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hardware-and-system-config.md 1.91 KiB

Hardware and System Configuration

We apply a limit on the hardware available to each participant to run their solutions. Specifically,

  • All solutions will be run on AWS g4dn.12xlarge instances equipped with NVIDIA T4 GPUs.
  • Solutions for Phase 1 will have access to :
  • Solutions for Phase 2 will have access to:

Please note that NVIDIA T4 uses a somewhat outdated architectures and is thus not compatible with certain acceleration toolkits (e.g. Flash Attention), so please be careful about compatibility.

Besides, the following restrictions will also be imposed:

  • Network connection will be disabled (except for HuggingFace to download open-source checkpoints).
  • Each submission will be assigned a certain amount of time to run. Submissions that exceed the time limits will be killed and will not be evaluated. The tentative time limit is set as follows [TO BE TESTED WITH AICROWD SUBMISSION SYSTEM].
Phase Track 1 Track 2 Track 3 Track 4 Track 5
Phase 1 140 minutes 40 minutes 60 minutes 60 minutes 5 hours
  • Each team will be able to make up to 4 submissions per week, with a maximum of 2 Track 5 all-around submissions [TO BE TESTED WITH AICROWD SUBMISSION SYSTEM].

Based on the hardware and system configuration, we recommend participants to begin with 7B models. According to our experiments, 7B models like Vicuna-7B and Mistral can perform inference smoothly on 2 NVIDIA T4 GPUs, while 13B models will result in OOM.