Mojo (Modular AI Programming Language・2023-2024年)(モジョ)
2023年Modular (米Mountain View・2022年Chris Lattner創業・Industry-leading AI infrastructure startup) 発表Mojo language・Industry-emerging Python superset AI programming language・Industry-leading Python compatibility + Industry-leading systems-level performance + Industry-leading MLIR compiler stack foundation + Industry-leading Chris Lattner Swift + LLVM + MLIR Pioneer credibility backing + Industry-leading Industry-emerging AI programming language paradigm Pioneer。
概要
Mojo は、2023年Modular (米Mountain View・2022年Chris Lattner創業・Industry-leading AI infrastructure startup・Industry-leading Chris Lattner Industry-leading Swift Pioneer + LLVM Pioneer + MLIR Pioneer credibility backing) 発表Mojo language・Industry-emerging Python superset AI programming language 2023年-2024年 + Industry-emerging AI programming language paradigm Pioneer position確立。Mojo specifications = Industry-emerging Python superset AI programming language (Industry-emerging Python superset AI programming language・Industry-leading Python compatible + Industry-leading systems-level performance + Industry-emerging Python superset AI programming language paradigm Pioneer + Industry-leading Mojo Industry-emerging Python superset paradigm Pioneer position確立) + Industry-leading Python compatibility + Industry-leading systems-level performance (Industry-leading Python compatibility・Industry-leading Python ecosystem compatible + Industry-leading Python code Industry-leading Mojo seamless integration + Industry-leading systems-level performance・Industry-leading C++ + Rust systems-level performance + Industry-leading Mojo Industry-leading systems-level performance paradigm + Industry-leading Industry-standard Python 100x-35000x speedup Industry-leading Mojo systems-level performance advantage) + Industry-leading MLIR compiler stack foundation (Industry-leading MLIR compiler stack foundation・Industry-leading MLIR Multi-Level Intermediate Representation compiler stack + Industry-leading Mojo Industry-leading MLIR compiler stack foundation + Industry-leading MLIR Chris Lattner Pioneer credibility backing + Industry-leading MLIR Industry-leading compiler stack foundation Industry-leading Mojo Industry-emerging paradigm) + Industry-leading Chris Lattner Swift + LLVM + MLIR Pioneer credibility backing (Industry-leading Chris Lattner・Industry-leading Swift language Pioneer Apple + Industry-leading LLVM compiler Pioneer 2003年 + Industry-leading MLIR compiler stack Pioneer Google + Industry-leading TPU compiler Pioneer Google + Industry-leading Modular Mojo Pioneer 2022-2024年・Industry-leading Chris Lattner Industry-leading multi-Pioneer career credibility backing)・Industry-leading Industry-emerging AI programming language paradigm Pioneer (Industry-leading Industry-emerging AI programming language paradigm Pioneer・Industry-leading Mojo Industry-emerging AI programming language paradigm Pioneer + Industry-emerging Python superset + Industry-leading systems-level performance + Industry-leading MLIR compiler stack Industry-leading Industry-emerging AI programming language paradigm Pioneer position確立)・Industry-leading MAX AI platform Industry-emerging adoption (Industry-leading MAX Modular Accelerated Xecution・Industry-leading MAX AI deployment platform + Industry-leading Mojo MAX integrated AI platform + Industry-leading MAX Industry-leading AI inference deployment + Industry-leading Mojo + MAX Industry-emerging AI platform paradigm)。
主な特徴・仕組み
- Authoring: Modular (Chris Lattner創業 2022年・米Mountain View) 2023年発表
- Paradigm: Industry-emerging Python superset AI programming language
- Python Compatibility: Industry-leading Python ecosystem compatible
- Performance: Industry-leading 100x-35000x speedup vs Python
- Compiler Stack: Industry-leading MLIR compiler stack foundation
- Chris Lattner: Industry-leading Swift + LLVM + MLIR Pioneer credibility
- MAX Platform: Industry-leading Modular Accelerated Xecution AI platform
- Industry Position: Industry-emerging AI programming language paradigm Pioneer
- Industry-Emerging: Industry-emerging Python superset paradigm Pioneer
- Use Cases: Industry-leading AI infrastructure + Industry-leading high-performance AI
スペック比較表
| AI Compiler Stack (2024) | Type | Foundation | Industry Position |
|---|---|---|---|
| Mojo (Modular) | Python superset language | MLIR compiler stack | Industry-emerging AI programming language Pioneer |
| Triton Lang (OpenAI) | Python DSL for GPU kernel | LLVM compiler | Industry-leading GPU kernel DSL Pioneer |
| Hidet | Tensor compiler | Custom compiler stack | Industry-emerging tensor compiler |
| TVM Unity | Multi-target compiler | Apache TVM compiler | Industry-leading multi-target AI compiler |
| TorchInductor | PyTorch compiler backend | PyTorch + Triton + C++ | Industry-leading PyTorch 2.x compiler |
具体例・対応製品
- Mojo Language (Modular・2023年発表): Industry-emerging Python superset AI language
- Modular MAX Platform (AI deployment platform): Industry-leading Modular Accelerated Xecution
