init v0.23.0

Signed-off-by: Sun Ruoxi <sunruoxi@4paradigm.com>
2026-08-27 15:11:51 +08:00
parent b582a8e7d1
commit 7f8a1b1f7a
2849 changed files with 712887 additions and 22001 deletions
--- a/tests/e2e/weekly/single_node/configs/Qwen3.5-27B-w8a8-A3.yaml
+++ b/tests/e2e/weekly/single_node/configs/Qwen3.5-27B-w8a8-A3.yaml
@@ -0,0 +1,549 @@
+# ==========================================
+# ACTUAL TEST CASES
+# ==========================================
+_envs: &envs
+  HCCL_BUFFSIZE: "1024"
+  HCCL_OP_EXPANSION_MODE: "AIV"
+  PYTORCH_NPU_ALLOC_CONF: "expandable_segments:True"
+  OMP_NUM_THREADS: "1"
+  TASK_QUEUE_ENABLE: "1"
+  VLLM_USE_MODELSCOPE: "true"
+  SERVER_PORT: "DEFAULT_PORT"
+test_cases:
+  - name: "Qwen3.5-27B-w8a8-in3.5k-140-35"
+    model: "Eco-Tech/Qwen3.5-27B-w8a8-mtp"
+    envs:
+      <<: *envs
+    server_cmd:
+      - "--tensor-parallel-size"
+      - "2"
+      - "--data-parallel-size"
+      - "1"
+      - "--port"
+      - "$SERVER_PORT"
+      - "--max-num-seqs"
+      - "128"
+      - "--quantization"
+      - "ascend"
+      - "--max-model-len"
+      - "128000"
+      - "--max-num-batched-tokens"
+      - "16384"
+      - "--trust-remote-code"
+      - "--gpu-memory-utilization"
+      - "0.9"
+      - "--additional-config"
+      - '{"enable_cpu_binding":true}'
+      - "--speculative_config"
+      - '{"method": "qwen3_5_mtp", "num_speculative_tokens": 3}'
+      - "--compilation-config"
+      - '{"cudagraph_capture_sizes":[1,4,8,12,16,24,32,48,56,64,72,84,96,108,112,128,160,172,196,200,212,232,256,272,288,312,328,344,360,384,400,416,432,448,480,512], "cudagraph_mode":"FULL_DECODE_ONLY"}'
+      - "--mm-processor-cache-gb"
+      - "0"
+    benchmarks:
+      perf:
+        case_type: performance
+        dataset_path: vllm-ascend/GSM8K-in3500-bs8000-qwen3
+        request_conf: vllm_api_stream_chat
+        dataset_conf: gsm8k/gsm8k_gen_0_shot_cot_str_perf
+        num_prompts: 140
+        max_out_len: 1500
+        batch_size: 35
+        request_rate: 0
+        baseline: 610.22
+        threshold: 0.97
+  - name: "Qwen3.5-27B-w8a8-in16k-56-14"
+    model: "Eco-Tech/Qwen3.5-27B-w8a8-mtp"
+    envs:
+      <<: *envs
+    server_cmd:
+      - "--data-parallel-size"
+      - "1"
+      - "--tensor-parallel-size"
+      - "2"
+      - "--port"
+      - "$SERVER_PORT"
+      - "--max-model-len"
+      - "18432"
+      - "--max-num-batched-tokens"
+      - "16384"
+      - "--max-num-seqs"
+      - "128"
+      - "--gpu-memory-utilization"
+      - "0.9"
+      - "--compilation-config"
+      - '{"cudagraph_capture_sizes":[1,4,8,12,16,24,32,48,56,64,72,84,96,108,112,128,160,172,196,200,212,232,256,272,288,312,328,344,360,384,400,416,432,448,480,512], "cudagraph_mode":"FULL_DECODE_ONLY"}'
+      - "--speculative_config"
+      - '{"method": "qwen3_5_mtp", "num_speculative_tokens": 3, "enforce_eager": true}'
+      - "--trust-remote-code"
+      - "--allowed-local-media-path"
+      - "/"
+      - "--quantization"
+      - "ascend"
+      - "--mm-processor-cache-gb"
+      - "0"
+      - "--additional-config"
+      - '{"enable_cpu_binding":true}'
+      - "--no-enable-prefix-caching"
+    benchmarks:
+      perf:
+        case_type: performance
+        dataset_path: vllm-ascend/GSM8K_prefix0_in16384_bs200_qwen
+        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
+        request_rate: 0
+        baseline: 221.22
+        threshold: 0.97
+  - name: "Qwen3.5-27B-w8a8-in32k-56-14"
+    model: "Eco-Tech/Qwen3.5-27B-w8a8-mtp"
+    envs:
