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深層学習ライブラリの環境問題Chainer Meetup2016 07-02

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深層学習ライブラリの環境問題

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深層学習ライブラリの環境問題Chainer Meetup2016 07-02

  1. 1. 2016-07-02 @chainer Meetup #03
  2. 2. Yuta Kashino • BakFoo, Inc. CEO • Astro Physics /Observational Cosmology • Zope / Python • Realtime Data Platform for Enterprise
  3. 3. • • Docker / nvidia-docker •
  4. 4. 1:
  5. 5. GPU … …
  6. 6. AI Alpha Go FaceBook DarkForest …
  7. 7. Neural Style Transfer
  8. 8. AI Generative Adversarial Nets DRAW
  9. 9. Chainer … …
  10. 10. 2: arXiv
  11. 11. arXiv>stat>stat.ML
  12. 12. • ML/DL 10-20 • • • …
  13. 13. Chainer … • • •
  14. 14. 3:
  15. 15. • chainer1.3 1.10.0 • NVIDIA Driver / CUDA / DL … • (chainer trainer ) • DL
  16. 16. Docker
  17. 17. Docker App A Hypervisor (Type 2) Host OS Server Guest OS Bins/ Libs App A’ Guest OS Bins/ Libs App B Guest OS Bins/ Libs VM Guest OS Guest OS App A’ Docker Host OS Server Bins/Libs App A Bins/Libs App B App B’ App B’ App B’ Container • linux ) • / / / / CPU/ /Disk
  18. 18. nvidia-docker • NVIDIA GPU https://github.com/NVIDIA/nvidia-docker
  19. 19. Docker • https://github.com/bakfoo/dl-docker/ blob/master/Dockerfile.cgpu • Dockerfile docker build -t bakfoo/dl-docker:cgpu -f Dockerfile.cgpu .
  20. 20. Docker nvidia-docker run -it -p 8888:8888 -p 6006:6006 -v ~/sandbox:/root/sandbox bakfoo/dl-docker:cgpu bash
  21. 21. Demo • TensorFlow Wide & Deep Learning Tutorial
  22. 22. • nvidia-docker • • arXiv • • Dockerfile
  23. 23. • Docker • DL Docker • GPU Docker Hub pull …
  24. 24. • 3 /3 • Chainer MU: → • …
  25. 25. Resources
  26. 26. 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
  27. 27. Comments & Questions kashino@bakfoo.com @yutakashino

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