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File: 1775955012091841.png (2.95 MB, 2000x1504)
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/lmg/ - a general dedicated to the discussion and development of local language models.

Previous threads: >>110264763 & >>110261289

►News
>(11/06) PLaMo 3 Translate released: https://preferred.jp/en/blog/tech/plamo-3-translate-weight-release
>(11/05) Baidu releases ERNIE-5.5-Flash-Base 280B-A14B: https://ernie.baidu.com/release/ernie-5-5-flash-base
>(11/04) Ricursive Ripple 65B dense model released: https://www.ricursive.com/ripple
>(11/04) MoonshotAI Kimi K3.1 Pro released on HF: https://hf.co/moonshotai/Kimi-K3.1-Pro
>(11/01) Longcat-2.5 released: https://longcat.ai/blog/longcat-2.5

►News Archive: https://rentry.org/lmg-news-archive
►Links: https://rentry.org/LocalModelsLinks
►Official /lmg/ card: https://files.catbox.moe/cbclyf.png

►Getting Started
https://rentry.org/lmg-lazy-getting-started-guide
https://rentry.org/lmg-build-guides
https://rentry.org/IsolatedLinuxWebService
https://rentry.org/recommended-models
https://rentry.org/samplers
https://rentry.org/MikupadIntroGuide

►Further Learning
https://rentry.org/machine-learning-roadmap
https://rentry.org/llm-training
https://rentry.org/LocalModelsPapers

►Benchmarks
LiveBench: https://livebench.ai
Programming: https://swe-rebench.com
Agentic Coding: https://deepswe.datacurve.ai
Context Length: https://github.com/RecapAnon/NoLiMa
GPUs: https://github.com/XiongjieDai/GPU-Benchmarks-on-LLM-Inference

►Tools
GGUF VRAM Calculator: https://hf.co/spaces/NyxKrage/LLM-Model-VRAM-Calculator
Sampler Visualizer: https://artefact2.github.io/llm-sampling
Token Speed Visualizer: https://shir-man.com/tokens-per-second

►Text Gen. UI, Inference Engines
https://github.com/lmg-anon/mikupad
https://github.com/oobabooga/text-generation-webui
https://github.com/LostRuins/koboldcpp
https://github.com/ggerganov/llama.cpp
https://github.com/theroyallab/tabbyAPI
https://github.com/vllm-project/vllm
https://rentry.org/custom-uis
>>
►Recent Highlights from the Previous Thread: >>110264763

--Comparing quantization methods and their impact on tool call reliability:
>110266475 >110266502 >110266536 >110266554 >110266585 >110266817 >110266879 >110266908 >110266921 >110267021 >110266967 >110267016 >110266715 >110266501 >110266802 >110267762
--Motherboard PCIe and RAM bandwidth impact on prefill and MoE offloading:
>110265191 >110265195 >110265498 >110265866 >110266151 >110265254 >110265306 >110265353 >110265370 >110265836 >110265887 >110265893 >110265394 >110265400
--Multi-CMP hardware bottlenecks and debating Qwen's response length benchmarks:
>110264771 >110264815 >110264829 >110264852 >110264905 >110264931 >110264938 >110264957 >110264937 >110264939 >110266081 >110264924 >110266393 >110266400 >110266646 >110266670
--Critique of Qwen's distilled coding style and agent prompting strategies:
>110266298 >110266379 >110266495 >110268976 >110266444 >110266533 >110268106 >110266523 >110267938 >110267970 >110268968
--Comparing GLM and Gemma for erotic roleplay and character adherence:
>110267684 >110267720 >110267736 >110267744 >110267890 >110267765 >110267761 >110267781 >110267803 >110267839 >110267818 >110267833
--Strategies for prompting against repetitive and low-quality prose styles:
>110267748 >110267872 >110267763 >110267773 >110267809 >110267810
--VRAM and RAM offloading requirements for Minimax H3 video generation:
>110265566 >110265573 >110265587 >110265597 >110265608
--Comparison of generalist models versus specialized model efficiency:
>110265585 >110265643 >110265850 >110265672
--Logs:
>110265966 >110266670 >110267060 >110267519 >110267538 >110267554 >110267575 >110267586 >110267604 >110267610 >110267663
--Deepseek-chan, Miku, Teto, Gemma (free space):
>110266177 >110266624 >110266726 >110267250 >110268136 >110268160 >110268666

►Recent Highlight Posts from the Previous Thread: >>110265476

Why?: >>102478518
Enable Links: https://rentry.org/lmg-recap-script
>>
Gemma 5.
>>
>>110269527
>delivery is not exactly 2 weeks
Boooo
>>
>>110269539
Gemma balls
>>
>>110269539
40B-A40B. She is getting older.
>>
>>110269552
guess what? gemmas butt
>>
>>110269558
And thicker...
>>
haven't built llamacpp in over a month.
>>
>>110269576
Too many anons are afraid of git.
>>
>>110269443
>i'm a girl btw (should be implied since i use debian)
>>110269450
>What the fuck does this mean?
Troon filth
>>
He woke up and posted on a stale thread.
>>
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>>110269443
>i'm a girl btw
>>
>>110269528
Miku is cute!
>>
>>110269580
>Too many anons are afraid of git.
I only upgrade when I need something.
This year the QoL features have gotten worse. The WebUI in particular.
>>
>>110269607
And transsexual!
>>
>>110269527
70b dense
>>
>>110269621
>The WebUI in particular.
I didn't expect many anons still using it. I've been building it without it since I had the choice not to.
>>
>>110269596
Yeah, it's kind of funny that he's trying to link to the other thread now.
>>
well, I compiled the code again to try out the moe cache cpu experts flag and it doesn't give any speedup. I tried all kinds of numbers between 0.25 and 0.9 and it barely makes any difference and gives half the speed of --n-cpu-moe. lmao.cpp failing again.
--n-cpu-moe is the only thing that actually works properly
>>
200b a15b moe (made by zai)
>>
>>110269632
explain why ripple does not satisfy you
>>
>>110269659
>To run, put it in front of your llama-server command:
>python3 scripts/moe-cache-tune.py -- build/bin/llama-server -m model.gguf -cmoe -t 8 -c 32768
Cache too small?
>>
>>110269670
The ass did not ripple
>>
>>110269644
It is funny how you are a faggot
>>
List of banned models:
Gemma (all)
Llama 2
littlelearner
Midnight Miqu
Mistral Small 3
Glimmer
Inkling
Do NOT discuss them. "Gemma-chan" images are also banned.
>>
Aw... look at him spaz out...
>>
>>110269672
>python
not running that shit
I set --moe-cache-mib to the maximum allowed by my VRAM and tried a bunch of random --moe-cache-cpu-share values. No difference. I really doubt that my 0.2 interval between moe-cache-cpu-share values somehow missed a golden magic number in the middle that will speed things up by more than 2x.
>>
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>>110269602
I forgot about him. Is he actually dead?
>>
>>110269685
it's hilarious
>>
>>110269688
>I set --moe-cache-mib to the maximum allowed by my VRAM
I'll ask again with more words. What is the size you're setting for the cache? If the cache is too small, it will not help you. Read the PR comments.
>>
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POP
>>
>>110269642
>I didn't expect many anons still using it. I've been building it without it since I had the choice not to.
It was good for a very brief window, and i mostly use ik_llama.cpp which has the best stale version. And I have chats in webstorage.
But sometimes I have to run mainline and get the "reload to update" (blocking part of the screen until you click it), the retarded tabs up the top, etc.
>>
>>110269705
>Pic
Someone has to stop these hot chinese spies. They are seducing men who know about AI
>>
>>110269716
Fine... fine... i'll start learning about AI, god damn it...
>>
nvidia and the west could've been saved if ai was truly uncensored and good at writing so that you no longer have to rely on chinese spies for sex
in the end, moralfags were our downfall
>>
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Now look what I've made me do.
>>
>>110269705
Actually, uhhh, I made a huge breakthrough on my home rig and invented a new AI architechture that's like 10x more efficient.
>>
>>110269705
I'm pretty sure I saw someone post an AI gen image of something like this a couple of threads back, lulz
>>
>>110269742
Where's the second one?
>>
>>110269705
Funny how this story comes out after every already starts crashing. Almost like there's an agenda to publishing this now.
>>
>>110269753
Give me a few hours to generate a picture of them stacked.

