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Getting Started
Quickstart
Installation
Model Tutorials
Qwen3-Dense (Qwen3-0.6B/1.7B/4B/8B/14B/32B, W8A8, W4A8, W4A4, W8A8SC-310)
Qwen-VL-Dense(Qwen3-VL-2B/4B/8B/32B)
Qwen3-30B-A3B
Qwen3-235B-A22B
Qwen3-VL-30B-A3B-Instruct
Qwen3-VL-235B-A22B-Instruct
Qwen3-Coder-30B-A3B
Qwen3-Embedding
Qwen3-VL-Embedding
Qwen3-Reranker
Qwen3-VL-Reranker
Qwen3-Next
Qwen3-Omni-30B-A3B-Thinking
Qwen3.5-27B/Qwen3.6-27B
Qwen3.5-Dense (Qwen3.5-2B/4B/9B)
Qwen3.5-397B-A17B Deployment Tutorial
Qwen3.6-35B-A3B Deployment Tutorial
DeepSeek-V3/3.1
DeepSeek-V3.2
DeepSeek-V4-Flash
DeepSeek-V4-Pro
DeepSeek-R1
DeepSeek-OCR-2
GLM-4.5/4.6/4.7
GLM-5/GLM-5.1
GLM-5.2
Kimi-K2-Thinking
Kimi-K2.5
Kimi-K2.6
PaddleOCR-VL
MiniMax-M2
Hunyuan-A13B-Instruct
Hy3-preview
Minitron-8B-Base
LLaVA-OneVision-Qwen2-0.5B-OV
gpt-oss-120b
Mixtral-8x7B-Instruct-v0.1
Qwen3-ASR-1.7B
Qwen2.5-Math-RM-72B
InternVL3.5(InternVL3_5-38B/241B-A28B)
Feature Tutorials
PD-Colocated with Mooncake Multi-Instance
Prefill-Decode Disaggregation (Qwen2.5-VL)
Prefill-Decode Disaggregation (Deepseek)
Long-Sequence Context Parallel (Qwen3-235B-A22B)
Long-Sequence Context Parallel (Deepseek)
Dynamic Chunked Pipeline Parallel (DeepSeek-V3.1)
Suffix Speculative Decoding
Ray Distributed (Qwen3-235B-A22B)
Hardware Tutorials
Atlas 300I DUO / Atlas 200I Pro
FAQs
User Guide
Features and Models
Supported Models
Supported Features
Feature × Feature
Configuration Guide
Environment Variables
Additional Configuration
Feature Guide
Graph Mode Guide
CPU Binding
AI QoS Feature
Quantization Guide
Sleep Mode Guide
Structured Output Guide
LoRA Adapters Guide
Expert Parallelism Load Balancer (EPLB)
Netloader Guide
RFork Guide
Dynamic Batch
Disaggregated-encoder
KV Cache Pool(Ascend Store)Deployment Guide
Layerwise KV Pool
KV Cache CPU Offload Guide
Recompute CPU Offload Guide
External DP
Distributed DP Server With Large-Scale Expert Parallelism
UCM Store Deployment Guide
Fine-Grained Tensor Parallelism (Fine-grained TP)
Layer Sharding Linear Guide
Speculative Decoding Guide
Context Parallel Guide
Weight Prefetch Guide
Sequence Parallelism
Batch Invariance
LMCache-Ascend Deployment Guide
Dynamic Chunked Pipeline Parallel
Flash Attention 3
Deployment Guide
Using Volcano Kthena
Deploy vLLM-Ascend with MindIE-Motor
Release Notes
Developer Guide
Contributing
Testing
Doc writing guide
Multi Node Test
Nightly CI Test
E2E CI Test
Design Documents
Patch in vLLM Ascend
CPU Binding
Prepare inputs for model forwarding
Disaggregated-prefill
Expert Parallelism Load Balancer (EPLB)
ACL Graph
KV Cache Pool
Adding a custom aclnn operation
Context Parallel (CP)
Dynamic Chunked Pipeline Parallel (CPP)
Quantization Adaptation Guide
Npugraph_ex
Accuracy
Using EvalScope
Using lm-eval
Using AISBench
Using OpenCompass
Performance and Debug
Performance Benchmark
Optimization and Tuning
Service Profiling Guide
MSProbe Debugging Guide
Community
Governance
Committers and Contributors
Issue Workflow Guidelines
Slash Commands
Versioning Policy
User Stories
LLaMA-Factory
Repository
Suggest edit
.md
.pdf
System Settings
Light
Dark
Accuracy
Accuracy
#
Accuracy
Using EvalScope
Using lm-eval
Using AISBench
Using OpenCompass