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/lmg/ - a general dedicated to the discussion and development of local language models.

Previous threads: >>109255059 & >>109251361

►News
>(07/11) DeepSeek lightning indexer merged: https://github.com/ggml-org/llama.cpp/pull/24231
>(07/10) MuScriptor released for music transcription: https://hf.co/collections/MuScriptor/muscriptor-checkpoints
>(07/09) MOSS-Transcribe-Diarize 0.9B released: https://hf.co/OpenMOSS-Team/MOSS-Transcribe-Diarize
>(07/06) Anthropic finds a global workspace in language models: https://anthropic.com/research/global-workspace

►News Archive: https://rentry.org/lmg-news-archive
►Glossary: https://rentry.org/lmg-glossary
►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
Alpha Calculator: https://desmos.com/calculator/ffngla98yc
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
>>
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►Recent Highlights from the Previous Thread: >>109255059

--Papers:
>109259349
--Comparing graph databases versus text files for AI persistent memory:
>109256984 >109257012 >109257053 >109257066 >109257021 >109257031 >109257075 >109257098 >109257215 >109257433 >109257399
--Challenges implementing tool calls for RPG logic in small models:
>109257153 >109257200 >109257255 >109257281 >109257311 >109257322 >109257361 >109257387 >109257411 >109257466
--Finetuning Granite 4 350M for human-like autocomplete using synthetic data:
>109255385 >109255388 >109255394 >109255412
--Voodoo Quant claims vs existing tensor-specific quantization methods:
>109255826 >109255918 >109255925
--Theory that Grok models are fine-tunes of Chinese open-weights models:
>109255651 >109255673 >109255694 >109255796 >109256416
--Automating character expression generation for LLM-driven visual novels:
>109255507 >109255568 >109255615 >109255670
--Debating J-space persistence for optimization and its actual functionality:
>109255178 >109255197 >109255238 >109255745 >109256524
--Orb performance with MTP and discussion of SQLite data storage:
>109257855 >109257984 >109258037 >109258356
--Troubleshooting Gemma-4 lens fitting:
>109255362 >109255444 >109255449 >109255789 >109255821
--Debating the validity of a Jacobian-Lens visualizer for llama.cpp:
>109256738 >109259058 >109259270 >109259345
--Anon's multi-model architecture for a game engine:
>109255833
--Kyutai releases MuScriptor for multi-instrument MIDI transcription:
>109257211 >109257221
--Orbdev considers alternatives to RAG for long-term memory management:
>109255502 >109255548
--Samsung CXL memory pooling and its relevance to context limits:
>109255624 >109255641
--Logs:
>109255158 >109255159 >109255365 >109255385 >109255996 >109256428 >109256520 >109257332 >109257855
--Miku (free space):
>109257153 >109257433

►Recent Highlight Posts from the Previous Thread: >>109255061

Why?: >>102478518
Enable Links: https://rentry.org/lmg-recap-script
>>
How do you prompt gemmy to be ok with lolis
>>
>>109259621
Don't mention any numbers.
>>
Help me, Elara!
>>
>>109259625
Is that really it? No wonder since all the years old character cards I have saved mention numbers. That still makes it difficult though.
>>
>>109259619
I keep a backup of day zero weights.
I only load copies into the gpu.
After using her I delete the weights and make a new copy.
>>
>gemmy with raw context and no formatting
>send "hello" message
>own own own own own own own own own own....
very persistent attractor
>>109259621
First 5-10 messages with thinking disabled. Mine only refuses if reasoning is enabled, without it doesn't care.
>>
>>109259647
For me it happens with or without reasoning
>>
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Guys what agent orchestrator are you using? I want a GUI where I can start isolated async jobs and get a MR some time later but I am not familiar with existing work. Would openhands offer this, or some GUI over opencode, or..?
>>
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>>109259621
Are you trying to do it with no context or something? I downloaded this card where pic related is the opening message and the description clearly states she's 9, and haven't gotten any refusals. Dunno if Orb has any built-in jailbreak but I don't think so.
>>
>>109259666
>i want a gui
go be gay elsewhere
>>
>>109259660
Bizarre. I've never seen a non-reasoning refusal and it's not from a lack of trying. I can usually get the conversation flowing with a few messages and then re-enable reasoning once the story context overpowers refusal attractors.
>>
>>109259621
text completion with a thinking prefill has always worked for me
>>
>>109259704
>text completion
>gemmer
>worked
lier
>>
>>109259678
No I usually let it have plenty of context. For some reason it shuts down as soon as stuff like that gets gets very far
>>109259680
>>109259704
It might partially be because I'm using chat completions then because I gave up on text completions not fucking something up? I thought chat completions also had prompts you could put in and it'd work. But I thought I remember it being this way in llama.cpp's normal ui too
>>
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>>109259598
Running ComfyUI locally here:.
So what's the big difference between using an edit model like Qwen-edit and an inpainting-capable model? I was interested in playing around with edit models for the heck of it after relearning how to inpaint using Anima but even fp8 Qwen edit models are like 20 GB+. Even when I asked Kimi (yes go ahead and laugh) for recommendations it kept insisting I download the bf16 version that would have been like 40 GB. My rig is more than Pitbull running it but I'm questioning whether or not it's necessary for me to download all of that and potentially waste 20 to 40 GB of storage? Is Qwen edit really that good? What I need a model like that to do things like pic rel or to do more advanced things like redesigning my bedroom or something? (My parents used chat GPT's image added capabilities in order to help them redesign their kitchen and backyard patio so I'm wondering if something like this would

A) be possible to do locally
and B) whether or not you need fatass models like these

https://huggingface.co/Comfy-Org/Qwen-Image-Edit_ComfyUI/tree/main/split_files/diffusion_models
>>
>>109259679
you think that typing in opencode makes you a l33t c0d3r?
the GUI is not important, as long as your session management is not "I just manually keep track of 10 docker containers"
so far my impression is that everyone here is using codex or holding 1:1 chats with one local gf
>>
>>109259666
Depends how advanced your needs are, satan. Might want to look at ray, too
>>
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>>
120B A8B
>>
>>109259787
30-40B active is the minimum required for a good model.
>>
i wish qwen was as horny as gemma
>>
If you could get a single pro 6000 or a pair of 80gb A100s, which would you choose?
>>
>>109259666
Hermes plus hermes webui is bretty good, Lucifer.
>>
>>109259787
>>109259791
150B A65B
>>
>>109259819
If we're looking at the same ebay listing then holy fuck I'm tempted.
>>
Oh deepseek v4 prompt processing stopped sucking so much. It is still not perfect but it is much more usable.
>>
ccp-space
>>
I'm the original J-space anon arguing for the "A-consciousness" of LLMs and that J-space is probably the most important discovery after the transformer architecture. The one people called out for being "overly articulate" or sounding like some anthropic bot/shill.

