test_name: "multi-node-kimi-k2.5-w4a8-ep-16k-1k-TPOT50" model: "Eco-Tech/Kimi-K2.5-W4A8" num_nodes: 4 npu_per_node: 16 routing: type: "disaggregated_prefill" groups: prefiller: [ 0, 1 ] decoder: [ 2, 3 ] config: - node_index: 0 port_start: 7100 dp_rpc_port: 12321 dp_size: 2 dp_size_local: 2 dp_rank_start: 0 tp_size: 8 dp_address: "${NODE_0_IP}" - node_index: 1 port_start: 7100 dp_rpc_port: 12321 dp_size: 2 dp_size_local: 2 dp_rank_start: 0 tp_size: 8 dp_address: "${NODE_1_IP}" - node_index: 2 port_start: 7100 dp_rpc_port: 12321 dp_size: 32 dp_size_local: 16 dp_rank_start: 0 tp_size: 1 dp_address: "${NODE_2_IP}" - node_index: 3 port_start: 7100 dp_rpc_port: 12321 dp_size: 32 dp_size_local: 16 dp_rank_start: 16 tp_size: 1 dp_address: "${NODE_2_IP}" env_common: &env_common SERVER_PORT: "${PORT}" VLLM_RPC_TIMEOUT: "3600000" VLLM_EXECUTE_MODEL_TIMEOUT_SECONDS: "30000" HCCL_OP_EXPANSION_MODE: "AIV" PYTORCH_NPU_ALLOC_CONF: "expandable_segments:True" OMP_PROC_BIND: "false" OMP_NUM_THREADS: "1" TASK_QUEUE_ENABLE: "1" ASCEND_RT_VISIBLE_DEVICES: "${VISIBLE_DEVICES}" VLLM_USE_MODELSCOPE: "true" env_prefill: &env_prefill <<: *env_common HCCL_BUFFSIZE: "256" VLLM_ASCEND_ENABLE_FLASHCOMM1: "1" env_decode: &env_decode <<: *env_common HCCL_BUFFSIZE: "1800" VLLM_ASCEND_ENABLE_MLAPO: "1" templates: - node_index: 0 envs: <<: *env_prefill server_cmd_template: - --host - "0.0.0.0" - --port - $SERVER_PORT - --data-parallel-size - ${DP_SIZE} - --data-parallel-rank - ${DP_RANK} - --data-parallel-address - ${DP_ADDRESS} - --data-parallel-rpc-port - ${DP_RPC_PORT} - --tensor-parallel-size - ${TP_SIZE} - --enable-expert-parallel - --seed - "1024" - --quantization - "ascend" - --trust-remote-code - --max-num-seqs - "8" - --max-model-len - "32768" - --max-num-batched-tokens - "16384" - --no-enable-prefix-caching - --gpu-memory-utilization - "0.8" - --enforce-eager - --speculative-config - '{"method": "eagle3", "model":"lightseekorg/kimi-k2.5-eagle3", "num_speculative_tokens": 3}' - --kv-transfer-config - '{"kv_connector": "MooncakeConnectorV1", "kv_role": "kv_producer", "kv_port": "30000", "engine_id": "0", "kv_connector_extra_config": {"prefill": {"dp_size": 2, "tp_size": 8}, "decode": {"dp_size": 32, "tp_size": 1}}}' - node_index: 1 envs: <<: *env_prefill server_cmd_template: - --host - "0.0.0.0" - --port - $SERVER_PORT - --data-parallel-size - ${DP_SIZE} - --data-parallel-rank - ${DP_RANK} - --data-parallel-address - ${DP_ADDRESS} - --data-parallel-rpc-port - ${DP_RPC_PORT} - --tensor-parallel-size - ${TP_SIZE} - --enable-expert-parallel - --seed - "1024" - --quantization - "ascend" - --trust-remote-code - --max-num-seqs - "8" - --max-model-len - "32768" - --max-num-batched-tokens - "16384" - --no-enable-prefix-caching - --gpu-memory-utilization - "0.8" - --enforce-eager - --speculative-config - '{"method": "eagle3", "model":"lightseekorg/kimi-k2.5-eagle3", "num_speculative_tokens": 