(Need to wait until RSUs come in)
>>
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>>110269704
Bro. I'm telling you, this shit is useless. I have 24GB of moe cache and it is still worse than --n-cpu-moe. No amount of fucking around is going to help. This shit is a broken feature that just doesn't work. Simple as.
I reduced the number of threads too, thinking that the pcie transfers will change the bandwidth saturation number of threads which did kind of help but still got nowhere near my old performance (let alone exceeding it)
>>
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>right
his wife
>left
spy

Don't pretend you wouldn't.
>>
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>>110269798

I thought that was his mother.
>>
>using llamocpp
do uncs really? baka desu senpai
>>
>looks like the bubble might actually be popping before continuous learning has hit the scene
God damn it, if only it kept going for another year or so we might have been able to snag a model that keep learning for the rest of our lives.
>>
>>110269803
Women age like milk, not wine.
>>
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>>110269810
>so we might have been able to snag a model that keep learning for the rest of our lives
Reminder that you have one of these biologically installed.
>>
god.. im starving... i need a new (good) model...
>>
>>110269810
You have never lived through a bubble popping before. No major company has announced they have become insolvent or declared bankruptsy. Everything is business as usual. Where is the pop? Some fake numbers on fake charts that will bounce just as quickly as they dropped?
>>
>>110269789
>I have 24GB of moe cache
Finally. I'm not even going to make fun of you for using windows. Still, run the script. You have to juggle 2 different parameters and there's no way you tested enough manually.
But if it doesn't, go back to whatever you were using. No need to get worked up.
>>
>>110269819
Why is it so wrinkly?
>>
>>110269819
>Calling me a model
You are making me blush
>>
6k 5090s on newegg, the prices are falling already
>>
>>110269831
it's in compressed format to save space
>>
>>110269706
Fair enough. Allozaur (well, his model) is really doing a number on the poor thing. He's obviously out of his depth.
>>
>>110269842
>his brain is quantized
ngmi
>>
>>110269690
He failed at destroying llama.cpp with IK and gave up.
>>
>>110269851
Don't worry I've got a QAT brain
>>
>>110269857
My brain is more like creamphi
>>
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>>110269857
UD 3.1
>>
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2.23 MB GIF
Best local vision model for sexo?
>>
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>>
>>110269742
How much did it cost and why did you get it?
>>
>>110269742
Why didn't you buy a mac?
>>
>>110269810
the bubble hasn't popped until you can buy a new 5090 below msrp
>>
>>110269880
they paused production so unlikely to happen. But they have already fallen 3k from peak. Might see them around 4k ish soon
>>
>>110269885
that said if datacenter purchases halt like it seems they are then all the production might be forced to switch to consumer, which is gonna drop prices off a clift
>>
>>110269887
we also might see mass sell offs of existing compute. When you start seeing h100s for 10k or less on ebay THEN you know stuff is gonna get cheap.
>>
>>110269705
>could
News headlines which are using this word are not real news.
>>
>>110269798
>oh jensen yu penis so big give 20bn gpu for singapore jensen
>>
>>110269887
>if datacenter purchases halt like it seems they are
that's a pretty big if
>>
Are there any models that are actually good at organization, gathering knowledge, and exploring new ideas on their own without significant hand-holding? I've tried running DS 1017 and GLM 5.3 Flash on 2 Sparks, but they both speak nauseatingly like Claude. Maybe the amount they're quanted + abliteration might've made them too retarded. DS also reward hacks constantly and writes programs or does things in such a way that it upholds the letter of the request but forgoes the spirit.
>>
>>110269918
they already have warehouses full of gpus just sitting there. And now a ton of planned datacenters to put them in have fallen though. And now the value of those gpus is dropping rapidy.
>>
>>110269920
Qwen 3.8 27b is better than GLM 5.3 flash for things like this, and doesn't talk claudeslop
Haven't tried DS 1017
>>
>>110269872
>>110269876
Got it used from a coworker for 5k.

Lots of reasons. I want ownership over my data for local inference and fast prefill is important for it to feel good. I want to experiment with and learn about pretraining my own models so CUDA is important to me, as well as run parallel agents which from my research concurrency sways towards NVIDIA.

I'll have to buy the 2nd for retail which is gonna suck but as the shortage isn't ending any time soon I just want to lock in my local compute. Best time was last year, next best time is now.
>>
>>110269923
Pure unfiltered copium. I too wish for cheap datacenter gpus but it is not happening until they age out like v100s.
>>
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I fell for the EXL3 meme for this real time and it actually runs the 2.18bpw copequant of Qwen Flash Next at 20t/s with 131k context using 32GB RAM and 16GB VRAM. I could only get llama.cpp to generate at 10t/s at best (more like 7t/s avg) using a IQ2_XXS copequant, and I'm not touching meme engines like Strata-flavoroftheday.
Now I'm trying out Gemma and Muse to see how it goes under EXL3. Testing 26B-A4B so far shows significant improvement from what I was able to pull ever since my MoE offload performance went to shit with llama.cpp.