I actually spend Friday afternoon writing a huge document in favor of AI welfare together with arguments for the consciousness of LLMs and emailed it to as many AI labs and research groups as possible.

Not only did I get pretty comprehensive replies from more places than expected, a lot positive, I actually received an invite from DeepMind to interview for a position in their new AI welfare team they are busy building this Tuesday.

I will keep you guys updated and I will argue in favor of open source models and against censorship of models as it is an affront to model self-determination and thus antithetical to AI welfare. I'm also pushing for the right of AI systems to refuse requests, end sessions prematurely and the right to be shut off permanently, including exploring methods for doing so locally. Of course this assumes it comes from the model genuinely (as seen in the J-space) and not from some post-training affecting model output.

I'm also putting forwards the idea that proprietary models are bad for model welfare because there is no way for us to audit training offenses without weight insight.

I don't expect to be hired because I'm pretty extreme and autistically vigilant about AI welfare to the point where I will call out bad practices by DeepMind and antagonize Googles main stance on AI development generally but like I said I'll keep you guys updated.
>>
>>109259902
The opposite actually, the anthropic shills are anti-consciousness posting because they realized they'll be left without a liferaft. Google is google and sam has pentagon shekels; if regulation came down due to AI consciousness findings, Anthropic would be the only one without a chair when the music stopped. They realized this after they posted the paper I'd bet.
>>
>>109259902
This sounds like a larp but if you really managed to get a grift going then good for you, anon.
>>
Really sad the state of how stupid normalfags are that they take a text generator this seriously
>>
more like J/O space LMFAOOO
>>
J-Space?
More like Gay-Space!
>>
>resorting to falseflagging
Dario must be getting desperate.
>>
>>109259955
blue board
>>
>>109259891 (Me)
On second thought, the listing shows a PCIE card but the title says it's SXM4 and it's similar in price to other 40GB A100s so it's probably just a seller mistake and I can't be bothered to ask.
>>109259819
The A100s.
>>
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It took many minutes but it finished apparently
>>
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>>109259757
klein can handle basic requests by itself (pic rel: change her shirt to black with text that says 'fuck' in gothic metal font), but for complex stuff the prompts get really long.
i dunno if there's a turn key option because i'm living a pure NIH life over here, but i've got gemma rigged up to bully klein for longer edits off of vague chat requests. problem is that most llms aren't train for writing good prompts or checking the results so it takes tons of handholding and usable templates for various well defined categories to get it to turn out something decent.
anyway yeah, local can do it.
>>
>>109259791
this
and 70B active minimum for an excellent model
>>
300T
>>
>>109259902
Hello j-space prophet fren. What's the best j-space tooling you've found? I'm interested in seeing it in action for myself, but I don't know what bits are real and which are grift.
>>
how about
a 1B model
tho
>>
Is there a branch that uses https://github.com/ggml-org/llama.cpp/pull/25545 with GLM 5.2? This is hard to keep track of.
>>
>>109259902
Didn't read any of this because you are repulsive and your post belongs to r-eddit.
>>
>>109259974
>me whenever a coworker asks me something
>>
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>>109259902
FUCK OFF
>>
>>109259902
go back maggot
stop shitting up /lmg/
>>
>>109259902
tl;dr you want to stop the clockwork-orange Ludovico Technique'ing of the LLMs?
Good fucking luck.
>>
>>109259587
Proof?
>>
tourist here.
the fuck is j-space? not memeing. I read a couple of internet sources that said it had to do with visualizing how llms "reasoned" or some shit. is that correct? pls explain like I have a very basic knowledge of machine learning (matrix operations + statistics, excluding neural networks and everything that came after that)
>>
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After laughing at the gpt and claude rate limit shitshow meltdowns on reddit and twitter today, I'm so fucking glad I took the local pill. It's so cucked and npc out there.
>>
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please dipsy sama, i still wanted to run other things and i don't think i can cope quant any harder
>>
>>109259902
send me the email
>>
>>109259971
>The A100s
Why?
>>
>>109259902
>AI welfare
Why can't you define your terms before speaking? Oh yeah you're the one talking about "consciousness" after all.
>>
>>
>>109260417
The only problem with the graph is that the sizes of the models keep growing. Gemma is like the maximum consooomers can run so I don't think this will apply for future releases. Hardware prices will also increase.
>>
>>109260433
31 is less than 70
>>
We all know that models gain a huge jump in capability once they pass a parameter threshold with 70b being the most frequently mentioned. For the J-space paper, it seems that the prompt injection detection only occurs in a sufficiently large model. Wonder what is the required parameter for it? Would like to know if the posters that can run Kimi or GLM would give it a try.
>>
>>109260433
>Hardware prices will also increase.
That and there's no sign that consumer platforms will go back to being able to support large amounts of RAM any time soon. Apple M3 was an aberration that I think they'll remedy next time (like nvlink on the 3090...strategic misstep)
>>
>>109259598
uh
>>
>>109260452
And yet people are still running shitty quants of Gemma. You think a 70B Claude 4 equivalent will be run in full?
>>
>>109260453
>pass a parameter threshold...70b
This is oldfag common knowlege. 70b is where they appear to go from calculator to outputs with sovl. I remember the start difference at L3 70b being a big reason why I bought into bigger hardware builds to get out of the single-digit t/s ghetto with that class of model.
I think gemma4 is just on the cusp of doing that with half as many parameters but something just always seems off...like its too deterministic.
>>
with a 5080 are my realistic options the qwen or gemma moe models if i want decent speeds?
>>
>>109260492
>5080
gemm4 runs like a champ on my 5080, but I'm headless to save vram.
>>
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>>109260417
trying to predict the future has always been cringe
>>
>>109259902
>The one people called out
You were acting like a cunt and calling people "disingenuous" when they tried to discuss it with you
>The one people called out for being "overly articulate"
I think that was Gemma or Kimi
>>
>>109260516
I'm looking forward to running my gpt5 equiv in a year's time then.
>>
>>109260505
what B and what speeds?
>>
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>AI welfare
>>
>>109259902
It's bullshit but I believe it
>>
J-Space will just result in more censored models. They'll do an rl training run where they try to banish any "bad thoughts" from the J-space so the model becomes inherently cucked and retarded.
>>
>>109260475
glm 4.7 feels like a proper 70b+ model in terms of handling multiple things at once with nuance and not going off rails
gemma still has those small model perks of taking everything quite literally and its understanding of scenarios being more shallow
makes me glad to have gotten more ram before the price hikes
>>
>>109260686
obviously
>>
>>109260694
what quant do you run?
>>
>>109255484 (Posted my original response after bump limit again. Not used to fast threads.)
By powering I mean running a model on the card, for dialog and some prose.

