TokenAssemble

Mistral AI · open-weights model

Mistral-Nemo-Instruct-2407

Mistral-Nemo-Instruct-2407 is a 12.3B-parameter model by Mistral AI. Its smallest quant (Q4_K_M) needs at least 9.3GB of GPU-addressable memory at 8K context; it loads cleanly at a quality quant on 45 of the 50 machines we track.

Parameters
12.3B
Layers
40
Max context
128K
Attention
GQA
License
apache-2.0

Config from mistralai/Mistral-Nemo-Instruct-2407

Quants and what they need

Measured file sizes; “needs” = weights + KV cache at 8K context + overhead.

QuantFile sizeNeeds ≥
Q8_013.0 GB14.9 GB
Q6_K10.1 GB11.9 GB
Q5_K_M8.7 GB10.6 GB
Q4_K_M7.5 GB9.3 GB

What runs Mistral-Nemo-Instruct-2407

Every machine we track, graded at its best clean-fit quant.

HardwareBest-quant verdict · llama.cpp · 8K context
Intel Arc A770 16 GBFits · B · Q6_Kinteractivebeta
Intel Arc B580Fits · B · Q4_K_Minteractivebeta
AMD Radeon PRO W7900Fits · A+ · Q8_0interactivebeta
NVIDIA GeForce RTX 3060 12 GBFits · B · Q4_K_Minteractive
NVIDIA GeForce RTX 3070Tight · C · Q4_K_Minteractive · offloadbeta
NVIDIA GeForce RTX 3070 TiTight · C · Q4_K_Minteractive · offloadbeta
NVIDIA GeForce RTX 3080 10 GBTight · C · Q4_K_Minteractive
NVIDIA GeForce RTX 3080 12 GBFits · B · Q4_K_Minteractive
NVIDIA GeForce RTX 3080 TiFits · B · Q4_K_Minteractive
NVIDIA GeForce RTX 3090Fits · A+ · Q8_0interactive
NVIDIA GeForce RTX 3090 TiFits · A+ · Q8_0interactive
NVIDIA GeForce RTX 4060Tight · C · Q4_K_Musable · offloadbeta
NVIDIA GeForce RTX 4060 Ti 16 GBFits · B · Q6_Kinteractive
NVIDIA GeForce RTX 4060 Ti 8 GBTight · C · Q4_K_Musable · offloadbeta
NVIDIA GeForce RTX 4070Fits · B · Q4_K_Minteractive
NVIDIA GeForce RTX 4070 SUPERFits · B · Q4_K_Minteractive
NVIDIA GeForce RTX 4070 TiFits · B · Q4_K_Minteractive
NVIDIA GeForce RTX 4070 Ti SUPERFits · B · Q6_Kinteractive
NVIDIA GeForce RTX 4080Fits · B · Q6_Kinteractive
NVIDIA GeForce RTX 4080 SUPERFits · B · Q6_Kinteractive
NVIDIA GeForce RTX 4090Fits · A+ · Q8_0interactive
NVIDIA RTX 5000 Ada GenerationFits · A+ · Q8_0interactive
NVIDIA GeForce RTX 5060 Ti 16 GBFits · B · Q6_Kinteractive
NVIDIA GeForce RTX 5070Fits · B · Q4_K_Minteractive
NVIDIA GeForce RTX 5070 TiFits · B · Q6_Kinteractive
NVIDIA GeForce RTX 5080Fits · B · Q6_Kinteractive
NVIDIA GeForce RTX 5090Fits · A+ · Q8_0interactive
NVIDIA RTX 6000 Ada GenerationFits · A+ · Q8_0interactive
NVIDIA RTX A6000Fits · A+ · Q8_0interactive
AMD Radeon RX 6800Fits · B · Q6_Kinteractivebeta
AMD Radeon RX 6900 XTFits · B · Q6_Kinteractivebeta
AMD Radeon RX 7800 XTFits · B · Q6_Kinteractivebeta
AMD Radeon RX 7900 XTFits · B · Q8_0interactivebeta
AMD Radeon RX 7900 XTXFits · A+ · Q8_0interactivebeta
AMD Radeon RX 9070Fits · B · Q6_Kinteractivebeta
AMD Radeon RX 9070 XTFits · B · Q6_Kinteractivebeta
ASUS Ascent GX10Fits · A+ · Q8_0usablebeta
Beelink GTR9 Pro Ryzen AI Max+ 395 128GBFits · A+ · Q8_0usablebeta
NVIDIA DGX SparkFits · A+ · Q8_0usablebeta
Framework Desktop Ryzen AI Max+ 395 128GBFits · A+ · Q8_0usablebeta
Framework Desktop Ryzen AI Max+ 395 64GBFits · A+ · Q8_0usablebeta
GMKtec EVO-X2 Ryzen AI Max+ 395 128GBFits · A+ · Q8_0usablebeta
HP Z2 Mini G1a Ryzen AI Max+ PRO 395 128GBFits · A+ · Q8_0usablebeta
Mac mini M4 16GBFits · B · Q4_K_Musable
Mac mini M4 24GBFits · B · Q8_0painful
Mac mini M4 Pro 24GBFits · B · Q8_0usable
Mac mini M4 Pro 48GBFits · A+ · Q8_0usable
Mac Studio M3 Ultra 96GBFits · A+ · Q8_0interactive
Mac Studio M4 Max 36GBFits · A+ · Q8_0usable
Mac Studio M4 Max 64GBFits · A+ · Q8_0interactive

Verdicts computed from published specs and measured GGUF sizes — how the math works.