ref(upstream): FULL TREE — Deep-Spark xllm (1470) + ds_vllm csrc/models (703)
Replaces cherry-picked upstream_ref with complete source trees. xllm/ — Iluvatar official C++ inference engine (15MB, 1470 files) Complete: kernels → layers → models → runtime → scheduler → api Excluded: .git, binary images, third_party submodule checkouts ds_vllm/ — Iluvatar official vllm fork (8MB, 703 files) Included: csrc/ (ALL CUDA kernels), fused_moe/, qwen3_5 model, _custom_ops Excluded: tests, benchmarks, docs, examples (not needed for reference) Critical call chains now fully traceable: MoE: moe_topk_softmax_kernels.cuh → ixformer.h → fused_moe.cpp → layer GDN: qwen3_gated_delta_net_base.cpp → qwen3_5_gated_delta_net.cpp Attention: ixformer.h → xllm_paged_attention → attention.cpp
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upstream_ref/xllm/docs/zh/features/disagg_pd.md
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upstream_ref/xllm/docs/zh/features/disagg_pd.md
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# PD分离
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## 背景
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LLM在线推理服务通常需要满足TTFT和TPOT两项性能指标,而传统的Contiguous Batching调度策略将Prefill和Decode请求混合在一起调度,导致P和D会互相抢占计算资源,影响性能指标无法最大程度的利用计算资源。为解决上述矛盾,将Prefill和Decode两阶段拆分到独立的计算资源并行执行,从而同时降低TTFT和TPOT并提升吞吐量。
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## 功能介绍
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xLLM PD分离功能主要通过以下三个模块实现:
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- **etcd**: 存储实例信息等元数据
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- **xLLM Service**: 调度请求和管理所有计算实例
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- **xLLM**: 请求计算实例
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整体架构图如下:
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## 功能使用示例
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### 使用准备
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#### 安装相关依赖
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- **xLLM**: 参见[安装编译](../getting_started/quick_start.md)
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- **xLLM Service**: 参见[PD分离部署](../getting_started/disagg_pd.md)
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### 启动PD分离服务
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1. 启动etcd
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```
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./etcd
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```
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2. 启动xLLM Service
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```bash
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ENABLE_DECODE_RESPONSE_TO_SERVICE=true ./xllm_master_serving --etcd_addr="127.0.0.1:12389" --http_server_port 28888 --rpc_server_port 28889 --tokenizer_path=/path/to/tokenizer_config_dir/
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```
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3. 启动xLLM
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4. 以Qwen2-7B为例
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- 启动Prefill实例
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```bash
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/path/to/xllm --model=Qwen2-7B-Instruct \
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--port=8010 \
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--devices="npu:0" \
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--master_node_addr="127.0.0.1:18888" \
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--enable_prefix_cache=false \
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--enable_chunked_prefill=false \
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--enable_disagg_pd=true \
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--instance_role=PREFILL \
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--etcd_addr=127.0.0.1:12389 \
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--transfer_listen_port=26000 \
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--disagg_pd_port=7777 \
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--node_rank=0 \
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--nnodes=1
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```
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- 启动Decode实例
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```bash
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/path/to/xllm --model=Qwen2-7B-Instruct \
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--port=8020 \
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--devices="npu:1" \
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--master_node_addr="127.0.0.1:18898" \
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--enable_prefix_cache=false \
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--enable_chunked_prefill=false \
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--enable_disagg_pd=true \
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--instance_role=DECODE \
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--etcd_addr=127.0.0.1:12389 \
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--transfer_listen_port=26100 \
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--disagg_pd_port=7787 \
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--node_rank=0 \
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--nnodes=1
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```
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需要注意:
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- PD分离需要读取`/etc/hccn.conf`文件,确保将物理机上的该文件映射到了容器中
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- `etcd_addr`需与`xllm_service`的`etcd_addr`相同
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!!! warning "注意事项"
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PD分离目前不支持开启prefix cache及chunked prefill功能,需要通过以下参数关闭
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``` shell
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--enable_prefix_cache=false
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--enable_chunked_prefill=false
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```
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