Topic

Model Compilation

All digests tagged Model Compilation

Build A Reasoning Model Scratch 2: Loading a Base Model, Text Generation, and KV Caching

This deep dive covers loading pre-trained LLMs (Qwen3), implementing autoregressive text generation in PyTorch, and optimizing performance using KV caching and torch.compile for maximum inference speed.

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Sebastian Raschka

Build A Reasoning Model Scratch 2: Loading a Base Model, Text Generation, and KV Caching

This guide details loading pre-trained LLMs (like Qwen3) and optimizing text generation through tokenization, KV caching, and torch.compile. Learn how to achieve high tokens/second throughput for reasoning models.

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