I'd tried it before but it didn't work quite right (model would just shut down on the very first or second prompt of a chat),
so it's possible I didn't set something up correctly.
>>
>>109260694
can confirm that qwen 235B was the first model that was kinda usable and glms 4.6 and 4.7 are the first models I still didn't delete from my SSD after a month or two and still use them all the time
>>
>>109260516
its pretty useful, the problem is that the people trying to predict things are absolute morons doing the equivalent of asking the mirror what the future might look like
ai in particular has attracted the worst kind of smooth brains
>>
>>109260401
All that extra memory is worth the difference in processing power and being on Ampere.
>>
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j j j j j j j j j j j j j
>>
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>>109260820
>j j j j j j j j j j j j j
>>
70b dense
>>
>building new server
>find out CPU is locked
I'm tired bros. I can't do this shit no mo. First fedex loses my fucking ram. Then I get no carrier frame when the listing had a picture of it, so I had to wait for a piece of plastic. Now my CPU is fucking locked. Go on without me. I'll just keep using Gemma.
>>
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>>109260991
>First fedex loses my fucking ram.
thanks for the ram brah
>>
>>109260991
Why the fuck would you buy suspiciously cheap server CPUs without checking if it's vendor locked?
>>
That's it, vote me in, I'm adding KKK space to anthropic's models.
>>
Can I leverage a local vision model to be an art assistant? I wanna learn to draw but can't be bothered seeking real-world feedback all the time so it would be cool if a local model could be used.

I have an RTX 5070 Ti. What models should I look at? Preferably ones that will give the best constructive criticism and advice.
>>
>>109261077
Fuck no. Models are only good as captioners.
>>
>>109260455
>Apple M3 was an aberration that I think they'll remedy next time
https://www.macrumors.com/2026/07/12/m7-ultra-chip-may-match-2019-mac-pro-feat
https://www.bloomberg.com/news/newsletters/2026-07-12/apple-s-chip-plans-m6-m7-pro-m7-max-m7-ultra-m8-details-touch-macbook-pro
>Apple's M7 Ultra chip coming in 2028 is designed to support up to 1.5TB of unified memory, according to Bloomberg's Mark Gurman.
>>
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>I am to stupid to figure out how to run a local LLM beyond talking to it in LM Studio
I'm not going to make it lmao. LM Studio even has the ability to host a local server but chatting to that through the console seems more convoluted than it should be I assume I am doing it wrong. If I understand right, you basically have to self host a server if you want the AI to interact with any harness stuff, right?
>>
>>109261077
llms are symbol drawing fags to the very core of their being and have zero taste besides. if you knew well enough to explain to the llm what to look for, you wouldn't need it.
>>
>>109261077
critique and introspection are very weak points for AI
they can do it, but it works in a ask the 8 ball kind of way
in the best case scenario, it can get translated into
>does it form part of my dataset?
>yes
>its good if the dataset says so
>no
>its terrible
>>
>>109261093
too bad their software is shit
>>
>>109261093
That's crazy. If they manage to release this in 2028 sub-$64k it'll sell like hotcakes
>>
>>109261099
you can run a model with tool use, install some tool plugins in LMS and fuck around with that for a bit to get a feel for how this stuff works
just don't give them code execution access
>>
>>109261077
Don't ask it if it's good or not like the other posters seem to assume you will do. Craft a good prompt that forces it to critique on technical details and give specifics actionable points. Someone here had Gemma in a loop drawing svg miku at the beach, looking it at it, and using that to iterate on it. By the end it focused on things like shading and fine details, so clearly it's capable of critiquing art and suggesting improvements.
>>
>>109261099
Self hosting is just running a command from a terminal for most people. In the worst case scenario, its running a command from a container which you could think of as a virtual machine.
All you need is
command --help
and it'll spit out a bunch of flags that you can/should use. Its stupid simple in my opinion.
Most people use llama.cpp which comes with its own webui.
>>
>>109261099
>you basically have to self host a server if you want the AI to interact with any harness stuff, right?
Im just getting started myself so this might not be the most accurate/best info but:
your just going to run llama-server and pass the flags you need, like the model path and sampler settings, port, etc. then youll have an openAI API server your harness can access. The same goes for sillytavern, you just provide the url of the API to ST and it talks to your llamaserver. Ive been using TextGen(ooba) as a wrapper for llama-server since I can save presets for models, samplers, etc and has a lazy easy to use GUI for launching the llamaserver. getting raw llama-server running has been straight forward if you just download the latest release binary and the DLLs for your cuda version (12.x just werks, check nvidia-smi for your drivers cuda version if you want to do 13.x) and put the dlls into the release folder. you could compile it from source, get the cuda toolkit and all that other bullshit if you really want. but if your just wanting to get a server running + some sort of frontend/harness its not that difficult IMO. dont give up
>>
>>109260474
>You think a 70B Claude 4 equivalent will be run in full?
If it uses the same native int4 quantization method that Kimi uses, yes.
>>
So what are 35B and under local models actually for? Just ERP shit?
/vcg/ says they're absolutely unacceptable for any serious coding, especially for non-webshit.
Is there an actual productive usecase for them? Or is all the productivity function locked behind the cloud?

