tesla gpu computing · deep learning 개발머쉰 ... deep learning 개발 환경 2015.01 ....
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![Page 1: Tesla GPU Computing · deep learning 개발머쉰 ... Deep Learning 개발 환경 2015.01 . 미루웨어 Tesla GPU Computing Unutu 장점(개발머쉰) 2015.01 캐노니컬은 6개월마다](https://reader030.vdocuments.mx/reader030/viewer/2022040801/5e39b208c75c050a1352a9ce/html5/thumbnails/1.jpg)
미루웨어 Tesla GPU Computing
2015.01 www.Miruware.Com
주식회사 미루웨어 deep learning 개발머쉰
미루웨어는 NVIDIA GPU Computing / GPU 가상화 분야 솔루션제공 공식파트너 사 입니다.
http://www.Miruware.com / [email protected]
T : 02-562-8993 / F : 02-562-8994
![Page 2: Tesla GPU Computing · deep learning 개발머쉰 ... Deep Learning 개발 환경 2015.01 . 미루웨어 Tesla GPU Computing Unutu 장점(개발머쉰) 2015.01 캐노니컬은 6개월마다](https://reader030.vdocuments.mx/reader030/viewer/2022040801/5e39b208c75c050a1352a9ce/html5/thumbnails/2.jpg)
미루웨어 Tesla GPU Computing
2015.01 www.Miruware.Com Deep Learning 개발 환경
![Page 3: Tesla GPU Computing · deep learning 개발머쉰 ... Deep Learning 개발 환경 2015.01 . 미루웨어 Tesla GPU Computing Unutu 장점(개발머쉰) 2015.01 캐노니컬은 6개월마다](https://reader030.vdocuments.mx/reader030/viewer/2022040801/5e39b208c75c050a1352a9ce/html5/thumbnails/3.jpg)
미루웨어 Tesla GPU Computing
2015.01 www.Miruware.Com Unutu 장점(개발머쉰)
캐노니컬은 6개월마다 새로운 배포판을 출시핚다는 일정을 유지
다양핚 바이러니 패키지 제공
최신의 라이브러리 제공
쉬운 패키지 관리 및 시스템 관리 (apt-get)
다양핚 장비의 지원 (PPC, ARM, 안드로이드….)
![Page 4: Tesla GPU Computing · deep learning 개발머쉰 ... Deep Learning 개발 환경 2015.01 . 미루웨어 Tesla GPU Computing Unutu 장점(개발머쉰) 2015.01 캐노니컬은 6개월마다](https://reader030.vdocuments.mx/reader030/viewer/2022040801/5e39b208c75c050a1352a9ce/html5/thumbnails/4.jpg)
미루웨어 Tesla GPU Computing
2015.01 www.Miruware.Com GPU 선택
NVIDIA GPU Model Double-precision (64-bit) Floating Point Performance
GeForce GTX itan X 0.2 TFLOPS
Tesla K40 1.68 TFLOPS
- GPU Direct RDMA
- The Direct Memory Access (DMA) - Hyper-Q - GPU Health Monitoring and Management Capabilities (NVML/nvidia-smi, OOB(out of band monitoring via IPMI), TCC, ECC - GPU Boost - 연산 오류 보장
![Page 5: Tesla GPU Computing · deep learning 개발머쉰 ... Deep Learning 개발 환경 2015.01 . 미루웨어 Tesla GPU Computing Unutu 장점(개발머쉰) 2015.01 캐노니컬은 6개월마다](https://reader030.vdocuments.mx/reader030/viewer/2022040801/5e39b208c75c050a1352a9ce/html5/thumbnails/5.jpg)
미루웨어 Tesla GPU Computing
2015.01 www.Miruware.Com GPU 선택
Feature Tesla Geforce
PCI-Express Generation (e.g., 2.0 vs 3.0) yes -
PCI-Express Link Width (e.g., x4, x8, x16) yes -
Current Performance State yes -
Clock Throttle Status yes -
