Best GPU for Mistral-Small-24B-Instruct-2501

The smallest memory budget in our catalog that runs Mistral-Small-24B-Instruct-2501 cleanly at 8,192 tokens is 18 GiB net, with Q4_K_M (14.7 GiB–15.5 GiB total). Cards at that budget: Radeon RX 7900 XT 20GB. The largest file, BF16, is comfortable from 78 GiB net: NVIDIA A100 80GB SXM, NVIDIA H100 80GB SXM.

Which card, by net memory

Devices grouped by net memory budget, with the best Mistral-Small-24B-Instruct-2501 file each can run at 8,192 tokens
Net budgetDevicesBest file that runsTotal at 8,192ResultSame file at 32,768
15 GiBGeForce RTX 4060 Ti 16GB, GeForce RTX 4070 Ti SUPER 16GBQ4_K_M14.7 GiB–15.5 GiBTightNo
18 GiBRadeon RX 7900 XT 20GBQ4_K_M14.7 GiB–15.5 GiBFitsNo
22 GiBGeForce RTX 3090 24GB, GeForce RTX 4090 24GB, Radeon RX 7900 XTX 24GBQ5_K_M17.0 GiB–17.8 GiBFitsTight
30 GiBGeForce RTX 5090 32GBQ8_024.7 GiB–25.6 GiBFitsTight
46 GiBNVIDIA L40S 48GBQ8_024.7 GiB–25.6 GiBComfortableComfortable
54 GiBApple M2 Max 64GB unified (MacBook Pro / Mac Studio)BF1645.8 GiB–47.7 GiBFitsTight
78 GiBNVIDIA A100 80GB SXM, NVIDIA H100 80GB SXMBF1645.8 GiB–47.7 GiBComfortableComfortable

Rows start at the first budget where the smallest official file is at least tight and stop at the first where the largest file is comfortable. Devices in one row have the same net budget (capacity minus the catalog's default reserve), so they get the same verdict; choose between them on bandwidth, software support and price, which this page does not rank. llama.cpp, one sequence, fp16 KV cache, typical extras. Unified-memory devices use the reserve in their catalog record. "n/a" in the last column means the model's native window is shorter than 32,768 tokens.

Files this ranking uses

Official or catalog files for Mistral-Small-24B-Instruct-2501
FileWeightsSource repository
BF1643.91 GiB (47,144,806,400 bytes)mistralai/Mistral-Small-24B-Instruct-2501
Q8_023.33 GiB (25,054,779,648 bytes)unsloth/Mistral-Small-24B-Instruct-2501-GGUF
Q6_K18.02 GiB (19,345,938,688 bytes)unsloth/Mistral-Small-24B-Instruct-2501-GGUF
Q5_K_M15.61 GiB (16,763,983,552 bytes)bartowski/Mistral-Small-24B-Instruct-2501-GGUF
Q4_K_M13.35 GiB (14,333,909,248 bytes)unsloth/Mistral-Small-24B-Instruct-2501-GGUF

Byte counts come from the repository file listings recorded on the model page. Memory estimates are formulas, not measurements on these cards. No speed figure is given: none was measured here.

Data sources

Related pages