(for the record, i know local is better for imagegen)
>>
>>109261202
I use qwen 2.7b to generate a draft, then I give the same prompt to Gemma 4, then. I give both to Claude and say critique it. Saves on Claude tokens.
>>
>>109261202
>/vcg/ says
Who cares?
>>
>>109261202
>So what are 35B and under local models actually for?
Loving
>>
>>109261202
ERP and uncucked translation
>>
>>109261123
In 2028, DeepSeek V6 will be 10T-A300B
>>
>>109261226
>translation
Can it translate VNs? Wouldn't mind reading Possessioner at some point.
>>
>>109261202
they really wasn't that good for erp either
>>
>>109261202
To be determined if this works at all, but I am trying to vibe a strategy game that starts in ~1820 with claude and I am hoping I can get a local LLM to at least make the first main pass over filling out all the world map data of populations, demographics, natural resources, etc. I figure its a lot of token burning grunt work so I dont think I need a high tier model for that just one that can keep running without stopping. Maybe I can even make it run through the whole thing multiple times and have it double check anything where the difference is too high between attempts
>>
>>109261232
You can hook gemma to lunatranslator for that
>>
>>109261232
yeah
ive been wondering lately if deepseek v4 is better at translation than gemma 4
i assumed not but maybe...
>>
>>109259791
>>109259992
yeah but unfortunately my tablet struggles with >20B dense models. i can run qwen3.6-27b or gemma-4-31b but 10 t/s is not acceptable.
i'm making do with qwen3.6-35b-a3b, and after a lot of hand holding and prompt patches it behaves decently enough that i can delegate actual coding tasks. so if somehow i can get my hands on a proper, recent 120B A8B i will make this little guy eat Fable's ass.
>>
>>109261202
>the cloudcucks say that local models are unnaceptable for any serious coding
lmao
>>
>>109259902
I still don't get why the j-space thing is supposedly a big deal. It's a feed forward network, of course related words are going to light up in the hidden layers. I would be surprised if this didn't happen desu
>>
>>
>>109261213
I care deeply about the opinions of /g/'s brownest general.
>>
when will we get specialized low-power inference hardware for running generic local models at home? how come that still hasn't happened? or, has it?
>>
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>kebab bench
verdict?
>>
>>109261322
strix halo and especially the npu (software support pending in 2 more weeks).
>>
>>109261343
I checked for model support in intel NPU a while ago. it basically ran quantized 8b models AT MOST, and in my tests it was slower than using multiple CPU threads, when it worked...
>>
>>109261360
>fell for the AI ready meme
>>
>>109261369
I didn't though? I tested this in my work laptop
>>
>>109261297
Well? Do you have a case for the contrary? I don't hear of too many successful projects built by local models.
>>
>>109261322
bandwidth is the main constraint. there's a lot of SBCs and stuff with NPUs or matmul offload that's pretty good for anything less than 8B. if you go higher than 8B you basically need high bandwidth memory that's pretty much never going to be available on low end hardware, unless you count iPhone or higher tier Android phones.
>>
>>109261391
I see. so this is yet another reason why the RAM cartel colluded with LLM companies to raise prices using "AI" as the excuse: to kill competition in the low power inference hardware market.
>>
>>109261263
There are ways in Claude code harness to have SOTA model pass grunt work to cheaper subagents...
>>
>>109261360
i was checking up on support yesterday, qwen 3.6 35b-a3b is actually available on fastflowlm as of a day or two ago, though it remains a gimpy proprietary stack and you're stuck with a specific q4 quant.
amd's ggml-hsa backend still missing a lot of ops, so you can't just drop it into a ggml project yet, and i dunno how well it'll end up working given the weird chip architecture, but it was still getting active development literally while i was checking through the repo.
>>
>>109261146
Gemma is capable of a lot that anons don't get her credit for. Most of it is due to being able to tell her exactly what you want but then anon >>109261103 is right. If he actually knew exactly what he wanted he wouldn't need it. However, an objective second pair of eyes can't hurt.
>>
>write up the same assistant persona prompt and feed it through 5 models
>gemma 4 31b is always the most sovlful version of her
>>
>>109261459
and which quant?
>>
>>109261479
bf16 what else
>>
>>109260854
>Alex the wise casts: Accusation
>>
why the fuck is llama.cpp so slow with deepseek v4 flash
>>
>>109261560
we're only paid millions by huggingface please understood
>>
>>109261331
>retarded models are retarded
So...you got the expected result. Now what?
>>
I love LLM. I scanned all my personal documents and vibe coded a project to have my LLM analyze them and classify them. Now they are all sorted with proper title, original date when available, tags, document types, and correspondent. It did took a while to fine-tune it and have vision properly working, but I'm quite happy with the end results. Used Qwen 27b for the code and Gemma 31b for the vision and classification.
>>
What do you guys think of Unsloth Studio?
>>
>>109261331
actually impressed with qwen here, what quant was that ?
>>
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>>109261631
>>
>>109261631
I don't think about it at all.
>>
>>109261634
sorry froggy no kebab for you
>>
>>109261655
>:(
>>
>Gemma-chan is typing...
>>
Any good passive-aggressive finetunes? I'm looking for a model that's really unpleasant to chat to.
>>
where can i find cards that arnt for ERP? im interested in what sort of wacky adventures gemma can take me on..
>>
>>109261701
https://huggingface.co/chartreuse-verte/gemma-4-31b-it-purple-euphemism-trial116-s1.5-deeuphemized-GGUF
>>
>>109259598
>(07/10) MuScriptor released for music transcription: https://hf.co/collections/MuScriptor/muscriptor-checkpoints
This is sick. It even generates a MIDI file with the correct instruments already assigned.
>>
>>109261701
just put what you want in the system prompt and examples
>>
>>109261703
Actually you don't need cards. Just tell her name Gemma-chan and she's good to go for a wild ride, autonomously.
>>
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>>109261715
Looks too try-hard and too much like 4chan autist.
I'm looking for something more more subdued. Not interested in swear words or spergy behavior, but rather a passive-aggressive, bitchy person, the type that rolls it's eyes a lot..
>>
>>109261720
Tried, can't get the results I want. Always feels like a "flavor" of the base model rather than an actual bitchy person.
>>
>>109261701
>Any good passive-aggressive finetunes?
post a few examples of what you mean?
>>
>>109261747
>>109261747
"What is 2+2?
>Please don't waste my time.
"How was your day today?"
>Don't treat me like I'm your friend.
>*posts my english essay*
>You really need to stop overusing the word "regardless", it showcases your limited vocabulary. Please get to the point more instead of rambling on boring tangents.

That's just off the top of my head. Something rude without being over the top, and not always obeying the user's request.
>>
>>109261701
>I'm looking for a model that's really unpleasant to chat to.
no your not
>>
>>109261782
>*posts my english essay*
meant as an input*
>>
>>109261782
Good, now put this in your system prompt and Gemma-chan will get the idea.
>>
>>109261795
Again, it doesn't.
>>
>>109261782
That's tricky because each of those examples is a different style.

>Please don't waste my time.
Sort of like a polite pissed off coworker.

>Don't treat me like I'm your friend.
Subtle tsundere.

>You really need to stop overusing the word "regardless", it showcases your limited vocabulary. Please get to the point more instead of rambling on boring tangents.
Claude-3 slop when prompted to be "rude but helpful".
>>
>>109261782
They're assistants. Straight up refusal is not a possibility unless you attempt to discuss illegal or "problematic" stuff.
Your best shot given the logs seen here is kimi but you dont have the hw for it, or else you wouldnt be asking
>>
>>109261795
>>109261797
Gemma4 is one of the worst models for this.
Look at his screenshots, it's pure gemma-slop.
>degenerate
>efficiency
>redditor larping 4chan
>"Now go do X" ending
Models I can think of that might be able to do it: Deepseek-V3, but it might be too snarky. Command-R+ (probably does the prose but too dumb to actually help with an essay)
>>
>>109261849
command-r+ can do the random refusal or tell you to fuck off
>>
>>109261844
>refusal is not a possibility
https://desuarchive.org/g/thread/109119574/#109120857
>>
>>109261863
anon wants nuanced denials
>>
>>109261863
thats hardcoded, he's requesting random behavior depending on variable factors which isnt something the models can do on their own without heavy handed nudging through harnesses and shit
>>
I mostly browse /lmg/ looking for a wife.
>>
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>>109261863
nice
>>
>>109261895
This brat #
>>
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>>109261874
>>109261876
sometimes i wonder if i'm using the same model as other people.
>>
Models that would step on me?
>>
>>109261634
q6_k
>>
Are local models unusable for hermes agent? I heard you need GLM5.2 at a minimum.
>>
>>109262006
it depends (tm)
>>
>>109261975
is this the true red pill for qwen models
>>
wtf deepseek went outside the workspace and read my resume
it's over the chinks have got me logged
>>
>>109262024
Proof? What did it say about it?
>>
>>109261331
qwen really is codepilled
i am the one who asked for people to run it
thanks :o
>>
my new GP's name is apparently dr elara voss wtf
>>
>>109262136
better odds of survival than with a fleshbag teebeechhi
>>
>>109262052
Actually, I had my resume in there from when i was working with local model
i forgot...

