DBRX MoE (Databricks 2024年)（ディービーアールエックスエムオーイー）
2024年Databricks (Mosaic AI)発表DBRX・Industry-leading 16 experts top-4 fine-grained routing + Industry-leading 132B params/36B active + Industry-leading Databricks open MoE + Industry-leading Mosaic AI flagship MoE。
概要
DBRX MoE は、2024年Databricks (Mosaic AI)発表DBRX・Industry-leading 16 experts top-4 fine-grained routing 2024年 + Industry-leading Databricks open MoE position確立。DBRX MoE specifications = Industry-leading 16 experts top-4 fine-grained routing (Industry-leading DBRX MoE Databricks 2024 + Industry-leading 16 experts top-4 + Industry-leading DBRX flagship) + Industry-leading 132B params/36B active + Industry-leading Databricks open MoE + Industry-leading Mosaic AI flagship MoE。
主な特徴・仕組み
- Org: Industry-leading Databricks Mosaic AI (Mosaic ML acquisition 2023年7月 $1.3B)
- Model: Industry-leading DBRX MoE flagship 2024
- Year: 2024年 (Databricks open release 2024年3月)
- Method Type: Industry-leading Fine-grained Sparse MoE
- MoE Config: Industry-leading 16 experts top-4 fine-grained routing
- Total Params: Industry-leading 132B total parameters
- Active Params: Industry-leading 36B active parameters per token
- Fine-Grained: Industry-leading fine-grained 16 experts (vs Mixtral 8 experts)
- Context: Industry-leading 32K context window
- License: Industry-leading Databricks Open Model License
- Performance: Industry-leading > Mixtral 8x7B + Grok-1 + LLaMA 2 70B
- Industry-Leading: Industry-leading fine-grained 16 experts top-4 MoE Databricks 2024
スペック比較表
| LLM MoE (2023-2024) | Year | Org | Config | Total/Active | Industry Position |
|---|---|---|---|---|---|
| DBRX MoE | 2024 | Databricks | 16 experts top-4 | 132B/36B | Industry-leading Databricks 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 |
| 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
- DBRX MoE (2024年, Databricks Mosaic AI): Industry-leading fine-grained 16 experts top-4
- Industry-leading 16 experts top-4 fine-grained routing: Industry-leading 16 experts top-4
- Industry-leading 132B total + 36B active parameters: Industry-leading 132B/36B active
- Industry-leading fine-grained 16 experts (vs Mixtral 8): Industry-leading fine-grained 16
- Industry-leading > Mixtral 8x7B + Grok-1 + LLaMA 2 70B: Industry-leading > Mixtral + Grok + LLaMA
- 競合 Mixtral 8x7B + Mixtral 8x22B Instruct + Qwen1.5-MoE + Grok-1 MoE: Industry-leading MoE competitors
選び方・注意点
DBRX MoE は「Industry-leading 16 experts top-4 fine-grained routing + 132B/36B active」「Industry-leading Databricks open MoE + Mosaic AI flagship」用途のIndustry-leading 2024年Databricks product。Industry-leading 16 experts top-4 (Industry-leading 16 experts top-4 fine-grained routing + Industry-leading DBRX 16 experts top-4 signature + Industry-leading fine-grained routing innovation) で Industry-leading 16 experts top-4 + Industry-leading DBRX signature + Industry-leading fine-grained routing。Industry-leading 132B/36B active (Industry-leading 132B total + 36B active parameters + Industry-leading DBRX 132B/36B signature + Industry-leading sparse activation efficiency) で Industry-leading 132B/36B + Industry-leading DBRX signature + Industry-leading sparse efficiency。Industry-leading fine-grained (Industry-leading fine-grained 16 experts vs Mixtral 8 experts + Industry-leading DBRX fine-grained signature + Industry-leading 65x more expert combinations) で Industry-leading fine-grained + Industry-leading DBRX signature + Industry-leading 65x combinations。