Shypd.aiThe largest open index of AI toolsfemtoGPT is an AI Frameworks & Infra tool that provides a pure Rust implementation of a minimal Generative Pretrained Transformer. It supports both inference and training of GPT-style language models on CPUs and GPUs.
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femtoGPT is a pure Rust implementation of a minimal Generative Pretrained Transformer, designed for both inference and training of GPT-style language models. It leverages CPUs and GPUs for processing, with GPU acceleration based on OpenCL, making it compatible with both NVIDIA and AMD cards without requiring heavy CUDA toolkits. The project implements everything from scratch, including tensor processing logic and the GPT architecture, making it an excellent resource for developers and researchers interested in understanding LLMs at a deep level. It uses minimal external libraries, focusing on random generation, data serialization, and parallel computing. While the initial CPU performance is noted as 'extremely slow relatively fast', the GPU implementation allows for training larger models, demonstrating learning capabilities over time with various datasets.
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