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Amazon ECSσϓϩΠπʔϧ
ecspresso ։ൃ5ͷาΈ
໘ന๏ਓΧϠοΫ ౻ݪढ़Ұ (@fujiwara)
AWS Dev Day 2023 Tokyo
2023.06.22
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@fujiwara SREνʔϜ
ISUCON 1,2,5,11
!
༏উ4ճ
ISUCON 3,8,12,13 ӡӦ(ग़)4ճ
github.com/kayac/ecspresso
Amazon ECS σϓϩΠπʔϧ
github.com/fujiwara/lambroll
AWS Lambda σϓϩΠπʔϧ
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ecspresso ͱ
github.com/kayac/ecspresso
ൃԻʮΤεϓϨοιʯ
☕
Amazon Elastic Container Service (Amazon ECS)
ͷͨΊͷσϓϩΠπʔϧ
ʮλεΫఆٛʯͱʮαʔϏεʯΛϑΝΠϧͰཧ͢Δ
Go࣮ γϯάϧόΠφϦͰಈ࡞͢ΔCLI
λεΫఆٛͱαʔϏεҎ֎(جຊతʹ)ཧ͠ͳ͍
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λεΫఆٛɺαʔϏεͷઃఆAWS Command Line Interface
(AWS CLI)ޓͷJSONϑΝΠϧ
ϑΝΠϧςϯϓϨʔτͱͯ͠ѻΘΕΔ
ྫ: σϓϩΠ͝ͱʹՄมͷΠϝʔδλάΛڥมͰࢦఆ
// ඞਢͷڥม
"image": "debian:{{ must_env `IMAGE_TAG` }}"
// ઃఆ͞Εͯͳ͍߹ͷσϑΥϧτΛࢦఆ
"image": "nginx:{{ env `IMAGE_TAG` `latest` }}"
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AWS CloudFormation, AWS Cloud Development Kit (CDK),
Terraformͱ࿈ܞՄೳ
ґଘ͢ΔϦιʔεͷIDΛϋʔυίʔυͤͣʹղܾ
# ઃఆϑΝΠϧ ecspresso.yml
plugins:
- name: tfstate
config:
url: s3://my-bucket/terraform.tfstate
// αʔϏεఆٛϑΝΠϧ
"securityGroups": [
"{{ tfstate `aws_security_group.default.id` }}"
],
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ӡ༻ʹศརͳαϒίϚϯυ͕ͨ͘͞Μ
run: ୯ମλεΫΛ࣮ߦ (RunTask)
status: αʔϏεͷঢ়ଶΛදࣔ
scale: αʔϏεͷλεΫΛมߋ
refresh: αʔϏεͷλεΫΛશͯೖΕ͑
diff: σϓϩΠલʹมߋࠩΛදࣔ
verify: σϓϩΠલʹ༻͢Δ֎෦ϦιʔεΛ֬ೝ
exec: Amazon ECS ExecͰλεΫʹଓ
(·ͩ·ͩ͋Γ·͢)
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GitHub
⭐
500+ 1
1 https://star-history.com/#kayac/ecspresso&Date
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ecspressoΛ͝ར༻ͷօ༷ 2
ϒοΫΥʔΧʔ, ϕΨίʔϙϨʔγϣϯ, LayerX
ϑΝϯϑΝʔϨ, ίωώτ, εϚʔτϥϯυ, ͯͳ
CARTA HOLDINGS, ΧϯϜ, Classi, ϑΥʔΠοτ
PR TIMES, ArkEdge Space, τϥετόϯΫ, λΠϛʔ
Retty, MICIN, ηʔϑΟʔ, AmebaϚϯΨ, BASE
ϚωʔϑΥϫʔυ, STORES, Kakedas, mediba
Nature, Connected Base, (ΧϠοΫ)
2 ॱෆಉɺܝࡌڐՄΛಘͨͷͷΈ
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AWS Summit Tokyo 2023
ʮχϯςϯυʔΞΧϯτ
ϦϊϕʔγϣϯϓϩδΣΫτʯͷൃද3
www.itmedia.co.jp/news/articles/
2305/11/news048.html ΑΓҾ༻
ҰํͰFargateͷઃఆAmazon CDKΛͬͯ
͍ͳ͍ͱ͍͏ɻίʔυͷઃஔΛࣗಈԽ͢Δπʔϧ
ͱͷ૬ੑͷ͕ྑ͘ͳ͍͜ͱ͕ཧ༝ͱ͍͍ɺ
ΘΓʹΧϠοΫͷΦʔϓϯιʔειϑτΣΞ
ʮecspressoʯʢΤεϓϨοιʣΛ׆༻ͨ͠
ͱ͍ͯ͠Δɻ
3 https://pages.awscloud.com/rs/112-TZM-766/images/CUS-20AWS-
Summit-2023Nintendo-Systems_FINAL.pdf
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ecspresso MeetUpΓ·͢!
