Check out this awesome blogpost from my colleagues Jianying Lang, Fei Chen et.al. on training SOTA LLMs on AWS Trainium, our AWS ML chips.
Excellent work by our WWSO Advanced Computing and Service teams in scaling training workloads on Trainium. https://lnkd.in/gje7QHKg #hpc #genai #AWS
This post shows how to accelerate pre-training of large language models by scaling up to 128 trn1.32xlarge nodes, using a 2-7B Llama model as an example. It shares best practices for efficient, stable training of LLMs on AWS Trainium with 100+ nodes, and recovering from failures. #aws #awscloud #cloud #amazonec2 #awsneuron #awstrainium #bestpractices #technicalhowto #distributedtraining #neuron
AWS Batch multi-node parallel jobs can now run on Amazon EKS to provide gang scheduling of pods across nodes for large scale distributed computing like ML model training. This enables large scale distributed workloads on Amazon EKS. #aws #awscloud #cloud #amazonelastickubernetesservice #amazonmachinelearning #awsbatch #compute #highperformancecomputing #efa #elasticfabricadapter #hpc #machinelearning #ml #molecularmodeling #researchcomputing #scientificcomputing #simulations
Manager II - Machine Learning Product Discovery @ Bed Bath & Beyond | Machine Learning, Computer Vision, NLP, LLMs
Deploying Llama2 models can be expensive but AWS has specific hardware in the Inferential family that supports cost effective deployment. The blog post discusses the deployment of Llama 2 on Amazon EC2 Inf2 instances using AWS Inferentia2 for both training and inference. It provides detailed steps on creating, compiling, and deploying the Llama-2 model using the latest AWS Neuron SDK release, achieving high performance at low cost. https://lnkd.in/gDib5znW
AWS Weekly Roundup: LlamaIndex support for Amazon Neptune, force AWS CloudFormation stack deletion, and more
AWS Weekly Roundup: LlamaIndex support for Amazon Neptune, force AWS CloudFormation stack deletion, and more
Here’s @anbarth AWS Weekly Roundup 👉 LlamaIndex support for Amazon Neptune, force AWS CloudFormation stack deletion, and more (May 27, 2024) https://buff.ly/3WYH1tR #AWS #News
Principal Solutions Architect @ AWS ☁ AI/ML Specialist ☁ GenAI Focused ☁ Leader in Tech ☁ 8x AWS Certified ☁ Cloud Computing ☁ Digital Dexterity ☁ Growth Hacking ☁ Scalable Solutions ☁ Design Thinking ☁ Game Tech
Accelerate LLM training with #Meta Llama 3 and #AWSTrainium. 🦙⚡ https://go.aws/3RTFged In this post, you'll learn best practices for training LLMs on AWS Trainium, scaling the training on a cluster with over 100 nodes, improving efficiency of recovery from system and hardware failures, improving training stability, & achieving convergence. #AWS
AWS Weekly Roundup: LlamaIndex support for Amazon Neptune, force AWS CloudFormation stack deletion, and more
AWS Weekly Roundup: LlamaIndex support for Amazon Neptune, force AWS CloudFormation stack deletion, and more
AWS Weekly Roundup: LlamaIndex support for Amazon Neptune, force AWS CloudFormation stack deletion, and more
