Welcome to Software Development on Codidact!
Will you help us build our independent community of developers helping developers? We're small and trying to grow. We welcome questions about all aspects of software development, from design to code to QA and more. Got questions? Got answers? Got code you'd like someone to review? Please join us.
Post History
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 (10 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 (10 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.