nanoGPT
2007Train and Fine-tune GPT Models with NanoGPT | GitHub
NanoGPT is designed to be the most straightforward and efficient tool for training and fine-tuning medium-sized GPT models. With a focus on simplicity and speed, users can quickly get up and running with GPT-2 simulations and custom model training.
1 billion
United States of America
Powerful Features
Discover what makes nanoGPT stand out from the competition
Simplicity in Code
NanoGPT features around 300 lines of boilerplate training loop and a GPT model definition, making it easy to understand and modify.
Versatility in Training
Whether starting from scratch or fine-tuning pre-trained checkpoints like the GPT-2 1.3B model, NanoGPT is built to accommodate your project's requirements.
Quickstart Options
NanoGPT offers quick start guides for users new to deep learning, including training a character-level GPT on the works of Shakespeare within minutes.
Resource Flexibility
Built to perform on various systems, from high-end GPUs to CPUs on standard laptops, ensuring accessibility regardless of hardware.
Pretrained Baselines
Users can compare their results with OpenAI's GPT-2 baselines, ensuring reliable outcomes and benchmarking.
Active Development
Regular updates and an active community ensure consistent improvements and a platform for queries and discussions.
Real-World Applications
See how nanoGPT can transform your workflow and boost productivity
Research and Experimentation
Researchers can utilize NanoGPT's simplicity to prototype and experiment with medium-sized GPT models quickly.
Education and Learning
Educators and students can use NanoGPT to understand the workings of GPT models through hands-on training and fine-tuning.
Custom Language Models
Developers and hobbyists can fine-tune pre-trained models or train new models for custom applications like chatbots or creative writing prompts.
Benchmarking and Testing
NanoGPT is ideal for benchmarking medium-sized GPTs against OpenAI's versions, assisting in improving model performance and efficiency.
Final Thoughts
NanoGPT stands out as an accessible, efficient, and user-friendly platform, ideal for individuals eager to work with GPT models without the complexity often involved in such endeavors.
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