Google Colab Pro는 2024년 현재 A100 GPU를 기본으로 지원하고 있지만, H200 GPU는 아직 지원하지 않습니다.
현재 Colab Pro에서 사용 가능한 GPU 종류
무료 버전:
- Tesla T4 (16GB VRAM) – 기본 제공[1][2]
Colab Pro 버전:
- Tesla T4 (16GB VRAM)
- Tesla V100 (16GB VRAM)
- Tesla L4 (24GB VRAM)
- Tesla A100 (40GB VRAM, 일부 경우 80GB) – 최고 성능 GPU[3][4][5]
A100 GPU 접근성
사용자들의 경험에 따르면, A100 GPU는 Colab Pro 구독자도 가용성에 따라 제한적으로 할당됩니다[1][6][7]. 많은 사용자들이 A100을 요청해도 V100이나 L4로 다운그레이드되는 경우가 빈번하다고 보고하고 있습니다[1][4].
컴퓨트 유닛 소모량
2024년 기준 GPU별 시간당 컴퓨트 유닛 소모량:
- A100: 약 11.77 크레딧/시간[5]
- L4: 약 4.82 크레딧/시간[5]
- V100: 약 4.82 크레딧/시간[5]
- T4: 약 1.76 크레딧/시간[5]
이는 Colab Pro의 월 100 컴퓨트 유닛으로 A100을 약 8-10시간 사용할 수 있음을 의미합니다[4].
H200 GPU 지원 여부
현재까지의 검색 결과로는 Google Colab에서 H200 GPU를 지원한다는 정보를 찾을 수 없습니다. Google Cloud Platform에서는 H200 GPU가 A3 Ultra VM을 통해 제공되고 있지만[8][9], 이는 Colab과는 별개의 서비스입니다.
결론
Colab Pro는 현재 A100 GPU를 최고 성능 옵션으로 제공하고 있으며, 이는 40GB VRAM을 갖춘 강력한 GPU입니다. 하지만 H200 GPU는 아직 Colab에서 지원되지 않으며, 향후 지원 계획에 대한 공식적인 발표도 없는 상태입니다.
만약 H200 GPU가 필요한 작업을 수행하려면 Google Cloud Platform의 A3 Ultra VM이나 다른 클라우드 서비스를 고려해야 할 것입니다.
출처
[1] Urgent: Need Solutions for Google Colab Pro A100 GPU Unavailability https://www.reddit.com/r/GoogleColab/comments/17aqm90/urgent_need_solutions_for_google_colab_pro_a100/
[2] Unleashing The Power Of Google Colab: A Deep Dive Into GPU Specifications And Performance – ExpertBeacon https://expertbeacon.com/unleashing-the-power-of-google-colab-a-deep-dive-into-gpu-specifications-and-performance/
[3] colab pro+ gpu https://velog.io/@svenskpotatis/colab-pro-gpu
[4] [Colab] colab pro 와 구글 드라이브 결제 후기 – CSwithCoffee – 티스토리 https://cs-coffee-story.tistory.com/93
[5] 有料プランの Google Colab の GPU ってどれを使えばいいの?|ジェイ https://note.com/great_ai_jay/n/n25a888a3e598
[6] Google Colab Pro+ not access A100 GPU · Issue #4505 – GitHub https://github.com/googlecolab/colabtools/issues/4505
[7] Issue Connecting to A100 GPU in Google Colab Pro – Stack Overflow https://stackoverflow.com/questions/78783415/issue-connecting-to-a100-gpu-in-google-colab-pro
[8] A3 Ultra with NVIDIA H200 GPUs are GA on AI Hypercomputer https://cloud.google.com/blog/products/compute/a3-ultra-with-nvidia-h200-gpus-are-ga-on-ai-hypercomputer
[9] Cloud GPUs (Graphics Processing Units) | Google Cloud https://cloud.google.com/gpu
[10] 코렙 GPU 등급의 성능 비교 – 생각하는 톱니바퀴 – 티스토리 https://thinkingtool.tistory.com/entry/%EC%BD%94%EB%A0%99-GPU-%EB%93%B1%EA%B8%89%EC%9D%98-%EC%84%B1%EB%8A%A5-%EB%B9%84%EA%B5%90
[11] Google CoLab Enterprise at UMD – IT Support – IT Service Desk https://itsupport.umd.edu/itsupport/?id=kb_article_view&sysparm_article=KB0018908
[12] Enabling GPU for Training in Google Colab https://www.youtube.com/watch?v=v-o6rHLNML0
[13] Alternative to Colab Pro: Comparing Google’s Jupyter Notebooks to … https://blog.paperspace.com/alternative-to-google-colab-pro/
[14] GPU가 포함된 기본 런타임 사용 설정 | Colab Enterprise | Google Cloud https://cloud.google.com/colab/docs/default-runtimes-with-gpus?hl=ko
[15] GPU 머신 유형 | Compute Engine Documentation – Google Cloud https://cloud.google.com/compute/docs/gpus
[16] 자주 묻는 질문(FAQ) – Google Colab https://research.google.com/colaboratory/faq.html
[17] Limite in using google colab pro – Stack Overflow https://stackoverflow.com/questions/78662123/limite-in-using-google-colab-pro