+      <<: *envs
+    server_cmd:
+      - "--data-parallel-size"
+      - "1"
+      - "--tensor-parallel-size"
+      - "2"
+      - "--port"
+      - "$SERVER_PORT"
+      - "--max-model-len"
+      - "34304"
+      - "--enable-prefix-caching"
+      - "--max-num-batched-tokens"
+      - "16384"
+      - "--max-num-seqs"
+      - "128"
+      - "--gpu-memory-utilization"
+      - "0.9"
+      - "--compilation-config"
+      - '{"cudagraph_capture_sizes":[1,4,8,12,16,24,32,48,56,64,72,84,96,108,112,128,160,172,196,200,212,232,256,272,288,312,328,344,360,384,400,416,432,448,480,512], "cudagraph_mode":"FULL_DECODE_ONLY"}'
+      - "--speculative_config"
+      - '{"method": "qwen3_5_mtp", "num_speculative_tokens": 3, "enforce_eager": true}'
+      - "--trust-remote-code"
+      - "--allowed-local-media-path"
+      - "/"
+      - "--quantization"
+      - "ascend"
+      - "--mm-processor-cache-gb"
+      - "0"
+      - "--additional-config"
+      - '{"enable_cpu_binding":true}'
+    benchmarks:
+      perf:
+        case_type: performance
+        dataset_path: vllm-ascend/GSM8K_prefix90_in32768_bs100_qwen
+        request_conf: vllm_api_stream_chat
+        dataset_conf: gsm8k/gsm8k_gen_0_shot_cot_str_perf
+        num_prompts: 56
+        max_out_len: 512
+        batch_size: 14
+        request_rate: 0
+        baseline: 197.00
+        threshold: 0.97
+  - name: "Qwen3.5-27B-w8a8-in64k-16-4"
+    model: "Eco-Tech/Qwen3.5-27B-w8a8-mtp"
+    envs:
+      <<: *envs
+    server_cmd:
+      - "--data-parallel-size"
+      - "1"
+      - "--tensor-parallel-size"
+      - "2"
+      - "--port"
+      - "$SERVER_PORT"
+      - "--max-model-len"
+      - "67584"
+      - "--max-num-batched-tokens"
+      - "16384"
+      - "--max-num-seqs"
+      - "128"
+      - "--gpu-memory-utilization"
+      - "0.9"
+      - "--compilation-config"
+      - '{"cudagraph_capture_sizes":[1,6,12,18,24,30,36,42,48,54,72,78,84,90,96,102,108,144,192], "cudagraph_mode":"FULL_DECODE_ONLY"}'
+      - "--speculative_config"
+      - '{"method": "qwen3_5_mtp", "num_speculative_tokens": 5, "enforce_eager": true}'
+      - "--trust-remote-code"
+      - "--allowed-local-media-path"
+      - "/"
+      - "--quantization"
+      - "ascend"
+      - "--mm-processor-cache-gb"
+      - "0"
+      - "--additional-config"
+      - '{"enable_cpu_binding":true}'
+      - "--no-enable-prefix-caching"
+    benchmarks:
+      perf:
+        case_type: performance
+        dataset_path: vllm-ascend/GSM8K_prefix0_in65536_bs100_qwen
+        request_conf: vllm_api_stream_chat
+        dataset_conf: gsm8k/gsm8k_gen_0_shot_cot_str_perf
+        num_prompts: 16
+        max_out_len: 1024
+        batch_size: 4
+        request_rate: 0
+        baseline: 56.17
+        threshold: 0.97
+  - name: "Qwen3.5-27B-w8a8-in64k-48-12"
+    model: "Eco-Tech/Qwen3.5-27B-w8a8-mtp"
+    envs:
+      <<: *envs
+    server_cmd:
+      - "--data-parallel-size"
+      - "1"
+      - "--tensor-parallel-size"
+      - "2"
+      - "--port"
+      - "$SERVER_PORT"
+      - "--max-model-len"
+      - "67584"
+      - "--enable-prefix-caching"
+      - "--max-num-batched-tokens"
+      - "16384"
+      - "--max-num-seqs"
+      - "128"
+      - "--gpu-memory-utilization"
+      - "0.9"
+      - "--compilation-config"
+      - '{"cudagraph_capture_sizes":[1,4,8,12,16,24,32,48,56,64,72,84,96,108,112,128,160,172,196,200,212,232,256,272,288,312,328,344,360,384,400,416,432,448,480,512], "cudagraph_mode":"FULL_DECODE_ONLY"}'
+      - "--speculative_config"