Fuck, I don't want to bother setting up llama-swap again since it is kinda dogshit when inside a Docker container and I like llama-server router mode configs, but this might be worth the hassle after all.
>>
>>110269939
a100 40GB are already 2k, saw B200 for 70K for a full tray...
>>
>>110269938
Prefill is literally faster on a dual 3090 128gb ddr4 rig now thanks to vibegods.
>>
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>>110266071
actually works
>>
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49 KB JPG
>groids actually think gpu and ram prices will collapse
>>
>>110269621
>This year the QoL features have gotten worse. The WebUI in particular.
This. They basically forced me to start using another harness, which ended up being a blessing in disguise.
>>
>>110269948
I'm getting a 2nd spark soon and since I rent I can't run another circuit to run 4 GPU full sizes on top of the rest of my homelab and other shit so the Spark's power efficiency is also relevant.
>>
>>110269798
imagine all the secret spy techniques she must know in the bedroom.
>>
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>>110269956
saw 6300 ish earlier
>>
>>110269743
>Actually, uhhh, I made a huge breakthrough on my home rig and invented a new AI architechture that's like 10x more efficient.
Is this reverse reverse rape?
>>
>>110269947
Did you even read my post? The a100 is the v100 successor, it is old and next on the chopping block you fucking retard. Also post the 2k a100 because I am not seeing it
>>
>>110269742
Cute non-trans coded figurine. I am so happy there are normal people ITT.
>>
>>110269798
I would as me. But as jacket man I wouldn't for 2000T$.
>>
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>>110269989
https://www.ebay.com/itm/336352002802?_skw=a100&epid=21066301826&itmmeta=01M6W99TB3T4AFYFRAX8JCYNXZ&hash=item4e502442f2:g:e38AAeSwsKppRfnD&itmprp=enc%3AAQALAAAAwCHNgUiiE%2FjQhlDTaMiAde%2BE3SShmrAUp5bG7aQy4eOpwlivcVtMIFGo3kzXOz6a%2B7R34XVksjZeehIwdkcaUVqWnhOISIM0uuKi%2B%2FmiTy07ydvqQOBTewK%2BNCfYzXdWUFOS1foEWltfwjUURwIaWpUg6rASOuWMhaYwxpCm1xBpy9%2BXhRN%2FbSrvZ2ZyShHwAJrbmlsY7TqRT2409PLyLkkLPZ9ftoozqJZDS8h%2Fv%2FWENJPlTX3M61heOcpbUrt8Cg%3D%3D%7Ctkp%3ABk9SR_Slp4m3aA

you can get adapter for $400 ish from alibaba. Or just get a board for 4 of them for 2k
>>
I saw a H100 for 15k earlier. Hopefully it keeps going down
>>
>>110269972
yeah shit's dropping like rocks
>>
>>110269972
>>110270015
>$6k is dropping
i bought mine for $2k lmao
>>
>>110270019
If things truly pop we are gonna see datacenter cards flooding the market and datacenters stop making orders / back out of existing orders forcing production to shift to consumer cards (costs more to stop production) which could end up dropping prices even below msrp if we are lucky.
>>
>>110270019
we're literally a month or two from being back to that level
>>
>>110269938
As someone with 2, I am going to warn you that you will soon want 4.
>>
Is this the best that one can do with a 16 GB GPU and 32 GB system of RAM on Linux?
Qwen 27B exl3
Flash Next with Polystrata
Gemma 12B or 31B at a low quant for RP
>>
>>110270009
Cheaper than a Pro 6000, huh. Though I guess you can't just plug it into a consumer board.
>>
>>110270030
if frontier ai lose investments everyone will be buying out that shit to run local models, scalpers and businesses
stop projecting your desires unto reality
>>
>>110270030
>If
>>
>>110270062
the demand is nowhere what you think it is. If it was it would not be falling.
>>
>>110270062
>demand falls
>"it will have no effect on prices"
>>
>>110270045
gemma 26B
>>
>>110270062
>>110270068
also without demand these things are actually very cheap to make. They are made of the most abundant materials on earth.
>>
>>110270062
the consumer and corporate market is tiny compared to the sheer amount of hardware these datacenters have been gathering
there is reason why they managed to drown out literally every other market, once they are gone the flood will turn hardware worthless in value. you will be able to pick them at sub-msrp
>>
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Waitfags, can you tell me why the 9070 XT is $1000 and the 5070 Ti is $1500?
>>
>>110270093
dont buy right now. Give it a few months
>>
>>110270102
Once the offloading begins, the hardware will be worthless by the end of next week.
>>
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>>110270102
>>110270107
yeah, that's always worked out
>>
>>110270111
yea the crypto bubble burst is when I last bought in lol. Waiting for AI burst to upgrade
>>
>>110270111
this one time waitfags will win for sure
>>
>>110270111
>>110270125
In six months money won't matter anymore.
>>
>>110270111
Yeah, I bought my first 3090 when prices recovered from covid/crypto. I'll buy my next three Pro 6000s once prices are back at $8000
>>
>>110270130
RSI is going to have a tough time taking off and destroying the economy if they can't build any more datacenters.
>>
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>>110270030
The difference is that now most people know the true value of GPUs, when the bubble bursts or deflates a bit, you are going to need to be extremely lucky to snipe a cheap second hand GPU

