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jon-tow avatar jon-tow commented on September 21, 2024 2

Nope; see https://github.com/kyleliang919/Long-context-transformers

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jon-tow avatar jon-tow commented on September 21, 2024

Sure; You just need to fine-tune to a longer context :)

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StoyanStAtanasov avatar StoyanStAtanasov commented on September 21, 2024

@jon-tow You are joking right?

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NPap0 avatar NPap0 commented on September 21, 2024
  1. Training code has to change
  2. Data that you fine tune the model with after training has to change

So no, nothing can be done user-side to change attention span. (But maybe you can summarize blocks of text with the model so you can then feed the already summarized text as a whole to do your thing)

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mallorbc avatar mallorbc commented on September 21, 2024

Pretty sure the answer is no due to how positional encoding is done.

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jon-tow avatar jon-tow commented on September 21, 2024

@mallorbc The model uses RoPE - a relative attention mechanism. See https://blog.eleuther.ai/rotary-embeddings/

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mallorbc avatar mallorbc commented on September 21, 2024

@jon-tow So models like GPTJ can be finetuned and generate more than their sequence length? Whenever I try to generate sequences for GPTJ I have issues. Maybe that is something else unrelated.

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Ph0rk0z avatar Ph0rk0z commented on September 21, 2024

A lora will not work for this? Would you have to retrain the model from scratch on long context as you have done?

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