# LongReward-llama3.1-8b-SFT

🤗 [LongReward Dataset] • 💻 [Github Repo] • 📃 [LongReward Paper]

LongReward-llama3.1-8b-SFT is supervisedly fined-tuned from [Meta-Llama-3.1-8B](https://huggingface.co/meta-llama/Meta-Llama-3.1-8B) using the `sft` split of [LongReward-10k](https://huggingface.co/datasets/THUDM/LongReward-45) dataset, and supports a maximum context window of up to 64K tokens. Environment: `transforemrs>=4.43.0`. A simple demo for deployment of the model: ```python import torch from transformers import AutoTokenizer, AutoModelForCausalLM model_path = "NeoZ123/LongReward-llama3.1-8b-SFT" tokenizer = AutoTokenizer.from_pretrained(model_path, trust_remote_code=True) model = AutoModelForCausalLM.from_pretrained(model_path, torch_dtype=torch.bfloat16, trust_remote_code=True, device_map='auto') context = ''' W. Russell Todd, 94, United States Army general (b. 1928). February 13. Tim Aymar, 59, heavy metal singer (Pharaoh) (b. 1963). Marshall \"Eddie\" Conway, 76, Black Panther Party leader (b. 1946). Roger Bonk, 78, football player (North Dakota Fighting Sioux, Winnipeg Blue Bombers) (b. 1944). Conrad Dobler, 72, football player (St. Louis Cardinals, New Orleans Saints, Buffalo Bills) (b. 1950). Brian DuBois, 55, baseball player (Detroit Tigers) (b. 1967). Robert Geddes, 99, architect, dean of the Princeton University School of Architecture (1965–1982) (b. 1923). Tom Luddy, 79, film producer (Barfly, The Secret Garden), co-founder of the Telluride Film Festival (b. 1943). David Singmaster, 84, mathematician (b. 1938). ''' query = "What was Robert Geddes' profession?" prompt = context + '\n\n' + query response, _ = model.chat(tokenizer, prompt, temprature=1, max_new_tokens=1024) print(response) ``` You can also deploy the model with [vllm](https://github.com/vllm-project/vllm) for faster inference: ```python import torch from vllm import LLM, SamplingParams model_path = "NeoZ123/LongReward-llama3.1-8b-SFT" model = LLM( model= model_path, dtype=torch.bfloat16, trust_remote_code=True, tensor_parallel_size=1, max_model_len=65536, gpu_memory_utilization=1, ) tokenizer = model.get_tokenizer() context = ''' W. Russell Todd, 94, United States Army general (b. 1928). February 13. Tim Aymar, 59, heavy metal singer (Pharaoh) (b. 1963). Marshall \"Eddie\" Conway, 76, Black Panther Party leader (b. 1946). Roger Bonk, 78, football player (North Dakota Fighting Sioux, Winnipeg Blue Bombers) (b. 1944). Conrad Dobler, 72, football player (St. Louis Cardinals, New Orleans Saints, Buffalo Bills) (b. 1950). Brian DuBois, 55, baseball player (Detroit Tigers) (b. 1967). Robert Geddes, 99, architect, dean of the Princeton University School of Architecture (1965–1982) (b. 1923). Tom Luddy, 79, film producer (Barfly, The Secret Garden), co-founder of the Telluride Film Festival (b. 1943). David Singmaster, 84, mathematician (b. 1938). ''' query = "What was Robert Geddes' profession?" prompt = context + '\n\n' + query inputs = tokenizer.build_chat_input(prompt, history=[], role='user') eos_token_id = [tokenizer.eos_token_id, tokenizer.get_command("<|user|>"), tokenizer.get_command("<|observation|>")] generation_params = SamplingParams( temperature=0.95, top_p=0.7, max_tokens=1024, stop_token_ids=eos_token_id, ) input_ids = inputs.input_ids[0].tolist() outputs = model.generate(sampling_params=generation_params, prompt_token_ids=[input_ids]) response = tokenizer.decode(outputs[0].outputs[0].token_ids[:-1]) print(response) ``` ## License [Llama-3.1 License](https://huggingface.co/meta-llama/Meta-Llama-3.1-8B/blob/main/LICENSE) ## Citation If you find our work useful, please consider citing LongReward: ``` @article{zhang2024longreward, title = {LongReward: Improving Long-context Large Language Models with AI Feedback} author={Jiajie Zhang and Zhongni Hou and Xin Lv and Shulin Cao and Zhenyu Hou and Yilin Niu and Lei Hou and Yuxiao Dong and Ling Feng and Juanzi Li}, journal={arXiv preprint arXiv:2410.21252}, year={2024} } ```