2023.8.8(Ր) 19:00ʙ
JAWS-UG ίϯςφࢧ෦ओ࠵
ࢀՃऀ(ݱɾΦϯϥΠϯ)ืूத
https://jawsug-container.connpass.com/
event/285124/
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։ൃͷಈػ
2017ळ Amazon ECSΛ͏ͨΊσϓϩΠํ๏Λݕ౼ͯ͠
ཧղͨ͜͠ͱʮʰσϓϩΠʱͱͭ·Γ…ʯ
1. ৽͍͠λεΫఆٛΛొ͢Δ(RegisterTaskDefinition)
2. αʔϏε͕͏λεΫఆٛΛมߋ͢Δ(UpdateService)
͜Ε͚ͩɻϩʔϧόοΫͷΈ(࣌)ଘࡏ͠ͳ͍4
4 Deployment circuit breakerͷϦϦʔε2021
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ଞͷπʔϧௐͯΈΔ
• ecs-deploy: λεΫఆٛࣗମͷίʔυཧͰ͖ͳ͍
github.com/silinternational/ecs-deploy
• ecs-cli: ϩʔϧόοΫ͕Ͱ͖ͳ͍
github.com/aws/amazon-ecs-cli
ϩʔϧόοΫ = 1ͭલͷλεΫఆٛΛαʔϏεʹઃఆ͢Δ
!
ʮAPI/CLIΛճݺͿ͚ͩͳΒࣗ࡞Ͱ͖ΔͷͰ…?ʯ
ʮҰݟ؆୯ͦ͏ͳͷͰɺࣗલ࣮পͷୈҰาʯ
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ઃܭࢥ(1)
αʔϏεɺλεΫఆٛͷཧʹಛԽ
ʲཧ༝ʳଞͷϦιʔεͱϥΠϑαΠΫϧ
͕ҧ͏͜ͱ͕ଟ͍ͨΊ
• Amazon VPC, ALB, Amazon RDS...
ظؒ͏ɺมߋසൟͰͳ͍
• λεΫఆٛɺαʔϏε
σϓϩΠ͢Δͨͼʹߋ৽
ཧ͢Δओମ͕ҧ͏͜ͱଟ͍
୯ҰͷπʔϧͰશͯΛཧ͢Δͱɺҙਤ
͠ͳ͍มߋࣄނ͕ى͜ΔՄೳੑ͕ߴ͍
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ઃܭࢥ(2)
Amazon ECSઐ༻ͷπʔϧͱͯ͠࡞Δ
ଞͷίϯςφΦʔέετϨʔγϣϯΫϥυߟྀ͠ͳ͍
ʲϝϦοτʳ
ந͕ߴ͘ͳΒͳ͍ͨΊɺཧղ͕༰қ
ػೳՃͷै͕༰қʹͳΔ(ޙड़)
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ʮ伱ؒՈ۩OSSʯͱ͍͏֓೦
(͕ࣗݴ͍ͬͯΔ͚ͩͰҰൠ༻ޠͰͳ͍)
https://speakerdeck.com/fujiwara3/aws-devday-tokyo-2019
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2017.11.07 ։ൃ։࢝
2017.11.09 v0.1.0 ࣮༻తͳ࠷ॳͷόʔδϣϯ
deploy, rollback, statusίϚϯυͷΈ
ఆٛϑΝΠϧͷςϯϓϨʔτॲཧڥมͷల։ͷΈ
͍ΘΏΔMVP(Minimum Viable Product)
ίʔυ411ߦ5
5 ecspresso v2.2.1Ͱ5703ߦ (ͲͪΒςετΛআ͘)
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v0.1.0 ecspresso --help
usage: ecspresso --config=CONFIG [] [ ...]