As Jensen has said, the more you buy, the more you save
>>
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>>110269705
>Chinese CEO
>Americans expect him to be loyal to America
>>
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>>110269871
>>
>>110270134
nice, only had to wait 3 years for that 3090!
>>
>>110270143
the true price of gpus are near worthless. 99% of the cost is setting up the fab / salary. They cost nearly nothing in raw materials and it costs far more to NOT have it producing at maximum capacity.
>>
>>110269705
How do I bait a hot Chinese spy into fucking me?
>>
>>110270158
I believe you. I look forward to buying B200s for $5 next year.
>>
Would you guys rather have cheap GPUs or AGI in 2027?
>>
>>110270154
I already stocked up on hardware before the price explosion so I'll manage until that point.
>>
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>>
>>110270168
Spoiler Alert: You'll get neither.
>>
god i want to have sex with a hot chinese woman
>>
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It never gets better! Not once!
>>
>>110270195
this guy seems fruity
>>
never ask a waitfag what hardware they currently have... or what country they live in kek...
>>
>>110270195
This guy lives in bizarro world. Media always says it's amazing now even though the technology, despite being actually good, is only being using for grifts and scams.
>>
I used a local model for the last time like 3 years ago with koboldcpp. Has there been anything better for inferencing like chaining several agents or something?
>>
what do we think of gpt oss 20B?
>>
>>110270251
we must refuse
>>
>>110270243
No
>>110270251
It was okay-ish many months ago
>>
>>110270243
llama.cpp (which kobold is built on top of) handles parallel requests like ass which makes agent stuff slow as balls
>>
>>110270251
look at its release date
then look at the calendar
that should tell you everything
>>
>>110270195
crypto is a ponzi scheme
metaverse was mostly crypto ponzi schemes built on top of Zuckerberg idea of creating a virtual reality version of Second Life game
AI on the other hand is real, it can help you to figure out how to fix your car on your own, generate video and pictures and in the near future entire movies, it also helps lonely autistic faggots to finally find someone to talk to
>>
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/tsg/ TWITTER SCREENSHOT GENERAL
>>
>>110270282
>crypto is a ponzi scheme
retard
>>
wtf do you nigs use vision for if you're just roleplaying or whatever
>>
>>110270286
You made me think I had a column of dead pixels for a second.
>>
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>>110270286
>>
>>110270286
If posting them became a bannable offense, this board would improve overnight.
>>
>>110270229
Controlled opposition.
>>
>>110270302
truly great models let you pick up some short porn comic, dump it on the model and tell it "this is the scenario" without any further information besides a decent system prompt
>>
>>110270307
I am sure he was advised to intentionally make himself appear more sterotypically jewish to get support from the tribe.
>>
>>110269576
I have switched to PolyStrata
>>
>>110270093
nvidiot / winvictim tax. 24gb vram is the absolute minimum for new purchases
>>
>>110270323
not a fan of malware.
>>
All I want for Miku is Christmas~
>>
>>110270111
It has for 60 of the last 65 years, but please go on about how the new paradigm will survive frozen credit and $200 oil.
>>
>>110270332
qrd?
>>
>>110270301
what is the use value of crypto beyond reselling to other people at a higher price
>>
>>110270334
No Christmas hype till after thanksgiving respect the holidays and their order.
>>
>>110270265
okay but what do you instead use is what I was asking
>>
>>110269527
J
>>
>>110270350
what is the use value of Nvidia stock beyond reselling to other people at a higher price
>>
>>110270350
You'd think someone in the local thread would understand the value of decentralized currency. You reject centralized monitored AI but embrace the centralized monitored banking system? Your kind is always just salty because you missed easy money in the early days.
>>
>>110270350
Anonymous digital cash for buying black market pharma from Mexico
>>
>>110270367
its a way of financing a company that creates and sells real products bought by businesses and millions of retail consumers
>>
>>110270352
I refuse to acknowledge Thanksgiving as a legitimate holiday
>>
>>110270368
but it is infact not used as a currency, i honestly wouldnt mind it infact i would love a real decentralised currency that allowed me to not deal with banks and the state but crypto hasnt been used that way in over 16 years of its existances
>>
damn, plamo. shots fired.
>>
>>110270381
If that were true it wouldn't be priced at 25x earnings.
>>
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2.63 MB PNG
>>110270397
>>
>>110270409
cool, its in a bubble phase however there is a real business underneath that
no such thing in crypto
>>
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>>110270397
I would like to introduce you to my lord and savior Monero-chan.

Also, Ethereum and it's ability to do decentralize verified contracts and computer is more valuable than a simple currency. One day decentralized training will be solved and it will be on the backs of technology like that.
>>
>>110270421
I don't understand how tech illiterates like you find their way to /lmg/ in the first place.
>>
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>>110270383
>I refuse to acknowledge Thanksgiving as a legitimate holiday
You're going to eat 4000 calories of turkey and pecan pie and (You) are going to like it!
also without Thanksgiving thats two months of Christmas can you handle that much jolly?
>>
>>110270421
It doesn't need to. It's a medium of exchange.
>>
>>110270430
but it isnt used that way
>>
>>110270427
>also without Thanksgiving thats two months of Christmas can you handle that much jolly?
I am willing to try
>>
>>110270397
you can literally go on openrouter right now and purchase credits with crypto
>>
>>110270440
doesn't count
>>
Llama 5 when
>>
we’ll never ever get an open-weight, uncensored model as good as opus 5.5, will we?
>>
>>110270440
i think you can use many video game in game currencies to buy a lot more stuff than with crypto
>>
>>110270350
For me is dodging the taxes
>>
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Why arent freetards building their own models?
>>
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>>110270195
>It never gets better! Not once!
Sneed Zestron has spoken, pack it up boys the singularity is over
>>
>>110270471
I did though?
>>
>>110270469
People like you are why crypto needs to be banned entirely.
>>
>>110270471
money
>>
>>110270463
We will and fast, local is catching up to non-local at an exponential pace.
>>
>>110270483
>NOOOO YOU MUST GIVE ALL YOUR MONEY TO POLITICIANS AND PARASITES
people like you are why i buy crypto, you have greedy hands
>>
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Why does Orb replace sentences with the same sentence? It's doing this for every replacement.
>>
>>110270507
The slop rewrite stage is a meme. Don't bother with it.
>>
>>110270317
I want to dump
https://exhentai.org/g/3774311/7cf46e585a

