BlinkDL/rwkv-4-pile-169m

RWKV-4 169M

Use RWKV-4 models (NOT RWKV-4a, NOT RWKV-4b) unless you know what you are doing.

Use RWKV-4 models (NOT RWKV-4a, NOT RWKV-4b) unless you know what you are doing.

Use RWKV-4 models (NOT RWKV-4a, NOT RWKV-4b) unless you know what you are doing.

Model Description

RWKV-4 169M is a L12-D768 causal language model trained on the Pile. See https://github.com/BlinkDL/RWKV-LM for details.

Use https://github.com/BlinkDL/ChatRWKV to run it.

ctxlen = 1024 nlayer = 12 n_embd = 768

Final checkpoint: RWKV-4-Pile-169M-20220807-8023.pth : Trained on the Pile for 332B tokens.

• —Pile loss 2.5355
• —LAMBADA ppl 29.33, acc 32.99%
• —PIQA acc 65.07%
• —SC2016 acc 58.79%
• —Hellaswag acc_norm 32.26%

With tiny attention (--tinyattdim 256 --tinyattlayer 9): RWKV-4a-Pile-170M-20221209-7955.pth

• —Pile loss 2.4702
• —LAMBADA ppl 21.42, acc 38.23%
• —PIQA acc 63.76%
• —SC2016 acc 59.06%
• —Hellaswag acc_norm 32.40%

RWKV-4b-Pile-171M-20230202-7922.pth (--my_testing 'a')

• —Pile loss 2.4222
• —LAMBADA ppl 22.02, acc 38.56%
• —PIQA acc 64.04%
• —SC2016 acc 59.91%
• —Hellaswag acc_norm 33.33%