Flags:
--help Show context-sensitive help (also try --help-long and --help-man).
--config=CONFIG config file
Commands:
help [...]
Show help.
deploy []
deploy service
status []
show status of service
rollback []
rollback service
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v0.1.0
$ find . -name '*.go' | xargs wc -l
32 ./service.go
35 ./config.go
56 ./cmd/ecspresso/main.go
288 ./ecspresso.go
411 ߹ܭ
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2017.11.29 AWS Fargate GA6
2017.12.07 ecspresso v0.2.2 AWS FargateରԠ
σϓϩΠπʔϧΛࣗ࡞͢Δ
→ Amazon ECSͷ৽ػೳʹରԠ͢ΔͨΊʹ
ࣗͰ࣮͢Δඞཁ͕͋Δ
6 https://aws.amazon.com/jp/blogs/aws/aws-fargate/
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2018
2018.03.30 v0.4.0 deleteίϚϯυ࣮
2018.04.05 v0.5.0 runίϚϯυ࣮
@ijin͞Μ͔Βrun taskΛ࣮ͨ͠
Pull Request
2018.11.15 Secrets Support for
Amazon ECS7
2018.11.20 v0.6.5 SecretsରԠ
7 https://aws.amazon.com/jp/about-aws/whats-new/2018/11/aws-launches-
secrets-support-for-amazon-elastic-container-servic/
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2019
2019.04.10 CircleCIͱecspressoʹΑΔ
ECSͷσϓϩΠϝϯτύΠϓϥΠϯ8
ॳΊͯͷଞࣾࣄྫ
2019.09.11 --no-wait Pull Request
@Songmu9
2019.09.12 v0.9.0 waitίϚϯυ࣮
CI/CDͰͷར༻͕૿͖͑ͯͨ
9 https://github.com/kayac/ecspresso/pull/38
8 https://devblog.thebase.in/entry/2019/04/10/110000
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ʲసػʳ AWS Dev Day Tokyo 2019
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2019.10.08
AWS Dev Day Tokyo 2019
ୈ1ճ AWS Fargate
͔ΜͨΜσϓϩΠબखݖ10
@torics ͞Μʹհ͞ΕΔ
10 https://speakerdeck.com/toricls/the-very-first-aws-fargate-easy-deployment-
tooling-championship
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ʲίϯςφͷσϓϩΠΛ؆୯ʹ͠·ͤΜ͔ʁʳ
ECSͷσϓϩΠπʔϧͰ͋Δ
ʮecspressoʯΛ৮ͬͯΈͨ11
Ϋϥεϝιου͞Μ
DevelopersIOͷهࣄͰհ͞ΕΔ
11 https://dev.classmethod.jp/articles/ecsdeployecspresso/
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ͦͷޙTwitterͰͷΓͱΓ12
ecspressoͷઃఆϑΝΠϧ
खಈͰ࡞͢Δඞཁ͕͋ͬͨ(࣌)
ΞʔϦʔΞμϓλʔͷօ༷͕ͦΕͧΕ
ࢼߦࡨޡ͍ͯͨ͠
12 https://twitter.com/fujiwara/status/1181552719451963392
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ecspresso init ͷൃ໌
ecspresso͕ಈ࡞͢ΔͨΊʹ࠷3ͭͷϑΝΠϧ͕ඞཁ͕ͩ…
• ઃఆϑΝΠϧ: READMEΛݟͯงғؾͰ
• λεΫఆٛϑΝΠϧ: aws ecs describe-task-definition
• αʔϏεఆٛϑΝΠϧ: ࣗͰͳΜͱ͔
͜Ε͕໘ͩͬͨ
!
