RWKV-6 World
RWKV-6 paper: https://arxiv.org/abs/2404.05892
Use rwkv pip package 0.8.24+ for RWKV-6 inference: https://pypi.org/project/rwkv/ (pipeline = PIPELINE(model, "rwkv_vocab_v20230424") for rwkv-world models)
Online Demo 1: https://huggingface.co/spaces/BlinkDL/RWKV-Gradio-2
Online Demo 2: https://huggingface.co/spaces/BlinkDL/RWKV-Gradio-1
GUI: https://github.com/josStorer/RWKV-Runner (see Releases)
For developer: https://github.com/BlinkDL/ChatRWKV/blob/main/API_DEMO_CHAT.py
https://github.com/BlinkDL/ChatRWKV/blob/main/RWKV_v6_demo.py
RWKV-6 7B v3 MMLU = 54.2% (using the same "47.9%" code)
RWKV-6 7B v2.1 MMLU = 47.9%: https://github.com/Jellyfish042/rwkv_mmlu
RWKV-6 0.1B (using pythia-160m tokenizer): https://huggingface.co/BlinkDL/temp-latest-training-models/blob/main/temp/rwkv-x060-173m-pile-20240515-ctx4k.pth
Model Description
RWKV-6 trained on 100+ world languages (70% English, 15% multilang, 15% code).
World = Some_Pile + Some_SlimPajama + Some_StarCoder + Some_OSCAR + All_Wikipedia + All_ChatGPT_Data_I_can_find
World v1 = 0.59T tokens
World v2 = 1.12T tokens
World v2.1 = 1.42T tokens
Recommended fine-tuning format (use \n for newlines):
User: xxxxxxxxxxxxxxx
Assistant: xxxxxxxxxxxxxxx
xxxxxxxxxxxxxxx
xxxxxxxxxxxxxxx
User: xxxxxxxxxxxxxxx
xxxxxxxxxxxxxxx
Assistant: xxxxxxxxxxxxxxx
xxxxxxxxxxxxxxx
xxxxxxxxxxxxxxx
xxxxxxxxxxxxxxx
A good chat prompt (better replace \n\n in xxx to \n, such that there will be no newlines in xxx):
User: hi
Assistant: Hi. I am your assistant and I will provide expert full response in full details. Please feel free to ask any question and I will always answer it.
User: xxx
Assistant:
QA prompt (better replace \n\n in xxx to \n, such that there will be no newlines in xxx):
Question: xxx
Answer:
and
Instruction: xxx
Input: xxx
Response:
!!! There should not be any space after your final ":" or you will upset the tokenizer and see non-English reponse !!!
!!! There should not be any space after your final ":" or you will upset the tokenizer and see non-English reponse !!!
!!! There should not be any space after your final ":" or you will upset the tokenizer and see non-English reponse !!!