Mixtral 8x22B Instruct (2024年)（ミクストラル8x22Bインストラクト）
2024年Mistral AI発表Mixtral 8x22B Instruct・Industry-leading Mistral AI large MoE + Industry-leading 8 experts top-2 routing + Industry-leading 141B params/39B active + Industry-leading Mistral AI instruction-tuned flagship MoE。
概要
Mixtral 8x22B Instruct は、2024年Mistral AI発表Mixtral 8x22B Instruct・Industry-leading Mistral AI large MoE 2024年 + Industry-leading Mistral AI instruction-tuned flagship MoE position確立。Mixtral 8x22B Instruct specifications = Industry-leading Mistral AI large MoE (Industry-leading Mixtral 8x22B Instruct 2024 + Industry-leading large MoE + Industry-leading Mistral AI flagship) + Industry-leading 8 experts top-2 routing + Industry-leading 141B params/39B active + Industry-leading Mistral AI instruction-tuned flagship MoE。
主な特徴・仕組み
- Org: Industry-leading Mistral AI (Founded 2023 Paris France Mensch+Lample+Jiang ex-DeepMind+Meta)
- Model: Industry-leading Mixtral 8x22B Instruct large MoE flagship 2024
- Year: 2024年 (Apache 2.0 release 2024年4月)
- Method Type: Industry-leading Sparse MoE large flagship
- MoE Config: Industry-leading 8 experts top-2 routing per token (same as 8x7B)
- Total Params: Industry-leading 141B total parameters
- Active Params: Industry-leading 39B active parameters per token
- Instruction-Tuned: Industry-leading instruction-tuned variant of base 8x22B
- License: Industry-leading Apache 2.0 open license
- Function Calling: Industry-leading native function calling support
- Context: Industry-leading 64K context window
- Performance: Industry-leading > Mixtral 8x7B + competitive vs GPT-4
- Industry-Leading: Industry-leading Mistral AI large MoE instruction-tuned 2024
スペック比較表
| LLM MoE (2023-2024) | Year | Org | Config | Total/Active | Industry Position |
|---|---|---|---|---|---|
| Mixtral 8x22B Instruct | 2024 | Mistral AI | 8 experts top-2 | 141B/39B | Industry-leading Mistral large MoE |
| Mixtral 8x7B | 2023 | Mistral AI | 8 experts top-2 | 47B/13B | Industry-leading first open MoE |
| DBRX MoE | 2024 | Databricks | 16 experts top-4 | 132B/36B | Industry-leading Databricks MoE |
| Qwen1.5-MoE-A2.7B | 2024 | Alibaba Qwen | 60 experts top-4 | 14.3B/2.7B | Industry-leading Qwen small MoE |
| Grok-1 MoE | 2024 | xAI | 8 experts top-2 | 314B/86B | Industry-leading xAI Grok MoE |
具体例・対応製品
- Mixtral 8x22B Instruct (2024年, Mistral AI): Industry-leading Mistral AI large MoE
- Industry-leading 8 experts top-2 routing per token large: Industry-leading 8 experts top-2 large
- Industry-leading 141B total + 39B active parameters: Industry-leading 141B/39B active
- Industry-leading instruction-tuned variant + native function calling: Industry-leading instruction-tuned + function calling
- Industry-leading 64K context window + Apache 2.0: Industry-leading 64K context + Apache 2.0
- 競合 Mixtral 8x7B + DBRX MoE + Qwen1.5-MoE + Grok-1 MoE: Industry-leading MoE competitors
選び方・注意点
Mixtral 8x22B Instruct は「Industry-leading Mistral AI large MoE + 8 experts top-2 routing」「Industry-leading 141B/39B active + instruction-tuned flagship」用途のIndustry-leading 2024年 Mistral AI product。Industry-leading large MoE (Industry-leading Mistral AI large MoE + Industry-leading 8x22B large MoE signature + Industry-leading 22B per expert large) で Industry-leading large MoE + Industry-leading 8x22B large + Industry-leading 22B per expert large。Industry-leading 8 experts top-2 large (Industry-leading 8 experts top-2 routing per token large + Industry-leading Mixtral 8 experts large signature + Industry-leading top-2 routing efficiency large) で Industry-leading 8 experts top-2 large + Industry-leading Mixtral large + Industry-leading top-2 routing large。