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[doc] update lws doc for pd #7318
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6011ea6
[doc] update lws doc for pd
whybeyoung bcbec0e
[doc] update lws doc for pd
whybeyoung 9f51ce1
[pd] typo fix
whybeyoung 9eaf95f
Merge branch 'main' into pddoc
whybeyoung 738f0bb
Merge branch 'main' into pddoc
whybeyoung c588429
remove some comment
whybeyoung a6df3af
Merge branch 'main' into pddoc
whybeyoung 78a7b48
fix
whybeyoung fc36140
fix
whybeyoung ab222f2
Merge branch 'main' into pddoc
whybeyoung 78bd079
Merge branch 'main' into pddoc
whybeyoung 9b384e0
Merge branch 'main' into pddoc
whybeyoung c3c2b55
Merge branch 'main' into pddoc
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
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@@ -5,3 +5,4 @@ Multi-Node Deployment | |
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| multi_node.md | ||
| deploy_on_k8s.md | ||
| disaggregation/lws_pd_deploy.md | ||
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,12 @@ | ||
| apiVersion: v1 | ||
| kind: Service | ||
| metadata: | ||
| name: deepseekr10528-decode-main | ||
| spec: | ||
| selector: | ||
| leaderworkerset.sigs.k8s.io/name: deepseekr10528-decode-main | ||
| role: leader | ||
| ports: | ||
| - protocol: TCP | ||
| port: 30000 | ||
| targetPort: 30000 |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,292 @@ | ||
| apiVersion: leaderworkerset.x-k8s.io/v1 | ||
| kind: LeaderWorkerSet | ||
| metadata: | ||
| name: deepseekr10528-decode-main | ||
| spec: | ||
| leaderWorkerTemplate: | ||
| leaderTemplate: | ||
| metadata: | ||
| labels: | ||
| role: leader | ||
| spec: | ||
| containers: | ||
| - command: | ||
| - python3 | ||
| - -m | ||
| - sglang.launch_server | ||
| - --port | ||
| - "30000" | ||
| - --host | ||
| - "0.0.0.0" | ||
| - --model-path | ||
| - /work/models | ||
| - --chunked-prefill-size | ||
| - "262144" | ||
| - --page-size | ||
| - "64" | ||
| - --enable-dp-attention | ||
| - --enable-dp-lm-head | ||
| - --dp-size | ||
| - "16" | ||
| - --enable-deepep-moe | ||
| - --deepep-mode | ||
| - low_latency | ||
| - --disaggregation-mode | ||
| - decode | ||
| - --mem-fraction-static | ||
| - "0.849" | ||
| - --context-length | ||
| - "32768" | ||
| - --disaggregation-ib-device | ||
| - "mlx5_bond_0,mlx5_bond_1,mlx5_bond_2,mlx5_bond_3" | ||
| - --cuda-graph-max-bs | ||
| - "64" | ||
| - --max-running-requests | ||
| - "2048" | ||
| - --tp-size | ||
| - "16" # Size of Tensor Parallelism | ||
| - --dist-init-addr | ||
| - $(LWS_LEADER_ADDRESS):20102 | ||
| - --nnodes | ||
| - $(LWS_GROUP_SIZE) | ||
| - --node-rank | ||
| - $(LWS_WORKER_INDEX) | ||
| - --trust-remote-code | ||
| - --ep-num-redundant-experts | ||
| - "32" | ||
| - --moe-dense-tp-size | ||
| - "1" | ||
| env: | ||
| - name: CUDA_LAUNCH_BLOCKING | ||
| value: "0" | ||
| - name: NVSHMEM_IB_GID_INDEX | ||
| value: "3" | ||
| - name: NVSHMEM_ENABLE_NIC_PE_MAPPING | ||
| value: "1" | ||
| - name: NVSHMEM_HCA_PE_MAPPING | ||
| value: "mlx5_bond_0:1:2,mlx5_bond_1:1:2,mlx5_bond_2:1:2,mlx5_bond_3:1:2" | ||
| - name: NCCL_IB_QPS_PER_CONNECTION | ||
| value: "8" | ||
| - name: NCCL_IB_SPLIT_DATA_ON_QPS | ||
| value: "1" | ||
| - name: NCCL_NET_PLUGIN | ||
| value: "none" | ||
| - name: NCCL_IB_TC | ||
| value: "136" | ||
| - name: NCCL_MIN_NCHANNELS | ||
| value: "4" | ||
| - name: NCCL_IB_SL | ||
| value: "5" | ||
| - name: MC_TE_METRIC | ||
| value: "true" | ||
| - name: SGLANG_MOONCAKE_TRANS_THREAD | ||
| value: "16" | ||
| - name: SGL_ENABLE_JIT_DEEPGEMM | ||
| value: "1" | ||
| - name: NCCL_IB_HCA | ||
| value: ^=mlx5_0,mlx5_5,mlx5_6 | ||
| - name: LWS_WORKER_INDEX | ||
| valueFrom: | ||
| fieldRef: | ||
| fieldPath: metadata.labels['leaderworkerset.sigs.k8s.io/worker-index'] | ||
