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abhinavkulkarni avatar abhinavkulkarni commented on July 20, 2024 3

In fact, the entire Pile dataset is not available on the website. I'm getting 404 error. Not sure temporary or permanent.

Not sure about any mirrors either.

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abhinavkulkarni avatar abhinavkulkarni commented on July 20, 2024 2

Pile dataset has been uploaded again, so the AWQ should work.

In case it disappears again, you can replace

dataset = load_dataset("json", data_files="https://the-eye.eu/public/AI/pile/val.jsonl.zst", split="train")

with

dataset = load_dataset("imdb", "plain_text", split="train")

The idea is to pipe a small portion of training data through the LLM to search for optimal AWQ parameters. I'm sure the IMDB reviews are used as training data by most of these big LLMs.

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tonylins avatar tonylins commented on July 20, 2024

Hi, you can swap in other general-domain corpus and see how it works. AWQ should be quite robust to the distribution, but the final results might be a bit different.

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