LM/SGLang: Difference between revisions
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= Structure = | |||
<quickmmd name="sgl-xpu"> | |||
flowchart TD | |||
%% 前端與介面層 | |||
subgraph Frontend ["1. 前端與高階語言層 (Frontend & Program)"] | |||
A["使用者輸入 (SGLang DSL / OpenAI API / Python)"] | |||
B["SGLang Router & Radix Cache 管理 (CPU)"] | |||
A --> B | |||
End | |||
%% SRT 引擎層 | |||
subgraph Engine ["2. SGLang Runtime (SRT Engine)"] | |||
C["Model Runner / Forward Engine"] | |||
D{"Platform Abstraction Layer (DeviceMixin)"} | |||
B --> C | |||
C --> D | |||
End | |||
%% 轉接層:Intel XPU 平台分支 | |||
subgraph PyTorch_XPU ["3. PyTorch Backend Branch (Intel Focus)"] | |||
E["PyTorch XPU Backend (torch_xpu)"] | |||
F["Distributed Processing (oneCCL / OneAPI)"] | |||
D -- "檢測到 Intel GPU" --> E | |||
D --> F | |||
End | |||
%% 高效算子與編譯層 | |||
subgraph Kernels ["4. XPU Kernel Execution (sgl-kernel-xpu)"] | |||
G["FlashAttention / FMHA (SYCL)"] | |||
H["MLA & MoE Grouped GEMM (SYCL)"] | |||
I["oneDNN / oneMKL (Intel Libraries)"] | |||
J["SYCL JIT Compiler (Intel icpx)"] | |||
E --> G | |||
E --> H | |||
E --> I | |||
G & H -- "AOT 或 JIT 編譯" --> J | |||
End | |||
%% 硬體實體層 | |||
subgraph Hardware ["5. Intel Hardware Target (XPU)"] | |||
K["Intel Data Center GPU (Max/Flex 系列 / Gaudi)"] | |||
J --> K | |||
I --> K | |||
F --> K | |||
End | |||
%% 樣式設定 | |||
classDef frontend fill:#e1f5fe,stroke:#0288d1,stroke-width:2px; | |||
classDef engine fill:#fff3e0,stroke:#f57c00,stroke-width:2px; | |||
classDef xpu fill:#e8f5e9,stroke:#388e3c,stroke-width:2px; | |||
classDef kernel fill:#f3e5f5,stroke:#7b1fa2,stroke-width:2px; | |||
classDef hw fill:#eceff1,stroke:#455a64,stroke-width:2px; | |||
class A,B frontend; | |||
class C,D engine; | |||
class E,F xpu; | |||
class G,H,I,J kernel; | |||
class K hw; | |||
</quickmmd> | |||
= TODO = | = TODO = | ||