[18] Colab Pro +를 알아보자 https://velog.io/@dev_halo/Colab-Pro-%EB%A5%BC-%EC%95%8C%EC%95%84%EB%B3%B4%EC%9E%90
[19] Colab Pro+ Features, Kaggling on Colab, and Cloud GPU Platforms https://heads0rtai1s.github.io/2021/08/24/colab-plus-kaggle-cloud-gpu/
[20] Colab의 GPU 사용 제한은 얼마나 지속되나요? – Reddit https://www.reddit.com/r/GoogleColab/comments/h85qpn/how_long_does_colabs_usage_limits_for_gpus_lasts/?tl=ko
[21] Every Google Colab GPU Explained https://www.youtube.com/watch?v=GNvtg2R4Uew
[22] Purchasing a new GPU vs Collab Pro – Kaggle https://www.kaggle.com/discussions/questions-and-answers/395656
[23] NVIDIA H200 Tensor Core GPU https://www.nvidia.com/en-us/data-center/h200/
[24] GPU 가속화 Google Cloud Platform – NVIDIA https://www.nvidia.com/ko-kr/data-center/gpu-cloud-computing/google-cloud-platform/
[25] Has anyone been able to use an A100 GPU via Google Colab? https://www.reddit.com/r/learnmachinelearning/comments/1bvvje1/has_anyone_been_able_to_use_an_a100_gpu_via/
[26] NVIDIA H200 Tensor Core GPU https://www.nvidia.com/en-us/data-center/h200/?ncid=no-ncid
[27] classification.ipynb – Colab https://colab.research.google.com/github/NVIDIA-AI-IOT/nvidia-tao/blob/main/tensorflow/classification/classification.ipynb
[28] NVIDIA H200 NVL, PCIe, 450W-600W, 141GB 수동태, 이중 Wide … https://www.dell.com/ko-kr/shop/nvidia-h200-nvl-pcie-450w-600w-141gb-%EC%88%98%EB%8F%99%ED%83%9C-%EC%9D%B4%EC%A4%91-wide-%EC%A0%84%EC%B2%B4-%EB%86%92%EC%9D%B4-gpu/apd/490-bkrm/%EA%B7%B8%EB%9E%98%ED%94%BD-%EB%B0%8F-%EB%B9%84%EB%94%94%EC%98%A4-%EC%B9%B4%EB%93%9C
[29] NVIDIA H100 vs L40S vs H200 비교분석 https://dasandata.tistory.com/entry/NVIDIA-H100-vs-L40S-vs-H200-%EB%B9%84%EA%B5%90%EB%B6%84%EC%84%9D
[30] Colab Paid Services Pricing https://colab.research.google.com/signup
[31] 🔥 Unleash Lightning-fast AI: PyTorch Setup in Google Colab with NVIDIA GPU in Minutes! ⚡️ https://www.youtube.com/watch?v=7R1_9Rr4Xxc
[32] [딥러닝 개발 환경 구축] Colab 코랩 이용하기 #GPU – 고양이 미로 https://rubber-tree.tistory.com/126
[33] How to: Get the fastest GPU on google colab for free ? https://www.youtube.com/watch?v=uQAbyVk36xU
[34] what is google colab and how to use it with nvda? https://www.youtube.com/watch?v=s25EBiu9ZoU
[35] Supercharging Machine Learning With Google Colab‘s Free Cloud GPUs – ExpertBeacon https://expertbeacon.com/supercharging-machine-learning-with-google-colabs-free-cloud-gpus/
[36] GPU-Accelerated Google Cloud Platform – NVIDIA https://www.nvidia.com/en-us/data-center/gpu-cloud-computing/google-cloud-platform/
[37] Utilizing Colab’s GPU/TPU to Speed Up General Python Code not just data science code https://datascience.stackexchange.com/questions/124238/utilizing-colabs-gpu-tpu-to-speed-up-general-python-code-not-just-data-science
[38] Making the Most of your Colab Subscription – Google https://colab.research.google.com/notebooks/pro.ipynb
[39] Colab GPUs Features & Pricing – Chris McCormick http://mccormickml.com/2024/04/23/colab-gpus-features-and-pricing/
[40] Buy Google Colab PRO/PRO+ | Subscription To Your Account 1M https://plati.market/itm/google-colab-pro-pro-subscription-to-your-account-1m/5004400?lang=en-US
[41] 구글 colab 사용하기 ! (GPU 사용하기, google colab) https://hichoe95.tistory.com/29
[42] [Colab] Colab GPU 할당이 끝났을 때 취할 수 있는 행동 (Colab Pro … https://aigong.tistory.com/444