+      - '{"method": "qwen3_5_mtp", "num_speculative_tokens": 3, "enforce_eager": true}'
+      - "--trust-remote-code"
+      - "--allowed-local-media-path"
+      - "/"
+      - "--quantization"
+      - "ascend"
+      - "--mm-processor-cache-gb"
+      - "0"
+      - "--additional-config"
+      - '{"enable_cpu_binding":true}'
+    benchmarks:
+      perf:
+        case_type: performance
+        dataset_path: vllm-ascend/GSM8K_prefix90_in65536_bs1000_qwen
+        request_conf: vllm_api_stream_chat
+        dataset_conf: gsm8k/gsm8k_gen_0_shot_cot_str_perf
+        num_prompts: 48
+        max_out_len: 1024
+        batch_size: 12
+        request_rate: 0
+        baseline: 195.87
+        threshold: 0.97
+  - name: "Qwen3.5-27B-w8a8-in128k-28-7"
+    model: "Eco-Tech/Qwen3.5-27B-w8a8-mtp"
+    envs:
+      <<: *envs
+    server_cmd:
+      - "--data-parallel-size"
+      - "1"
+      - "--tensor-parallel-size"
+      - "2"
+      - "--port"
+      - "$SERVER_PORT"
+      - "--max-model-len"
+      - "133120"
+      - "--enable-prefix-caching"
+      - "--max-num-batched-tokens"
+      - "16384"
+      - "--max-num-seqs"
+      - "128"
+      - "--gpu-memory-utilization"
+      - "0.9"
+      - "--compilation-config"
+      - '{"cudagraph_capture_sizes":[1,4,8,12,16,24,32,48,56,64,72,84,96,108,112,128,160,172,196,200,212,232,256,272,288,312,328,344,360,384,400,416,432,448,480,512], "cudagraph_mode":"FULL_DECODE_ONLY"}'
+      - "--speculative_config"
+      - '{"method": "qwen3_5_mtp", "num_speculative_tokens": 3, "enforce_eager": true}'
+      - "--trust-remote-code"
+      - "--allowed-local-media-path"
+      - "/"
+      - "--quantization"
+      - "ascend"
+      - "--mm-processor-cache-gb"
+      - "0"
+      - "--additional-config"
+      - '{"enable_cpu_binding":true}'
+    benchmarks:
+      perf:
+        case_type: performance
+        dataset_path: vllm-ascend/GSM8K_prefix90_in131072_bs100_qwen
+        request_conf: vllm_api_stream_chat
+        dataset_conf: gsm8k/gsm8k_gen_0_shot_cot_str_perf
+        num_prompts: 28
+        max_out_len: 1024
+        batch_size: 7
+        request_rate: 0
+        baseline: 101.12
+        threshold: 0.97
+  - name: "Qwen3.5-27B-w8a8-in16k-16-4"
+    model: "Eco-Tech/Qwen3.5-27B-w8a8-mtp"
+    envs:
+      <<: *envs
+    server_cmd:
+      - "--data-parallel-size"
+      - "1"
+      - "--tensor-parallel-size"
+      - "2"
+      - "--port"
+      - "$SERVER_PORT"
+      - "--max-model-len"
+      - "18432"
+      - "--max-num-batched-tokens"
+      - "16384"
+      - "--max-num-seqs"
+      - "128"
+      - "--gpu-memory-utilization"
+      - "0.9"
+      - "--compilation-config"
+      - '{"cudagraph_capture_sizes":[1,6,12,18,24,30,36,42,48,54,72,78,84,90,96,102,108,144,192], "cudagraph_mode":"FULL_DECODE_ONLY"}'
+      - "--speculative_config"
+      - '{"method": "qwen3_5_mtp", "num_speculative_tokens": 5, "enforce_eager": true}'
+      - "--trust-remote-code"
+      - "--allowed-local-media-path"
+      - "/"
+      - "--quantization"
+      - "ascend"
+      - "--mm-processor-cache-gb"
+      - "0"
+      - "--additional-config"
+      - '{"enable_cpu_binding":true}'
+      - "--no-enable-prefix-caching"
+    benchmarks:
+      perf:
+        case_type: performance
+        dataset_path: vllm-ascend/GSM8K_prefix0_in16384_bs200_qwen
+        request_conf: vllm_api_stream_chat
+        dataset_conf: gsm8k/gsm8k_gen_0_shot_cot_str_perf
+        num_prompts: 16
+        max_out_len: 1024
+        batch_size: 4