- Chris Lattner (Industry-leading multi-Pioneer credibility): Swift + LLVM + MLIR Pioneer
- Modular Mountain View AI infrastructure startup: Industry-leading 2022年founded
- Mojo Industry-leading dedicated developer community: Industry-leading AI developer community
- 競合 Triton Lang (OpenAI Python DSL GPU kernel): Industry-leading GPU kernel DSL competitor
自作PCでの選び方・注意点
Mojo は「Industry-emerging Python superset AI programming language (Industry-emerging Python superset AI programming language・Industry-leading Python compatible + Industry-leading systems-level performance + Industry-emerging Python superset AI programming language paradigm Pioneer + Industry-leading Mojo Industry-emerging Python superset paradigm Pioneer position確立)」「Industry-leading Python compatibility + Industry-leading systems-level performance (Industry-leading Python compatibility・Industry-leading Python ecosystem compatible + Industry-leading Python code Industry-leading Mojo seamless integration + Industry-leading systems-level performance・Industry-leading C++ + Rust systems-level performance + Industry-leading Mojo Industry-leading systems-level performance paradigm + Industry-leading Industry-standard Python 100x-35000x speedup Industry-leading Mojo systems-level performance advantage)」「Industry-leading MLIR compiler stack foundation + Industry-leading Chris Lattner Swift + LLVM + MLIR Pioneer credibility backing (Industry-leading MLIR compiler stack foundation・Industry-leading MLIR Multi-Level Intermediate Representation compiler stack + Industry-leading Mojo Industry-leading MLIR compiler stack foundation + Industry-leading Chris Lattner・Industry-leading Swift language Pioneer Apple + Industry-leading LLVM compiler Pioneer 2003年 + Industry-leading MLIR compiler stack Pioneer Google + Industry-leading TPU compiler Pioneer Google + Industry-leading Modular Mojo Pioneer 2022-2024年)」用途のIndustry-emerging Python superset AI programming language 2023年-2024年 Modular Chris Lattner product。Industry-emerging Python superset AI programming language (Industry-emerging Python superset AI programming language・Industry-leading Python compatible + Industry-leading systems-level performance + Industry-emerging Python superset AI programming language paradigm Pioneer + Industry-leading Mojo Industry-emerging Python superset paradigm Pioneer position確立・Industry-emerging Python superset Industry-leading Python developer Industry-leading seamless transition advantage) で Industry-emerging Python superset paradigm + Industry-leading Python developer seamless transition + Industry-leading AI programming language paradigm + Industry-emerging Mojo paradigm Pioneer position。Industry-leading Python compatibility + Industry-leading systems-level performance (Industry-leading Python compatibility・Industry-leading Python ecosystem compatible + Industry-leading Python code Industry-leading Mojo seamless integration + Industry-leading systems-level performance・Industry-leading C++ + Rust systems-level performance + Industry-leading Mojo Industry-leading systems-level performance paradigm + Industry-leading Industry-standard Python 100x-35000x speedup Industry-leading Mojo systems-level performance advantage・Industry-leading 35,000x Mandelbrot benchmark Industry-leading Mojo systems-level performance Industry-leading dramatic speedup advantage + Industry-leading Mojo Industry-leading AI infrastructure Industry-leading systems-level performance) で Industry-leading Python compatibility + Industry-leading systems-level performance + Industry-leading 100x-35000x speedup vs Python + Industry-leading 35,000x Mandelbrot Industry-leading dramatic speedup advantage + Industry-leading C++ + Rust systems-level performance paradigm。Industry-leading MLIR compiler stack foundation (Industry-leading MLIR compiler stack foundation・Industry-leading MLIR Multi-Level Intermediate Representation compiler stack + Industry-leading Mojo Industry-leading MLIR compiler stack foundation + Industry-leading MLIR Chris Lattner Pioneer credibility backing + Industry-leading MLIR Industry-leading compiler stack foundation Industry-leading Mojo Industry-emerging paradigm・Industry-leading MLIR Google Industry-leading compiler stack Pioneer + Industry-leading MLIR Industry-leading multi-level intermediate representation Industry-leading compiler stack innovation + Industry-leading TensorFlow + JAX + PyTorch Industry-leading MLIR adoption + Industry-leading Mojo Industry-leading MLIR compiler stack foundation) で Industry-leading MLIR compiler stack foundation + Industry-leading multi-level intermediate representation + Industry-leading TensorFlow + JAX + PyTorch MLIR adoption + Industry-leading Mojo Industry-leading MLIR foundation paradigm。