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2016-07-02 @chainer Meetup #03
Yuta Kashino• BakFoo, Inc. CEO
• Astro Physics /Observational Cosmology
• Zope / Python
• Realtime Data Platform for Enterprise
•
• Docker / nvidia-docker
•
1:
GPU
…
…
AI
Alpha Go FaceBook
DarkForest
…
Neural Style Transfer
AI
Generative Adversarial Nets DRAW
Chainer
…
…
2: arXiv
arXiv>stat>stat.ML
• ML/DL 10-20
•
•
• …
Chainer …•
•
•
3:
• chainer1.3 1.10.0
• NVIDIA Driver / CUDA / DL
…
• (chainer trainer )
• DL
Docker
Docker AppA
Hypervisor (Type2)
HostOS
Server
GuestOS
Bins/Libs
AppA’
GuestOS
Bins/Libs
AppB
GuestOS
Bins/Libs
VM
GuestOS
GuestOSAppA’
DockerHostOS
Server
Bins/Libs
AppA
Bins/Libs
AppB
AppB’
AppB’
AppB’Container
• linux
)
• / / / /
CPU/ /Disk
nvidia-docker
• NVIDIA GPUhttps://github.com/NVIDIA/nvidia-docker
Docker
• https://github.com/bakfoo/dl-docker/blob/master/Dockerfile.cgpu
• Dockerfile
docker build -t bakfoo/dl-docker:cgpu -f Dockerfile.cgpu .
Docker
nvidia-docker run -it -p 8888:8888 -p 6006:6006 -v ~/sandbox:/root/sandbox bakfoo/dl-docker:cgpu bash
Demo• TensorFlow Wide & Deep Learning Tutorial
• nvidia-docker
•
• arXiv
•
• Dockerfile
• Docker
• DL
Docker
• GPU
Docker Hub pull …
• 3 /3
• Chainer MU: →
•
…
Resources
Resources• DarkForest: https://github.com/facebookresearch/darkforestGo
• Neural-style: https://github.com/jcjohnson/neural-style
• GAN DRAW: Deep Learning http://www.slideshare.net/
beam2d/learning-generator
• arXiv: http://arxiv.org/list/stat.ML/recent
• chainer trainer: https://github.com/pfnet/chainer/tree/trainer2
• Docker introduction: http://www.slideshare.net/dotCloud/docker-intro-november
• nvidia-docker: https://github.com/NVIDIA/nvidia-docker
• dl-docker: https://github.com/saiprashanths/dl-docker
• TensorFlow Wide & Deep Learning Tutorial: https://www.tensorflow.org/versions/r0.9/tutorials/wide_and_deep/index.html
