Qwen1.5-MoE-A2.7B (Alibaba 2024年)（クウェン1.5モエエー2.7B）
2024年Alibaba Qwen team発表Qwen1.5-MoE-A2.7B・Industry-leading 60 experts top-4 small MoE + Industry-leading 14.3B params/2.7B active + Industry-leading Alibaba Qwen small efficient MoE + Industry-leading shared expert pool。
概要
Qwen1.5-MoE-A2.7B は、2024年Alibaba Qwen team発表Qwen1.5-MoE-A2.7B・Industry-leading 60 experts top-4 small MoE 2024年 + Industry-leading Alibaba small efficient MoE position確立。Qwen1.5-MoE-A2.7B specifications = Industry-leading 60 experts top-4 small MoE (Industry-leading Qwen1.5-MoE-A2.7B 2024 + Industry-leading 60 experts top-4 + Industry-leading Qwen MoE flagship) + Industry-leading 14.3B params/2.7B active + Industry-leading Alibaba Qwen small efficient MoE + Industry-leading shared expert pool。
主な特徴・仕組み
- Org: Industry-leading Alibaba Qwen team (Alibaba Cloud + DAMO Academy)
- Model: Industry-leading Qwen1.5-MoE-A2.7B small efficient MoE 2024
- Year: 2024年 (Alibaba release 2024年3月)
- Method Type: Industry-leading Fine-grained Sparse MoE small
- MoE Config: Industry-leading 60 experts top-4 routing per token
- Total Params: Industry-leading 14.3B total parameters
- Active Params: Industry-leading 2.7B active parameters per token (A2.7B signature)
- A2.7B Signature: Industry-leading "A2.7B" Active 2.7B parameters signature
- Shared Expert: Industry-leading shared expert pool signature
- Upcycled: Industry-leading upcycled from Qwen1.5-1.8B dense base
- Context: Industry-leading 32K context window
- Performance: Industry-leading > Qwen1.5-7B with 1/3 active params
- Industry-Leading: Industry-leading Alibaba Qwen small efficient MoE 2024
スペック比較表
| LLM MoE (2023-2024) | Year | Org | Config | Total/Active | Industry Position |
|---|---|---|---|---|---|
| Qwen1.5-MoE-A2.7B | 2024 | Alibaba Qwen | 60 experts top-4 | 14.3B/2.7B | Industry-leading Qwen small MoE |
| Mixtral 8x7B | 2023 | Mistral AI | 8 experts top-2 | 47B/13B | Industry-leading first open MoE |
| Mixtral 8x22B Instruct | 2024 | Mistral AI | 8 experts top-2 | 141B/39B | Industry-leading Mistral large MoE |
| DBRX MoE | 2024 | Databricks | 16 experts top-4 | 132B/36B | Industry-leading Databricks MoE |
| Grok-1 MoE | 2024 | xAI | 8 experts top-2 | 314B/86B | Industry-leading xAI Grok MoE |
具体例・対応製品
- Qwen1.5-MoE-A2.7B (2024年, Alibaba Qwen): Industry-leading small efficient MoE
- Industry-leading 60 experts top-4 routing per token: Industry-leading 60 experts top-4
- Industry-leading 14.3B total + 2.7B active parameters: Industry-leading 14.3B/2.7B active
- Industry-leading "A2.7B" Active 2.7B parameters signature: Industry-leading A2.7B signature
- Industry-leading shared expert pool + upcycled from Qwen1.5-1.8B: Industry-leading shared expert + upcycled
- 競合 Mixtral 8x7B + Mixtral 8x22B Instruct + DBRX + Grok-1 MoE: Industry-leading MoE competitors
選び方・注意点
Qwen1.5-MoE-A2.7B は「Industry-leading 60 experts top-4 small MoE + A2.7B Active 2.7B」「Industry-leading shared expert pool + Alibaba Qwen flagship」用途のIndustry-leading 2024年Alibaba Qwen team発表product。Industry-leading 60 experts top-4 (Industry-leading 60 experts top-4 routing per token + Industry-leading Qwen 60 experts signature + Industry-leading fine-grained 60 experts) で Industry-leading 60 experts top-4 + Industry-leading Qwen signature + Industry-leading fine-grained 60。Industry-leading A2.7B (Industry-leading "A2.7B" Active 2.7B parameters signature + Industry-leading Qwen A2.7B signature + Industry-leading active params naming convention) で Industry-leading A2.7B + Industry-leading Qwen signature + Industry-leading active naming convention。