+        request_rate: 0
+        baseline: 163.77
+        threshold: 0.97
+  - name: "Qwen3.5-27B-w8a8-in32k-8-2"
+    model: "Eco-Tech/Qwen3.5-27B-w8a8-mtp"
+    envs:
+      <<: *envs
+    server_cmd:
+      - "--data-parallel-size"
+      - "1"
+      - "--tensor-parallel-size"
+      - "2"
+      - "--port"
+      - "$SERVER_PORT"
+      - "--max-model-len"
+      - "34304"
+      - "--max-num-batched-tokens"
+      - "16384"
+      - "--max-num-seqs"
+      - "128"
+      - "--gpu-memory-utilization"
+      - "0.9"
+      - "--compilation-config"
+      - '{"cudagraph_capture_sizes":[1,6,12,18,24,30,36,42,48,54,72,78,84,90,96,102,108,144,192], "cudagraph_mode":"FULL_DECODE_ONLY"}'
+      - "--speculative_config"
+      - '{"method": "qwen3_5_mtp", "num_speculative_tokens": 5, "enforce_eager": true}'
+      - "--trust-remote-code"
+      - "--allowed-local-media-path"
+      - "/"
+      - "--quantization"
+      - "ascend"
+      - "--mm-processor-cache-gb"
+      - "0"
+      - "--additional-config"
+      - '{"enable_cpu_binding":true}'
+      - "--no-enable-prefix-caching"
+    benchmarks:
+      perf:
+        case_type: performance
+        dataset_path: vllm-ascend/GSM8K_prefix0_in32768_bs100_qwen
+        request_conf: vllm_api_stream_chat
+        dataset_conf: gsm8k/gsm8k_gen_0_shot_cot_str_perf
+        num_prompts: 8
+        max_out_len: 512
+        batch_size: 2
+        request_rate: 0
+        baseline: 53.82
+        threshold: 0.97
+  - name: "Qwen3.5-27B-w8a8-in32k-16-4"
+    model: "Eco-Tech/Qwen3.5-27B-w8a8-mtp"
+    envs:
+      <<: *envs
+    server_cmd:
+      - "--data-parallel-size"
+      - "1"
+      - "--tensor-parallel-size"
+      - "2"
+      - "--port"
+      - "$SERVER_PORT"
+      - "--max-model-len"
+      - "34304"
+      - "--enable-prefix-caching"
+      - "--max-num-batched-tokens"
+      - "16384"
+      - "--max-num-seqs"
+      - "128"
+      - "--gpu-memory-utilization"
+      - "0.9"
+      - "--compilation-config"
+      - '{"cudagraph_capture_sizes":[1,4,8,12,16,24,32,48,56,64,72,84,96,108,112,128,160,172,196,200,212,232,256,272,288,312,328,344,360,384,400,416,432,448,480,512], "cudagraph_mode":"FULL_DECODE_ONLY"}'
+      - "--speculative_config"
+      - '{"method": "qwen3_5_mtp", "num_speculative_tokens": 3, "enforce_eager": true}'
+      - "--trust-remote-code"
+      - "--allowed-local-media-path"
+      - "/"
+      - "--quantization"
+      - "ascend"
+      - "--mm-processor-cache-gb"
+      - "0"
+      - "--additional-config"
+      - '{"enable_cpu_binding":true}'
+    benchmarks:
+      perf:
+        case_type: performance
+        dataset_path: vllm-ascend/GSM8K_prefix90_in32768_bs100_qwen
+        request_conf: vllm_api_stream_chat
+        dataset_conf: gsm8k/gsm8k_gen_0_shot_cot_str_perf
+        num_prompts: 16
+        max_out_len: 512
+        batch_size: 4
+        request_rate: 0
+        baseline: 149.23
+        threshold: 0.97
+  - name: "Qwen3.5-27B-w8a8-in64k-8-2"
+    model: "Eco-Tech/Qwen3.5-27B-w8a8-mtp"
+    envs:
+      <<: *envs
+    server_cmd:
+      - "--data-parallel-size"
+      - "1"
+      - "--tensor-parallel-size"
+      - "2"
+      - "--port"
+      - "$SERVER_PORT"
+      - "--max-model-len"
+      - "67584"
+      - "--max-num-batched-tokens"
+      - "16384"
+      - "--max-num-seqs"
+      - "128"
+      - "--gpu-memory-utilization"
+      - "0.9"
+      - "--compilation-config"
+      - '{"cudagraph_capture_sizes":[1,6,12,18,24,30,36,42,48,54,72,78,84,90,96,102,108,144,192], "cudagraph_mode":"FULL_DECODE_ONLY"}'