طଘͷαʔϏεͷใΛݩʹ࡞ΕΔͷͰ?
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2019.10.12 ecspresso v0.11.0 initίϚϯυ࣮
طଘͷΫϥελ໊ɺαʔϏε໊Λࢦఆͯ͠ઃఆϑΝΠϧΛੜ
$ ecspresso init --cluster default --service myapp
2023/05/31 14:46:00 myapp/default save service definition to ecs-service-def.json
2023/05/31 14:46:00 myapp/default save task definition to ecs-task-def.json
2023/05/31 14:46:00 myapp/default save config to ecspresso.yml
$ tree
.
├── ecs-service-def.json
├── ecs-task-def.json
└── ecspresso.yml
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init ҎલʗҎޙ
Ҏલ: ઃఆϑΝΠϧΛखॻ͖͢Δͱ͑Δ
→ ڧ͍ڵຯ͕͋Δਓ͔͑͠ͳ͍
Ҏޙ: ECSͰಈ͘αʔϏεΛ͍࣋ͬͯΔਓͩΕͰ
ίϚϯυҰൃͰ͑Δ
ެࣜπʔϧஶ໊OSS: ֶश͢Δಈػ͕ڧ͍(ඞཁੑ͕͋Δ)
ऑখOSS: ϋʔυϧ͕ߴ͍ͱ୯ʹΘΕͳ͍(ಈػ͕ऑ͍)
ʲڭ܇ʳઃఆϑΝΠϧΛΜͰॻౕ͖͍͍ͨͳ͍
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Dev Day 2019Ҏ߱ GitHub ։ൃՃ
2019.10.16 v0.12.0 CodeDeployʹΑΔBlue/GreenσϓϩΠ
2020.03.31 v0.14.0 tfstateࢀরػೳՃ
20202݄͔ΒίϩφՒ
༵ۚʹҿΈʹߦ͔ͳ͘ͳΔ
→ ՈͰOSS։ൃΛ͢ΔΑ͏ʹ
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Amazon ECSͷػೳՃʹߴʹै͍ͯ͘͠
͜ͷ͜Ζɺ৽ػೳ͕ଟ͔ͬͨ
Fargate Spot, Amazon Elastic File System (EFS) mount,
Fargate Platoform 1.4.0, S3 envfile...
৽ػೳϦϦʔεޙɺ͙͢ʹαϙʔτ͠ଓ͚͍ͯ͘
2020.01.17 Amazon ECS͔ΒAmazon EFSϚϯτՄೳʹ13
2020.01.20 ecspresso v0.13.5 EFSϚϯταϙʔτ
ͳͥ͜Ε͕Մೳͳͷ͔
13 https://aws.amazon.com/jp/about-aws/whats-new/2020/01/amazon-ecs-preview-support-for-efs-file-systems-now-available/
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ྫ: Amazon EFS mountαϙʔτ࣮࣭ࠩ1ߦ14
aws-sdk-goͷόʔδϣϯΞοϓͷΈ
14 https://github.com/kayac/ecspresso/pull/81
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৽ػೳϦϦʔε
→ Softwares Development Kit (SDK)ߋ৽
ecspressoJSONΛSDKͷߏମʹಡΈࠐΜͰ༻͢Δ
→ SDKΛόʔδϣϯΞοϓ͢Δ͚ͩͰػೳՃʹै
1. SDKΛόʔδϣϯΞοϓ
2. (ඞཁʹԠͯ͡)ߏମͷΛҠ͠ସ͍͑ͯΔͱ͜ΖΛमਖ਼
3. ಈ࡞֬ೝ
4.