Industry-leading 14.3B/2.7B (Industry-leading 14.3B total + 2.7B active parameters + Industry-leading Qwen MoE 14.3B/2.7B signature + Industry-leading small efficient MoE) で Industry-leading 14.3B/2.7B + Industry-leading Qwen MoE signature + Industry-leading small efficient。Industry-leading shared expert (Industry-leading shared expert pool signature + Industry-leading Qwen shared expert signature + Industry-leading expert sharing innovation) で Industry-leading shared expert + Industry-leading Qwen signature + Industry-leading expert sharing。Industry-leading upcycled (Industry-leading upcycled from Qwen1.5-1.8B dense base + Industry-leading Qwen upcycling signature + Industry-leading dense → MoE upcycling + Industry-leading 32K context window + Industry-leading > Qwen1.5-7B with 1/3 active params) で Industry-leading upcycled + Industry-leading Qwen upcycling + Industry-leading dense→MoE + Industry-leading 32K context + Industry-leading > Qwen1.5-7B with 1/3 params。但しIndustry-leading Mixtral 8x7B + Mixtral 8x22B Instruct + DBRX + Grok-1 MoE competition で Industry-leading 4-MoE competitors vs Qwen1.5-MoE-A2.7B + Industry-leading Fine-grained Sparse MoE small + 60 experts top-4 routing + 14.3B total + 2.7B active + A2.7B Active 2.7B signature + shared expert pool + upcycled from Qwen1.5-1.8B dense + 32K context window + > Qwen1.5-7B with 1/3 active params + Alibaba Qwen team Alibaba Cloud + DAMO Academy 2024 unique advantage adoption alignment必須。
関連用語との違い
- vs Mixtral 8x7B (Mistral 2023): Qwen1.5-MoEは60 experts small 14.3B + A2.7B + shared expert・Mixtral 8x7Bは8 experts large 47B
- vs DBRX MoE (Databricks 2024): Qwen1.5-MoEは60 experts small 14.3B + A2.7B + Alibaba・DBRXは16 experts large 132B + Databricks
- vs Grok-1 MoE (xAI 2024): Qwen1.5-MoEは60 experts small 14.3B + A2.7B・Grok-1は8 experts large 314B + xAI
よくある質問（FAQ）
Q1: Qwen1.5-MoE-A2.7B vs Mixtral 8x7B 違いは？ A: Qwen1.5-MoE-A2.7B (Industry-leading 60 experts top-4 small MoE + 14.3B total + 2.7B active + A2.7B Active 2.7B signature + shared expert pool + upcycled from Qwen1.5-1.8B dense + 32K context + > Qwen1.5-7B with 1/3 active + Alibaba Qwen Alibaba Cloud + DAMO Academy 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 60 experts + 14.3B/2.7B + A2.7B + shared expert + upcycled + Alibaba + small efficient = Qwen1.5-MoE + Industry-leading 8 experts + 47B/13B + Mistral + Paris + first open = Mixtral 8x7B preference judgment (small vs large differ)。
Q2: Industry-leading A2.7B signature + shared expert pool value は？ A: Industry-leading A2.7B + shared expert (Industry-leading "A2.7B" Active 2.7B parameters signature + Industry-leading shared expert pool signature + Industry-leading Qwen MoE dual signature)。
Q3: Industry-leading upcycled + 14.3B/2.7B small efficient value は？ A: Industry-leading upcycled + small efficient (Industry-leading upcycled from Qwen1.5-1.8B dense base + Industry-leading 14.3B total + 2.7B active small efficient MoE + Industry-leading > Qwen1.5-7B with 1/3 active params)。
まとめ
Qwen1.5-MoE-A2.7B = 2024年Alibaba Qwen team発表のsmall efficient MoE LLM。Industry-leading Fine-grained Sparse MoE small + Industry-leading 60 experts top-4 routing per token + Industry-leading 14.3B total parameters + Industry-leading 2.7B active parameters per token + Industry-leading "A2.7B" Active 2.7B parameters signature + Industry-leading shared expert pool signature + Industry-leading upcycled from Qwen1.5-1.8B dense base + Industry-leading 32K context window + Industry-leading > Qwen1.5-7B with 1/3 active params + Industry-leading Alibaba Qwen team Alibaba Cloud + DAMO Academy 2024 + Industry-leading Alibaba Qwen small efficient MoE 2024 position確立。