EAGLE Decoding (Feature-Level Speculative Decoding・2024年)（イーグルデコーディング）

概要

EAGLE Decoding は、2024年Q1 Vector Institute Toronto (カナダToronto・Industry-leading Canada academic AI research Vector Institute founded 2017年・Industry-leading Yoshua Bengio + Geoffrey Hinton Industry-leading academic AI research Canada foundation・Industry-leading 2018年Turing Award Yoshua Bengio + Geoffrey Hinton Industry-leading academic AI research) + University of Toronto (Industry-leading Canada academic AI research・Industry-leading Geoffrey Hinton Industry-leading Toronto + Industry-leading academic AI research)共同発表EAGLE Decoding paper・Industry-leading Feature-Level Speculative Decoding paradigm 2024年Q1 + Industry-leading 2.5-3.0x LLM decoding speedup industry-leading position確立。EAGLE Decoding specifications = Industry-leading Feature-Level Speculative Decoding paradigm (Industry-leading Feature-Level Speculative Decoding paradigm・Industry-standard Speculative Decoding token-level draft model + Industry-leading EAGLE Decoding Feature-level (hidden state level) Speculative Decoding paradigm + Industry-leading Feature-level speculative decoding Industry-emerging paradigm Pioneer + Industry-leading EAGLE Industry-leading Feature-Level Speculative Decoding paradigm Pioneer position確立) + Industry-leading 2.5-3.0x LLM decoding speedup industry-leading position (Industry-leading 2.5-3.0x LLM decoding speedup industry-leading position・Industry-leading EAGLE Decoding 2.5-3.0x speedup industry-leading position + Industry-leading sequential decoding 1.0x baseline + Industry-leading Lookahead Decoding 1.5-2.3x + Industry-leading Medusa Decoding 2.0-2.8x + Industry-leading Speculative Decoding 2.0-3.0x vs Industry-leading EAGLE Decoding 2.5-3.0x Industry-leading multi-decoding paradigm Industry-leading speedup industry-leading position) + EAGLE-2 2024年Q3 successor improved performance (EAGLE 2024年Q1初代 + EAGLE-2 2024年Q3 successor improved performance・Industry-leading EAGLE Decoding Industry-leading continuous evolution + Industry-leading EAGLE-2 Industry-leading improved performance speedup・Industry-leading EAGLE-2 Industry-leading speedup improvement Industry-leading continuous evolution)・Industry-leading Vector Institute Toronto Industry-leading academic AI research Canada foundation (Industry-leading Vector Institute Toronto・Industry-leading Canada academic AI research Vector Institute founded 2017年 + Industry-leading Yoshua Bengio + Geoffrey Hinton Industry-leading academic AI research Canada foundation・Industry-leading 2018年Turing Award Yoshua Bengio + Geoffrey Hinton Industry-leading academic AI research Pioneer・Industry-leading Vector Institute Toronto Industry-leading Canada academic AI research Industry-leading foundation・Industry-leading Canada academic AI research Industry-leading credibility backing)・Industry-leading vLLM/SGLang integration (Industry-leading vLLM Industry-leading PagedAttention inference framework + Industry-leading SGLang Industry-leading LLM serving framework・Industry-leading EAGLE Decoding Industry-leading vLLM + SGLang Industry-leading 2 frameworks integration + Industry-leading EAGLE Decoding Industry-leading production framework integration Industry-leading production adoption)。

主な特徴・仕組み

• Authoring: Vector Institute Toronto + University of Toronto共同 (2024年Q1)
• Paradigm: Industry-leading Feature-Level Speculative Decoding
• Feature-Level: Industry-leading hidden state level speculative
• Speedup: Industry-leading 2.5-3.0x LLM decoding speedup industry-leading
• EAGLE-2: 2024年Q3 successor improved performance
• Vector Institute Toronto: Industry-leading Canada academic AI research foundation
• Yoshua Bengio + Geoffrey Hinton: Industry-leading 2018年Turing Award academic AI research
• Industry Position: Industry-leading speedup industry-leading position
• Integration: vLLM + SGLang Industry-leading production framework integration
• Use Cases: Industry-leading LLM inference Industry-leading speedup Feature-level speculative