3}' - --kv-transfer-config - '{"kv_connector": "MooncakeConnectorV1", "kv_role": "kv_producer", "kv_port": "30100", "engine_id": "1", "kv_connector_extra_config": {"prefill": {"dp_size": 2, "tp_size": 8}, "decode": {"dp_size": 32, "tp_size": 1}}}' - node_index: 2 envs: <<: *env_decode server_cmd_template: - --host - "0.0.0.0" - --port - $SERVER_PORT - --data-parallel-size - ${DP_SIZE} - --data-parallel-rank - ${DP_RANK} - --data-parallel-address - ${DP_ADDRESS} - --data-parallel-rpc-port - ${DP_RPC_PORT} - --tensor-parallel-size - ${TP_SIZE} - --enable-expert-parallel - --seed - "1024" - --quantization - "ascend" - --trust-remote-code - --max-num-seqs - "48" - --max-model-len - "32768" - --max-num-batched-tokens - "256" - --no-enable-prefix-caching - --gpu-memory-utilization - "0.95" - --compilation-config - '{"cudagraph_mode": "FULL_DECODE_ONLY", "cudagraph_capture_sizes":[4,8,16,32,48,64,80,96,112,128,144,160]}' - --additional-config - '{"recompute_scheduler_enable":true,"multistream_overlap_shared_expert": false}' - --speculative-config - '{"method": "eagle3", "model":"lightseekorg/kimi-k2.5-eagle3", "num_speculative_tokens": 3}' - --kv-transfer-config - '{"kv_connector": "MooncakeConnectorV1", "kv_role": "kv_consumer", "kv_port": "30200", "engine_id": "2", "kv_connector_extra_config": {"prefill": {"dp_size": 2, "tp_size": 8}, "decode": {"dp_size": 32, "tp_size": 1}}}' - node_index: 3 envs: <<: *env_decode server_cmd_template: - --host - "0.0.0.0" - --port - $SERVER_PORT - --data-parallel-size - ${DP_SIZE} - --data-parallel-rank - ${DP_RANK} - --data-parallel-address - ${DP_ADDRESS} - --data-parallel-rpc-port - ${DP_RPC_PORT} - --tensor-parallel-size - ${TP_SIZE} - --enable-expert-parallel - --seed - "1024" - --quantization - "ascend" - --trust-remote-code - --max-num-seqs - "48" - --max-model-len - "32768" - --max-num-batched-tokens - "256" - --no-enable-prefix-caching - --gpu-memory-utilization - "0.95" - --compilation-config - '{"cudagraph_mode": "FULL_DECODE_ONLY", "cudagraph_capture_sizes":[4,8,16,32,48,64,80,96,112,128,144,160]}' - --additional-config - '{"recompute_scheduler_enable":true,"multistream_overlap_shared_expert": false}' - --speculative-config - '{"method": "eagle3", "model":"lightseekorg/kimi-k2.5-eagle3", "num_speculative_tokens": 3}' - --kv-transfer-config - '{"kv_connector": "MooncakeConnectorV1", "kv_role": "kv_consumer", "kv_port": "30200", "engine_id": "2", "kv_connector_extra_config": {"prefill": {"dp_size": 2, "tp_size": 8}, "decode": {"dp_size": 32, "tp_size": 1}}}' benchmarks: perf: case_type: performance dataset_path: vllm-ascend/GSM8K_prefix0_in16384_bs1024_kimi25 request_conf: vllm_api_stream_chat dataset_conf: gsm8k/gsm8k_gen_0_shot_cot_str_perf trust_remote_code: true num_prompts: 1024 max_out_len: 1024 batch_size: 256 request_rate: 3 baseline: 2099.9 threshold: 0.95