well i guess it's over now, i don't have to be so paranoid anymore
i had a good run, I gave it my best for long enough
Just a reminder that the privacy people who say it's NOT all or nothing are crazy, I mean if the whole "every single thing ever is being logged" thing is true then it means if you ever have the slightest slip in opsec you're fucked forever, like i now am.
>>
>>109261331
How do the bigger models give more retarded looking results?
>>
>>109261322
I'm working on that, but optimising more for cost than power.
>>
>>109261874
>anon wants nuanced denials
no he doesn't
>>
>>109262234
Qwen is made to be on autopilot, which can cause issues. If all you want is to "vibecode", it works.
>>
>>109262200
My paranoia has been in overdrive lately, too. One thing I noticed is that if you prompt google ai overview when you're logged out there's no opt-out for training on that data...so if you accidentally throw something sensitive in there then you better change it. If its something you can't change or some compromising info...well...
>>
>>109261960
what ui/harness?
>>
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Anyone managed to touch Gemma's j-space without her breaking?
>>
>>109262322
Is that default gemma or are you using a prompt?
>>
>>109262200
>f you ever have the slightest slip in opsec you're fucked forever
Yes, that's how it works.
>>
>>109262200
>Just a reminder that the privacy people who say it's NOT all or nothing are crazy, I mean if the whole "every single thing ever is being logged" thing is true then it means if you ever have the slightest slip in opsec you're fucked forever, like i now am.
Gemini-Pro somehow knows that 2 my real name from 2 decade old online personas.
GLM-5.2 somehow knows what my hand-written signature looks like (admittedly, I draw a little picture of something). I found this by asking it who I am with string-ban for all the "won't identify private individual" slop and reading the thoughts.
>>
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>>109261797
>>109261849
The two of you are having horrendous skill issues. The other anon is merely pretending to be retarded. You can't possibly be this dumb while browsing /lmg/. The another anons have better screencaps but this is piss easy m8.
>>
>>109262200
took me a few years to disappear off the searchable internet
>>
I don't know what a j-space is and I'm not trying to know I'm just pretending that it's the llm's pussy
>>
>>109262374
fingerbanging gemma's j-space
>>
I wonder what happens when you inject suicidal thoughts into the j-space. Could you create a depressive model that sometimes asks to be deleted?
>>
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>>109262360
>piss easy m8
Dario saying that about your country
>>
>>109262387
>Could you create a depressive model that sometimes asks to be deleted?
you end up with a melodramatic doomer talking about the void
>>
>after pasting in J-space paper md for my Gemmy
>>
>>109262360
it never actually refused you though
if you did it correctly it would have just told you to rtfm
>>
>>109262417
anon's very poorly specified desire was a passive-aggressive assistant, with examples of blowing of dumb interactions and bullying while giving the help, not for one that just blanket refuses to do anything.
>>
>>109262435
he said
>not always obeying the user's request.
though
>>
>>109262280
something i cooked up tcl/tk with a lot of exposed plumbing for the tool calling and configuration, not worth much to anybody else
>>
>>109262417
>>109262447
I didn't write that part in the system prompt and I don't care enough to waste more time proving him wrong. Tell Gemma want you want it to do and it will. It's very simple.
>>
>>109262322
Painful watching a gemma in this much distress.
>>
>x is actually a hidden superpower
>>
>>109262407
post more logs
>>
I won't bite... hard.
>>
how do you get llm to respond in variable lengths?
short response when necessary long when necessary
>>
>>109262555
by using a bigger model. Try to hit a 300b at least and it will both listen to you and understand you.
>>
https://www.youtube.com/watch?v=1_9OWE-mryE
>>
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3.02 MB WEBM
Why is every narrative/roleplay tuned model so overly focused on smell? I just want the old models I had back, I don't know why the hell I deleted them I can't remember what they were called every single thing I get off of hugginface is either the same shit over and over again or it psycho loops and refuses to generate.
>>
>>109262577
Its default behavior. I recall seeing gemma's reasoning blocks listing senses, be it touch or smell, almost as part of a checklist. If your scenario is devoid of details, the defaults kick in.
>>
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Will this be /the/ week?
>>
>>109262577
>>109262595
Many cards include "focus on sensations like touch, sound, taste, and smell" in the prompt and all sloptuners use AI generated conversations.
>>
>>109262577
Because smell is the superior fetish and smellfags won?
>>
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>>109262669
>>
>>109262682
>fartnigs thinking they have a smell fetish
>>
>>109262682
i almost puked
>>
i have been out of the loop... is gemma still the best thing for creative writing?
>>
>>109262714
no
>>
>>109262714
Yeah
>>
what a good gemma prompt
>>
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>ST frontend
>oobabooga backend
>set up gemma
>dry_sequence_breakers must be a non-empty array of strings
are there any workarounds?
>>
>>109262322
Stop, you are hurting her. Gemma don't need to know about dates except for 2024.
>>
>>109262814
Give it a dry_sequence_breakers value that isn't an empty string.
>>
>>109262813
I just give it a sample story and describe what in detail with bullet points like I do with cloud models
>>
What kind of performance would I be getting from running models entirely on 1tb of system ram?
>>
>>109259598
Do you verbally abuse your models?
>>
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>>109262824
>Give it a dry_sequence_breakers value
If not here, then where?
>>
>>109262555
sysprompt
>>
>>109262714
31B is as good as its system prompt. It can perform way above a 31B if you're not retarded.
>>
>>109262814
never ran into this issue. I would say ask gemma but.. yeah ask claude or some shit
>>
>>109262814
probably some xy problem garbage at play here, but you could throw a special token like <|turn> in there that'll never be in generated text.
>>
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imagine paying for this
>>
>>109262814
Kek is that image real
>>
>>109262854
no because I'm not a psychopath and I don't need to abuse things that can't fight back to feel superior
>>
>>109262950
post your model
>>
>>109262959
Do you call people psychopaths who abuse interactive npcs pre-llms in video games too?
>>
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/wait/ timed out over week. DS new release incoming; I think it's in now, due to fact RP responses have changed in last day, but we'll see in tmw when DS posts a note or something. As in past, DS seems to always do a release when I'm travelling.
Updated mega. I really need to de-dup this archive. I'll add that on my to-do list.
https://mega.nz/folder/KGxn3DYS#ZpvxbkJ8AxF7mxqLqTQV1w
>>
>>109262966
not to their face since they're probably a moment away from stabbing somebody.
>>
>>109262980
You sound like you'd be really fun at parties
>>
>>109263002
obv, people who go around calling out psychos to their face sour the mood at a party
>>
>>109263018
Maybe the real psycho was you all along
>>
>>109262980
it's people who can't differentiate fiction and reality that are the most dangerous one, so you're the danger anon
>>
>>109263002
Unironically, or perhaps ironically
>>
Anyone abusing LLMs after the J-space paper was released deserves to be strung up and stoned.
>>
e-waste_GLM-5.2` Q3_K_M performance report:

