mlc-llm vs LLMs-from-scratch

A neutral, constraint-first comparison - live GitHub stats and typed relationships, not marketing.

mlc-llmLLMs-from-scratch
TaglineUniversal LLM Deployment Engine with ML CompilationImplement a ChatGPT-like LLM in PyTorch from scratch
Stars23k99k
Forks2.1k15k
Open issues3174
LanguagePythonJupyter Notebook
LicenseApache-2.0Other
Last pushedJul 7, 2026Jun 2, 2026
CategoriesLLM FrameworksModel Training, LLM Frameworks

mlc-llm

MLC-LLM is a machine learning compiler and high-performance deployment engine for large language models. Its goal is to enable native development, optimization, and deployment of AI models on various hardware platforms through a unified inference engine called MLCEngine.

Python

LLMs-from-scratch

Repository containing code and instructions for developing, pretraining, and finetuning a GPT-like large language model (LLM) using PyTorch.

Jupyter Notebook