Duplicate from BlinkDL/rwkv-5-world
Browse filesCo-authored-by: BlinkDL <[email protected]>
- .gitattributes +35 -0
- README.md +108 -0
- RWKV-5-World-0.1B-v1-20230803-ctx4096.pth +3 -0
- RWKV-5-World-0.4B-v2-20231113-ctx4096.pth +3 -0
- RWKV-5-World-1B5-v2-20231025-ctx4096.pth +3 -0
- RWKV-5-World-3B-v2-20231113-ctx4096.pth +3 -0
- RWKV-5-World-3B-v2-20231118-ctx16k.pth +3 -0
- RWKV-5-World-7B-v2-20240128-ctx4096.pth +3 -0
.gitattributes
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README.md
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---
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language:
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- en
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- zh
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- fr
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- es
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- de
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- pt
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- ru
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- it
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- ja
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- ko
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- vi
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- ar
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tags:
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- pytorch
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- text-generation
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- causal-lm
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- rwkv
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license: apache-2.0
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datasets:
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- cerebras/SlimPajama-627B
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- EleutherAI/pile
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- bigcode/starcoderdata
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- oscar-corpus/OSCAR-2301
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---
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# RWKV-5 World
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Use rwkv pip package 0.8.22+ for RWKV-5 inference: https://pypi.org/project/rwkv/ (pipeline = PIPELINE(model, "rwkv_vocab_v20230424") for rwkv-world models)
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Online 7B Demo: https://huggingface.co/spaces/BlinkDL/RWKV-Gradio-2
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Online 1.5B Demo: https://huggingface.co/spaces/BlinkDL/RWKV-Gradio-1
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GUI: https://github.com/josStorer/RWKV-Runner (see Releases)
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Convert to HF formet: https://github.com/BBuf/RWKV-World-HF-Tokenizer
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For developer: https://github.com/BlinkDL/ChatRWKV/blob/main/API_DEMO_CHAT.py
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https://github.com/BlinkDL/ChatRWKV/blob/main/RWKV_v5_demo.py
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How it works: https://twitter.com/BlinkDL_AI/status/1685230712247795713
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https://www.rwkv.com/
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## Model Description
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RWKV-5 trained on 100+ world languages (70% English, 15% multilang, 15% code).
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World = Some_Pile + Some_SlimPajama + Some_StarCoder + Some_OSCAR + All_Wikipedia + All_ChatGPT_Data_I_can_find
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RWKV-5 training: set --my_testing "r2r4" in latest RWKV-LM v4neo: https://github.com/BlinkDL/RWKV-LM
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World v1 = 0.59T tokens
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World v2 = 1.12T tokens
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Imagine what happens when we use more data :)
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Recommended fine-tuning format (use \n for newlines):
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```
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User: xxxxxxxxxxxxxxx
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Assistant: xxxxxxxxxxxxxxx
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xxxxxxxxxxxxxxx
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xxxxxxxxxxxxxxx
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User: xxxxxxxxxxxxxxx
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xxxxxxxxxxxxxxx
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Assistant: xxxxxxxxxxxxxxx
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xxxxxxxxxxxxxxx
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xxxxxxxxxxxxxxx
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xxxxxxxxxxxxxxx
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```
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A good chat prompt (better replace \n\n in xxx to \n, such that there will be no newlines in xxx):
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```
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User: hi
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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.
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User: xxx
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Assistant:
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```
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QA prompt (better replace \n\n in xxx to \n, such that there will be no newlines in xxx):
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```
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Question: xxx
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Answer:
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```
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and
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```
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Instruction: xxx
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Input: xxx
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Response:
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```
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!!! There should not be any space after your final ":" or you will upset the tokenizer and see non-English reponse !!!
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!!! There should not be any space after your final ":" or you will upset the tokenizer and see non-English reponse !!!
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!!! There should not be any space after your final ":" or you will upset the tokenizer and see non-English reponse !!!
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RWKV-5-World-0.1B-v1-20230803-ctx4096.pth
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version https://git-lfs.github.com/spec/v1
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size 385598386
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RWKV-5-World-0.4B-v2-20231113-ctx4096.pth
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version https://git-lfs.github.com/spec/v1
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size 923523954
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RWKV-5-World-1B5-v2-20231025-ctx4096.pth
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version https://git-lfs.github.com/spec/v1
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size 3155590194
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RWKV-5-World-3B-v2-20231113-ctx4096.pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:a4bd430343c6fd138b85bbc68bb20262d3a2f053ea57dc4b41078269af68ff9c
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size 6126106674
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RWKV-5-World-3B-v2-20231118-ctx16k.pth
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version https://git-lfs.github.com/spec/v1
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size 6126106467
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RWKV-5-World-7B-v2-20240128-ctx4096.pth
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version https://git-lfs.github.com/spec/v1
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