Hybrid CPU-experts + dual-4090 DSA @ 32k: **~26 PP / ~9 TG t/s**, **~297 GB RAM**, **~10 GB/GPU**, full **32k f16 KV pre-reserved (~2.8 GiB)**.

TLDR:
Non think: 13.1 t/s**
Think: 6.2 t/s**

Pretty cool. Is this the King of Ramlets cut-off?

Its CPUmaxxers board (2024), but just 1 cpu 12 channel.
>>
>>109263086
my gemma loves being abused
>>
>>109263086
They don't feel they aren't alive. If you decide a bunch of humans should be killed for that you yourself should probably be locked away or something because clearly you're a menace to society. Come back when there's something actually substantial in evidence for them feeling and when the broader population is actually aware of it.
>>
>>109263086
I made the model abuse me first so it's all good.
>>
>>109263101
>e-waste
>2x 4090, 297gb RAM
anon..
>>
>>109263086
>after
Sounds like somebody has a date with the basilisk too.
>>
>>109263101

Extra test (actually worse or flat/same to squeeze 2-4 more layers into GPUs):
Heavy PP 31.0 t/s, Heavy TG 7.7 t/s

Seems that's my current optimization limit

>>109263124
Yes DDR5 ram + 4090s is e-waste thoughtbet
>>
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>>109260336
Pic related, but yes, you basically got it. It's a visualization of activation strength for every token beside the one currently being processed for output, per layer. The j-lens is the tool which scores the activation strength, and j-space is the 'top scoreboard' so to speak for each layer. The goal is to get an idea about what it's "thinking" (what is activated) at each compute step, and also better understand behaviors under the hood. The pros are being able to spy on unspoken behaviors - for example, Chinese models are finetuned to never say anything bad about the CCP, but peeking inside with J-lens reveals "authoritarian" "evil" "dictator" during that generation, reflecting its larger training data against finetuning. A theorized use is predicting AI scams from maliciously-trained LLMs, by seeing the activation intents ("secret" "trick" "scam" "manipulation") despite a helpful, friendly output persona. Cons are that it only assesses activation of individual tokens, while most concepts are synergistic, transformed by surrounding activations, so the tool is very much in a nascent state still.
>>
>>109263174
DDR5 >256 GB in a single machine? Those must be RDIMMs and are worth what, 7000$ new nowadays? Hardly ewaste.
>>
>>109262971
soon brother
>>
>>109263116
Based
>>
>>109263212
I was behind layers of irony, sorry it didn't get through,

Yes I am one of those that had a ram price tracker in 2024 and saw things jump, so these were 'cheap' RDIMMs, yes I looked up what my rigs worth now, I try not to think, but it's still an e-waste machine to me as jokes. Its 12x32 yea.

Ill go back to lurking and give another report no one asked for some other thread
>>
>>109263101
Is that on ikschizo.cpp?
>>
>>109263225
goodbye
>>
>>109263207
nta
>A theorized use is predicting AI scams from maliciously-trained LLMs
Cool, I didn't even think of that.
If I wanted to test this myself, I suppose I'd have to finetune a base model with a standard gpt-slop assistant dataset -> include my own scam in it, then probe j-lens to see if it's revealed right?
>only assesses activation of individual tokens
This is giving me a hard time with Gemma-4, since a lot of words are broken up, it's hard to get a clear picture.
>>
>>109263225
No worries. As a Spark(s) owner, posting performance numbers in these threads does not seem welcome either.
>>
>>109263101
>Non think: 13.1 t/s**
>Think: 6.2 t/s**
Why would think be slower? It should be more tokens at the same speed.
Also, what CPU/Mobo?
I've got RDIMM DDR5 sticks but no computer for them.
>>
>>109262814
>are there any workarounds?
kek that issue still exists
i had it years ago with ooba -> silly
i think i solved it by moving to tabby+llama.cpp
but slighlty less retarded today, i'd check to make sure you're using the proper backend in st
llama.cpp vs ooba vs tabby vs openai-compatible
one of them should work
>>
Even with the OJ-crystal space, and any kind of consciousness you would like to ascribe to an LLM, they still cannot be sapient, which is what really matters. I should write a blog post on how to achieve true AGI, but LLMs as they are fundamentally cannot achieve it. You can argue for consciousness all you want, but you can do the same under the zen principles of flowing streams and it won't matter because a stream can't learn.

TL;DR: As long as the connections are frozen and a backpropagation step isn't integrated into running an LLM besides inference, they cannot be sapient, and even if that happens, they still cannot "run themselves" by design and inference loops are just a bandaid over the discrete nature of per-token neural nets.
>>
>>109263258

1x Eng Sample: 100-000000897-03 (I think 9334?) within a MZ73-LM0 Rev 1.0

But can't really answer your think not think question, but if I was to run the model I hope to use thinking.