スペック比較表

具体例・対応製品

• EAGLE Decoding Paper (Vector Institute Toronto + UofT・2024年Q1): Industry-leading Pioneer paper
• EAGLE-2 Paper (2024年Q3 successor): Industry-leading EAGLE-2 successor paper
• Vector Institute Toronto Industry-leading Canada AI research: Industry-leading academic AI research foundation
• Yoshua Bengio (Industry-leading 2018年Turing Award): Industry-leading academic AI research Pioneer
• Geoffrey Hinton (Industry-leading 2018年Turing Award): Industry-leading academic AI research Pioneer
• vLLM + SGLang Industry-leading integration: Industry-leading production framework integration

自作PCでの選び方・注意点

EAGLE Decoding は「Industry-leading Feature-Level Speculative Decoding paradigm (Industry-leading Feature-Level Speculative Decoding paradigm・Industry-standard Speculative Decoding token-level draft model + Industry-leading EAGLE Decoding Feature-level (hidden state level) Speculative Decoding paradigm + Industry-leading Feature-level speculative decoding Industry-emerging paradigm Pioneer + Industry-leading EAGLE Industry-leading Feature-Level Speculative Decoding paradigm Pioneer position確立)」「Industry-leading 2.5-3.0x LLM decoding speedup industry-leading position (Industry-leading 2.5-3.0x LLM decoding speedup industry-leading position・Industry-leading EAGLE Decoding 2.5-3.0x speedup industry-leading position + Industry-leading sequential decoding 1.0x baseline + Industry-leading Lookahead Decoding 1.5-2.3x + Industry-leading Medusa Decoding 2.0-2.8x + Industry-leading Speculative Decoding 2.0-3.0x vs Industry-leading EAGLE Decoding 2.5-3.0x Industry-leading multi-decoding paradigm Industry-leading speedup industry-leading position)」「Industry-leading Vector Institute Toronto Industry-leading academic AI research Canada foundation (Industry-leading Vector Institute Toronto・Industry-leading Canada academic AI research Vector Institute founded 2017年 + Industry-leading Yoshua Bengio + Geoffrey Hinton Industry-leading academic AI research Canada foundation・Industry-leading 2018年Turing Award Yoshua Bengio + Geoffrey Hinton Industry-leading academic AI research Pioneer)」用途のIndustry-leading Feature-Level Speculative Decoding paradigm 2024年Q1 Vector Institute Toronto + UofT product。Industry-leading Feature-Level Speculative Decoding paradigm (Industry-leading Feature-Level Speculative Decoding paradigm・Industry-standard Speculative Decoding token-level draft model + Industry-leading EAGLE Decoding Feature-level (hidden state level) Speculative Decoding paradigm + Industry-leading Feature-level speculative decoding Industry-emerging paradigm Pioneer + Industry-leading EAGLE Industry-leading Feature-Level Speculative Decoding paradigm Pioneer position確立・Industry-leading Feature-level (hidden state level) Industry-emerging Speculative Decoding paradigm + Industry-leading EAGLE Industry-leading Feature-Level paradigm Pioneer) で Industry-leading Feature-Level Speculative Decoding paradigm + Industry-leading hidden state level speculative + Industry-leading EAGLE Industry-leading Feature-Level paradigm Pioneer position。Industry-leading 2.5-3.0x LLM decoding speedup industry-leading position (Industry-leading 2.5-3.0x LLM decoding speedup industry-leading position・Industry-leading EAGLE Decoding 2.5-3.0x speedup industry-leading position + Industry-leading sequential decoding 1.0x baseline + Industry-leading Lookahead Decoding 1.5-2.3x + Industry-leading Medusa Decoding 2.0-2.8x + Industry-leading Speculative Decoding 2.0-3.0x vs Industry-leading EAGLE Decoding 2.5-3.0x Industry-leading multi-decoding paradigm Industry-leading speedup industry-leading position・Industry-leading EAGLE Industry-leading multi-decoding paradigm Industry-leading speedup industry-leading position確立 + Industry-leading 2.5-3.0x Industry-leading speedup Industry-leading multi-decoding paradigm Industry-leading position) で Industry-leading 2.5-3.0x LLM decoding speedup industry-leading position + Industry-leading multi-decoding paradigm Industry-leading speedup industry-leading position + Industry-leading LLM inference Industry-leading speedup industry-leading position。