Your Computer, Your Models, Your Rules - Transformer Lab

  Рет қаралды 13,381

Mozilla Developer

Mozilla Developer

Күн бұрын

Ali and Tony demonstrate the power of Transformer Lab, an open-source platform that allows anyone to build, tune, and run LLMs locally, without writing code.
Learn more: transformerlab.ai
Get the code: github.com/tra...
Mozilla Builders helps developers create transformative open-source AI projects through collaborations, programming, and community. Check out the projects we’re supporting: builders.mozil...

Пікірлер: 60
@modolief
@modolief Күн бұрын
2:23 - Start here (skip intro)
@NilasScweisthal
@NilasScweisthal 4 күн бұрын
Looks like I stumbled on a treasure trove. Very nice thanks you for that
@szebike
@szebike 2 күн бұрын
Excellent , you did open source a very good service thank you for the effort!
@owcsc
@owcsc 18 сағат бұрын
OPEN-SOURCE RULES!!!🎉 Thank you TransformerLabs!❤
@soccerkenshin
@soccerkenshin 5 күн бұрын
This team is on 🔥🔥! Keep it up
@PhilEhI
@PhilEhI Күн бұрын
This looks fantastic!
@Drone256
@Drone256 Күн бұрын
You said you were fine tuning the base model, but you somehow magically ended up with a fine tuned instruct model. Are you sure you aren’t fine tuning the instruct model?
@ricka4678
@ricka4678 2 күн бұрын
This is awesome, I will be testing it out
@TerragonAI
@TerragonAI 2 күн бұрын
great !!! i will try out this weekend 🙂
@Qamar92
@Qamar92 3 күн бұрын
Exactly what i need. thanks
@UntoldMagazineChannel
@UntoldMagazineChannel 4 күн бұрын
Love it! Great job
@Juan-n6k3c
@Juan-n6k3c Күн бұрын
Wow this is great!
@chatbotte1838
@chatbotte1838 4 күн бұрын
stopped with errors, while install torch==2.5.1, macos 12.7.6 not for me :(
@brunopanizzi
@brunopanizzi 11 сағат бұрын
Create an issue at the repo, it is open source
@brandonhamaguchi
@brandonhamaguchi 5 күн бұрын
Hi, I installed it on my Windows 11 PC, it says that I need to install "WSL", I search that, and the Microsoft page says that I have to run the command wsl --install, I did that and seems to be done ok. But when opening the app is still saying that I need WSL (I uninstalled and installed the app again and have the same issue). The app version that I installed is 0.9.3. Any help on how I can get the app running? Thanks!
@DoppsPkin
@DoppsPkin 3 күн бұрын
same, wsl is installed and active
@917439
@917439 3 күн бұрын
Did you try rebooting
@TomM-p3o
@TomM-p3o 2 күн бұрын
​​@@917439😂 So true, rebooting solves 95% of the issues
@brandonhamaguchi
@brandonhamaguchi 2 күн бұрын
@@917439 yes
@repica8034
@repica8034 2 күн бұрын
you probably need to add a linux distribution to your wsl, ubuntu 24.04 LTS should be good and can be directly downloaded from the microsoft store, reboot after that to make sure it's installed properly
@TomM-p3o
@TomM-p3o 2 күн бұрын
This is interesting, however I've been told that fine-tuning modern models can be a delicate process that might have to be customized for each model. How is this achieved?
@sammcj2000
@sammcj2000 31 минут бұрын
Ironically I just tried transformer lab and the first issue I hit was python package and versioning issues.
@TalsBadKidney
@TalsBadKidney Күн бұрын
"You've probable seen a wall of python errors like this one" every single day, buddy
@user-dm5qi4nb6l
@user-dm5qi4nb6l 2 күн бұрын
I want a way to train a small model that is already good in like language translation, math or programming and improve them on that field for example give it a whole new documentation on x framework, I could just scrape it ask ai to generate the test rewards etc, the data to be trained on based on the documents provided and then just go, test itself and self improve
@oneofpro
@oneofpro 4 күн бұрын
Thanks
@dubyeh5243
@dubyeh5243 2 күн бұрын
Nice!
@TudorAdrian
@TudorAdrian Күн бұрын
Sooooooo cool!
@elubaloops
@elubaloops Күн бұрын
guess again going on the odd direction AI is eating UI but it's cool like for now it's great really
@Edmund-b9q
@Edmund-b9q 2 күн бұрын
Write it in c++
@TheMaxAwesome
