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What I would like to do I would like to try to build a language model 100% from scratch if possible, for a learning experience. That means no external libraries and no pre-curated datasets. It ...
#2: Post edited
by
meta user
·
2024-02-15T04:05:15Z (9 months ago)
organization, grammar, formatting
Language model completely from scratch
- Building a language model completely from scratch
I would like to try to build a language model 100% from scratch if possible. That means no external libraries and no pre-curated datasets. It is ok if the performance is terrible. It is meant to be a learning experience. That said, if it is usable for anything, that might be a plus.My best language is Python, but I’m open to doing this in a low level language, like C or Rust; or, possibly JavaScript, or even Haskell. I guess this means it is the abstract structure of the program that interests me, not as much the specific language-specific code that implements it.My idea is roughly that I would code a very simple version of the algorithm used in an LLM, presumably a transformer if possible, and to generate the data on my own, I would either write my own independent web crawler, or it would be really cool if I could train it off my own language data that I generate somehow - even by talking to the model. Even if in a very restricted and small vocabulary or something.Please submit concrete information about the architecture of the code, as opposed to external reference materials.Thank you.
- What I would like to do
- -
- I would like to try to build a language model 100% from scratch if possible, for a learning experience. That means no external libraries and no pre-curated datasets.
- - It is ok if the performance is terrible.
- - If it is usable for anything, that might be a plus.
- Languages
- -
- My best language is Python, but I’m open to doing this in a low-level language, like C or Rust; or, possibly JavaScript, or even Haskell. I guess this means it is the abstract structure of the program that interests me, not as much the specific language-specific code that implements it.
- Rough idea
- -
- I would code a very simple version of the algorithm used in an LLM, presumably a transformer if possible, and to generate the data on my own, I would either write my own independent web crawler, or it would be cool if I could train it off my own language data that I generate somehow - even by talking to the model. Even if in a very restricted and small vocabulary or something.
- What I need help with
- -
- Please submit concrete information about the architecture of the code, as opposed to external reference materials.
#1: Initial revision
by
Julius H.
·
2024-02-10T21:25:53Z (9 months ago)
Language model completely from scratch
I would like to try to build a language model 100% from scratch if possible. That means no external libraries and no pre-curated datasets. It is ok if the performance is terrible. It is meant to be a learning experience. That said, if it is usable for anything, that might be a plus. My best language is Python, but I’m open to doing this in a low level language, like C or Rust; or, possibly JavaScript, or even Haskell. I guess this means it is the abstract structure of the program that interests me, not as much the specific language-specific code that implements it. My idea is roughly that I would code a very simple version of the algorithm used in an LLM, presumably a transformer if possible, and to generate the data on my own, I would either write my own independent web crawler, or it would be really cool if I could train it off my own language data that I generate somehow - even by talking to the model. Even if in a very restricted and small vocabulary or something. Please submit concrete information about the architecture of the code, as opposed to external reference materials. Thank you.