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Overview

Writing on high performance computing, LLM training and inference, and GPU benchmarking.

News

Blog 1 month ago
Outrageously Small Neural Networks: Emergent Basic Reasoning at 6,616 tok/sec on One Intel AMX Core
I did not set out to write a paper about small models. I had a data processing problem.
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Blog 1 year ago
LLM Decompression: Reverse-Engineering Models Into Datasets
Large Language Models compress massive amounts of training data into their parameters. This compression is lossy but highly effective-billions of parameters can encode the essential patterns from terabytes of text. However, what's less obvious is that thi
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Blog 1 year ago
ScalarLM Benchmarking MI300X BF16 GEMM
This blog covers the performance of the MI300X GPU in the context of a bfloat16 GEMM benchmark.
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Blog 1 year ago
ScalarLM Benchmarking MI300X Memcpy Peer
This blog covers the performance of the MI300X GPU in the context of a memcpy peer benchmark.
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Blog 1 year ago
ScalarLM Benchmarking MI300X Memcpy
This blog covers the performance of the MI300X GPU in the context of a memcpy benchmark.
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Blog 1 year ago
Introducing ScalarLM v0.5: Unifying LLM Inference and Training for RL Agents
Today we are excited to announce the release ScalarLM v0.5 (pronounced KRAY-lem)
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Blog 1 year ago
Building ROCm Containers for ScalarLM: A Comprehensive Guide
ROCm (Radeon Open Compute) provides an open-source software foundation for GPU computing on AMD hardware. In this guide, we'll walk through the process of building ROCm-enabled containers for ScalarLM, enabling you to leverage AMD GPUs for large language
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Blog 1 year ago
Large Language Models for Automatic Code Repair
Introduction Large Language Models (LLMs) are transforming software development by excelling in tasks such as generating new code. However, their performance with complex legacy codebases has limitations. To bridge this gap, we adopt the ScalarLM unified
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Blog 1 year ago
Welcome to my blog
In this blog I will cover detailed articles on high performance computing and machine learning research topics and open source software development. Stay tuned!
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