+      - "--speculative_config"
+      - '{"method": "qwen3_5_mtp", "num_speculative_tokens": 5, "enforce_eager": true}'
+      - "--trust-remote-code"
+      - "--allowed-local-media-path"
+      - "/"
+      - "--quantization"
+      - "ascend"
+      - "--mm-processor-cache-gb"
+      - "0"
+      - "--additional-config"
+      - '{"enable_cpu_binding":true}'
+      - "--no-enable-prefix-caching"
+    benchmarks:
+      perf:
+        case_type: performance
+        dataset_path: vllm-ascend/GSM8K_prefix0_in65536_bs100_qwen
+        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
+        request_rate: 0
+        baseline: 48.52
+        threshold: 0.97
+  - name: "Qwen3.5-27B-w8a8-in64k-8-2-90"
+    model: "Eco-Tech/Qwen3.5-27B-w8a8-mtp"
+    envs:
+      <<: *envs
+    server_cmd:
+      - "--data-parallel-size"
+      - "1"
+      - "--tensor-parallel-size"
+      - "2"
+      - "--port"
+      - "$SERVER_PORT"
+      - "--max-model-len"
+      - "67584"
+      - "--enable-prefix-caching"
+      - "--max-num-batched-tokens"
+      - "16384"
+      - "--max-num-seqs"
+      - "128"
+      - "--gpu-memory-utilization"
+      - "0.9"
+      - "--compilation-config"
+      - '{"cudagraph_capture_sizes":[1,4,8,12,16,24,32,48,56,64,72,84,96,108,112,128,160,172,196,200,212,232,256,272,288,312,328,344,360,384,400,416,432,448,480,512], "cudagraph_mode":"FULL_DECODE_ONLY"}'
+      - "--speculative_config"
+      - '{"method": "qwen3_5_mtp", "num_speculative_tokens": 3, "enforce_eager": true}'
+      - "--trust-remote-code"
+      - "--allowed-local-media-path"
+      - "/"
+      - "--quantization"
+      - "ascend"
+      - "--mm-processor-cache-gb"
+      - "0"
+      - "--additional-config"
+      - '{"enable_cpu_binding":true}'
+    benchmarks:
+      perf:
+        case_type: performance
+        dataset_path: vllm-ascend/GSM8K_prefix90_in65536_bs1000_qwen
+        request_conf: vllm_api_stream_chat
+        dataset_conf: gsm8k/gsm8k_gen_0_shot_cot_str_perf
+        num_prompts: 8
+        max_out_len: 1024
+        batch_size: 2
+        request_rate: 0
+        baseline: 87.3
+        threshold: 0.97
+  - name: "Qwen3.5-27B-w8a8-in128k-4-1"
+    model: "Eco-Tech/Qwen3.5-27B-w8a8-mtp"
+    envs:
+      <<: *envs
+    server_cmd:
+      - "--data-parallel-size"
+      - "1"
+      - "--tensor-parallel-size"
+      - "2"
+      - "--port"
+      - "$SERVER_PORT"
+      - "--max-model-len"
+      - "133120"
+      - "--enable-prefix-caching"
+      - "--max-num-batched-tokens"
+      - "16384"
+      - "--max-num-seqs"
+      - "128"
+      - "--gpu-memory-utilization"
+      - "0.9"
+      - "--compilation-config"
+      - '{"cudagraph_capture_sizes":[1,4,8,12,16,24,32,48,56,64,72,84,96,108,112,128,160,172,196,200,212,232,256,272,288,312,328,344,360,384,400,416,432,448,480,512], "cudagraph_mode":"FULL_DECODE_ONLY"}'
+      - "--speculative_config"
+      - '{"method": "qwen3_5_mtp", "num_speculative_tokens": 3, "enforce_eager": true}'
+      - "--trust-remote-code"
+      - "--allowed-local-media-path"
+      - "/"
+      - "--quantization"
+      - "ascend"
+      - "--mm-processor-cache-gb"
+      - "0"
+      - "--additional-config"
+      - '{"enable_cpu_binding":true}'
+    benchmarks:
+      perf:
+        case_type: performance
+        dataset_path: vllm-ascend/GSM8K_prefix90_in131072_bs100_qwen
+        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
+        request_rate: 0
+        baseline: 36.44
+        threshold: 0.97