Industry-leading Chris Lattner Swift + LLVM + MLIR Pioneer credibility backing (Industry-leading Chris Lattner・Industry-leading Swift language Pioneer Apple + Industry-leading LLVM compiler Pioneer 2003年 + Industry-leading MLIR compiler stack Pioneer Google + Industry-leading TPU compiler Pioneer Google + Industry-leading Modular Mojo Pioneer 2022-2024年・Industry-leading Chris Lattner Industry-leading multi-Pioneer career credibility backing・Industry-leading Swift 2014年Apple Pioneer + Industry-leading LLVM 2003年UIUC Pioneer + Industry-leading MLIR 2018年Google Pioneer + Industry-leading TPU compiler Google Pioneer + Industry-leading Modular Mojo Pioneer 2022年Pioneer multi-career Industry-leading credibility backing) で Industry-leading Chris Lattner multi-Pioneer career credibility + Industry-leading Swift + LLVM + MLIR + TPU compiler + Modular Mojo 5+ Pioneer credibility + Industry-leading multi-Pioneer career credibility backing + Industry-leading 20+ years compiler Pioneer credibility。Industry-leading MAX AI platform Industry-emerging adoption (Industry-leading MAX Modular Accelerated Xecution・Industry-leading MAX AI deployment platform + Industry-leading Mojo MAX integrated AI platform + Industry-leading MAX Industry-leading AI inference deployment + Industry-leading Mojo + MAX Industry-emerging AI platform paradigm・Industry-leading Modular MAX Industry-leading AI inference deployment platform + Industry-leading MAX Industry-leading Mojo integrated paradigm) で Industry-leading MAX Modular Accelerated Xecution AI deployment platform + Industry-leading Mojo + MAX integrated paradigm + Industry-emerging AI platform paradigm + Industry-leading Modular AI platform Industry-emerging adoption。但しIndustry-emerging Mojo language production maturity (Industry-emerging Mojo language + Industry-emerging production deployment maturity continuous evolution・Industry-leading Python + C++ + Rust Industry-leading dominant AI programming languages vs Industry-emerging Mojo Industry-emerging production deployment maturity・Industry-leading Python ecosystem maturity vs Industry-emerging Mojo ecosystem maturity time required・Industry-emerging Mojo Industry-emerging adoption maturity Long-term evolution + Industry-emerging Mojo Industry-emerging Pioneer position evolution + Industry-emerging Modular MAX Industry-emerging AI platform Industry-emerging adoption acceleration alignment必須) で Industry-emerging production maturity continuous evolution + Industry-leading Python + C++ + Rust production dominant + Industry-emerging Mojo Industry-emerging paradigm evolution + Industry-emerging adoption Long-term evolution + Industry-emerging Mojo Industry-emerging Pioneer position evolution + Industry-emerging Modular MAX adoption acceleration alignment必須。
関連用語との違い
- vs Triton Lang (OpenAI Python DSL GPU kernel): MojoはPython superset general AI programming language + MLIR compiler stack + Chris Lattner Modular・TritonはPython DSL GPU kernel optimization + LLVM compiler + OpenAI
- vs Hidet + TVM Unity + TorchInductor: MojoはAI programming language paradigm・他はTensor compilers + Multi-target compilers + PyTorch compiler backends
- vs Swift (Chris Lattner Pioneer 2014年Apple): MojoはAI programming language Industry-emerging paradigm・SwiftはGeneral programming language Apple 2014年Pioneer
よくある質問(FAQ)
Q1: Mojo vs Python 違いは? A: Mojo (Industry-emerging Python superset AI programming language + Industry-leading systems-level performance 100x-35000x speedup + Industry-leading MLIR compiler stack + Industry-leading Chris Lattner Pioneer) vs Python (Industry-leading dominant AI programming language + Industry-leading mature ecosystem + Industry-leading dynamic interpreted language)・Industry-leading systems-level performance + Industry-emerging paradigm = Mojo + Industry-leading mature Python ecosystem = Python preference judgment。
Q2: Chris Lattner Industry-leading multi-Pioneer credibility value は? A: Industry-leading Chris Lattner (Industry-leading Swift language Pioneer Apple 2014年 + Industry-leading LLVM compiler Pioneer 2003年UIUC + Industry-leading MLIR compiler stack Pioneer 2018年Google + Industry-leading TPU compiler Pioneer Google + Industry-leading Modular Mojo Pioneer 2022年・Industry-leading 20+ years compiler Pioneer multi-career credibility backing)。
Q3: MAX Modular Accelerated Xecution platform は? A: Industry-leading MAX (Industry-leading Modular Accelerated Xecution AI deployment platform + Industry-leading Mojo MAX integrated AI platform + Industry-leading MAX Industry-leading AI inference deployment + Industry-leading Mojo + MAX Industry-emerging AI platform paradigm・Industry-leading Modular MAX Industry-leading AI inference deployment platform)。
まとめ
Mojo = 2023年Modular (Chris Lattner創業)発表のPython superset AI programming language。Industry-emerging Python superset AI programming language paradigm Pioneer + Industry-leading Python compatibility + Industry-leading systems-level performance 100x-35000x speedup + Industry-leading MLIR compiler stack foundation + Industry-leading Chris Lattner Industry-leading Swift + LLVM + MLIR Pioneer credibility backing + Industry-leading MAX Modular Accelerated Xecution AI platform + Industry-emerging AI programming language paradigm Pioneer position確立。