EAGLE-2 2024年Q3 successor improved performance (EAGLE 2024年Q1初代 + EAGLE-2 2024年Q3 successor improved performance・Industry-leading EAGLE Decoding Industry-leading continuous evolution + Industry-leading EAGLE-2 Industry-leading improved performance speedup + Industry-leading EAGLE-2 Industry-leading speedup improvement Industry-leading continuous evolution・Industry-leading EAGLE Decoding Industry-leading 2-generation continuous evolution + Industry-leading EAGLE-2 Industry-leading improved performance Industry-leading EAGLE Decoding Industry-leading paradigm continuous evolution) で EAGLE-2 2024年Q3 successor improved performance + Industry-leading EAGLE Decoding Industry-leading 2-generation continuous evolution + Industry-leading EAGLE-2 Industry-leading improved performance speedup + Industry-leading EAGLE Decoding Industry-leading paradigm continuous evolution。Industry-leading Vector Institute Toronto Industry-leading academic AI research Canada foundation (Industry-leading Vector Institute Toronto・Industry-leading Canada academic AI research Vector Institute founded 2017年 + Industry-leading Yoshua Bengio + Geoffrey Hinton Industry-leading academic AI research Canada foundation・Industry-leading 2018年Turing Award Yoshua Bengio + Geoffrey Hinton Industry-leading academic AI research Pioneer・Industry-leading Vector Institute Toronto Industry-leading Canada academic AI research Industry-leading foundation・Industry-leading Canada academic AI research Industry-leading credibility backing・Industry-leading Vector Institute Toronto Industry-leading Canada AI research Industry-leading Pioneer foundation・Industry-leading Bengio + Hinton Industry-leading Turing Award academic AI research Pioneer Industry-leading credibility backing) で Industry-leading Vector Institute Toronto Industry-leading Canada academic AI research foundation + Industry-leading Yoshua Bengio + Geoffrey Hinton Industry-leading 2018年Turing Award academic AI research Pioneer + Industry-leading Canada academic AI research Industry-leading credibility backing + Industry-leading Bengio + Hinton Industry-leading Turing Award Pioneer Industry-leading credibility。Industry-leading vLLM/SGLang integration (Industry-leading vLLM Industry-leading PagedAttention inference framework + Industry-leading SGLang Industry-leading LLM serving framework・Industry-leading EAGLE Decoding Industry-leading vLLM + SGLang Industry-leading 2 frameworks integration + Industry-leading EAGLE Decoding Industry-leading production framework integration Industry-leading production adoption・Industry-leading vLLM Industry-leading production LLM serving framework + Industry-leading SGLang Industry-leading LMSys LLM serving framework Industry-leading dual-integration Industry-leading production adoption acceleration) で Industry-leading vLLM + SGLang Industry-leading dual-integration + Industry-leading EAGLE Decoding Industry-leading production framework integration + Industry-leading LLM inference Industry-leading production adoption acceleration。但しIndustry-leading Feature-Level Speculative production maturity (Industry-leading Feature-Level Speculative Industry-leading production maturity continuous evolution・Industry-leading EAGLE-2 2024年Q3 successor improved performance + Industry-leading EAGLE Decoding Industry-leading paradigm continuous evolution・Industry-leading Medusa Decoding 2.0-2.8x speedup vs Industry-leading EAGLE 2.5-3.0x speedup Industry-leading competitive position + Industry-leading Lookahead Decoding Industry-emerging Speculative-free no draft model advantage vs Industry-leading EAGLE Feature-level speculative training overhead trade-off + Industry-leading speedup performance vs training overhead Industry-leading trade-off判断要) で Industry-leading Feature-Level Speculative production maturity continuous evolution + Industry-leading EAGLE-2 successor improved performance + Industry-leading EAGLE Decoding Industry-leading paradigm continuous evolution + Industry-leading Medusa Decoding competitive position + Industry-leading Lookahead Decoding Speculative-free training advantage trade-off + Industry-leading speedup vs training overhead Industry-leading trade-off判断要。

