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Ministral 3 3B

Parameters

3B

Context Length

256K

Modality

Multimodal

Auxiliary Parameters

400M

Architecture

Dense

KV Cache Rate

104 KB/tok

License

Apache 2.0

Release Date

2 Dec 2025

Knowledge Cutoff

-

API Pricing (per 1M)

Input: $0.10 · Output: $0.10

Hardware Sizing

Precision

Context

Workload Memory: 4.71 GB

INT4 · 8K context

Base Weights: 1.40 GB

KV Cache: 0.81 GB

Runtime & Graphs: 2.50 GB

Minimum Required Hardware

1x NVIDIA L4 24GB

4.7 / 21.6 GB usable

1x RTX 3060 12GB

4.7 / 10.8 GB usable

Apple M4 24GB

4.7 / 18.0 GB usable

Determine requirements for your specific workload:

Open in VRAM Calculator

Architecture Diagram

Input TokensToken EmbeddingPosition: AbsoluteHidden: 3.1k · Context: 256K · Vocab: 131.1kx 26 layersLayerNormPre-AttentionMulti-Head Attention32Q / 8KV headsHead dim: 128+LayerNormPre-FFNFeed-Forward NetworkSwiGLUIntermediate: 9.2k+Final LayerNormOutput Logits

Evaluation Benchmarks

Rank

#203

BenchmarkScoreRank

Graduate-Level QA

GPQA

0.534

100

Agentic Index

Artificial Analysis

0.8

121

0.05

154

Intelligence Index

Artificial Analysis

0.05

317

General Knowledge

Reference
MMLU

0.707

25

Rankings

Overall Rank

#203

Coding Rank

#162

About Ministral 3 3B

Ministral 3 3B is a compact 3.8B multimodal model by Mistral AI engineered for fast, low-power vision and language processing on local devices. It features native function calling and tied embeddings across an extensive 256K token context window.

Technical Specifications

Attention

Attention Structure

Multi-Head Attention

Attention Heads

32

Key-Value Heads

8

Attention Head Dimension

128

Position Embedding

Absolute Position Embedding

RoPE Theta

1,000,000

Normalization

Layer Normalization

Activation Function

SwigLU

Dimensions

Auxiliary Parameters

400M

Hidden Dimension Size

3,072

Number of Layers

26

FFN Intermediate Size (Dense)

9,216

Tokenizer

Vocabulary Size

131,072

About Ministral 3

Ministral 3 is a family of efficient edge models with vision capabilities, available in 3B, 8B, and 14B parameter sizes. Designed for edge deployment with multimodal and multilingual support, offering best-in-class performance for resource-constrained environments.


Other Ministral 3 Models