# ========================================== # Shared Configurations # ========================================== _envs: &envs HCCL_BUFFSIZE: "512" SERVER_PORT: "DEFAULT_PORT" HCCL_OP_EXPANSION_MODE: "AIV" OMP_PROC_BIND: "false" OMP_NUM_THREADS: "1" PYTORCH_NPU_ALLOC_CONF: "expandable_segments:True" TASK_QUEUE_ENABLE: "1" VLLM_ASCEND_ENABLE_MLAPO: "1" VLLM_ASCEND_ENABLE_FLASHCOMM1: "1" VLLM_ASCEND_ENABLE_NZ: "1" VLLM_ENGINE_READY_TIMEOUT_S: "3000" _server_cmd: &server_cmd - "--enable-expert-parallel" - "--allowed-local-media-path" - "/" - "--tensor-parallel-size" - "4" - "--data-parallel-size" - "4" - "--port" - "$SERVER_PORT" - "--quantization" - "ascend" - "--trust-remote-code" - "--gpu-memory-utilization" - "0.9" - "--seed" - "42" - "--mm-processor-cache-gb" - "0" - "--mm-encoder-tp-mode" - "data" _benchmark_acc: &_benchmark_acc acc_aime2025: case_type: accuracy dataset_path: vllm-ascend/aime2025 request_conf: vllm_api_general_chat dataset_conf: aime2025/aime2025_gen_0_shot_chat_prompt max_out_len: 32768 batch_size: 32 baseline: 90 threshold: 10 _benchmark_TPOT50_3_5k_1_5k: &_benchmark_TPOT50_3_5k_1_5k case_type: performance dataset_path: vllm-ascend/GSM8K-in3500-bs2800 request_conf: vllm_api_stream_chat dataset_conf: gsm8k/gsm8k_gen_0_shot_cot_str_perf num_prompts: 392 max_out_len: 1500 batch_size: 98 trust_remote_code: true request_rate: 0 baseline: 1 threshold: 0.97 _benchmark_TPOT50_16K_1K: &_benchmark_TPOT50_16K_1K case_type: performance dataset_path: vllm-ascend/GSM8K_prefix0_in16384_bs200_kimi request_conf: vllm_api_stream_chat dataset_conf: gsm8k/gsm8k_gen_0_shot_cot_str_perf num_prompts: 56 max_out_len: 1024 batch_size: 14 trust_remote_code: true request_rate: 0 baseline: 1 threshold: 0.97 _benchmark_TPOT20_16K_1K: &_benchmark_TPOT20_16K_1K case_type: performance dataset_path: vllm-ascend/GSM8K_prefix0_in16384_bs200_kimi request_conf: vllm_api_stream_chat dataset_conf: gsm8k/gsm8k_gen_0_shot_cot_str_perf num_prompts: 32 max_out_len: 1024 batch_size: 8 trust_remote_code: true request_rate: 0 baseline: 1 threshold: 0.97 _benchmark_TPOT50_64K_1K_pc90: &_benchmark_TPOT50_64K_1K_pc90 case_type: performance dataset_path: vllm-ascend/GSM8K_prefix90_in65536_bs1000_kimi request_conf: vllm_api_stream_chat dataset_conf: gsm8k/gsm8k_gen_0_shot_cot_str_perf num_prompts: 56 max_out_len: 1024 batch_size: 14 trust_remote_code: true request_rate: 0 baseline: 1 threshold: 0.97 _benchmark_TPOT20_64K_1K_pc90: &_benchmark_TPOT20_64K_1K_pc90 case_type: performance dataset_path: vllm-ascend/GSM8K_prefix90_in65536_bs1000_kimi request_conf: vllm_api_stream_chat dataset_conf: gsm8k/gsm8k_gen_0_shot_cot_str_perf num_prompts: 4 max_out_len: 1024 batch_size: 1 trust_remote_code: true request_rate: 0 baseline: 1 threshold: 0.97 _benchmark_TPOT50_128K_1K_pc90: &_benchmark_TPOT50_128K_1K_pc90 case_type: performance dataset_path: vllm-ascend/GSM8K_prefix90_in131072_bs1000_kimi request_conf: vllm_api_stream_chat dataset_conf: gsm8k/gsm8k_gen_0_shot_cot_str_perf num_prompts: 8 max_out_len: 1024 batch_size: 2 trust_remote_code: true request_rate: 0 baseline: 1 threshold: 0.97 _benchmark_TPOT20_128K_1K_pc90: &_benchmark_TPOT20_128K_1K_pc90 case_type: performance dataset_path: vllm-ascend/GSM8K_prefix90_in131072_bs1000_kimi request_conf: vllm_api_stream_chat dataset_conf: gsm8k/gsm8k_gen_0_shot_cot_str_perf num_prompts: 4 max_out_len: 1024 batch_size: 1 trust_remote_code: true request_rate: 0 baseline: 1 threshold: 0.97 # ========================================== # ACTUAL TEST CASES # ========================================== test_cases: - name: "Kimi-K2.6-W4A8-Case" model: "Eco-Tech/Kimi-K2.6-w4a8" envs: <<: *envs server_cmd: *server_cmd server_cmd_extra: - "--max-model-len" - "32768" - "--no-enable-prefix-caching" - "--enable-chunked-prefill" - "--max-num-batched-tokens" - "16384" - "--max-num-seqs" - "500" - "--compilation-config" - '{"cudagraph_capture_sizes":[48,64,80,96,112,128], "cudagraph_mode":"FULL_DECODE_ONLY"}' - "--speculative-config" - '{"method":"eagle3", "model":"lightseekorg/kimi-k2.6-eagle3", "num_speculative_tokens":3}' - "--additional-config" - '{"enable_shared_expert_dp":true}' benchmarks: perf: *_benchmark_TPOT50_3_5k_1_5k - name: "Kimi-K2.6-W4A8-TOPT50-16k-1k" model: "Eco-Tech/Kimi-K2.6-w4a8" envs: <<: *envs server_cmd: *server_cmd server_cmd_extra: - "--max-model-len" - "32768" - "--no-enable-prefix-caching" - "--enable-chunked-prefill" - "--max-num-batched-tokens" - "8192" - "--max-num-seqs" - "16" - "--compilation-config" - '{"cudagraph_capture_sizes":[4,8,12,16,20], "cudagraph_mode":"FULL_DECODE_ONLY"}' - "--speculative-config" - '{"method":"eagle3", "model":"lightseekorg/kimi-k2.6-eagle3", "num_speculative_tokens":3}' - "--additional-config" - '{"enable_shared_expert_dp":true}' benchmarks: perf: *_benchmark_TPOT50_16K_1K - name: "Kimi-K2.6-W4A8-TOPT20-16k-1k" model: "Eco-Tech/Kimi-K2.6-w4a8" envs: <<: *envs server_cmd: *server_cmd server_cmd_extra: - "--max-model-len" - "18000" - "--max-num-batched-tokens" - "8192" - "--max-num-seqs" - "1" - "--no-enable-prefix-caching" - "--compilation-config" - '{"cudagraph_capture_sizes":[8], "cudagraph_mode":"FULL_DECODE_ONLY"}' - "--speculative-config" - '{"method":"eagle3", "model":"lightseekorg/kimi-k2.6-eagle3", "num_speculative_tokens":7}' - "--tool-call-parser" - "kimi_k2" - "--reasoning-parser" - "kimi_k2" - "--enable-auto-tool-choice" benchmarks: perf: *_benchmark_TPOT20_16K_1K - name: "Kimi-K2.6-W4A8-TOPT50-64k-1k-pc90" model: "Eco-Tech/Kimi-K2.6-w4a8" envs: <<: *envs HCCL_BUFFSIZE: "400" VLLM_ASCEND_BALANCE_SCHEDULING: "1" server_cmd: *server_cmd server_cmd_extra: - "--tool-call-parser" - "kimi_k2" - "--reasoning-parser" - "kimi_k2" - "--enable-auto-tool-choice" - "--api-server-count" - "1" - "--aggregate-engine-logging" - "--max-num-seqs" - "3" - "--max-model-len" - "67000" - "--max-num-batched-tokens" - "8192" - "--enable-prefix-caching" - "--compilation-config" - '{"cudagraph_capture_sizes":[8,12], "cudagraph_mode":"FULL_DECODE_ONLY"}' - "--speculative-config" - '{"method":"eagle3", "model":"lightseekorg/kimi-k2.6-eagle3", "num_speculative_tokens":3}' benchmarks: perf: *_benchmark_TPOT50_64K_1K_pc90 - name: "Kimi-K2.6-W4A8-TOPT20-64k-1k-pc90" model: "Eco-Tech/Kimi-K2.6-w4a8" envs: <<: *envs HCCL_BUFFSIZE: "400" VLLM_ASCEND_BALANCE_SCHEDULING: "1" server_cmd: - "--port" - "$SERVER_PORT" - "--tool-call-parser" - "kimi_k2" - "--reasoning-parser" - "kimi_k2" - "--enable-auto-tool-choice" - "--quantization" - "ascend" - "--allowed-local-media-path" - "/" - "--trust-remote-code" - "--data-parallel-size" - "1" - "--tensor-parallel-size" - "16" - "--enable-expert-parallel" - "--max-num-seqs" - "8" - "--max-model-len" - "67000" - "--max-num-batched-tokens" - "8192" - "--gpu-memory-utilization" - "0.9" - "--seed" - "1024" - "--enable-prefix-caching" - "--compilation-config" - '{"cudagraph_capture_sizes":[4,8,16], "cudagraph_mode":"FULL_DECODE_ONLY"}' - "--speculative-config" - '{"method":"eagle3", "model":"lightseekorg/kimi-k2.6-eagle3", "num_speculative_tokens":3}' - "--mm-processor-cache-gb" - "0" - "--mm-encoder-tp-mode" - "data" benchmarks: perf: *_benchmark_TPOT20_64K_1K_pc90 - name: "Kimi-K2.6-W4A8-TOPT50-128k-1k-pc90" model: "Eco-Tech/Kimi-K2.6-w4a8" envs: <<: *envs server_cmd: *server_cmd server_cmd_extra: - "--enable-chunked-prefill" - "--max-num-seqs" - "16" - "--max-model-len" - "133120" - "--max-num-batched-tokens" - "8192" - "--compilation-config" - '{"cudagraph_capture_sizes":[4,8,12,16,32], "cudagraph_mode":"FULL_DECODE_ONLY"}' - "--speculative-config" - '{"method":"eagle3", "model":"lightseekorg/kimi-k2.6-eagle3", "num_speculative_tokens":3}' - "--additional-config" - '{"enable_shared_expert_dp":true}' benchmarks: perf: *_benchmark_TPOT50_128K_1K_pc90 - name: "Kimi-K2.6-W4A8-TOPT20-128k-1k-pc90" model: "Eco-Tech/Kimi-K2.6-w4a8" envs: <<: *envs server_cmd: *server_cmd server_cmd_extra: - "--enable-chunked-prefill" - "--max-num-seqs" - "16" - "--max-model-len" - "133120" - "--max-num-batched-tokens" - "8192" - "--compilation-config" - '{"cudagraph_capture_sizes":[4,8,12,16,32], "cudagraph_mode":"FULL_DECODE_ONLY"}' - "--speculative-config" - '{"method":"eagle3", "model":"lightseekorg/kimi-k2.6-eagle3", "num_speculative_tokens":3}' - "--additional-config" - '{"enable_shared_expert_dp":true}' benchmarks: perf: *_benchmark_TPOT20_128K_1K_pc90 <<: *_benchmark_acc