
Vipan delivered end-to-end deployment and performance testing configurations for Llama 3.1-8B Instruct on AWS, focusing on EC2 Inf2 and SageMaker p4d24xl environments within the fmbench-orchestrator repository. He developed and refined YAML-based configuration files to enable repeatable benchmarking, introducing support for regional settings, AMIs, device names, EBS, and startup scripts. By removing duplicate configurations and aligning workflows between EC2 and SageMaker, Vipan streamlined cloud-based testing and improved deployment reliability. His work leveraged AWS, cloud infrastructure, and configuration management skills to reduce setup time for experiments and ensure consistent performance evaluation across multiple AWS regions for large language models.

January 2025: Delivered end-to-end Llama 3.1-8B Instruct deployment and performance testing configurations for AWS, enabling repeatable benchmarking on EC2 Inf2 and SageMaker p4d24xl. Implemented and refined configuration files, removed a duplicate config, and added an updated Inf2 setup to support regional settings, AMIs, device names, EBS, and startup scripts. This work streamlines cloud-based testing, improves deployment reliability, and accelerates performance evaluation across regions.
January 2025: Delivered end-to-end Llama 3.1-8B Instruct deployment and performance testing configurations for AWS, enabling repeatable benchmarking on EC2 Inf2 and SageMaker p4d24xl. Implemented and refined configuration files, removed a duplicate config, and added an updated Inf2 setup to support regional settings, AMIs, device names, EBS, and startup scripts. This work streamlines cloud-based testing, improves deployment reliability, and accelerates performance evaluation across regions.
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