!
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ઃܭࢥ ࠶ܝ
(1) Amazon ECSαʔϏεͱλεΫఆٛͷཧʹಛԽ
→ มߋ͢ΔՕॴ͕࠷খݶʹͳΔ
(2) Amazon ECSઐ༻ͷπʔϧͱͯ͠࡞Δ
→ ԼखʹநԽ͍ͯ͠ͳ͍ͨΊɺSDK͕ఏڙ͢ΔΞοϓσʔτ
Λͦͷ··ड͚ೖΕΒΕΔ
มߋʹߴʹैͰ͖Δઃܭͩͬͨ(݁Ռ)
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v1.0
!
2020.09.05 v0.99.0 (v1ͷͨΊͷpre-release൛)
2020.10.20 AWS Dev Day Tokyo
ୈ2ճ AWS Fargate ͔ΜͨΜσϓϩΠબखݖ15
2020.10.20 ecspresso v1.0.0
͍ͭ·Ͱv0.xͩͬͨͷͰɺ֮ޛΛܾΊͯv1ϦϦʔε
େ͖ͳඇޓͳ͠
15 https://speakerdeck.com/toricls/the-easiest-deployment-championship-2020-find-your-winner-for-aws-fargate
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όʔδϣχϯάํ
جຊతʹSemantic Versioning
v{major}.{minor}.{patch}
• ϝδϟʔόʔδϣϯ͕ಉҰͳΒඇޓೖΕͳ͍ (v1, v2...)
• όάमਖ਼ʹΑΔڍಈมߋΉΛಘͳ͍߹͕͋Δ
• ػೳ͕૿͑ͨΒϚΠφʔόʔδϣϯΛ্͛Δ (v1.1, v1.2...)
• όάमਖ਼ύονόʔδϣϯͰ (v1.1.1, v1.1.2...)
• খ͍͞ػೳՃύονόʔδϣϯͰೖΔ͜ͱ͕͋Δ
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αϙʔτϙϦγʔ
جຊతʹɺόάमਖ਼ΛؚΊͯ࠷৽൛ͷΈαϙʔτ
ྫ: v1.1.3 ͷ͋ͱʹόάमਖ਼ͱ৽ػೳ͕Ճ͞Εͨ߹
→ v1.2.0ʹ྆ํؚΊͯϦϦʔε
(όάमਖ਼ͷΈͷόʔδϣϯϦϦʔε͠ͳ͍)
2όʔδϣϯΛฏߦϝϯςφϯεͰ͖Δ༨༟͕ͳ͍ͨΊ
ͳΔ͘ޓੑյ͞ͳ͍Α͏ʹؾΛ͚·͢
(ຊ൪ϦϦʔε༻ͷόʔδϣϯݻఆਪ)
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υΩϡϝϯτͷඋ͕՝ʹ
ࣾ֎Ͱར༻͕૿͖͕͑ͯͨɺ࣭ʹ͑Δͷ͕໘…
υΩϡϝϯτΛॻ͘ͷਏ͍…(ओʹӳޠ)
!
ΞυϕϯτΧϨϯμʔͰ24ຊॻ͍ͨΒॆ࣮͢ΔͷͰ?
