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metadata
language:
  - en
tags:
  - pytorch
  - text-generation
  - causal-lm
  - rwkv
license: apache-2.0
datasets:
  - the_pile

RWKV-4 7B

Model Description

RWKV-4 7B is a L32-D4096 causal language model trained on the Pile. See https://github.com/BlinkDL/RWKV-LM for details.

** Note: It's a BF16 model, and it may overflow if you are using FP16 (probably fixable by rescaling the weights). **

At this moment you have to use my Github code (https://github.com/BlinkDL/RWKV-LM) to run it.

ctx_len = 1024 n_layer = 32 n_embd = 4096

(there are ctx_len 2048 and 4096 models though they might be slightly weaker at generating short contents)

Final checkpoint: RWKV-4-Pile-7B-20221115-8047.pth : Trained on the Pile for 332B tokens.

  • Pile loss 1.8415
  • LAMBADA ppl 4.38, acc 67.18%
  • PIQA acc 76.06%
  • SC2016 acc 73.44%
  • Hellaswag acc_norm 65.51%