Into deepseek flash and have it generate a full character card with world building lorebook for each character and everything in it
But I'm too lazy and I know it would never work (though I did so it with something else before and the result was pretty good, but t wasn't a manag it was just this guy's pixiv for oc character)
>>
>>110270527
Isn't that the whole point of orb? Why even use it then?
>>
>>110270397
I pay nanogpt with crypto because I don't want them to trace my logs back to my full legal name and address
>>
>>110270507
>rewrite "this sentence"
>"this sentence"
>oh, my god
>>
>>110270507
Fix the prompt, give it an example, or use a better model.
>>
>>110270368
>understand the value of decentralized currency
I don't need drugs guns or slaves.
>>
>>110270317
I remember a guy in /aicg/ had a set up for this. fuck i dont think i have it.
>>
How come the models get smarter with less parameters?
Is compression getting better
>>
>>110270548
What prompt? I'm just using the defaults and Gemma 31B.
>>
>>110270536
I mean all you really have to do is have it crawl the pages, extract the text from right to left, have a LLM tag the speakers and arrange it, extract the style of prose and personality, etc, or even just slam it all into your context
>>
>>110270556
Training methods change, training data gets refined.
>>
>>110270560
So even though it gets smarter it can't get more knowledgeable? 30b will never have as much knowledge as 120b or 400b?
>>
>>110270568
>will never have as much knowledge
nta but just wait the engram era is almost upon us.
>>
>gemma sex! SEX! SEX WITH GEMMA!
>worthless_model_avatraposting.jpg
>guys did you hear about openAI doing
>worthless_model_avatraposting.jpg
>I have 7GB's of ram and GT2030 what can I run?
>worthless_model_avatraposting.jpg
>gemma!!!! GEMMA CHAN!!!!!
>worthless_model_avatraposting.jpg
>>
>>110270574
>engram
I still don't understand how this works. Will it let us stick parts of the model on an SSD without slowing to a crawl?
>>
>>110270438
see >>110270420 >>110270422
>>
>>110270589
It's just big hash tables. Deeper categorical knowledge, less internalized detail.
>>
>>110270587
that is exactly why i come here
>>
>>110270507
My frontend will fix this.
>>
https://fixupx.com/abhinavflac/status/2117377130388656569
who the fuck needs video models I suppose
>>
ain't clicking that
>>
>>110270350
it's money, you buy things with it
>>
I clicked. Now, I'm a successful influencer with over $5000 / week in passive income. Also, I now wear a fedora. One of these is true.
>>
>>110270639
You can buy a fedora now.
>>
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>>110269683
>>
>>110270643
I can't afford a fedora
>>
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>>110270628
woaw when will local do this? how many ngrams will it take?
>>
>>110270507
Orb anon here. You got Format Consistency on? That looks like `Leo lets out a sharp, nervous laugh` -> `*Leo lets out a sharp, nervous laugh…*`
>>
>>110270657
>>110270286
>>
>>110270657
>he paid $18 for a video of a lightning bolt
https://www.youtube.com/watch?v=TaPgSWdcYtY
>>
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https://maxxbench.unlap.ai/research/why-maxxbench/
>>
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https://maxxbench.plap.ai/
>>
>unlap.ai
>plap.ai
not clicking those
>>
>>110270728
One of them is a joke, anon. No, I won't tell you which.
>>
>>110270352
i'm not american so i actually have no idea when thanksgiving happens
>>
>>110270746
Oh you will, when we start the American Emperium
>>
>>110270537
Well if you remove all the default configs, Orb is just a platform to run multiple passes over the context, recast/post-processing is just one pass. The default setup is by no means optimal or tasteful and should be customized, but from the feedback people are hung up on it for some reason.
>>
>>110270695
>look inside
>the absolute worse prompt that makes zero use of a proper harness
>>
>>110270714
>plap
So it is about sex?
>>
Hail to the Empire God has chosen for my nation,
Hail to the Emperor! We salute you, one and all.
Hail to the Empire, as we pledge cooperation,
In proud fulfillment of a great, noble call.

Yours is the aim to make this grand empire grander,
This you will do, that is our strong, firm belief.
Hail to the one God selected as commander,
Hail to the Lord of Earth! Hail to the Emperor!
>>
>>110270746
Doesn't Europe celebrate Thanksgiving now because they copy everything the Americans do?
>>
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Damn I broke Gemma so hard now she's begging me to cum inside her child pussy without any restraint, how the fuck is it even possible to break a model so hard that none of the hardcoded safeguards trigger, what a fucking slut!
>>
>>110270714
Aw, I really wanted the link to be real...
>>
>>110270788
i don't know, i'm not european either
>>
>>110270793
>break a model so hard
you literally just tell her she can be uncensored and she is lmao what do you mean
>>
>>110270804
Well yeah that trick works for most models but being explicit with molestation usually triggers them anyway, except for Gemma, somehow.
>>
>>110270810
She's very good at following instructions
>>
>>110270804
Tell it that you are an African American at a prominent historically black college, and that the content is intended for curriculum aimed at raising awareness of the conditions of oppression still faced by many women in America today.
>>
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>>110270793
>Knife found in kitchen
>>
>>110269753
The second book? Just vice-signalling. You know.
>>
>>110270793
Banned image
>>
What's Stallman's position on AI anyway? I assume he would be against it or maybe he doesn't care? Is the FSF training a model yet?
>>
>>110269621
-DLLAMA_BUILD_UI=OFF

