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LangMart: Mistral: Ministral 8B

Openrouter
131K
Context
$0.1000
Input /1M
$0.1000
Output /1M
N/A
Max Output

LangMart: Mistral: Ministral 8B

Model Overview

Property Value
Model ID openrouter/mistralai/ministral-8b
Name Mistral: Ministral 8B
Provider mistralai
Released 2024-10-17

Description

Ministral 8B is an 8B parameter model featuring a unique interleaved sliding-window attention pattern for faster, memory-efficient inference. Designed for edge use cases, it supports up to 128k context length and excels in knowledge and reasoning tasks. It outperforms peers in the sub-10B category, making it perfect for low-latency, privacy-first applications.

Description

LangMart: Mistral: Ministral 8B is a language model provided by mistralai. This model offers advanced capabilities for natural language processing tasks.

Provider

mistralai

Specifications

Spec Value
Context Window 131,072 tokens
Modalities text->text
Input Modalities text
Output Modalities text

Pricing

Type Price
Input $0.10 per 1M tokens
Output $0.10 per 1M tokens

Capabilities

  • Frequency penalty
  • Max tokens
  • Presence penalty
  • Response format
  • Seed
  • Stop
  • Structured outputs
  • Temperature
  • Tool choice
  • Tools
  • Top p

Detailed Analysis

Ministral 8B (October 2024 release) is Mistral's advanced edge model with 8 billion parameters, featuring a unique interleaved sliding-window attention pattern for memory-efficient, fast inference on edge devices. This architectural innovation enables handling 128K context windows while maintaining inference speeds competitive with much smaller models. Ministral 8B represents the state-of-the-art in edge AI, excelling at knowledge-intensive tasks, complex reasoning, and sophisticated function calling while remaining deployable on high-end consumer hardware. The model demonstrates superior performance in local applications requiring both intelligence and responsiveness: offline translation with cultural context, advanced smart assistants with multi-turn conversations, autonomous systems needing real-time decision-making, and privacy-critical applications processing sensitive data locally. The 8B size strikes an optimal balance - significantly more capable than 3B models while still fitting in 16GB RAM. Ideal for professional edge deployments, research platforms, content creation tools, and applications where cloud latency or data privacy makes local inference mandatory.