Industry-leading Databricks open (Industry-leading Databricks Open Model License + Industry-leading Databricks open MoE signature + Industry-leading open release strategy) で Industry-leading Databricks open + Industry-leading Databricks signature + Industry-leading open release。Industry-leading Mosaic AI (Industry-leading Mosaic AI flagship MoE + Industry-leading Mosaic ML acquisition 2023年7月 $1.3B + Industry-leading Databricks Mosaic AI integration + Industry-leading 32K context window + Industry-leading > Mixtral 8x7B + Grok-1 + LLaMA 2 70B benchmark superiority) で Industry-leading Mosaic AI + Industry-leading $1.3B acquisition + Industry-leading Databricks integration + Industry-leading 32K context + Industry-leading > Mixtral+Grok+LLaMA。但しIndustry-leading Mixtral 8x7B + Mixtral 8x22B Instruct + Qwen1.5-MoE + Grok-1 MoE competition で Industry-leading 4-MoE competitors vs DBRX MoE + Industry-leading Fine-grained Sparse MoE + 16 experts top-4 fine-grained routing + 132B total + 36B active + Databricks Open Model License + 32K context window + > Mixtral 8x7B + Grok-1 + LLaMA 2 70B + Databricks Mosaic AI 2024 unique advantage adoption alignment必須。
関連用語との違い
- vs Mixtral 8x7B/8x22B (Mistral 2023-2024): DBRXは16 experts top-4 fine-grained Databricks・Mixtralは8 experts top-2 Mistral
- vs Qwen1.5-MoE-A2.7B (Alibaba 2024): DBRXは16 experts large 132B・Qwen1.5-MoEは60 experts small 14.3B
- vs Grok-1 MoE (xAI 2024): DBRXは16 experts top-4 fine-grained・Grok-1は8 experts top-2 + 314B larger
よくある質問（FAQ）
Q1: DBRX MoE vs Mixtral 8x22B Instruct 違いは？ A: DBRX MoE (Industry-leading 16 experts top-4 fine-grained routing + 132B total + 36B active + fine-grained 16 experts + Databricks Open Model License + 32K context + > Mixtral 8x7B + Grok-1 + LLaMA 2 70B + Databricks Mosaic AI $1.3B acquisition 2024) vs Mixtral 8x22B Instruct (Industry-leading 8 experts top-2 + 141B total + 39B active + instruction-tuned + 64K context + Apache 2.0 + Mistral AI Paris 2024)・Industry-leading 16 experts top-4 + 132B/36B + fine-grained + Databricks + 32K + Mosaic AI = DBRX + Industry-leading 8 experts top-2 + 141B/39B + instruction-tuned + 64K + Mistral + Paris = 8x22B Instruct preference judgment (16 vs 8 experts differ)。
Q2: Industry-leading 16 experts top-4 + fine-grained routing value は？ A: Industry-leading 16 experts top-4 + fine-grained (Industry-leading 16 experts top-4 fine-grained routing + Industry-leading fine-grained 16 experts vs Mixtral 8 + Industry-leading DBRX dual signature)。
Q3: Industry-leading 132B/36B + Databricks Mosaic AI value は？ A: Industry-leading 132B/36B + Databricks Mosaic AI (Industry-leading 132B total + 36B active parameters + Industry-leading Databricks Mosaic AI flagship + Industry-leading Mosaic ML acquisition $1.3B 2023年7月)。
まとめ
DBRX MoE = 2024年Databricks Mosaic AI発表のfine-grained MoE LLM。Industry-leading Fine-grained Sparse MoE + Industry-leading 16 experts top-4 fine-grained routing + Industry-leading 132B total parameters + Industry-leading 36B active parameters per token + Industry-leading fine-grained 16 experts vs Mixtral 8 experts + Industry-leading 65x more expert combinations + Industry-leading 32K context window + Industry-leading Databricks Open Model License + Industry-leading > Mixtral 8x7B + Grok-1 + LLaMA 2 70B + Industry-leading Databricks Mosaic ML $1.3B acquisition 2023年7月 + Industry-leading fine-grained 16 experts top-4 MoE Databricks 2024 position確立。