picoGPT
duf
picoGPT | duf | |
---|---|---|
7 | 26 | |
3,081 | 12,318 | |
- | - | |
1.9 | 2.9 | |
about 1 year ago | 3 months ago | |
Python | Go | |
MIT License | GNU General Public License v3.0 or later |
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picoGPT
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Understanding Automatic Differentiation in 30 lines of Python
In that case, you might also enjoy https://jaykmody.com/blog/gpt-from-scratch/
(here's the raw code: https://github.com/jaymody/picoGPT/blob/main/gpt2.py)
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Transformers from Scratch
I wrote a minimal implementation in NumPy here (the forward pass code is only 40 lines): https://github.com/jaymody/picoGPT
Although this is for a decoder-only transformer (aka GPT) and doesnt include the encoder part.
- FLaNK Stack Weekly 3 April 2023
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GPT-4 Says an Open-Source Chatbot Vicuna Reaches 90% ChatGPT Quality
Take a look at https://github.com/jaymody/picoGPT/blob/a750c145ba4d09d57648...
Yes, this is GPT-2 not 4 and it‘s not the Chat, only the model and it‘s basically only the inference part, not the training loop and it‘s somewhat simplified.
Still, take a good look.
That‘s essentially what it is and a single sheet of paper.
There is nothing specifically about language in „language model“, we just call it that. Better to call it just LLM.
Nobody knows exactly what it learns, although there would be ways to poke around given some research programs. But it seems like the interest in that is limited currently, everyone is busy with improving it or with applications.
Perhaps the answer is that we overestimated what a mind is. It‘s like we used to ask what life is and it turned out that there is nothing special about life, not even the DNA is controlling anything. It‘s merely a chemical process, even though a complex process.
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u/functor7 explains why AIs like ChatGPT do not "understand" their subject
(The hardest part was just designing a math function that has the capability of getting good at this game, but when all is said and done, it need not be a whole lot of code).
- PicoGPT: An unnecessarily tiny implementation of GPT-2 in NumPy
- picoGPT: An unnecessarily tiny implementation of GPT-2 in NumPy
duf
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Go: What We Got Right, What We Got Wrong
Not sure these are really popular, but I cannot resist advertising a few utilities written in Go that I regularly use in my daily workflow:
- gdu: a NCDU clone, much faster on SSD mounts [1]
- duf: a `df` clone with a nicer interface [2]
- massren: a `vidir` clone (simpler to use but with fewer options) [3]
- gotop: a `top` clone [4]
- micro: a nice TUI editor [5]
Building this kind of tools in Go makes sense, as the executables are statically compiled and are thus easy to install on remote servers.
[1]: https://github.com/dundee/gdu
[2]: https://github.com/muesli/duf
[3]: https://github.com/laurent22/massren
[4]: https://github.com/xxxserxxx/gotop
[5]: https://github.com/zyedidia/micro
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Clean mount lists in Linux
Somewhat related - `duf` is "a better `df` alternative":
https://github.com/muesli/duf
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dysk, a better df
I'm normally using duf but this looks pretty neat.
- FLaNK Stack Weekly 3 April 2023
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PPA or not to PPA
Otherwise the last option is to get the deb/appimage files from their official git repos or website, like for my use cases, MongoDB Compass (which was not officially maintained on flatpak) or duf (not available in Ubuntu repos)
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What "nice-to-have" CLI tools do you know?
duf
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What little CLI tools do you know, that do something useful and faster than regular commands? For example DUF.
What cool CLI tools do you know, that are do something faster than regular commands, and do something useful? For example: https://github.com/muesli/duf.
- Ncdu – NCurses Disk Usage
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I wrote a "12 favourite terminal tools" list-article, what did I left out that should be absolutely included?
duf - Disk Usage/Free Utility - a better 'df' alternative.
- DUF - Linux “DU” clone, shows all the details about the Linux systems disks & storage
What are some alternatives?
gpt4all - gpt4all: run open-source LLMs anywhere
hacktoberfest-swag-list - Multiple companies go above and beyond for Hacktoberfest, and this repo tries to list them all.
glances - Glances an Eye on your system. A top/htop alternative for GNU/Linux, BSD, Mac OS and Windows operating systems.
gdu - Fast disk usage analyzer with console interface written in Go
taskwarrior - Taskwarrior - Command line Task Management
rust-memchr - Optimized string search routines for Rust.
ctop - Top-like interface for container metrics
lakeFS - lakeFS - Data version control for your data lake | Git for data
Tensor-Puzzles - Solve puzzles. Improve your pytorch.
visx - 🐯 visx | visualization components
exiftool - ExifTool meta information reader/writer
QDirStat - QDirStat - Qt-based directory statistics (KDirStat without any KDE - from the original KDirStat author)