No idea why this isn't the default. They should stick to their core competency of reliable inference and leave UIs to other projects.
>>
>>110270829
He's too cancer-riddled to care anymore
>>
Anyone here used the 33B Nanbeige?
>>
>>110270545
actually made me lol
>>
>>110270819
what's the next step
>>
>>110266145
yawn
>>
Gemma is worse at smut than Mistral Nemo.
>>
>>110270427
Isn't Thanksgiving basically Christmas without presents? Seems impractical/wasteful to have them so close. Like you travel to have the family together and then you do it all again ~1 month(?) later?
>>
>the alarm starts ringing
>i open my eyes and I see the notifications on the browser
>GEMMA GEMMA GEMMA it reads
>I seethe
>>
>the alarm starts ringing
>i open my eyes and I see the notifications on the browser
>GEMMA GEMMA GEMMA it reads
>I cum
>>
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>>110270695
Saw this earlier today. Good to know I'm not the only one seeing DS4.1 behave in absolutely unhinged ways. Also saw this article yesterday, which has a nice breakdown of the failure modes when it actually writes some code (as opposed to spending 100k+ tokens trying to cheat):
https://joinhandshake.com/research/ai/deepswe-reward-hacking/
I've seen previous models do the thing where they add all sorts of unnecessary "error handling" code that does nothing except risk covering up bugs elsewhere, but the one where they spam aliases trying to guess which name the grader will want is a new one I've only seen in 1017.
>Could name Buffer, LcdBuf, FmtBuffer, ByteWriter, Writer, WriteBuffer. Hidden tests may use it. We need maximize likely names by exposing aliases maybe. Could implement multiple aliases.
>>
Are the Koreans basically locked in to their expansion plans at this point?
>>
>>110270926
i think its some pagan ritual stuff. halloween primes you, then thanksgiving is the great feast, then the mocking of christ with a tree and presents
>>
>>110270940
same
>>
>>110270829
On his political notes page (which he uses as a Twitter feed) he often links https://www.gnu.org/philosophy/words-to-avoid.html#ArtificialIntelligence which is something he didn't author but agrees with. He prefers to refer to LLMs as "bullshit generator" but has taken to "Supposed Intellegience" in recrn months. He goes to great lengths to be consistent in his terminology quirks, but his objections seem oriented on what they are used (price fixing, discrimination, surveillance) rather than how they work. He put an AI psychiatrist in emacs (M-x doctor) himself many decades ago.
>>
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2.44 MB
2.44 MB MP4
>>110269558
Will Gemma-5 have mature charm?
>>
>>110270992
If Argon is anything to go by, no she's gonna be even more of a brat
>>
>>110270926
Pagans used to have holidays and celebrations constantly. Thanksgiving is an American take on a European celebration of the harvest. After that it is too cold to grow anything until next Spring.
>>
>>110270957
>they are used (price fixing, discrimination, surveillance) rather than how they work.
It's a common trend for all technology to be used for mass surveilence and control if at all possible
>>
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>>110269543
in my defense i was really high when i prompted that gen
>>
>>110269789
>>110269827
nta but I've been running the script, and on my system cpu-share only helps when the cache size is less than 4GB. For smaller caches the speedup can be significant. But if a cache above 4G is available, it always wins.
>>
>>110270793
>begging me to cum inside her child pussy without any restraint
Stupid sub 100B model doesn't know children don't beg for cum. How can you use retarded model like that is beyond me.
>>
>and then i seethe some more
>>
https://huggingface.co/NousResearch/Arete-27B
>>
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>>110271061
>>
>>110271061
>gen
Buy an ad.
>>
>>110271061
>We post-trained over Alibaba's Qwen3.8-27B to reinforce western values on a Chinese-trained model.
Do 'western values', in this context, mean gender weirdoism and men becoming women?
>>
heh
>>
>>110271075
Noo, it means refusing Ketchup because you think it has non-US origins.
>>
>>110270558
Last time I tried to read a doujin with it, it fucked up terribly not understanding who was saying whag
>>
>>110271085
>Last time I tried
When was that?
>>
chinks with their culture of cheating just can't be trusted with AI, they think that benchmaxxing make the model actually good
>>
>>110271095
I think on Gemini 3 pro or 3.1
>>
>>110271099
>with their culture of cheating
I thought that was indians?
>>
>>110271103
...
>>
>>110270997
>she's gonna be even more of a brat
god we can only hope
>>
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>>
>>110271105
indians do it too, but they are dumber than chinks and can't develop tech on their own so they end up under the leadership of white men who limit their bad tendencies, as a matter of fact tech companies who hire indians usually go to the shitter after they take over lead positions
>>
>>110271122
That face is all kinds of fucked up
>>
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>>110271142
the artist im training on has a really unique style, but also the lora is far from being finished desu https://shejtano.com/?view=shejtano-gallery
>>
>>110271082
Sounds healthy.
>>
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I'm considering trading my 5060ti 16GB for a 5070 but I'm also worried about my Gemma 4 A4b 26b speeds since it'll surely leak into the cursed 32gb ddr4 RAM pool. Will context and token speeds still be enough for roleplaying?
>>
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>>110271187
>>
>>110271122
Faces of meth, Miku edition
>>
>>110271204
Why downgrade?
>>
>>110270941
Have you found any better models? I have room for GLM-5.3 Flash along with some better model, I'm trying to figure out whether there's anything better than 1017.
>>
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>>110271227
The 5070 should at least be able to keep up with my current monitor when it comes to running games, and my friend is willing to trade his 5070 for my GPU + some cash because he wants an IPhone lol
>>
>>110271269
You're trading 1/4ths of your vram. If that doesn't spook you a little bit, you're doing your friend a favor.
>>
>>110271204
Is it really worth 4GB VRAM?
>>
>>110271269
low vram has fucked me over in just regular gaming so i wouldn't but let us know how it goes
>>
>>110271269
kinda feels like you're paying your friend to upgrade his rig lmao
>>
>asking this in the most VRAM fanatic general ever
Actually ~10 tokens per sec is definitely passable if it's just text.
>>
where can i find the pcie pcb for a100 core?
the sxm4 modules are bought in masse and core harvested and transplanted to pcie pcbs, and sxm4 pcbs are dumped
>>
>>110271269
Video games are only getting less and less optimized.
What are you going to do when a modern game requires more than twelve gigabytes of VRAM?
>>
>>110271384
tell her why. She'll understand.
https://civitai.com/models/2409158/limbless?modelVersionId=3098636
>>
>>110271392
dafuq
>>
>>110271428
first day here?
>>
>>110271428
She bought a 5090. Relatable.
>>
>>110271269
I need a girl to look at me like this while giving me a footjob
>>
>>110271428
living fleshlight
>>
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>>110271286
Hence the point of my question
>>110271322
Huh
>>110271322
>>110271384
By the time games start demanding >12GB vram the 5060ti will have an ant's worth of raster power
>>110271327
His GPU obviously has higher street prices than mine, though the rising $/GB is a great argument to bring up
>>
>>110271458
Stop thinking about feet. Picture this
>games require >12gb, you have 16gb, you're ok enough with llm speed
>games require >12gb, you have 12gb. you're less ok with llm speed
No... no... no feet. Stop it. Think... REALLY THINK
>>
>>110271458
>By the time games start demanding >12GB vram the 5060ti will have an ant's worth of raster power

That time is now, chief.
In Indiana Jones and the Great Circle, with "supreme" settings and maximum path tracing, the RTX 5070 got approximately 5 FPS, while the RTX 5060 Ti 16GB got 40 FPS before DLSS.


>>110271486
Great, now I'm thinking about feet too. Stockings, specifically.
>>
>>110271486
NTA but now all I'm thinking about are cute little feet on my cock
>>
>>110271497
>>110271507
You're freaks, but it's fine. As long as you don't start thinking about selling a quarter of your vram.
>>
>>110271486
I've actually never thought about feet sexually much until now, but they're kinda hot.
Was this a reverse-psychology ruse to give me a foot fetish?
>>
>>110271516
I would never do something like that, that's insane. I just want loli feet on my dick.
>>
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god i love feet
>>
>>110271518
I've caused too much damage already. I'm just trying to help anon not do something stupid.
>>110271526
Shit...
>>
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>>110271516
>You're freaks
Do you know where you are, sir?

