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minimind

Appears in 4 awesome lists

Train a 64M-parameter LLM from scratch in just 2 hours for $3. Complete from-scratch implementation covering MoE, data cleaning, pretraining, SFT, LoRA, RLHF (DPO/PPO/GRPO), tool use, and model distillation. All core algorithms implemented in pure PyTorch without high-level abstractions.…

Open github.comjingyaogong/minimind

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awesome-ChatGPT-repositories

Section: Others · 【大模型】3小时完全从0训练一个仅有26M的小参数GPT,最低仅需2G显卡即可推理训练!

FreshScore 87

Awesome LLM Resources

Section: 小语言模型 Small Language Model

FreshScore 87

Awesome Open Source AI

Section: 7. Training & Fine-tuning Ecosystem · Train a 64M-parameter LLM from scratch in just 2 hours for $3. Complete from-scratch implementation covering MoE, data cleaning, pretraining, SFT, LoRA, RLHF (DPO/PPO/GRPO), tool use, and model distillation. All core algorithms implemented in pure PyTorch without high-level abstractions.…

FreshScore 89

awesome-python

Section: Other · 🧠 Train a 64M-parameter LLM from scratch in just 2h!

FreshScore 81

Colossal-AI

(from Hpcaitech) - A Unified Deep Learning System for Large-Scale Parallel Training (1D, 2D, 2.5D, 3D and sequence parallelism, and ZeRO protocol).

In 14 listsDetails

Ray

A fast and simple framework for building and running distributed applications. Ray is packaged with RLlib, a scalable reinforcement learning library, and Tune, a scalable hyperparameter tuning library. ray.io

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FastChat

Open platform for training, serving, and evaluating large language model chatbots. Powers Chatbot Arena (lmarena.ai) serving 10M+ requests for 70+ LLMs. Includes training code for Vicuna, MT-Bench evaluation, and distributed multi-model serving with OpenAI-compatible APIs. Apache 2.0 licensed.

In 12 listsDetails

Whisper

Whisper is a general-purpose speech recognition model that can be run locally offline. It can transcribe audio from and to multiple languages.

In 11 listsDetails

gpt-researcher

GPT Researcher is an AI-powered autonomous agent designed for efficient and unbiased online research, generating detailed reports by leveraging recent advancements in AI and web scraping, with a focus on speed, reliability, and cost-effectiveness github | github profile

In 9 listsDetails

unsloth

Fine-tuning & Reinforcement Learning for LLMs. Train OpenAI gpt-oss, DeepSeek-R1, Qwen3, Gemma 3, TTS 2x faster with 70% less VRAM.

In 8 listsDetails

TRL

Train transformer language models with reinforcement learning.

In 8 listsDetails

Jan

Jan is an open-source, development-stage ChatGPT alternative that operates fully offline on diverse hardware platforms, supporting universal architectures from PCs to multi-GPU clusters github | github profile

In 8 listsDetails