@TheMaxAwesome 2 күн бұрын
Write in Rust, you cowards!
@Edmund-b9q
@Edmund-b9q 2 күн бұрын
@@TheMaxAwesome never
@jondoe6608
@jondoe6608 Күн бұрын
Write it in anything that is not python, I'd love C, C++ or Rust :D
@MomenRashad
@MomenRashad Күн бұрын
woow cool
@rocks7172
@rocks7172 5 күн бұрын
cool
@skit555
@skit555 2 күн бұрын
1B non-specialized are not worth massively deploying yet 😕
@jondoe6608
@jondoe6608 Күн бұрын
But they are getting better, its nice to see the tooling get developed and it will be ready when small LMs are ready.
@geekinthefield8958
@geekinthefield8958 21 сағат бұрын
Most people NEED specialized models with a generalized base. They don’t actually need a fully generic model, just enough to get a good set of navigational language around a particular domain. Tools like this or IBM’s InstructLab are great for models that companies want to use in-house.
@TellyT-i5e
@TellyT-i5e 20 сағат бұрын
Mac users don’t know how to full screen an app so now I’m having to squint. Smh
@alexsov
@alexsov Күн бұрын
Qwen2? How old is your presentation?
@TimothyHuey
@TimothyHuey 2 күн бұрын
So, the only way an LLM can learn a subject you want to teach it is Q&A? Seems tedious and unnecessary. Why not just give it a set of PDFs, Webpages, Official Documentation, Rule guides, Governmental references etc. If you have to teach it by giving it the answer to every single possible query and permutation of that query, you will be training for a lifetime on something as simple as a sports game.
@illegalcall
@illegalcall Күн бұрын
Yes exactly my question
@ckpioo
@ckpioo Күн бұрын
because the raw data within PDFs, webpages, docs, etc fundementally has no meaning, you need to understand that training an LLM is like trying to teach an alien baby about humans, you NEED to provide a clear concrete relationship which is a q -> a relationship. if you were to train an llm just on raw data without any relationships then it will only memorize what's written on it and would know nothing about what any of it means
@glyph6757
@glyph6757 Күн бұрын
LLMs don't need to be trained on questions and answers. However, because LLMs work by predicting the next token (fragment of a word) then when an LLM that has not been trained on questions and answers is asked a question by a human the tokens that an LLM might respond with might not be what we consider an answer, much less what we could consider a good answer. So the best way we've found to increase the likelihood that an LLM answers with a good answer is to train it on questions and good answers.
@Japneets1
@Japneets1 5 сағат бұрын
Teaching on QnA is supervised fine tuning. Teaching next word prediction on pdfs is pre training. There is a difference for a reason. SFT is needed so that LLM can answer in QnA format.
@j1rosdream
@j1rosdream 5 сағат бұрын
If you don't want your model to just output random blurbs of text your need to train it on completely intact and grammatically correct samples, otherwise it could just stop talking in the middle of a
@MrRavaging
@MrRavaging 2 күн бұрын
Yeah, Python sucks. That's why I switched to Rust, C, and R.
@HappyDancerInPink
@HappyDancerInPink 2 күн бұрын
4:10 as per usual, local llms suck.
@justafreak15able
@justafreak15able Күн бұрын
Bro fix your browser first
@HateAcceptedButThinkAgain
@HateAcceptedButThinkAgain Күн бұрын
Firefox best
@justafreak15able
@justafreak15able Күн бұрын
@HateAcceptedButThinkAgain lol nice joke
@Graveness4920
@Graveness4920 Күн бұрын
As always, you are focusing on the wrong problem. You should have spoken with a domain expert first to gain a proper understanding. I hope my donation didn’t go toward funding you two.
@johnefan
@johnefan Күн бұрын
Maybe, interested to know what the right problem is?
@lovol2
@lovol2 22 сағат бұрын
So please do elaborate
@geekinthefield8958
@geekinthefield8958 21 сағат бұрын
All snark and no substance, try to give us something useful instead of generic LLM snobbery.
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