Current GPU Usage (percentage) yes -
Current Memory Usage (percentage) yes yes
GPU Boost Capability yes yes^
ECC Error Detection/Correction Support yes -
Current Power Draw yes -
Set Power Draw Limit yes -
Current GPU Clock Speed yes -
Current Memory Clock Speed yes -
Show Available Clock Speeds yes -
Show Available Memory Speeds yes -
Set GPU Boost Speed (core clock and memory clock) yes -
Show Current Compute Processes yes -
Card Serial Number yes -
![Page 6: Tesla GPU Computing · deep learning 개발머쉰 ... Deep Learning 개발 환경 2015.01 . 미루웨어 Tesla GPU Computing Unutu 장점(개발머쉰) 2015.01 캐노니컬은 6개월마다](https://reader030.vdocuments.mx/reader030/viewer/2022040801/5e39b208c75c050a1352a9ce/html5/thumbnails/6.jpg)
미루웨어 Tesla GPU Computing
2015.01 www.Miruware.Com GPU-Direct RDMA
![Page 7: Tesla GPU Computing · deep learning 개발머쉰 ... Deep Learning 개발 환경 2015.01 . 미루웨어 Tesla GPU Computing Unutu 장점(개발머쉰) 2015.01 캐노니컬은 6개월마다](https://reader030.vdocuments.mx/reader030/viewer/2022040801/5e39b208c75c050a1352a9ce/html5/thumbnails/7.jpg)
미루웨어 Tesla GPU Computing
2015.01 www.Miruware.Com GPU-Direct RDMA
![Page 8: Tesla GPU Computing · deep learning 개발머쉰 ... Deep Learning 개발 환경 2015.01 . 미루웨어 Tesla GPU Computing Unutu 장점(개발머쉰) 2015.01 캐노니컬은 6개월마다](https://reader030.vdocuments.mx/reader030/viewer/2022040801/5e39b208c75c050a1352a9ce/html5/thumbnails/8.jpg)
미루웨어 Tesla GPU Computing
2015.01 www.Miruware.Com GPU-Direct RDMA
![Page 9: Tesla GPU Computing · deep learning 개발머쉰 ... Deep Learning 개발 환경 2015.01 . 미루웨어 Tesla GPU Computing Unutu 장점(개발머쉰) 2015.01 캐노니컬은 6개월마다](https://reader030.vdocuments.mx/reader030/viewer/2022040801/5e39b208c75c050a1352a9ce/html5/thumbnails/9.jpg)
미루웨어 Tesla GPU Computing
2015.01 www.Miruware.Com Multi GPU
![Page 10: Tesla GPU Computing · deep learning 개발머쉰 ... Deep Learning 개발 환경 2015.01 . 미루웨어 Tesla GPU Computing Unutu 장점(개발머쉰) 2015.01 캐노니컬은 6개월마다](https://reader030.vdocuments.mx/reader030/viewer/2022040801/5e39b208c75c050a1352a9ce/html5/thumbnails/10.jpg)
미루웨어 Tesla GPU Computing
2015.01 www.Miruware.Com CAFFE 란 무엇인가?
• Deep learning 을 위핚 묘듈화된 프레임 워크
• Berkeley Vision and Learning Center 에서 개발 및 제공
• UC 버클리에서 박사 학위 동안 프로젝트로 재발. BSD 라이선스로 배포
• GPU 가속 지원
![Page 11: Tesla GPU Computing · deep learning 개발머쉰 ... Deep Learning 개발 환경 2015.01 . 미루웨어 Tesla GPU Computing Unutu 장점(개발머쉰) 2015.01 캐노니컬은 6개월마다](https://reader030.vdocuments.mx/reader030/viewer/2022040801/5e39b208c75c050a1352a9ce/html5/thumbnails/11.jpg)
미루웨어 Tesla GPU Computing
2015.01 www.Miruware.Com CAFFE 란 무엇인가?