2020.12 ecspresso Advent Calendar 202016
2020.12.11 v1.2.0 verify, renderίϚϯυՃ
2020.12.24 ecspresso handbook ൃച
16 https://adventar.org/calendars/5916
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ecspresso Advent Calendar
2020
࣌ଘࡏ͍ͯͨ͠αϒίϚϯυ14ݸ
νϡʔτϦΞϧɺςϯϓϨʔτه๏
Terraformͱͷ࿈ܞɺઃܭࢥ
͍ͬͯΔOSSͳͲ
24هࣄΛzenn.devͰͻͨ͢Βॻ͍ͨ
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ecspresso handbook
https://zenn.dev/fujiwara/books/ecspresso-handbook-v2
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ecspresso handbook
ΞυϕϯτΧϨϯμʔ24هࣄΛ·ͱΊͨ
ͷΛ zenn.dev Ͱൃച(10ສࣈ)
༗ྉͰ500ԁʹͯ͠ͲΕ͙Β͍ചΕΔ͔
ࢼ͔ͨͬͨ͠
(ݱ࣌Ͱ)
ॳ൛ɺ2022ϦϦʔεͷv2ରԠ൛`
߹ܭ400෦ఔൢച
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2021
ػೳՃ͕ଓ͘ظ
2021.01.12 v1.3.0 CloudFormation plugin
2021.03.15 Amazon ECS Exec GA17
2021.04.10 v1.5.0 tasks, exec ίϚϯυՃ
2021.10.29 v1.7.0 ఆٛϑΝΠϧྨʹJsonnetαϙʔτ
17 https://aws.amazon.com/jp/about-aws/whats-new/2021/03/amazon-ecs-now-allows-you-to-run-commands-in-a-container-
running-on-amazon-ec2-or-aws-fargate/
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ecspresso exec
Amazon ECS Exec
(ಈ࡞தͷλεΫʹଓͯ͠ίϚϯυΛ࣮ߦͰ͖Δ)
ʹରԠ͢Δ ecspresso exec Λ࣮
(ޙ͔Βࢥ͑)͜Εͪΐͬͱҳؾຯ
ઃܭࢥ(1) αʔϏεͱλεΫఆٛͷཧʹಛԽ
❌
execಈ࡞தͷλεΫͦͷͷΛ૬खʹ͢Δػೳ
σϓϩΠΛཧ͢Δ = ฏ࣌
ಈ࡞தͷλεΫʹԿ͔͢Δ = ҟৗ࣌
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2022 ͦͯ͠v2
2021-01-19 aws-sdk-go-v2 GA18
ecspressoaws-sdk-goʹґଘ͍ͯ͠Δ
SDK͕ߋ৽͞Εͳ͍ = ৽ػೳʹैͰ͖ͳ͍ = ࠔΔ(͕ࣗ)
aws-sdk-go (v1)Ͳ͏ͳΔ??
18 https://aws.amazon.com/jp/about-aws/whats-new/2021/01/aws-sdk-for-go-version-2-now-generally-available/
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AWS SDKͷαϙʔτঢ়گ(֓؍)
ෳฏߦͰαϙʔτ͞Εଓ͚Δ͔ݴޠʹΑͬͯ·ͪ·ͪ19
JavaScript, Python, Java, Go࠷৽2ϝδϟʔόʔδϣϯ
ͦΕҎ֎ͷݴޠ1όʔδϣϯͷΈ
AWS෦Ͱͷར༻͕ଟͦ͏ͳݴޠੜ͖͢Δ͕͋Γͦ͏
ϦϦʔεޙ10ܦա͢Δͱ΄΅αϙʔτऴྃ(Java͚ͩྫ֎)
aws-sdk-go(v1)2015ϦϦʔε
19 https://docs.aws.amazon.com/sdkref/latest/guide/version-support-matrix.html
