From 4c6226bc42e0feccfed98aed858ff278b1aac6b3 Mon Sep 17 00:00:00 2001 From: lewtun Date: Sun, 12 Nov 2023 15:43:39 +0100 Subject: [PATCH] Add moar explanations (#18) --- README.md | 24 ++++++++++++++++++++-- assets/handbook.png | Bin 0 -> 53614 bytes recipes/zephyr-7b-beta/README.md | 8 ++++---- scripts/README.md | 34 +++++++++++++++++++++++++++---- 4 files changed, 56 insertions(+), 10 deletions(-) create mode 100644 assets/handbook.png diff --git a/README.md b/README.md index 98968f9..720f744 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,9 @@ + + +

+ 🤗 Models & Datasets | 📃 Technical Report +

+ # The Alignment Handbook Robust recipes to align language models with human and AI preferences. @@ -12,12 +18,26 @@ The Alignment Handbook aims to fill that gap by providing the community with a s ## News 🗞️ -* November 10, 2023: We release all the training code to replicate Zephyr-7b-β 🪁! +* **November 10, 2023:** We release all the training code to replicate Zephyr-7b-β 🪁! We also release [No Robots](https://huggingface.co/datasets/HuggingFaceH4/no_robots), a brand new dataset of 10,000 instructions and demonstrations written entirely by skilled human annotators. ## Links 🔗 * [Zephyr 7B models, datasets, and demos](https://huggingface.co/collections/HuggingFaceH4/zephyr-7b-6538c6d6d5ddd1cbb1744a66) +## How to navigate this project 🧭 + +This project is simple by design and mostly consists of: + +* [`scripts`](./scripts/) to train and evaluate chat models. Each script supports distributed training of the full model weights with DeepSpeed ZeRO-3, or LoRA/QLoRA for parameter-efficient fine-tuning. +* [`recipes`](./recipes/) to reproduce models like Zephyr 7B. Each recipe takes the form of a YAML file which contains all the parameters associated with a single training run. + +We are also working on a series of guides to explain how methods like direct preference optimization (DPO) work, along with lessons learned from gathering human preferences in practice. To get started, we recommend the following: + +1. Follow the [installation instructions](#installation-instructions) to set up your environment etc. +2. Replicate Zephyr-7b-β by following the [recipe instructions](./recipes/zephyr-7b-beta/README.md). + +If you would like to train chat models on your own datasets, we recommend following the dataset formatting instructions [here](./scripts/README.md#fine-tuning-on-your-datasets). + ## Contents @@ -28,7 +48,7 @@ The initial release of the handbook will focus on the following techniques: * **Rejection sampling:** a simple, but powerful technique to boost the performance of your SFT model. * **Direct preference optimisation (DPO):** a powerful and promising alternative to PPO. -## Getting started +## Installation instructions To run the code in this project, first, create a Python virtual environment using e.g. Conda: diff --git a/assets/handbook.png b/assets/handbook.png new file mode 100644 index 0000000000000000000000000000000000000000..a1146bfe78725918584c889749fbb5415db2fca5 GIT binary patch literal 53614 zcmbSzQ*bZc6K!nUwrxB4;u9w)wsm4Bzu2~I+qP}nc5eO;_vyafhneY`+BH>s_MYxu 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