hiyouga/LLaMA-Factory v0.8.0

v0.8.0: GLM-4, Qwen2, PaliGemma, KTO, SimPO

on GitHub

Stronger LlamaBoard 💪😀

• Support single-node distributed training in Web UI
• Add dropdown menu for easily resuming from checkpoints and picking saved configurations by @hiyouga and @hzhaoy in #4053
• Support selecting checkpoints of full/freeze tuning
• Add throughput metrics to LlamaBoard by @injet-zhou in #4066
• Faster UI loading

New features

• Add KTO algorithm by @enji-zhou in #3785
• Add SimPO algorithm by @hiyouga
• Support passing max_lora_rank to the vLLM backend by @jue-jue-zi in #3794
• Support preference datasets in sharegpt format and remove big files from git repo by @hiyouga in #3799
• Support setting system messages in CLI inference by @ycjcl868 in #3812
• Add num_samples option in dataset_info.json by @seanzhang-zhichen in #3829
• Add NPU docker image by @dongdongqiang2018 in #3876
• Improve NPU document by @MengqingCao in #3930
• Support SFT packing with greedy knapsack algorithm by @AlongWY in #4009
• Add llamafactory-cli env for bug report
• Support image input in the API mode
• Support random initialization via the train_from_scratch argument
• Initialize CI

New models

• Base models
  • Qwen2 (0.5B/1.5B/7B/72B/MoE) 📄
  • PaliGemma-3B (pt/mix) 📄🖼️
  • GLM-4-9B 📄
  • Falcon-11B 📄
  • DeepSeek-V2-Lite (16B) 📄
• Instruct/Chat models
  • Qwen2-Instruct (0.5B/1.5B/7B/72B/MoE) 📄🤖
  • Mistral-7B-Instruct-v0.3 📄🤖
  • Phi-3-small-8k-instruct (7B) 📄🤖
  • Aya-23 (8B/35B) 📄🤖
  • OpenChat-3.6-8B 📄🤖
  • GLM-4-9B-Chat 📄🤖
  • TeleChat-12B-Chat by @hzhaoy in #3958 📄🤖
  • Phi-3-medium-8k-instruct (14B) 📄🤖
  • DeepSeek-V2-Lite-Chat (16B) 📄🤖
  • Codestral-22B-v0.1 📄🤖

New datasets

• Pre-training datasets
  • FineWeb (en)
  • FineWeb-Edu (en)
• Supervised fine-tuning datasets
  • Ruozhiba-GPT4 (zh)
  • STEM-Instruction (zh)
• Preference datasets
  • Argilla-KTO-mix-15K (en)
  • UltraFeedback (en)

Bug fix

• Fix RLHF for multimodal finetuning
• Fix LoRA target in multimodal finetuning by @BUAADreamer in #3835
• Fix yi template by @Yimi81 in #3925
• Fix abort issue in LlamaBoard by @injet-zhou in #3987
• Pass scheduler_specific_kwargs to get_scheduler by @Uminosachi in #4006
• Fix hyperparameters helps by @xu-song in #4007
• Update issue template by @statelesshz in #4011
• Fix vllm dtype parameter
• Fix exporting hyperparameters by @MengqingCao in #4080
• Fix DeepSpeed ZeRO3 in PPO trainer
• Fix #3108 #3387 #3646 #3717 #3764 #3769 #3803 #3807 #3818 #3837 #3847 #3853 #3873 #3900 #3931 #3965 #3971 #3978 #3992 #4005 #4012 #4013 #4022 #4033 #4043 #4061 #4075 #4077 #4079 #4085 #4090 #4120 #4132 #4137 #4139