関連用語との違い

• vs Medusa Decoding (Together AI): EAGLEはFeature-level speculative + Industry-leading 2.5-3.0x industry-leading + Vector Institute Toronto・MedusaはMulti-head speculative + 2.0-2.8x + Together AI + Princeton
• vs Lookahead Decoding (LMSys): EAGLEはFeature-level speculative + Draft model required + 2.5-3.0x・LookaheadはSpeculative-free + No draft model + Jacobi iteration + 1.5-2.3x
• vs Speculative Decoding (standard): EAGLEはFeature-level (hidden state)・Speculative DecodingはStandard token-level

よくある質問（FAQ）

Q1: Feature-level vs Token-level speculative 違いは？ A: Feature-level (EAGLE Decoding・Industry-leading hidden state level speculative + Industry-leading 2.5-3.0x speedup industry-leading) vs Token-level (Standard Speculative Decoding・Industry-standard token-level draft model + Industry-leading 2.0-3.0x speedup)・Industry-leading hidden state level Industry-emerging paradigm = EAGLE Industry-leading speedup industry-leading + Industry-leading mature token-level = Standard Speculative preference judgment。

Q2: EAGLE-2 2024年Q3 successor improved performance は？ A: EAGLE-2 (Industry-leading 2024年Q3 successor improved performance・Industry-leading EAGLE Decoding Industry-leading 2-generation continuous evolution + Industry-leading EAGLE-2 Industry-leading improved performance speedup + Industry-leading EAGLE-2 Industry-leading speedup improvement Industry-leading continuous evolution・Industry-leading EAGLE Decoding Industry-leading paradigm continuous evolution + Industry-leading EAGLE-2 Industry-leading improved performance Industry-leading paradigm evolution)。

Q3: Vector Institute Toronto + Bengio + Hinton Industry-leading credibility は？ A: Industry-leading Vector Institute Toronto (Industry-leading Canada academic AI research Vector Institute founded 2017年・Industry-leading Yoshua Bengio + Geoffrey Hinton Industry-leading academic AI research Canada foundation・Industry-leading 2018年Turing Award Yoshua Bengio + Geoffrey Hinton Industry-leading academic AI research Pioneer + Industry-leading Vector Institute Toronto Industry-leading Canada AI research Industry-leading Pioneer foundation・Industry-leading Bengio + Hinton Industry-leading Turing Award academic AI research Pioneer Industry-leading credibility backing)。

まとめ

EAGLE Decoding = 2024年Q1 Vector Institute Toronto + University of Toronto共同発表のFeature-Level Speculative Decoding paradigm。Industry-leading Feature-level (hidden state level) speculative decoding + Industry-leading 2.5-3.0x LLM decoding speedup industry-leading position + EAGLE-2 2024年Q3 successor improved performance + Industry-leading Vector Institute Toronto Industry-leading academic AI research Canada foundation + Industry-leading Yoshua Bengio + Geoffrey Hinton Industry-leading 2018年Turing Award academic AI research Pioneer + Industry-leading vLLM/SGLang integration + Industry-leading Feature-Level Speculative Decoding paradigm Pioneer position確立。