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All estimates are approximations based on mathematical models and public specifications. Actual performance may vary. Do not make purchasing decisions based solely on these estimates.

Data sourced from Hugging Face, Ollama, and official model documentation. Model names and logos are trademarks of their respective owners.

© 2026 Will It Run AI — Fase Consulting Ibiza, S.L. (NIF: B57969656)

Home/Codestral 2 25.08/on Intel Arc Pro A40 6GB

Can it run?

Can Intel Arc Pro A40 6GB run Codestral 2 25.08?

FWon't run

Too heavy

Using Q4_K_M in vLLM

Capabilities:

Fit status

Too heavy

Decode

7.0 tok/s

TTFT

27616 ms

Safe context

5K

Memory

19.9 GB / 6.0 GB

Memory breakdown

Weights13.4 GB
KV Cache3.4 GB
Runtime2.4 GB
Headroom0.6 GB

Performance by workload

WorkloadGradeFitDecodeTTFTContext
Agentic CodingFToo heavy7.0 tok/s40169 ms8K
ChatFToo heavy7.0 tok/s15063 ms4K
CodingFToo heavy7.0 tok/s27616 ms5K
RAGFToo heavy7.0 tok/s50211 ms8K
ReasoningFToo heavy7.0 tok/s32637 ms5K

Quantization options

How Codestral 2 25.08 (22B params) fits at each quantization level on Intel Arc Pro A40 6GB (6.0 GB usable).

QuantBitsVRAMQualityFit
Q2_K
2
8.6 GB
LowF0
Q3_K_S
3
10.8 GB
LowF0
NVFP4
4
12.3 GB
MediumF0
Q4_K_M
4
13.4 GB
MediumF0
Q5_K_M
5
15.8 GB
HighF0
Q6_K
6
18.0 GB
HighF0
Q8_0
8
23.5 GB
Very HighF0
F16
16
45.1 GB
MaximumF0

Upgrade options

Hardware that runs Codestral 2 25.08 well

AppleMacBook Pro M4 32GBBest value
C6.4 tok/s decode

~$799 MSRP

AMDRX 7900 XTX 24GBBudget pick
C51.5 tok/s decode

~$999 MSRP

NVIDIARTX 5090 32GBBiggest leap
B89.5 tok/s decode

~$1,999 MSRP

IntelIntel Arc Pro B60 24GBIntel upgrade
C18.3 tok/s decode

 

See all results for Intel Arc Pro A40 6GBSee all hardware for Codestral 2 25.08