François Fleuret @francoisfleuret
Prof. @Unige_en, Adjunct Prof. @EPFL_en, Research Fellow @idiap_ch, co-founder @nc_shape. AI and machine learning since 1994. I like reality. fleuret.org/francois Switzerland Joined December 2009-
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Actually, my duo of risotto turned okay!
Actually, my duo of risotto turned okay! https://t.co/j2akuzDoYI
I'll die on this hill: Risotto is the least photogenic dish by a mile.
Is it a polemic statement? "An LLM can be seen as a knowledge base, equipped with sophisticated matching rules able to deal with synonymy and verb / actions / adjectives roles, and the ability--to some extent--to templatize and generalize statements."
My followers are better than your followers.
My followers are better than your followers.
This code computes Y[n,h,t,:] = Q[n,h,t,:] \sum_{s<=t} K[n,h,s,:].t() V[n,h,s,:] in T log2 T, and memory O(SD+TD+CD+TC). Compiling it gives a x2 but it crashes after a few iterations due to a dynamo cache error. Is there a way to rewrite it to make it work? @PyTorch
This code computes Y[n,h,t,:] = Q[n,h,t,:] \sum_{s<=t} K[n,h,s,:].t() V[n,h,s,:] in T log2 T, and memory O(SD+TD+CD+TC). Compiling it gives a x2 but it crashes after a few iterations due to a dynamo cache error. Is there a way to rewrite it to make it work? @PyTorch https://t.co/QcaYbsd3va
Are there best practices when it comes to compiling pytorch code with loops? It seems a bit so-so no?
Are there best practices when it comes to compiling pytorch code with loops? It seems a bit so-so no?
Wat? [2024-04-26 17:49:06,165] torch._dynamo.convert_frame: [WARNING] torch._dynamo hit config.cache_size_limit (8)
Is there a simple triton example somewhere?
Wow.
There is a certain sadness in beautifully optimizing a piece of PyTorch while knowing it will never come even close to an adequate cuda kernel.
It's time to focus on devising models made of parts trained to be re-combinable.
It's time to focus on devising models made of parts trained to be re-combinable.
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looks like rasam saadam and thayir saadam 😳
Actually, my duo of risotto turned okay!
I’m looking forward to the tens of thousands of PEFT’ed Llama-3 70B and 400B models with various new superpowers that will be created and released by the community.
@francoisfleuret We kindly ask the reviewer to take a closer look at the new experiments and update their score accordingly. (Pic credits: screenshot from a Google maps review of my cousin’s restaurant)
@francoisfleuret Tastes delicious, looks like a breached paddy field in minature
@francoisfleuret How would this fit into the interpretability picture that contains things like mesa-optimizers, world models, causal abstractions and sparse concept representations? To my over-enthusiastic interpretability eyes, this looks like a reductive description of all that LLMs encode.
@francoisfleuret In my head, this comes across as a simple/clunky mechanical heuristic being applied by the model. Rather than this more holistic and sparse thing that we see - maybe all I'm missing is an adjective.
François provides us all with a free learning resource! 'The Little Book of Deep Learning' 🤖 FREE PDF downloads! Thank you François 🙌
My deep learning course @unige_en is available on-line. 1000+ slides, ~20h of screen-casts. Full of examples in @PyTorch. fleuret.org/dlc/ And my "Little Book of Deep Learning" is available as a phone-formatted pdf (400k downloads!) fleuret.org/lbdl/
@francoisfleuret Looks very much like an Indian rice sambhar. Looks good 😄
@francoisfleuret Seems good/not polemical to me 🤷
Elizabeth Tsurkov is a PhD researcher at Princeton. She was kidnapped over a year ago by Kataib Hezbollah in Iraq. Yesterday, the flag of the sister organization of her kidnappers was raised at the Princeton protests.
@francoisfleuret first time i had it was at a take-out in lower manhattan. asparagus and chicken. it was superb! 😎
@francoisfleuret Unless its tomato risotto. That looks great
@francoisfleuret Even worse than huitlacoche or natto?
@JFPuget @francoisfleuret Clarification: a LLM samples outputs from a distribution of most probable continuations of its input text etc
@francoisfleuret Looks good!
@ducha_aiki @francoisfleuret put truffles on either - and I’m sold
@francoisfleuret What’s wrong with the aesthetic of risotto? (my last two, asparagus and pumpkin)
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