# ========================================== # ACTUAL TEST CASES # ========================================== test_cases: - name: "Qwen3.5-27B-w8a8" model: "Eco-Tech/Qwen3.5-27B-w8a8-mtp" envs: VLLM_USE_MODELSCOPE: "true" PYTORCH_NPU_ALLOC_CONF: "expandable_segments:True" HCCL_BUFFSIZE: "1024" HCCL_OP_EXPANSION_MODE: "AIV" OMP_NUM_THREADS: "1" TASK_QUEUE_ENABLE: "1" VLLM_ASCEND_ENABLE_PREFETCH_MLP: "1" VLLM_ASCEND_ENABLE_DENSE_OPTIMIZE: "1" VLLM_ASCEND_ENABLE_NZ: "1" VLLM_ASCEND_ENABLE_FUSED_MC2: "1" SERVER_PORT: "DEFAULT_PORT" server_cmd: - "--tensor-parallel-size" - "2" - "--port" - "$SERVER_PORT" - "--max-num-seqs" - "128" - "--quantization" - "ascend" - "--max-model-len" - "262144" - "--max-num-batched-tokens" - "8192" - "--trust-remote-code" - "--gpu-memory-utilization" - "0.95" - "--additional-config" - '{"enable_cpu_binding":true, "enable_weight_nz_layout":true}' - "--speculative_config" - '{"method": "qwen3_5_mtp", "num_speculative_tokens": 3,"enforce_eager": true}' - "--compilation-config" - '{"cudagraph_mode":"FULL_DECODE_ONLY", "cudagraph_capture_sizes":[4,8,12,16,20,24,28,32,36,40,44,48,52,56,60,64,68,72,76,80,84,88,92,96,100,104,108,112,116,120,124,128,132,136,140,144]}' - "--mm-processor-cache-gb" - "0" - "--mm_processor_cache_type" - "shm" benchmarks: perf: case_type: performance dataset_path: vllm-ascend/GSM8K-in3500-bs8000-qwen3 request_conf: vllm_api_stream_chat dataset_conf: gsm8k/gsm8k_gen_0_shot_cot_str_perf num_prompts: 128 max_out_len: 1500 batch_size: 32 request_rate: 0 baseline: 604 threshold: 0.97