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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,120 @@ | ||
| # Copyright (c) 2025 Huawei Technologies Co., Ltd. All Rights Reserved. | ||
| # Copyright 2023 The vLLM team. | ||
| # | ||
| # Licensed under the Apache License, Version 2.0 (the "License"); | ||
| # you may not use this file except in compliance with the License. | ||
| # You may obtain a copy of the License at | ||
| # | ||
| # http://www.apache.org/licenses/LICENSE-2.0 | ||
| # | ||
| # Unless required by applicable law or agreed to in writing, software | ||
| # distributed under the License is distributed on an "AS IS" BASIS, | ||
| # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
| # See the License for the specific language governing permissions and | ||
| # limitations under the License. | ||
| # This file is a part of the vllm-ascend project. | ||
| # | ||
| from typing import Any | ||
|
|
||
| import openai | ||
| import pytest | ||
| from vllm.utils import get_open_port | ||
|
|
||
| from tests.e2e.conftest import RemoteOpenAIServer | ||
| from tools.aisbench import run_aisbench_cases | ||
|
|
||
| MODELS = [ | ||
| "Qwen/QwQ-32B", | ||
| ] | ||
|
|
||
| MODES = [ | ||
| "aclgraph", | ||
| "single", | ||
| ] | ||
|
|
||
| TENSOR_PARALLELS = [4] | ||
|
|
||
| prompts = [ | ||
| "San Francisco is a", | ||
| ] | ||
|
|
||
| api_keyword_args = { | ||
| "max_tokens": 10, | ||
| } | ||
|
|
||
| aisbench_cases = [{ | ||
| "case_type": "accuracy", | ||
| "dataset_path": "vllm-ascend/gsm8k-lite", | ||
| "request_conf": "vllm_api_general_chat", | ||
| "dataset_conf": "gsm8k/gsm8k_gen_0_shot_cot_chat_prompt", | ||
| "max_out_len": 32768, | ||
| "batch_size": 32, | ||
| "baseline": 95, | ||
| "threshold": 5 | ||
| }, { | ||
| "case_type": "performance", | ||
| "dataset_path": "vllm-ascend/GSM8K-in3500-bs400", | ||
| "request_conf": "vllm_api_stream_chat", | ||
| "dataset_conf": "gsm8k/gsm8k_gen_0_shot_cot_str_perf", | ||
| "num_prompts": 176, | ||
| "max_out_len": 1500, | ||
| "batch_size": 44, | ||
| "baseline": 1, | ||
| "threshold": 0.97 | ||
| }] | ||
|
|
||
|
|
||
| @pytest.mark.asyncio | ||
| @pytest.mark.parametrize("model", MODELS) | ||
| @pytest.mark.parametrize("mode", MODES) | ||
| @pytest.mark.parametrize("tp_size", TENSOR_PARALLELS) | ||
| async def test_models(model: str, mode: str, tp_size: int) -> None: | ||
| port = get_open_port() | ||
| env_dict = { | ||
| "TASK_QUEUE_ENABLE": "1", | ||
| "OMP_PROC_BIND": "false", | ||
| "VLLM_USE_V1": "1", | ||
| "HCCL_OP_EXPANSION_MODE": "AIV", | ||
| "VLLM_ASCEND_ENABLE_FLASHCOMM": "1", | ||
| "VLLM_ASCEND_ENABLE_TOPK_OPTIMIZE": "1", | ||
| "VLLM_ASCEND_ENABLE_DEBSE_OPTIMIZE": "1", | ||
| "VLLM_ASCEND_ENABLE_PREFETCH": "1" | ||
| } | ||
| server_args = [ | ||
| "--tensor-parallel-size", | ||
| str(tp_size), "--port", | ||
| str(port), "--max-model-len", "36864", "--max-num-batched-tokens", | ||
| "36864", "--block-size", "128", "--trust-remote-code", | ||
| "--gpu-memory-utilization", "0.9", "--compilation_config", | ||
| '{"cudagraph_mode":"FULL_DECODE_ONLY", "cudagraph_capture_sizes": [1, 8, 24, 48, 60]}', | ||
| "--reasoning-parser", "deepseek_r1", "--distributed_executor_backend", | ||
| "mp" | ||
| ] | ||
| if mode == "single": | ||
| server_args.remove("--compilation_config") | ||
| server_args.remove( | ||
| '{"cudagraph_mode":"FULL_DECODE_ONLY", "cudagraph_capture_sizes": [1, 8, 24, 48, 60]}' | ||
| ) | ||
| server_args.append("--additional-config") | ||
| server_args.append('{"ascend_scheduler_config":{"enabled":true}}') | ||
| server_args.append("--enforce-eager") | ||
| request_keyword_args: dict[str, Any] = { | ||
| **api_keyword_args, | ||
| } | ||
| with RemoteOpenAIServer(model, | ||
| server_args, | ||
| server_port=port, | ||
| env_dict=env_dict, | ||
| auto_port=False) as server: | ||
| client = server.get_async_client() | ||
| batch = await client.completions.create( | ||
| model=model, | ||
| prompt=prompts, | ||
| **request_keyword_args, | ||
| ) | ||
| choices: list[openai.types.CompletionChoice] = batch.choices | ||
| assert choices[0].text, "empty response" | ||
| if mode == "single": | ||
| return | ||
| # aisbench test | ||
| run_aisbench_cases(model, port, aisbench_cases) | ||
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The current method of constructing
server_argsby defining a default list and then modifying it withlist.remove()is brittle and can lead to runtime errors. If the initial list is changed, theremove()calls might fail with aValueError. Additionally, the long JSON string forcompilation_configis duplicated, making the code harder to maintain.It's better to build the argument list conditionally from common and mode-specific parts. This approach is more robust, readable, and avoids duplicating configuration strings.