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facebookresearch/metaseq

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Repo for external large-scale work

31 mentions on Hacker News by 30 people: 8 stories, 23 comments · first 2022-05-03 · latest 2026-10-05

Mentions per year 31 mentions · busiest year 2022 (17)
20082026
  1. https://github.com/facebookresearch/metaseq/blob/main/projec... I really enjoyed reading the log book from the training of OPT-175B at Meta… I guess it’s all classified info but it’d be fun to read a blog post about the crazy day to day…
  2. …releases a more technical report about their training adventures, like the PDF file here: https://github.com/facebookresearch/metaseq/tree/main/projec...
  3. Nevermind, I figured it out: https://github.com/facebookresearch/metaseq/blob/main/projec...
    comment by nalzok · 2023-11-15 · in Model training diary/journal for LLMs?
  4. …resolved problems that came up during the training of OPT-175, which lasted for several months. https://github.com/facebookresearch/metaseq/blob/main/projec...
  5. …makes it very difficult to re-implement in another language (e.g., Julia) or framework. 0: Such as https://github.com/facebookresearch/metaseq/blob/main/projec...
  6. …a major feat with many tweaks and tricks. Case in point: the 114 pages of OPT175B logbook [1] [1] https://github.com/facebookresearch/metaseq/blob/main/projec...
  7. …all indications are that LLaMA 2 would be fully FLOSS. If you meant OPT, it isn't libre either: https://github.com/facebookresearch/metaseq/blob/main/projec...
  8. …meanwhile LLMs comparable to GPT-3/ChatGPT have had pretty insane memory requirements - e.g., < https://github.com/facebookresearch/metaseq/issues/146 >
    comment by OmarAssadi · 2023-03-10 · in Visual ChatGPT
  9. It seems so, check this log book from Meta: https://github.com/facebookresearch/metaseq/blob/main/projec...
    comment by RicoElectrico · 2023-02-20 · in Ask HN: Is There On-Call in ML?
  10. …hell, learn all about every possible NCCL error message, see the OPT logbook as good reference: https://github.com/facebookresearch/metaseq/blob/main/projec ... Sounds like a good opportunity to learn. No pain, no gain :-) > 4. follow the…
  11. …hell, learn all about every possible NCCL error message, see the OPT logbook as good reference: https://github.com/facebookresearch/metaseq/blob/main/projec... 4. follow the 3-step recipe of https://openai.com/blog/chatgpt/ to finetune the…
  12. …as well. Here is an example of the engineering capabilities required to train the modern models: https://github.com/facebookresearch/metaseq/blob/main/projec... [PDF] It's a 114 page document detailing the months of full-time work for…
  13. …schedulers, it's a whole bunch of stuff. See this logbook from training the GPT-3 sized OPT model - https://github.com/facebookresearch/metaseq/blob/main/projec...
    comment by andreyk · 2022-12-11 · in The GPT Architecture, on a Napkin
  14. …). There’s a logbook associated with the training of OPT (similar size to GPT-3): https://github.com/facebookresearch/metaseq/blob/main/projec... This article estimated the cost of training GPT3 to be over $4M: https://heits.digital/article
    comment by brrrrrm · 2022-12-07 · in Ask HN: Training my own chat gpt
  15. …anyone with a .edu address (models up to 66B are freely available) and Bloom-176B is 100% open: https://github.com/facebookresearch/metaseq https://huggingface.co/bigscience/bloom
  16. …[1] https://www.youtube.com/watch?v=YQ2QtKcK2dA [2] https://github.com/yandex/YaLM-100B [3] https://github.com/facebookresearch/metaseq
    comment by benreesman · 2022-08-21 · in Beyond Hyperanthropomorphism
  17. …had also released a (much more detailed) "Logbook" when they published their 175b models in May: https://github.com/facebookresearch/metaseq/blob/main/projec... For example I somehow expected a Chinese research group with such a proven…
  18. …detailing their training process for a model that is similar in size. Does anyone have a link? Is https://github.com/facebookresearch/metaseq/blob/main/projec... what you're referring to?
    comment by ninjaranter · 2022-07-20 · in DALL·E now available in beta
  19. The logbook is awesome: https://github.com/facebookresearch/metaseq/blob/main/projec... This is the true secret sauce -- all the tricks on how to get these things to train properly that aren't really published.
  20. …on any platform - for example, the logbooks that Meta recently published are fascinating: https://github.com/facebookresearch/metaseq/blob/main/projec... We aim for Cloud TPUs to simplify the process of training models at these scales and…
  21. …rendering [0] of the communal log book that facebook researchers kept while training opt-175. [0] https://github.com/facebookresearch/metaseq/tree/main/projec...
  22. And it’s live! https://github.com/facebookresearch/metaseq Logbook links in specific: https://github.com/facebookresearch/metaseq/blob/main/projec...
  23. …will be open "First thing in AM" ( https://twitter.com/stephenroller/status/1521302841276645376 ): https://github.com/facebookresearch/metaseq/