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AWS SDKϝϯςφϯεϙϦγʔ20
1. General Availability (GA)
GAʹͳͬͨSDK࠷24ϲ݄ؒαϙʔτ
2. Maintenance Announcement
SDK͕ϝϯςφϯεϞʔυʹͳΔ6ϲ݄લʹΞφϯε
3. Maintenance
ϝϯςφϯεϞʔυʹೖΔͱॏཁͳόάमਖ਼ͷΈ
৽ػೳͷՃͳ͠
→ ৽ػೳͷߋ৽(อূ)ऴྃΞφϯε͔Βؒ
20 https://docs.aws.amazon.com/sdkref/latest/guide/maint-policy.html
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2022.01 ecspresso v2Λܾஅ
ํ: جຊతͳޓੑอͭ(ઃఆϑΝΠϧɺσϓϩΠͷڍಈ)
aws-sdk-go-v2ʹҠߦ
createίϚϯυഇࢭ
→ deployίϚϯυ͚ͩͰႈʹ
ϩάͷݻఆจࣈંΓฦ͠ɺͷಉҰߦॻ͖͑Λഇࢭ
→ CI/CDڥͰͷར༻͕૿͖͑ͯͨͨΊ
ͦͷଞ େ͖͘ͳ͍͕ඇޓಈ࡞ʹͳΔͷΛ͍͔ͭ͘
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Roadmap to v2
2022.01.14 github.com/kayac/ecspresso/issues/374
طଘͷඇޓఏҊɺ৽ػೳՃશͯv2ૹΓ
(ҳؾຯͩͬͨ)λεΫͦͷͷΛ૬खʹ͢Δػೳ
ϥΠϒϥϦͱͯ͠ݺͼग़ͯ͠͏
Ͳ͏ͯ͠Έ͕ཷ·ͬͨίʔυͷϦϑΝΫλ
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github.com/fujiwara/ecsta
ecspresso͔ΒλεΫૢ࡞ػೳΛΓग़ͨ͠πʔϧ(ϥΠϒϥϦ)
ҙͷλεΫʹexecͳͲͷૢ࡞͕Ͱ͖ͯศར
describe: λεΫͷใΛJSONͰදࣔ
exec: ECS ExecͰλεΫʹଓ
list: ΫϥελͷλεΫҰཡΛදࣔ
logs: λεΫ͕CloudWatch Logsʹग़ྗͨ͠ϩάΛදࣔ
portforward: ECS ExecΛͬͨϙʔτϑΥϫʔυ
stop: λεΫΛఀࢭ
trace: λεΫ͕ىಈ→ఀࢭ·ͰͷΠϕϯτɺϩάΛ࣌ܥྻදࣔ
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No content
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v2
!
2022.08.22 aws-sdk-v2ಋೖ։࢝
2022.11.11 v1.99.1
2022.12.14 v2.0.0
!
ecspresso handbook v2ରԠ൛ϦϦʔε
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ecspresso 5ͷาΈΛৼΓฦͬͯ
ઃܭࢥେࣄ
Amazon ECSઐ༻ɺλεΫఆٛͱαʔϏεͷΈʹߜΔ͜ͱͰ
৽ػೳै͕༰қʹ
طଘσϓϩΠύΠϓϥΠϯͷΈࠐΈ༰қʹ
࠷ॳͷҰาͷϋʔυϧΛԼ͛Δͷେࣄ
ઃఆϑΝΠϧΛҰ͔Βॻౕ͖͍͍ͨͳ͍
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ecspresso 5ͷาΈΛৼΓฦͬͯ
ίπίπଓ͚Δͷେࣄ
ՖۚOSS։ൃ͕श׳Խ→
!
͍ͭͰʹissueΛݟΔ͔ɺͱͳΔ
ۚમతͳݟฦΓͪΐͬͱخ͍͠
GitHub Sponsorsืूத github.com/sponsors/fujiwara
ZennͷചΓ্͛(࠷ۙ1ສԁ/݄ఔ)
(ͰͦΕΛతʹ͠ͳ͍ํ͕ྑͦ͞͏)
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ecspresso MeetUpΓ·͢!
2023.8.8(Ր) 19:00ʙ
JAWS-UG ίϯςφࢧ෦ओ࠵
ࢀՃऀ(ݱɾΦϯϥΠϯ)ืूத
https://jawsug-container.connpass.com/
event/285124/