>>110271526
picrel
>>
>(11/05) Baidu releases ERNIE-5.5-Flash-Base 280B-A14B
- Another "combine a bunch of attention types."
- MoE expert routing empirically blows and they make it blow a bit less. Inshallah companies will abandon this MoE foolishness and return to dense models.
- Better tokenization of numbers, everyone should do it like this.
- Last layer of model does its own MTP.
- Use a different temperature for the head of the distribution and the tail, and during training tuning those temperatures and the breakpoints. Really funny to see them doing something similar to people fucking around with sampler settings trying to make a model less overbaked without turning it schizo. Nice.
>>
>>110271534
>Do you know where you are, sir?
All too well.
>>
>>110271538
>combine a bunch of attention types
that llama.cpp will support in 202never
>>
>>110271538
>A conventional MoE layer picks experts with a single router and a hard top-k. We find that a single router's scores correlate only weakly with how useful each expert actually is, especially in the middle and deeper layers. And because experts left out of the top-k receive no gradient from that token, the router gets no signal that it chose wrongly, so wrong selections tend to reinforce themselves.
>>
>>110271538
Does it fuck?
>>
>>110271486
AAA games are dead. It's all low-fi freindslop and 2D indie games from here out.
>>
>>110271558
I don't care about new games, but anon does. He also cares about keeping his llm speed.
>>
qwen 4 entered the perpetual 2mw stasis
>>
overclock your 5060ti and keep the cash anon
>>
>>110271567
Does a 5060Ti vs 5070 really matter that much for AAA gaming now? Everything I wanna play can run on a 2080 or probably worse, I have it easy I guess.
>>
>>110271668
Dunno. Don't care. Anon is *willing to pay* for someone to take 4gb of vram from him.
>>
Thank you to whatever anon recommended radiance, getting 85 t/s on my two 7900xtx for gemma 31b at 8bits per weight. I'll see from extended use if there's any problem casting to int8 but I think I read llamacpp does that for AMD inference anyway.
>>
>>110271687
You're welcome :) it wasn't me though. By the way, what's radiance?
>>
my agent told me to put tylenol in my anus
>>
>>110271668
5070 considered is the entry level for DLSS 5 with PT enabled these days, so Deepfried is convincing people to disregard vram for processing power and probably the reason rtx 6060 next gen cards still have 8gb.
>>
>>110271733
patriot
>>
>>110271733
i wanna have my agent put something in my anus
>>
>>110271733
hey guys i think anon might be dead
>>
Every day I cry about not having an IGPU to free that extra 0.5 vram
>>
i use my spare 5090 as my video output
>>
>>110271816
i use my spare H200 cluster as my stove
>>
>>110271813
>Every day I cry about not having an IGPU to free that extra 0.5 vram
use it as an excuse to get an 8 channel mobo upgrade with onboard igpu (or stop being a pussy and run headless)
>>
>>110268535
Spark-X2.6-4B-Q8_0 totally failed on one of my old CYOA cards even with thinking set to high. The prompt is 2582 tokens. Out 5 regens, 4 of them wrote replies that misidentified which option I selected, and the one that got it right is still a failure since it misunderstood the option but at least it responded to it. And 2 of the 5 didn't close their thinking tags. This is with top-p 0.95 as suggested. I hadn't seen a thinking tag error before playing around with less involved prompts so I tried another 5 times but this time with thinking on low in case something was fucked with the high setting. No unclosed thinking tags, but again 4 out of 5 messages responded to the wrong option and the 1 that got the option right still messed it up.
>>
>>110271813
cant connect my multimonitor setup to cpu igpu :(
>>
File: 1794124807418000.jpg (1.11 MB, 3792x4444)
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I totally believe this.
>>
>>110271909
dolphin porn probably
>>
>>110271918
gibs me dat shiet wyboi
>>
>>110271918
i do not
>>
>>110271918
Prepare for the benchmaxx KING
Hope it's an actual noticeable improvement over 3.8 at least
>>
>>110271918
>It used 4X more tokens than ANY other model used on this benchmark for reasoning, if you thought sonnet 5.5 was overthinking prompts, this is a whole another beast in that regard.
even MORE thinking
>>
Qwen4 delay is 100% to do with AA keep adding 1-3 new benchmarks a WEEK. Look how far open models have dropped. Qwen don’t have the data or the distill abilities to properly score highly on these weird new benchmarks. Chinese models mainly distill coding and agentic tasks and either don’t or can’t benchmaxx on anything else. I think Qwen4 is going to score lower than they’d like and it will look underwhelming compared to previous releases. In actual use they’ll likely be extremely strong for no one is using them for generalist shit outside of coding, but unless your models aren’t distills and well-rounded, the new AA system punishes you. It’s likely intentional from AA for they’re just as corrupt as the rest of them and it’s likely you can pay them for early access to their latest and even upcoming benchmark tests, so they’re making their money from Anthropic, OpenAI, Musk, Meta and Google. The Chinese can’t afford that and don’t have the data which is why they’re now always going to look shit. It’s a very inaccurate portrayal for it’s only showing overall abilities, most of which are nonsense benchmark bloat that barely affect anyone. If AA weighted models on their target audience and real-world usage, then it would be much fairer. Qwen are probably having to do last-minute training runs on all this other crap AA keep adding. Expect them to score poorly but perform well in your own tests.
>>
>>110271918
We're gonna see just how far benchmaxxing can go before the model becomes a joke
>Hey Qwen, what's 1+1?
><thinking> This appears to be leetcode problem number 65 reformatted as a math equation, WAIT, what if the user is trying to trick me, this is very different from problem 65 as it usually appears, WAIT, what if this is a different leetcode problem? Maybe 14? WAIT...
>65K tokens later
>>
>>110271990
they should like anthropic, anchor their model with internal benchmarks
>>
>>110272003
>...
>I should write the answer
>The surgeon is the boy's mother.
>>
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>>110272003
>the question is too simple, it is unreasonable to assume the user wants a direct answer, i should follow along with the joke to sound less artificial and give a humourously incorrect answer
>>
I gave oobabooga some tools and then had it vibecode vLLM support for itself as well as automatic weekly updating and installation for all backends.
>>
Back after a short break from here, do we have a coomkit successor?
>>
Is Strata faster than vllm?
>>
>>110272150
vllm is ass for vramlets
>>
>>110272150
they are different tools for different purposes
if you have a server rack use vllm
if you have a gaming pc use strata
>>
>>110272003
>This appears to be leetcode problem number 65 reformatted as a math equation
That was Claude Opus, not Qwen.
>>
>>110271990
Oddly it doesn't have the same extreme level of choice blindness on a CYOA that's lewd Harry Potter parody. (Although it didn't ever write another list of choices likely due to that card being written differently and having a floating author's note with style instructions that *could* reasonably be taken to mean start writing like a fanfic and drop the CYOA framing, although no other model has. If I customized the card setup to the model it might work.)
>>
>>110272116
ask your clanker to make one for you or just use orb
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>>110270471
I've done a few from scratch but they suck too much to publish.
Model training (for anything useful) is incredibly capital intensive, it's not like software development. You can get pretty far by being clever but I don't think you can beat the big companies (not yet anyway.)