| image: lmsysorg/sglang:latest | ||
| name: sglang-leader | ||
| ports: | ||
| - containerPort: 30000 | ||
| protocol: TCP | ||
| readinessProbe: | ||
| periodSeconds: 30 | ||
| tcpSocket: | ||
| port: 30000 | ||
| resources: | ||
| limits: | ||
| nvidia.com/gpu: "8" | ||
| securityContext: | ||
| capabilities: | ||
| add: | ||
| - IPC_LOCK | ||
| privileged: true | ||
| volumeMounts: | ||
| - mountPath: /root/.cache | ||
| name: sgl-cache | ||
| - mountPath: /dev/shm | ||
| name: dshm | ||
| - mountPath: /work/models | ||
| name: model | ||
| - mountPath: /dev/infiniband | ||
| name: ib | ||
| - mountPath: /sgl-workspace/sglang/python/sglang/srt/layers/moe/fused_moe_triton/configs | ||
| name: cf | ||
| dnsPolicy: ClusterFirstWithHostNet | ||
| hostIPC: true | ||
| hostNetwork: true | ||
| nodeSelector: | ||
| # should modify according your deployment env | ||
| pd: "yes" | ||
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||
| tolerations: | ||
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||
| # should modify according your deployment env | ||
| - key: bopd | ||
| operator: Exists | ||
| - key: node-role | ||
| operator: Exists | ||
| volumes: | ||
| - hostPath: | ||
| path: /data1/sgl_cache1 | ||
| type: DirectoryOrCreate | ||
| name: sgl-cache | ||
| - emptyDir: | ||
| medium: Memory | ||
| name: dshm | ||
| - hostPath: | ||
| path: /data1/maas_hosted_models/models/DeepSeek-R1-0528/deepseek_r1_0528 | ||
| name: model | ||
| - hostPath: | ||
| path: /dev/infiniband | ||
| name: ib | ||
| - hostPath: | ||
| path: /data1/maas_hosted_models/models/fused_moe_triton/configs | ||
| name: cf | ||
| restartPolicy: RecreateGroupOnPodRestart | ||
| size: 2 | ||
| workerTemplate: | ||
| metadata: {} | ||
| spec: | ||
| containers: | ||
| - command: | ||
| - python3 | ||
| - -m | ||
| - sglang.launch_server | ||
| - --model-path | ||
| - /work/models | ||
| - --chunked-prefill-size | ||
| - "262144" | ||
| - --page-size | ||
| - "64" | ||
| - --enable-dp-attention | ||
| - --enable-dp-lm-head | ||
| - --dp-size | ||
| - "16" | ||
| - --enable-deepep-moe | ||
| - --deepep-mode | ||
| - low_latency | ||
| - --disaggregation-mode | ||
| - decode | ||
| - --mem-fraction-static | ||
| - "0.849" | ||
| - --context-length | ||
| - "32768" | ||
| - --disaggregation-ib-device | ||
| - "mlx5_bond_0,mlx5_bond_1,mlx5_bond_2,mlx5_bond_3" | ||
| - --cuda-graph-max-bs | ||
| - "64" | ||
| - --max-running-requests | ||
| - "2048" | ||
| - --tp-size | ||
| - "16" # Size of Tensor Parallelism | ||
| - --dist-init-addr | ||
| - $(LWS_LEADER_ADDRESS):20102 | ||
| - --nnodes | ||
| - $(LWS_GROUP_SIZE) | ||
| - --node-rank | ||
| - $(LWS_WORKER_INDEX) | ||
| - --trust-remote-code | ||
| - --ep-num-redundant-experts | ||
| - "32" | ||
| - --moe-dense-tp-size | ||
| - "1" | ||
| env: | ||
| - name: NVSHMEM_IB_TRAFFIC_CLASS | ||
| value: "16" | ||
| - name: NVSHMEM_IB_GID_INDEX | ||
| value: "3" | ||
| - name: NVSHMEM_ENABLE_NIC_PE_MAPPING | ||
| value: "1" | ||
| - name: NVSHMEM_HCA_PE_MAPPING | ||
| value: "mlx5_bond_0:1:2,mlx5_bond_1:1:2,mlx5_bond_2:1:2,mlx5_bond_3:1:2" | ||
| - name: NCCL_IB_QPS_PER_CONNECTION | ||
| value: "8" | ||
| - name: NCCL_IB_SPLIT_DATA_ON_QPS | ||
| value: "1" | ||
| - name: NCCL_NET_PLUGIN | ||
| value: "none" | ||
| - name: NCCL_IB_TC | ||
| value: "136" | ||
| - name: NCCL_MIN_NCHANNELS | ||
| value: "4" | ||
| - name: MC_TE_METRIC | ||
| value: "true" | ||
| - name: NCCL_IB_SL | ||
| value: "5" | ||
| - name: SGLANG_MOONCAKE_TRANS_THREAD | ||
| value: "16" | ||
| - name: SGL_ENABLE_JIT_DEEPGEMM | ||
| value: "1" | ||
| - name: NCCL_IB_HCA | ||
| value: ^=mlx5_0,mlx5_5,mlx5_6 | ||
| - name: LWS_WORKER_INDEX | ||
| valueFrom: | ||