Industry-leading 141B/39B active (Industry-leading 141B total + 39B active parameters + Industry-leading Mixtral 141B/39B signature + Industry-leading sparse activation large efficiency) で Industry-leading 141B/39B + Industry-leading Mixtral signature + Industry-leading sparse large efficiency。Industry-leading instruction-tuned (Industry-leading instruction-tuned variant of base 8x22B + Industry-leading Mixtral instruction-tuned signature + Industry-leading native function calling support + Industry-leading 64K context window) で Industry-leading instruction-tuned + Industry-leading Mixtral signature + Industry-leading function calling + Industry-leading 64K context。Industry-leading performance (Industry-leading > Mixtral 8x7B + competitive vs GPT-4 + Industry-leading Mistral AI flagship + Industry-leading > 8x7B benchmark superiority) で Industry-leading > 8x7B + competitive vs GPT-4 + Industry-leading Mistral flagship + Industry-leading benchmark。但しIndustry-leading Mixtral 8x7B + DBRX MoE + Qwen1.5-MoE + Grok-1 MoE competition で Industry-leading 4-MoE competitors vs Mixtral 8x22B Instruct + Industry-leading Sparse MoE large flagship + 8 experts top-2 routing + 141B total + 39B active + instruction-tuned variant + native function calling + 64K context window + Apache 2.0 + > Mixtral 8x7B + competitive vs GPT-4 + Mistral AI Paris France 2024 unique advantage adoption alignment必須。
関連用語との違い
- vs Mixtral 8x7B (Mistral 2023): 8x22B Instructは141B/39B + instruction-tuned + 64K context・8x7Bは47B/13B + first open base
- vs DBRX MoE (Databricks 2024): 8x22Bは8 experts top-2 Mistral 141B・DBRXは16 experts top-4 Databricks 132B
- vs Grok-1 MoE (xAI 2024): 8x22Bは141B/39B instruction-tuned + 64K・Grok-1は314B/86B base + larger
よくある質問（FAQ）
Q1: Mixtral 8x22B Instruct vs Mixtral 8x7B 違いは？ A: Mixtral 8x22B Instruct (Industry-leading 8 experts top-2 routing + 141B total + 39B active + instruction-tuned variant + native function calling + 64K context window + Apache 2.0 + > Mixtral 8x7B + competitive vs GPT-4 + Mistral AI Paris 2024) vs Mixtral 8x7B (Industry-leading 8 experts top-2 + 46.7B total + 12.9B active + Apache 2.0 + > LLaMA 2 70B + GPT-3.5 + Mistral AI Paris 2023)・Industry-leading 141B/39B + instruction-tuned + function calling + 64K + 2024 = 8x22B Instruct + Industry-leading 47B/13B + base + 2023 = 8x7B preference judgment。
Q2: Industry-leading 141B/39B active + instruction-tuned value は？ A: Industry-leading 141B/39B + instruction-tuned (Industry-leading 141B total + 39B active parameters + Industry-leading instruction-tuned variant of base 8x22B + Industry-leading Mixtral large dual signature)。
Q3: Industry-leading function calling + 64K context value は？ A: Industry-leading function calling + 64K (Industry-leading native function calling support + Industry-leading 64K context window + Industry-leading Mixtral 8x22B Instruct dual flagship signature)。
まとめ
Mixtral 8x22B Instruct = 2024年Mistral AI発表のlarge MoE LLM instruction-tuned flagship。Industry-leading Sparse MoE large flagship + Industry-leading 8 experts top-2 routing per token + Industry-leading 141B total parameters + Industry-leading 39B active parameters per token + Industry-leading instruction-tuned variant of base 8x22B + Industry-leading native function calling support + Industry-leading 64K context window + Industry-leading Apache 2.0 open license + Industry-leading > Mixtral 8x7B + competitive vs GPT-4 + Industry-leading Mistral AI Paris France 2024 + Industry-leading Mistral AI large MoE instruction-tuned 2024 position確立。