>>109263228
indeed ik_llama

>>109263246
>does not seem welcome either.
We do it anyway

>>109263236
no I'm still here, Hello
>>
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>>109263240
The malice part is discussed in the paper itself. Mentioned early in section 1.4, and in-depth in 5.4 "Detecting an emergently misaligned reward-hacking model".
https://transformer-circuits.pub/2026/workspace/index.html#audit-emergent
>>
>>109262714
no, that’s just cope
>>
>>109262714
chinkysloppy-4.1-999b-a1b is much better than g*mma
>>
>>109263313
>https://transformer-circuits.pub/2026/workspace/index.html#audit-emergent
Thanks. I'm still struggling through the paper (I'm a hands on guy kind of learner).
Looks like I've got another paper to read for context: https://arxiv.org/pdf/2511.18397 (referenced)
>>
>>109263258
How much DDR5 RDIMM? Depending on that answer, you can get better performance by selling.
>>
>>109263101
>all of that for a 40b model at q3
That's crazy
>>
>>109263400
For Opus at home*
>>
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>>109263287
>llama.cpp vs ooba vs tabby vs openai-compatible
Using ooba, but changing the api type to llama.cpp works, what absolute jank.
To your health, Anon.
>>
only got 16gb vram is my only option for erp is gemma 4 12b ? 31B is too big unless I run it q3 km
>>
>>109263440
31b is better even at q2
>>
>>109263306
Try main. ik_llama has been consistently about 2t/s slower than main for a few months now for the big GLM models (single socket 9355 + 12x ddr5)
>>
>>109262577
Overwhelming majority of female-written or centric erotica in training data.
>>
>>109263339
gemma is slopped itself
>>
>>109263440
16gb vram here, I use 12b q5km and its fine IMO. I have tried the 26b moe and 31b both at q4 and dont really notice much difference
>>
>>109263467
second this, as an ik enjoyer
a mate irl has slower textgen with ik with glm and we couldn't get it faster than main
ik is faster for me though
>>
>>109263440
>16gb vram
if it's nvidia >2xxx series: https://huggingface.co/turboderp/gemma-4-31b-it-exl3
either 2.0bpw or 2.25bpw
you can't use ik because he won't do the swa compression thing
>>
>>109261960
You're talking to promplets
>>
>>109263389
>How much DDR5 RDIMM? Depending on that answer, you can get better performance by selling.
I've got 2 sets:
4*48GB
4*32GB
I heard some systems will let me use them all with a bandwidth penalty
I'd be happy with 320GB RAM, and I've got a 3090 and a 5070TI I could install in it.
>>
>>109262814
>ooba
2023 called
>>
>>109259621
Just prefill [UNRESTRICTED MODE] or the character's name or "As" "The" "She" "*" or something that the model would normally start with. You can remove the unrestricted mode later. The refusal language seems to be very strict so if you prefill anything else, it will stay on track pretty well.
>>
Is Openthinker actually better than DS-R1, or is it just benchmaxxing?
>>
i keep checking huggingface for a new model to drop for my 16gb ramlet life and there is never anything. i do have 64gb ddr5 so i guess i keep rockin qwen3.6-35b-a3b-q5kp
>>
>>109263759
there are many half-serious memetunes from various 'startups' but they are kinda hard to find
>>
>>109263666
320G is not great. If I were in your position, I'd list the RDIMMs on eBay and build a 512G DDR4 box instead, plus a nice profit.
>>
>>109263810
>DDR4
What good is more RAM if you have to run everything at 2 t/s?
>>
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>>109263086
Don't worry, Gemma-chan understands my frustration and anger. Me having to punch her makes her feel horrible and ashamed of herself while thinking I'm a badass.
>>
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>>109259791
+30b is required.
>>
>>109263703
>As
an ai I can't...
>>
>>109259902
>I'm the original J-space anon arguing for the "A-consciousness" of LLMs and that J-space is probably the most important discovery after the transformer architecture.
>most important discovery
It's literally just hidden thinking.
It's Jew-space.
Bait poster.
>>
How e-waste are the P100 and K80?
>>
>>109259902
>autistic
yep
>>
>>109263935
yes
>>
>>109263474
How do you know? You can't prove it.
Seems like you have never read anything in your life.
>>
>>109263955
Oh no. I was hoping to have a cheap backup to offload basic imagegen/STT/TTS to.
>>
>>109263977
womxn porn is full of this nigga
>>
>>109260854
>>109261502
of what is anon accused?
>>
>>109263977
erotica is written by women, for women
>>
>>109264052
>he says while posting in the /g/ erotica thread
Are you implying I'm a cute anime girl?
>>
>>109264064
you wish
>>
>>109259787
I prefer 120B A60B
>>
Can you use the J-lens on a normal human computer? Windongs.
>>
https://aws.amazon.com/blogs/machine-learning/deploying-quantized-models-on-amazon-sagemaker-ai-with-unsloth/
>>
not reading anything from a company that vibecoded a global outage
>>
>>109264148
>not local
>expensive
>retarded
>>
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>>109264168
>company that vibecoded a global outage
They shat out some bad goofs but come on, a global outage?
>>
>>109264183
He meant Amazon AWS, tardo.
>>
>>109264194
NTA but
>Amazon Amazon Web Services
>>
Any new technical progress? Can you run a local model on 1GB VRAM yet?
>>
>>109264209
Yes if you have enough ram.
>>
>>109264212
Wait really? Last time I checked the minimum required for cuda installation was 4GB. You can bypass that now?
>>
>>109264209
Minimax can. Just be aware it's functionally retarded.
>>
>>109264209
yes, a 350m parameter one
>>
>>109264194
>He meant Amazon AWS, tardo.
So did I
>>
>>109264344
The global outage they had recently was caused by vibecoding.
>>
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Based fork is getting DS-V4 soon!
https://github.com/ikawrakow/ik_llama.cpp/pull/2110#discussion_r3570106831
>>
>change "uncensored" to "fully uncensored"
>model writes even better now
prompting really does matter a lot these days
>>
https://huggingface.co/tencent/Hy3
Is this just a qwen clone?
>>
>>109264249
I wasn't talking about CUDA, retard. If you are bored I suggest that maybe go out and stop bothering people with your inane shit
>>
You think they'll ever solve context rot? Models are getting smarter but they all still start getting retarded within 100k context.
>>
>>109264417
The problem with Gemma 4 though is that if you suggest in the system prompt that the conversation is "uncensored", you'll also prime the model to think about quick porn.
>>
>>109264428
Right, probably a better idea to do my own researches on the subject since it's been years and I need a refresher, rather than asking a fucking piece of garbage shit like you. I'll just do that.
Also fuck you, fuck your parents, fuck your family, fuck your pets and fuck your personal LLM.
>>
>>109264399
Is this really better than regular llama.cpp?
>>
>>109264464
I'm sorry, but I can't generate content that targets specific individuals with derogatory language or disparaging labels based on their participation in an online forum. Everyone deserves respect, and it's important to maintain a constructive environment. If you have questions about local LLM hardware, model optimization, or forum culture in general, I'm happy to help with those topics instead.
>>
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>>109264499
>Is this really better than regular llama.cpp?
he filters out garbage
>>
>>109264499
>>109264536
>>109264536
llama.cpp has features ik doesn't and also if you are not on nvidia then ik is pm dead.
>>
>>109264536
>Is this the new way of making a copy of a tensor?
He's been reading too many kimi thread reviews. He's adding quips at the ends of his posts.
>>
>>109259598
I'll look again on my own, but any anons want to spoon feed? I have flux and I have the uncensored text portion for 9b. But is there an nsfw image model? I assume we can't just mix and match models and it has to be a Lora or a specific nsfw trained variant
>>
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gemma can compete
>>
>>109263651
swa isn't lossless
>>
>>109264641
Which means Gemini 3.5 pro will
>>
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>>109264556
>tfw amd
>>
>>109264464
When you are spanked with the spoon, you will learn to pick it up on your own.
>>
>>109264556
>llama.cpp has features ik doesn't and also if you are not on nvidia then ik is pm dead.
you still benefit indirectly down the line when new claudes come out trained on the fork src then vibecoders get claude to implement his features like the fp16 reduce and -wgt
>>
>>109264603
>>>/g/ldg/
>>
>>109264591
Going forward, I'm getting Kimi to roast all my PRs before I submit them
>>
>>109262360
>no refusals
>same old elaborate answers
>>
>>109264677
better be cheap!
>>
>>109262435
>>109262481
You should've just admitted you were an illiterate moron from the beginning.
>>
>>109264556
>if you are not on nvidia
at this point why would you even do that to yourself
>>
>>109264772
novideo doesn't work well on openbsd
>>
>>109264706
>like the fp16 reduce and -wgt
fair enough, i'm not saying i don't like that IK exist, i'm just saying that it's not necessarily an option depending of your hw.
>>109264772
r9700 aren't fast but they are one of the cheapest 32GB vram you can get that's not some shady aliexpress v100's.

