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6781por Webber, EmilyTabla de Contenidos: “…Infrastructure optimizations for accelerators on AWS -- Troubleshooting accelerator performance -- Summary -- References -- Chapter 5: Distribution Fundamentals -- Understanding key concepts - data and model parallelism -- What data parallel is all about -- What model parallel is all about -- Combining model and data parallel -- Distributed training on Amazon SageMaker -- Distributed training software -- SM DDP -- SMP library -- Advanced techniques to reduce GPU memory -- Tensor parallelism -- Optimizer state sharding -- Activation checkpointing -- Sharded data parallelism -- Bringing it all home with examples from models today -- Stable Diffusion - data parallelism at scale -- GPT-3 - model and data parallelism at scale -- Summary -- References -- Chapter 6: Dataset Preparation: Part Two, the Data Loader -- Introducing the data loader in Python -- Building and testing your own data loader - a case study from Stable Diffusion -- Creating embeddings - tokenizers and other key steps for smart features -- Optimizing your data pipeline on Amazon SageMaker -- Transforming deep learning datasets at scale on AWS -- Summary -- References -- Part 3: Train Your Model -- Chapter 7: Finding the Right Hyperparameters -- Hyperparameters - batch size, learning rate, and more -- Key hyperparameters in vision and language -- Tuning strategies -- Hyperparameter tuning for foundation models -- Scaling up as a function of world size with SageMaker -- Tuning on a sample of your data and updating based on world size -- Summary -- References -- Chapter 8: Large-Scale Training on SageMaker -- Optimizing your script for SageMaker training -- Importing packages -- Argument parsing -- Top usability features for SageMaker training -- Warm pools for rapid experimentation -- SSM and SSH into training instances -- Track jobs and experiments to replicate results -- Summary…”
Publicado 2023
Libro electrónico -
6782por Tretau, RolandTabla de Contenidos: “…Backup and restore basics and user interfaces -- 15.1 User interfaces for backups and restores -- 15.1.1 The WebSM interface -- 15.1.2 The SMIT menu -- 15.1.3 The command line interface -- 15.2 Fundamental backup and restore techniques -- Chapter 16. …”
Publicado 2004
Libro electrónico -
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