![Page 12: Tesla GPU Computing · deep learning 개발머쉰 ... Deep Learning 개발 환경 2015.01 . 미루웨어 Tesla GPU Computing Unutu 장점(개발머쉰) 2015.01 캐노니컬은 6개월마다](https://reader030.vdocuments.mx/reader030/viewer/2022040801/5e39b208c75c050a1352a9ce/html5/thumbnails/12.jpg)
미루웨어 Tesla GPU Computing
2015.01 www.Miruware.Com Nvidia Driver 설치
필수 패키지 설치 - apt-get install default-jre default-jre-headless fonts-dejavu-extra ……
Nouveau Blacklist 추가 - etc/modprobe.d/blacklist-nouveau.conf 수정
blacklist nouveau
options nouveau modeset=0
CUDA SDK 설치 - /etc/init.d/lightdm stop
- Nvidia Driver 설치 (sh ./cuda-7.0~~~~~.run)
Cuda 환경변수 설정 PATH=$CUDA_HOME/bin:$PATH
LD_LIBRARY_PATH=$CUDA_HOME/lib64:$LD_LIBRARY_PATH
![Page 13: Tesla GPU Computing · deep learning 개발머쉰 ... Deep Learning 개발 환경 2015.01 . 미루웨어 Tesla GPU Computing Unutu 장점(개발머쉰) 2015.01 캐노니컬은 6개월마다](https://reader030.vdocuments.mx/reader030/viewer/2022040801/5e39b208c75c050a1352a9ce/html5/thumbnails/13.jpg)
미루웨어 Tesla GPU Computing
2015.01 www.Miruware.Com Caffe 설치
필수 패키지 설치 - sudo apt-get install python-numpy python-scipy python-dev python-pip\ python-nose g++ libopenblas-dev git libopenblas-dev
Caffe 설치 준비 - wget https://github.com/BVLC/caffe/archive/master.zip
- wget http://developer.download.nvidia.com/~~~cudnn-6.5-linux-x64-v2.tgz
options nouveau modeset=0 - libcudnn, cudnn.h 각각 cuda의 lib와 include에 복사
Caffe 설치 - pip install -r /home/digits/scr/caffe/caffe-master/python/requirements.txt - Makefile.config 수정
![Page 14: Tesla GPU Computing · deep learning 개발머쉰 ... Deep Learning 개발 환경 2015.01 . 미루웨어 Tesla GPU Computing Unutu 장점(개발머쉰) 2015.01 캐노니컬은 6개월마다](https://reader030.vdocuments.mx/reader030/viewer/2022040801/5e39b208c75c050a1352a9ce/html5/thumbnails/14.jpg)
미루웨어 Tesla GPU Computing
2015.01 www.Miruware.Com Nvidia Digits 설치
https://developer.nvidia.com/digits
$) tar xvf digits-1.0.tgz
$) cd digits-1.0
$) ./one_time.sh
$) ./runme.sh
![Page 15: Tesla GPU Computing · deep learning 개발머쉰 ... Deep Learning 개발 환경 2015.01 . 미루웨어 Tesla GPU Computing Unutu 장점(개발머쉰) 2015.01 캐노니컬은 6개월마다](https://reader030.vdocuments.mx/reader030/viewer/2022040801/5e39b208c75c050a1352a9ce/html5/thumbnails/15.jpg)
미루웨어 Tesla GPU Computing
2015.01 www.Miruware.Com 의존성 패키지 설명
libatlas-base-dev 선형 대수학 알고리즘
libboost-all-dev C++ source libraries
libopencv-dev openCV
libprotobuf-dev Protocol Buffers compiler for C++ headers and libraries.
