Pick of the week: @IBMResearch's Granite 4.2 3B
The Q4_K_M file is 2.1 GB. At 8K it needs 3.6 GB and runs easily on every machine we track 8 GB cards included. At 32K it needs 6.3 GB and still fits those same cards.
What's the smallest card you're running a local model on?
We put a graphics card under an X-ray.๐ฉป
Pick an open model and a card, drag the context from 2K to 128K and watch the file load the cache grow and the moment it spills into system RAM.
49 models, 24 cards, every number from the fit table
https://t.co/octEq7AuLj
@ivanfioravanti 512GB nodes on demand is heavy. still a 2node job for the big stuff though deepseek v4 pro is 791 GB of weights at q4 alone. curious what they charge per hour
@jundotkim this is such a clever split a mac that can hold the model is doing a lot of work there though glm-5.3 flash alone is 186 GB at q4. what's the smallest mac you'd actually pair with a spark?๐ค
@ItsmeAjayKV the 3090 dilemma is real ๐. funny part is renting one runs about 22ยข/hr on RunPod right now so the tokens could burn in the cloud while yours goes back to gaming ๐ฎ
@superalesha nice that you actually measured it instead of repeating the hot experts line. something like deepseek v4 flash is 144 GB at Q4 so on 4x 3090 offloading isn't even optional. which 2 models had no hot experts?
@RShmider great 32 GB on the R9700 gives you real room. fwiw Q4 27B at 128K already lands around 28 GB all in so 256K will be a squeeze. are you quantizing the kv cache too or keeping it f16?
@RShmider makes sense tighter prompts beat letting it ramble. 256K is a fun jump though at 128K the cache alone is already 8 GB on the 27B so it gets chunky fast. what card are you running it on?๐ค
24 GB or 32 GB? What the extra 8 GB buys you (Q4 GGUF, 32K context):
Qwen3.8 27B: 19.4 GB, fits both
Qwen3-Coder 30B: 22.4 GB, 32 GB only
Gemma 4 31B: 22.5 GB, 32 GB only
AgentWorld 35B: 23.4 GB, 32 GB only
Rent from $0.19/h (3090) or $0.65/h (5090). Which tier are you on?
@OwnYourCompute yes the hours a day thing is the whole game honestly at 12h it's a totally different math. and fair point on power that's why the rent vs buy page adds electricity per hour on top
$1,999 bought an RTX 5090 at launch. At today's $0.65/h rental median, that's 3067 rented hours.
About 2 years at 4 hours a day.
Rented hours to match the launch price:
RTX 3090: 5,575
RTX 4090: 2,993
RTX 5090: 3,067
How many hours a day would yours actually run?