[43] Google Colab Pro License GPU Availability. https://www.googlecloudcommunity.com/gc/Cloud-Hub/Google-Colab-Pro-License-GPU-Availability/m-p/747611
[44] [collab] 코랩 GPU 사용하기 및 성능비교 – 생각하는 톱니바퀴 – 티스토리 https://thinkingtool.tistory.com/entry/collab-%EC%BD%94%EB%9E%A9-GPU-%EC%82%AC%EC%9A%A9%ED%95%98%EA%B8%B0-%EB%B0%8F-%EC%84%B1%EB%8A%A5%EB%B9%84%EA%B5%90-1
[45] Google Colaboratory launches a pay-as-you-go option, premium GPU access https://au.news.yahoo.com/google-colaboratory-launches-pay-option-233525876.html?guccounter=2
[46] [Python] Google Colab에서 로컬 GPU 연결하기 – 통계공부합니다 https://meowstudylog.tistory.com/entry/Python-Google-Colab-local-GPU
[47] Is Colab Pro worth it for an AI/ML student? : r/deeplearning – Reddit https://www.reddit.com/r/deeplearning/comments/1dnijxz/is_colab_pro_worth_it_for_an_aiml_student/
[48] Colab의 고성능 GPU를 로컬 PC에서 사용하는 방법! https://www.youtube.com/watch?v=oAKxxLy-G5g
[49] Introducing Colab Pro and Colab Pro+ for Google Workspace https://workspaceupdates.googleblog.com/2024/06/google-workspace-colab-pro-and-colab-pro-plus.html?m=1
[50] Is Google CoLab Pro or CoLab Pro+ Worth it in 2023? – YouTube https://www.youtube.com/watch?v=ltnX0KDTfJQ
[51] 현재 Colab의 사용량 제한으로 인해 GPU에 연결할 수 없습니다. https://designedbyy.tistory.com/entry/%ED%98%84%EC%9E%AC-Colab%EC%9D%98-%EC%82%AC%EC%9A%A9%EB%9F%89-%EC%A0%9C%ED%95%9C%EC%9C%BC%EB%A1%9C-%EC%9D%B8%ED%95%B4-GPU%EC%97%90-%EC%97%B0%EA%B2%B0%ED%95%A0-%EC%88%98-%EC%97%86%EC%8A%B5%EB%8B%88%EB%8B%A4
[52] [colab+python] colab pro 혜택 및 구독 신청 방법 – bskyvision.com https://bskyvision.com/entry/colabpython-colab-pro-%EA%B2%B0%EC%A0%9C%EC%8B%9C-%EC%9A%B0%ED%8E%B8%EB%B2%88%ED%98%B8-%EC%96%B4%EB%96%BB%EA%B2%8C-%EC%9E%85%EB%A0%A5
[53] How can I use GPU on Google Colab after exceeding usage limit? https://stackoverflow.com/questions/61126851/how-can-i-use-gpu-on-google-colab-after-exceeding-usage-limit/66142367
[54] Colab now has a Paid Subscription Option https://forums.fast.ai/t/colab-now-has-a-paid-subscription-option/63043
[55] Fully Reimagined: AI-First Google Colab https://developers.googleblog.com/en/fully-reimagined-ai-first-google-colab/
[56] 完全刷新: AI ファーストな Google Colab https://developers.googleblog.com/ja/fully-reimagined-ai-first-google-colab/
[57] The new AI-first Google Colab is now available to everyone https://developers.googleblog.com/en/new-ai-first-google-colab-now-available-to-everyone/
[58] Colab pro and GPU availability https://stackoverflow.com/questions/68690143/colab-pro-and-gpu-availability
[59] Dirancang Ulang Sepenuhnya: Google Colab Pertama dengan AI https://developers.googleblog.com/id/fully-reimagined-ai-first-google-colab/
[60] Google Colaboratory launches a pay-as-you-go option, premium GPU access | TechCrunch https://techcrunch.com/2022/09/29/google-colaboratory-launches-a-pay-as-you-go-option-premium-gpu-access/
[61] Google Colab Explained: Simplifying Your Workflow with Cloud Tools https://vast.ai/article/google-collab-explained-simplifying-your-workflow-with-cloud-tools
[62] Getting More GPUs for Colab – HackMD https://hackmd.io/@alyssamarie/cs1460-gpus
[63] Colab 시작하기 – Colab – Google https://colab.research.google.com
[64] NVIDIA H200 GPUs on Nebius AI Cloud https://nebius.com/h200
답글 남기기