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URL: https://willitrunai.com/models/mixtral-8x22b

โ‡ฑ Mixtral 8x22B VRAM Requirements โ€” GPU Compatibility


๐Ÿ‘ Mistral
Mistral

Mixtral 8x22B

Current
๐Ÿ‘ huggingface
HuggingFace๐Ÿ‘ ollama
Ollama
50.3KDownloads753LikesApr 2024Released66K tokensContextApache 2.0License34 BasicQuality

Mixtral 8x22B (141B parameters) requires approximately 90.9 GB of VRAM with Q4_K_M quantization. As a Mixture of Experts model with 39B active parameters, it uses less memory than its total parameter count suggests. For the best balance of quality and speed, we recommend hardware with at least 105 GB of VRAM.

Get started

โ€” copy & paste to run locally

Copy-paste commands to run Mixtral 8x22B on your machine.

Run

ollama run mixtral:8x22b

Quick specs

Parameters141B (39B active)
Architecturemoe (MoE)
Context66K tokens
Modalitytext
Min RAM55 GB
Rec. RAM86 GB (Q4_K_M)
LicenseApache 2.0
FamilyMixtral
โœ“ Chatโœ“ Reasoning

About this model

from mistral_common.tokens.tokenizers.mistral import MistralTokenizer from mistral_common.protocol.instruct.messages import UserMessage from mistral_common.protocol.instruct.request import ChatCompletionRequest

  • โ€ข[AVAILABLE_TOOLS]
  • โ€ข[/AVAILABLE_TOOLS]

Related models

Your hardware

Detecting...

Quick picks

Best budgetB
Mac Studio M3 Ultra 256GB~$6,999 โ€” 14 tok/s
๐Ÿ‘ NVIDIA
Best overallA
NVIDIA H200 141GB~$30,000 โ€” 97 tok/s

Best hardware

Top picks for Mixtral 8x22B

NVIDIA H200 141GBA
141 GB
NVIDIA H200 PCIe 141GBA
141 GB
AMD Instinct MI300A 128GBA
128 GB
Gaudi 3 128GBB
128 GB
AMD Instinct MI250X 128GBB
128 GB

Run this model

Mixtral 8x22B on NVIDIA H200 141GBMixtral 8x22B on NVIDIA H200 PCIe 141GBMixtral 8x22B on AMD Instinct MI300A 128GB

Quantization options

VRAM estimates by quant level

No hardware detected โ€” fit column shows raw VRAM estimates

QuantBitsVRAMQualityFit
Q2_K
2
55.0 GB
Lowโ€”
Q3_K_S
3
69.1 GB
Lowโ€”
NVFP4
4
79.0 GB
Mediumโ€”
Q4_K_M
4
86.0 GB
Mediumโ€”
Q5_K_M
5
101.5 GB
Highโ€”
Q6_K
6
115.6 GB
Highโ€”
Q8_0
8
150.9 GB
Very Highโ€”
F16
16
289.0 GB
Maximumโ€”

Quality benchmarks

Mixtral 8x22B benchmark scores

Benchmark verified

Coding

SWE-bench Verifiedโ€”
HumanEval+78.6%
Aider Polyglotโ€”
LiveCodeBenchโ€”

Reasoning

MMLU-Pro38.7%
GPQA Diamond16.4%
MATH-50018.7%
ARC Challengeโ€”

General

Chatbot Arenaโ€”
IFEval71.8%

Source: official ยท 2024-04-16

Hardware compatibility

Fit estimates across all hardware

Open calculator

Computing compatibility...

Memory breakdown

Reference: RTX 2060 6GB

Weights86.0 GB
KV Cache3.4 GB
Runtime0.9 GB
Headroom0.6 GB

Frequently asked questions

FAQ โ€” Mixtral 8x22B

See also

Quantization GuideScoring MethodologyVRAM Calculator