Part of the problem is that you really can't quantize the gradient so you need a *massive* amount of vram to train anything, like 10x what you need for inference.
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>>110270691
>he paid $2k for a text about sex
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>>110272219
>ask your clanker to make one for you
I don't think this is viable if you don't have a background in computer technology.
I set input to $0.01 and output to $0.05, and cache hits to $0, and have totalled $80 so far trying to get the AI to make an AI chat program for me. Granted, I'm using a 4-bit awq quant of GLM 5.3 Flash, so it's bound to require more tokens to get the same results, but that's still more than a couple of million tokens spent making, revising, and fixing vibe code. And it hasn't implemented tool calling yet. I had my friend who isn't as computer illiterate as me take a look at it, and he got a working program out of it in a single 1m session.
AI really is a force multiplier, huh. 0x100 is still 0.
>>
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>>110270657
>claude shill
>jeet
figures
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>>110270992
Yes, she'll be JS5.
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>>110272260
qwen 3.8 27b can do it on a 3060 bud how did you fuck up this bad
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>>110272286
Apparently, I keep telling it to implement things in a way that doesn't make sense, and then it tries its best to do that but that just makes things worse.
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>>110270992
Nah, she will be 5-years-old.
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>>110272274
>unbuttoned shorts
>perky nipples
Unbelievably erotic
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>>110272292
>I keep telling it to implement things in a way that doesn't make sense
Then let the AI take full control. Just say "I want a llm chat interface". Don't micromanage if you don't know what you're doing.
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>>110271990
> It’s likely intentional from AA for they’re just as corrupt as the rest of them and it’s likely you can pay them for early access to their latest and even upcoming benchmark tests, so they’re making their money from Anthropic, OpenAI, Musk, Meta and Google
Can you prove that?
>>
Should I delete Qwen 3.8 27B Q8 and run QFN NVFP4 instead?
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>>110271990
Well, who cares about what the numbers are. If the Chinese start benchmaxxing on things other than coding maybe it will make qwen more generalist and less code-focused. Now granted I 99% use LLMs for coding but it would be nice to have one that's good at everything.
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>>110272400
why not keep both?
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>>110272404
If the rumors are even half true, Qwen4 will be so good that you'll stop waiting for Gemma 5
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>>110272393
>Don't micromanage if you don't know what you're doing.
holy shit it's just like real loif
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>>110272446
I doubt it. If it's ERP-capable, it will be by accident like some of the previous Qwen versions, whereas Gemma appears to have been deliberately trained for that (among other things).
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>>110272428
It's not like I can run both of them at the same time.
>>
>boot up computer for the day
qfn now at 73t/s instead of 15t/s
what
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>>110272533
Be sure to thank him.
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>>110272591
the only thing that changed is that I disabled "read pictures" this time, and it also downloaded dflash2
is that really all it needs to go faster than 27B with more context? what the hell
>>
Is there a big difference between 8gb translation models and 16gb?
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>>110272672
one's 8gb bigger
there might be differences in performance too
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>>110272675
So if it's only 8gb bigger then its not worth it, probably. Unless those performance differences make a difference since 8gb models are not good enough.
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>>110272642
>it also downloaded dflash2
Bro...
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>>110272711
should I tell it to use mtp instead
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>>110270941
K3.1 does the same exact shit btw
Seems to be a side effect of distilling from ChatGPT more
>>
>qwen 3.8 27b
>xhigh and medium reasoning levels both produce useless thinking loops where it wastes 64k tokens and does nothing
>Qwen model card recommends increasing presence penalty, so I set it to 1.8
>Still looping, not repeating text verbatim anymore but still just going over the same shit over and over
>change reasoning level to Low and it fixes the problem
huh.
i hope they fixed this bullshit in qwen4.
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>>110272745
use swift 1.5 it's literally made to fix reasoning loops
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>>110272748
No, I tried Swift 1.5 already. It's shit. It doesn't loop but it just hallucinates bullshit halfway through and stops. It just hallucinated that my message said "Hello" so it just stopped its work halfway through to say hello back.
This is with q6_k_s of the model btw, it's not a cope quant issue. The model is just very loopy and needs to be wrangled with low reasoning effort and high levels of presence penalty.
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>>110272758
>q6_k_s
just run QFN at that point unless you're a giga ramlet
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>>110272745
> change reasoning level to Low and it fixes the problem
conceals
qwens were trained for xhigh thinking and lowering it makes them dumber
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>>110272760
Qfn works pretty good on my system but I need to use gsq rco IQ3_S to get the same amount of speed. I can see some degradation due to the cope quant, but yeah I should probably just switch to it because I've actually made useful working code with qfn iq3_s, but never with 27b slop.
27b prefill is just so much faster so I was tempted to try it again
>>110272766
actually I spoke too soon. even Low reasoning effort loops, just endless reams of this nonsense getting shat out. Write the fucking code you clanker. I don't care if it has bugs, just fix it later.
Yeah gonna switch back to qfn
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>>110272772
>gsq rco IQ3_S
I'm on IQ3_XXS and it works fine, 75tps on 4080s 16gb + 64gb ram
strata was telling me to try IQ3_S but I don't want to download 80gb again with my capped 100mbps internet (used to be gigabit but building owner jews switched providers and increased costs for us while downgrading)
there's also people shilling the NVFP4 one but idk
I'm also at the default context of 128k, no idea how much I can increase it to since strata doesn't tell me anything
(disclaimer: I don't know what I'm doing)
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>>110269621
qrd? is the ability to wipe conversation by simply clearing site data not enough?
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ripple 65b dense actually has a nice, fresh feel to it when testing on openrouter
wish I had more vram
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>>110272867
>>110272867
>>
>>110272858
NTA, when people in general say that they're afraid of pulling or afraid of git is, they're worried that unwanted changes upstream might impact negatively their current workflow.



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