNBOZEJ⒏DVMUQSPCMFNTTJNVMUBOFPVTMZ w 3FQMBDJOH7.JOTUSVDUJPOT w *OUSPEVDFQPSUBCMF+*5JOGSBTUSVDUVSF

  125. .BLFJOJUJBMSFMFBTFBTTBGFBTQPTTJCMF w 3JTLZDIBOHFTIPVMECFBCMFUPCFUVSOFEP⒎BUpSTU w #VUUIFSF`TOPXBZUPUVSOP⒎35-`T7.JOTUSVDUJPOSFQMBDFNFOUT w *NBEF:"37.+*5TPUIBUBMMDIBOHFTCFDPNFPQUJPOBM

  126. .BLFJOJUJBMSFMFBTFBTTBGFBTQPTTJCMF w (SBEVBMMZJOUSPEVDFDIBOHFTUPVQTUSFBN w *BMSFBEZDPNNJUUFETPNFDIBOHFTVTFGVMGPS+*5UP.3* w 3FMFBTF:"37.+*5pSTUBOEUFTU+*5JOGSBTUSVDUVSFTBGFMZ BOEUIFO VTF.+*5JOUIFOFYUSFMFBTF w

    .BOZQBSUTPG:"37.+*5DBOCFTIBSFEXJUI.+*5

  127. $VSSFOUTUBUVTPG+*5QSPKFDUT .+*5 :"37.+*5 0QUDBSSPUGQTWT3VCZQSFWJFX XJUIPVU+*5 Y Y 0QUDBSSPUGQTWT3VCZQSFWJFX 8JUI+*5 Y

    Y NBLFUFTUUFTUBMMTQFD XJUIPVU+*5 ˓ºº ˓˓˓ NBLFUFTUUFTUBMMTQFD XJUI+*5 ˓ºº ºº˓ +*5XPSLTPO8JOEPXTNBD04-JOVY º˚˓ ˚˓˓ #BTFSFWJTJPO S SPVHIMZ S BMNPTUUSVOL #FODINBSLEFUBJMTIUUQTHJUIVCDPNLLVCVOZBSWNKJUPQUDBSSPUCFODINBSL

  128. 8FOFFEZPVSIFMQ w +VTUUSZUIFNXJUIZPVSBQQT CVHSFQPSUTBSFWFSZIFMQGVM w #VUGPSOPXJU`TWFSZMJLFMZUPCFCSPLFOGPSNBOZDBTFT w 1MFBTFSFQSPEVDFCVHXJUIlNJOJSVCZCJOBSZJGQPTTJCMF w 1MFBTFSFQPSUJTTVFTUP

    w .+*5IUUQTHJUIVCDPNWONBLBSPWNKJU w :"37.+*5IUUQTHJUIVCDPNLLVCVOZBSWNKJU

  129. )PXUPVTF.+*5PS:"37.+*5 w $PNQJMFGSPNTPVSDFDPEF w HJUDMPOFIUUQTHJUIVCDPNLLVCVOZBSWNKJUDEZBSWNKJU w BVUPDPOG w DPOpHVSFŠQSFpYl\)0.&^SCFOWWFSTJPOTZBSWNKJUz w

    NBLFNBLFJOTUBMM

  130. )PXUPVTF.+*5PS:"37.+*5 w +VTUBEElKzPQUJPOUPlSVCZzDPNNBOEFYFDVUJPO w &YlSVCZGPP@UFTUSCzlSVCZKGPP@UFTUSCz w lKzVTFTHDD1BTTlKMzUPVTF$MBOH ZPVNVTUVTFJUPONBD04  w

    1BTTlKWz lKWzPSlKWzUPDIFDL+*5BDUVBMMZGBJMTPSOPU w 1BTTlKEKTzUPEFCVHXJUIHEC MMEC

  131. $PODMVTJPO w .FUIPE+*5DPNQJMFSTGPS.3*DBOHBJOHPPEQFSGPSNBODFNBJOMZ CZIFMQJOH$DPNQJMFSTJOMJOFDPEF w :"37.+*5JTBTBGFNJHSBUJPOQBUIUPSFBMJ[F.+*5JOUSPEVDUJPO w 5PSFBMJ[F+*5 CVHSFQPSUTVTJOHNJOJSVCZBSFWFSZIFMQGVM