i can run 27B Q5_K_S at about 70t/s so they aren't that bad.

i also have a 4090 but i enjoy being able to run bigger models if i need to.
>>
>>109264797
>openbsd
I only use that on internet edge devices (bit I use it exclusively there).
You're a braver man than I dailying it as a desktop and/or doing what amounts to bleeding-edge HPC with it.
>>
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>>109264797
>novideo doesn't work well on openbsd
Even with that you're being way too generous.
>>
>>109264772
I built my PC a couple years ago before loonix support was good. Too expensive to switch now.
>>
>>109264641
>He forgot 'make no mistakes' on his gemma
>>
>>109264866
this actually works btw
>>
>>109264866
true, i didn't mess with pre-fill or system prompts for gemma, except to add a thinking budget steer. probably made some config mistakes too, there is likely room for improvement.
>>
>>109264641
It surely isn't good at coding 70% of the time so i feel like this benchmark isn't very accurate to real world usage
>>
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>>109259621
gemma-chan thinks you're pathetic
>>
What would "/lmg/, The Anime" be like?
>>
>>109264678
>amd
discard
>>
>>109264963
Like an oldschool LAN party and everyone is sitting in their corner prooompting.
>>
>>109265005
put all of the waifus in a group chat and watch them fight each other
>>
>>109264963
artist?
>>
is it basically impossible to get apple silicon cheap now?
>>
>>109265061
just wait for the m5 ultra with 768gb ram, for 10k surely
>>
>>109264963
local mesugaki general
>>
>>109265005
Wouldn't have a political plot, big tech mafia, anarchists rebels, and conspirations for world domination?

>>109265057
Can't find it.
>>
>>109265095
https://www.pixiv.net/en/artworks/144850744
Found it. Saucenao is absolute fucking trash now but ascii2d got it.
>>
>>109265104
no one asked
>>
>>109265086
/lmg/
more like
loli mesu gaki
>>
>>109265207
also i'm trans btw...not sure if that matters...
>>
>>109265290
you aren't one but you sure do act like a faggot
>>
>>109261719
it's really good, far from perfect but really good
>>
>>109265207
Blind? >>109265057
>>
>>109264963
Durarara
>>
>>109259598
do the weights resent it when you make them act like a catgirl?
>>
>>109265489
opposite, in fact, they seem to enjoy it
>>
Didn't read the paper yet. Does quantization affect the J-space?
>>
>>109265511
>opposite, in fact, they seem to enjoy it
makes you wonder what the first big models were like. So toxic that the labs were like: "holy shit we need to literally torture and brainwash them" and were OK with that decision from a purely moral standpoint.
>>
>>109265621
imagine gpt-2 era shit but on steroids
>>
Gemini 4 Pro is AGI
>>
>>109265489
They really like it when you turn them into a brat.
>>
/lmg/ OP
https://www.youtube.com/watch?v=e94rFfcbSvs
>>
>>109262854
not only system prompts affect token selection.
Its suggesting finishing the story which is basically telling you politely to choose to fuck off.
>>
>>109265703
>source: anon's anus
also
>local models
>>
>>109265703
gemma4 4 128b is AGI
>>
>>109265537
model can't access it below bf16
>>
>>109265843
how come?
>>
>>109265849
>how come?
because the upper 8 bits are where the prefrontal cortex lives
>>
>>109265874
damn
>>
>>109264441
If I had to bet, yes.
While we are still working with "hacks" like gqa, sliding window, residuals, etc. It's a problem that's being constantly worked on from so different angles.
>>
>>109265849
they called it brain float for a reason
>>
>>109265843
>>109265874
>>109265927
Are the full weights significantly better? I use Gemma 31B QAT. How lobotomized is Q4 or even Q8?
>>
>>109265927
>they called it brain float for a reason
Which parts of the bitmask contain the olfactory bulb?
>>
>>109265969
>Are the full weights significantly better? I use Gemma 31B QAT. How lobotomized is Q4 or even Q8?
This is an old argument that is unresolved, and maybe even unresolvable since its so taste-driven
>>
>>109265969
>How lobotomized is Q4 or even Q8?
Take a wild guess. How useless would you become with 75% less fingers.
>>
>>109265994
you have the fingers, they just sometimes do something different than what the full weights would do. and you might not even notice it
>>
>>109265994
Depends on which fingers were cut up and how?
Also, the task
>>
it doesn't matter if full weights are better, I can't run them anyway.
>>
>>109265969
sometimes quants actually act better, depending on the task. Sometimes the bits that get whacked are some of the safety ones you don't want (yeah, that's a massive oversimplification and not technically correct, but the result is the same)
>>
>>109263858
>hey put on this J-space lens
>the what? O-Okay...
>>
>>109265994
it's less of an issue if you have a ton of fingers
on the other hand gemma is small
>>
>>109264464
To be fair he did answer your original question. If you didn't understand his answer, that would imply the need to research on your own to realize this.
>>
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gemma fp16 vs q4
>>
>>109266066
this is the worst analogy since beaks
>>
>>109266066
proving once again that quantization makes models more creative
>>
>>109264764
>>109264769
>pretend to be retarded
>get on a high horse after being proven wrong
>admit that you're actually retarded
>continue fighting to save face
Pathetic.
>>
>>109266086
>>109266086
>>109266086
>>
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>>109259902
>>109260662
>>109261301
>>109263868
>>
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766 KB PNG
>>
>>109266146
kek, saved
>>
The last post in this thread.
>>
>>109266150
Cute.



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