PyTorch Archives - aster.cloud

9 min

Technology

Training LLMs With AMD MI250 GPUs And MosaicML

With the release of PyTorch 2.0 and ROCm 5.4, we are excited to announce that LLM training works out of the box on AMD MI250 accelerators with zero code changes…

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8 min

Cloud-Native

A Cloud-Native, Open-Source Stack For Accelerating Foundation Model Innovation

Foundation models, and generative AI, have captivated our collective imagination and enabled the discovery of new ways to improve the way we live and work. From more seamless interactions with technology…

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14 min

Orchestrating PyTorch ML Workflows On Vertex AI Pipelines

Previously in the PyTorch on Google Cloud series, we trained, tuned and deployed a PyTorch text classification model using Training and Prediction services on Vertex AI. In this post, we…

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11 min

PyTorch/XLA: Performance Debugging On Cloud TPU VM: Part III

This article is the final in the three part series to explore the performance debugging ecosystem of PyTorch/XLA on Google Cloud TPU VM. In the first part, we introduced the…

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6 min

PyTorch/XLA: Performance Debugging On Cloud TPU VM: Part II

This article is part-II of the series on ‘PyTorch/XLA:Performance Debugging on TPU-VM’. In the previous article we introduced the basic metrics of performance analysis. We used the client side debugging…

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11 min

PyTorch/XLA: Performance Debugging On TPU-VM Part 1

In this three part series we explore the performance debugging ecosystem of PyTorch/XLA on Google Cloud TPU VM. TPU VM earlier this year (2021). The TPU VM architecture allows the…

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5 min

Introducing Opacus: A High-speed Library For Training PyTorch Models With Differential Privacy

We are releasing Opacus, a new high-speed library for training PyTorch models with differential privacy (DP) that’s more scalable than existing state-of-the-art methods. Differential privacy is a mathematically rigorous framework for…

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PyTorch

Training LLMs With AMD MI250 GPUs And MosaicML

Orchestrating PyTorch ML Workflows On Vertex AI Pipelines

PyTorch/XLA: Performance Debugging On Cloud TPU VM: Part III

PyTorch/XLA: Performance Debugging On Cloud TPU VM: Part II

PyTorch/XLA: Performance Debugging On TPU-VM Part 1

Introducing Opacus: A High-speed Library For Training PyTorch Models With Differential Privacy

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