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mxnet-on-aws-batch
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ryo nakamaru
April 01, 2017
Programming
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mxnet-on-aws-batch
JAWS-UG HPC * AI @ 2017.03.031
ryo nakamaru
April 01, 2017
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Transcript
MXNet on AWS Batch JAWS-UG: HPC #9 & AI #5
߹ಉษڧձ @ 2017.03.31
@pottava SUPINF Inc.
• AWS Batch ͷಛ • MXNet on AWS Batch σϞ
• ߏɺϙΠϯτ • ϋϯζΦϯͷ͝հ ͓
AWS Batch ͷಛ
Պֶٕज़ܭࢉɾϋΠύϑΥʔϚϯείϯϐϡʔςΟϯά ༻్ͰਅՁΛൃش͢Δɺେنͳεέʔϧɺδϣϒͷґ ଘఆ͕ٛՄೳͳϚωʔδυฒྻࢄॲཧج൫ɻ AWS Batch
͢Ͱʹ Black Belt ͷࢿྉ͕ެ։͞Ε͍ͯ·͢ɻ AWS Batch http://aws.typepad.com/sajp/2017/02/aws-black-belt-online-seminar-aws-batch.html
ࢲϢʔβࢹͰݱঢ়Λ·ͱΊ·ͨ͠ɻ AWS Batch http://qiita.com/pottava/items/d9886b2e8835c5c0d30f
MXNet on AWS Batch
σϞ
σΟʔϓϥʔχϯάΛར༻ʢLSTM with MXNetʣ AWS നॻɺPDF 27 ϑΝΠϧΛֶशσʔλʹར༻ ग़ͩ͠ͷ୯ޠ͔ΒɺͦΕΒ͍͠ޙଓͷจষΛࣗಈੜ AWS ϗϫΠτϖʔύʔ͘Μ
1. ·ͣҰʢֶशෆेͳʣਪ͕ಈ͘͜ͱΛ֬ೝ 2. ͦͷޙվΊͯɺσʔλͷऔಘɾՃ 3. ֶश 4. ৽൛ਪαʔϏεσϓϩΠ σϞͷྲྀΕ
ʮAmazon EC2 isʯΛ༩͑ͨ࣌ͷɺֶशෆेͳਪྫ ਪͷ༷ࢠ ৽͍͠ݴޠ͕ੜ·Ε·ͨ͠ɻ
ʮAmazon EC2 isʯͰɺͦΕͳΓʹֶशͨ͠ޙͷਪྫ ਪͷ༷ࢠ ݴ͍͍ͨ͜ͱΘ͔Γ·ͤΜ͕ɺ୯ޠจ๏ਵ͠·ͨ͠ɻ
γεςϜߏ
γεςϜߏ AWS Batch S3 2.ֶशδϣϒೖ ΤϯδχΞ SpotFleet DeepLearning AMI v2
1.ֶशσʔλೖ 3.δϣϒεέδϡʔϧ 4.σʔλऔಘ & ֶश 5.݁ՌϞσϧΛอଘ ҰൠϢʔβ AWS Lambda 7.Ϟσϧऔಘ & ਪ APIGateway 6.ਪϦΫΤετ 8.݁ՌԠ ECS EC2 g2.2xlarge EC2 g2.2xlarge
ϙΠϯτ
GPU ར༻ AMI Λ͏ • Unmanaged ڥͰ SpotFleet Ͱ҆͘ʂ •
CloudFormation Ͱڥͷల։Λ༰қʹ
NVIDIA-docker, awslogs • NVIDIA-docker ඞਢͰͳ͍ͷͷೖΕΔͱศར • Unmanaged ڥͰ log
CloudWatch Logs ʹ
privileged ϞʔυͰ job Λఆٛ
git ϦϙδτϦ
git clone on your machine! https://github.com/pottava/mxnet-char-lstm
ϋϯζΦϯ͋Γ·͢
COBOL on AWS Batch http://qiita.com/pottava/items/435c65b1fa72cb643f6e
JAWS-UG AI ࢧ෦
ίϯςϯπ • AWS Ͱ AI αʔϏεΛ࣮ɾӡ༻͢ΔͨΊͷ ɹҰൠతͳٕज़ใɺݟɺࣄྫڞ༗ͷ • ͢Ͱʹ׆༻͍ͯ͠Δํ •
ಋೖΛݕ౼͍ͯ͠Δํ • ԿͦΕ͓͍͍͠ͷʁͳํʢ։࠵͝ͱʹқ͕ଟগҧ͍·͢ʣ
ӡӦϝϯόʔ
ࢀߟจݙ ࢀߟจݙ: • AWS Batch – ؆୯ʹ͑ͯޮతͳόονίϯϐϡʔςΟϯάػೳ – AWS https://aws.amazon.com/jp/batch/
• AWS Black Belt Online SeminarʮAWS Batchʯͷࢿྉ͓ΑͼQAެ։ http://aws.typepad.com/sajp/2017/02/aws-black-belt-online-seminar-aws- batch.html#QCPzBdn.twitter_tweet_count_m • re:Invent 2016: AWS Big Data & Machine Learning Sessionsɻ https://aws.amazon.com/blogs/big-data/reinvent-2016-aws-big-data- machine-learning-sessions/