| fieldRef: | ||
| fieldPath: metadata.labels['leaderworkerset.sigs.k8s.io/worker-index'] | ||
| image: lmsysorg/sglang:latest | ||
| name: sglang-worker | ||
| ports: | ||
| - containerPort: 30001 | ||
| resources: | ||
| limits: | ||
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|
||
| nvidia.com/gpu: "8" | ||
| securityContext: | ||
| capabilities: | ||
| add: | ||
| - IPC_LOCK | ||
| privileged: true | ||
| volumeMounts: | ||
| - mountPath: /root/.cache | ||
| name: sgl-cache | ||
| - mountPath: /dev/shm | ||
| name: dshm | ||
| - mountPath: /work/models | ||
| name: model | ||
| - mountPath: /dev/infiniband | ||
| name: ib | ||
| - mountPath: /sgl-workspace/sglang/python/sglang/srt/layers/moe/fused_moe_triton/configs | ||
| name: cf | ||
| dnsPolicy: ClusterFirstWithHostNet | ||
| hostIPC: true | ||
| hostNetwork: true | ||
| nodeSelector: | ||
| # should modify according your deployment env | ||
| pd: "yes" | ||
| tolerations: | ||
| # should modify according your deployment env | ||
| - key: bopd | ||
| operator: Exists | ||
| - key: node-role | ||
| operator: Exists | ||
| volumes: | ||
| - hostPath: | ||
| path: /data1/sgl_cache1 | ||
| type: DirectoryOrCreate | ||
| name: sgl-cache | ||
| - emptyDir: | ||
| medium: Memory | ||
| name: dshm | ||
| - hostPath: | ||
| path: /dev/infiniband | ||
| name: ib | ||
| - hostPath: | ||
| # modify according to you deployment env | ||
| path: /data1/maas_hosted_models/models/DeepSeek-R1-0528/deepseek_r1_0528 | ||
| name: model | ||
| - hostPath: | ||
| # modify according to you deployment env | ||
| path: /data1/maas_hosted_models/models/fused_moe_triton/configs | ||
| name: cf | ||
| networkConfig: | ||
| subdomainPolicy: Shared | ||
| replicas: 1 | ||
| rolloutStrategy: | ||
| rollingUpdateConfiguration: | ||
| maxSurge: 0 | ||
| maxUnavailable: 1 | ||
| type: RollingUpdate | ||
| startupPolicy: LeaderCreated | ||
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,55 @@ | ||
| apiVersion: apps/v1 | ||
| kind: Deployment | ||
| metadata: | ||
| name: deepseekr10528-lb-main | ||
| labels: | ||
| app: deepseekr10528-lb | ||
| spec: | ||
| replicas: 1 | ||
| selector: | ||
| matchLabels: | ||
| app: deepseekr10528-lb | ||
| template: | ||
| metadata: | ||
| labels: | ||
| app: deepseekr10528-lb | ||
| spec: | ||
| nodeSelector: | ||
| bo: "yes" | ||
| tolerations: | ||
| - key: bopd | ||
| operator: Exists | ||
| - key: node-role | ||
| operator: Exists | ||
| containers: | ||
| - name: sgl-minilb | ||
| image: lmsysorg/sglang:latest | ||
| command: | ||
| - python | ||
| - -m | ||
| - sglang.srt.disaggregation.mini_lb | ||
| - --prefill | ||
| - http://deepseekr10528-prefill-main:30000 | ||
| - --decode | ||
| - http://deepseekr10528-decode-main:30000 | ||
| - --host | ||
| - 0.0.0.0 | ||
| - --port | ||
| - "8000" | ||
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||
| ports: | ||
| - containerPort: 8000 | ||
|
|
||
| --- | ||
| apiVersion: v1 | ||
| kind: Service | ||
| metadata: | ||
| name: deepseekr10528-lb-service | ||
| spec: | ||
| type: NodePort # NodePort is easy to test, you can also specify `ClusterIP` | ||
| selector: | ||
| app: deepseekr10528-lb | ||
| ports: | ||
| - protocol: TCP | ||
| port: 8000 # Service Port（In-Cluster） | ||
| targetPort: 8000 # Exposed Container | ||
| nodePort: 30800 | ||
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,12 @@ | ||
| apiVersion: v1 | ||
| kind: Service | ||
| metadata: | ||
| name: deepseekr10528-prefill-main | ||
| spec: | ||
| selector: | ||
| leaderworkerset.sigs.k8s.io/name: deepseekr10528-prefill-main | ||
| role: leader | ||
| ports: | ||
| - protocol: TCP | ||
| port: 30000 | ||
| targetPort: 30000 |
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