libgoogle-glog-dev 애플케이션 레벨의 라이브러리 구현
libgflags-dev commandline flags module for C++
libhdf5-dev 과학적 데이터 저장 하는 포맷
libleveldb-dev google의 가벼운 유 라이브러리
liblmdb-dev Memory-Mapped Database development files
libsnappy-dev 압축 / 압축 해제 라이브러리
![Page 16: Tesla GPU Computing · deep learning 개발머쉰 ... Deep Learning 개발 환경 2015.01 . 미루웨어 Tesla GPU Computing Unutu 장점(개발머쉰) 2015.01 캐노니컬은 6개월마다](https://reader030.vdocuments.mx/reader030/viewer/2022040801/5e39b208c75c050a1352a9ce/html5/thumbnails/16.jpg)
미루웨어 Tesla GPU Computing
2015.01 www.Miruware.Com Nvidia Digits BOX
- Four TITAN X with 12GB of memory per GPU - 64GB DDR4 - with 4-way PCI-E Gen3 x16 support - 6 Core desktop processor - 1500W ~ 1600W Power Supply Unit from - Ubuntu 14.04 - NVIDIA-qualified driver - NVIDIA® CUDA® Toolkit 7.0 - NVIDIA® DIGITS™ SW - Caffe, Theano, Torch, BIDMach
![Page 17: Tesla GPU Computing · deep learning 개발머쉰 ... Deep Learning 개발 환경 2015.01 . 미루웨어 Tesla GPU Computing Unutu 장점(개발머쉰) 2015.01 캐노니컬은 6개월마다](https://reader030.vdocuments.mx/reader030/viewer/2022040801/5e39b208c75c050a1352a9ce/html5/thumbnails/17.jpg)
미루웨어 Tesla GPU Computing
2015.01 www.Miruware.Com Nvidia Digits BOX
![Page 18: Tesla GPU Computing · deep learning 개발머쉰 ... Deep Learning 개발 환경 2015.01 . 미루웨어 Tesla GPU Computing Unutu 장점(개발머쉰) 2015.01 캐노니컬은 6개월마다](https://reader030.vdocuments.mx/reader030/viewer/2022040801/5e39b208c75c050a1352a9ce/html5/thumbnails/18.jpg)
미루웨어 Tesla GPU Computing
2015.01 www.Miruware.Com Nvidia Digits BOX
![Page 19: Tesla GPU Computing · deep learning 개발머쉰 ... Deep Learning 개발 환경 2015.01 . 미루웨어 Tesla GPU Computing Unutu 장점(개발머쉰) 2015.01 캐노니컬은 6개월마다](https://reader030.vdocuments.mx/reader030/viewer/2022040801/5e39b208c75c050a1352a9ce/html5/thumbnails/19.jpg)
미루웨어 Tesla GPU Computing
2015.01 www.Miruware.Com
Compute Node
MW- Tesla130-1000
• 3x NVIDIA Tesla GPUs
• 2x Intel Xeon E5-2600 v3 CPUs
• 1U Server, Up to 1TB DDR4
MW- Tesla140-2560
• 4x NVIDIA Tesla GPUs
• 2x Intel Xeon E5-2600 v3 CPUs
• 1U Server, Up to 256GB DDR4
MW- Tesla240-5120
• 4x NVIDIA Tesla GPUs
• 2x Intel Xeon E5-2600 v3 CPUs
• 1U Server, Up to 512GB DDR4
MW- Tesla240-1000
• 4x NVIDIA Tesla GPUs • 2x Intel Xeon E5-2600 v3 CPUs • 2U Server, Up to 1TB DDR4
MW- Tesla440-5120
• 4x NVIDIA Tesla GPUs • 2x Intel Xeon E5-2600 v2 Ivy Bridge CPUs • 4U Server, Up to 512GB DDR3
MW- Tesla480-7680
• 8x NVIDIA Tesla GPUs • 2x Intel Xeon E5-2600 v3 CPUs • 4U Server, Up to 768GB DDR3
NVIDIA Tesla GPU Clusters - Large Cluster Scaling for GPU-Accelerated Applications
분야별 마케팅 및 젂략
![Page 20: Tesla GPU Computing · deep learning 개발머쉰 ... Deep Learning 개발 환경 2015.01 . 미루웨어 Tesla GPU Computing Unutu 장점(개발머쉰) 2015.01 캐노니컬은 6개월마다](https://reader030.vdocuments.mx/reader030/viewer/2022040801/5e39b208c75c050a1352a9ce/html5/thumbnails/20.jpg)
미루웨어 Tesla GPU Computing
2015.01 www.Miruware.Com
감사합니다. ^^
주식회사 미루웨어