evalstone/evalscope/examples/example_eval_perf.py
2026-07-08 08:57:50 +00:00

115 lines
2.5 KiB
Python

# Copyright (c) Alibaba, Inc. and its affiliates.
import os
from evalscope.perf.main import run_perf_benchmark
def run_perf():
task_cfg = {
'url': 'http://127.0.0.1:8000/v1/chat/completions',
'parallel': 1,
'model': 'qwen2.5',
'number': 15,
'api': 'openai',
'dataset': 'openqa',
'debug': True,
}
run_perf_benchmark(task_cfg)
def run_perf_stream():
task_cfg = {
'url': 'http://127.0.0.1:8000/v1/chat/completions',
'parallel': 1,
'model': 'qwen2.5',
'number': 15,
'api': 'openai',
'dataset': 'openqa',
'stream': True,
'debug': True,
}
run_perf_benchmark(task_cfg)
def run_perf_openai_responses():
task_cfg = {
'url': 'https://api.openai.com/v1',
'parallel': 1,
'model': 'gpt-4.1-mini',
'number': 5,
'api': 'openai_responses',
'api_key': os.getenv('OPENAI_API_KEY'),
'dataset': 'openqa',
'stream': True,
'max_tokens': 128,
}
run_perf_benchmark(task_cfg)
def run_perf_speed_benchmark():
task_cfg = {
'url': 'http://127.0.0.1:8000/v1/completions',
'parallel': 1,
'model': 'qwen2.5',
'api': 'openai',
'dataset': 'speed_benchmark',
'debug': True,
}
run_perf_benchmark(task_cfg)
def run_perf_local():
task_cfg = {
'parallel': 1,
'model': 'Qwen/Qwen2.5-0.5B-Instruct',
'number': 5,
'api': 'local',
'dataset': 'openqa',
'debug': True,
}
run_perf_benchmark(task_cfg)
def run_perf_local_stream():
task_cfg = {
'parallel': 1,
'model': 'Qwen/Qwen2.5-0.5B-Instruct',
'number': 5,
'api': 'local',
'dataset': 'openqa',
'stream': True,
'debug': True,
}
run_perf_benchmark(task_cfg)
def run_perf_local_speed_benchmark():
task_cfg = {
'parallel': 1,
'model': 'Qwen/Qwen2.5-0.5B-Instruct',
'api': 'local_vllm',
'dataset': 'speed_benchmark',
'min_tokens': 2048,
'max_tokens': 2048,
'debug': True,
}
run_perf_benchmark(task_cfg)
def run_perf_local_custom_prompt():
task_cfg = {
'parallel': 1,
'model': 'Qwen/Qwen2.5-0.5B-Instruct',
'api': 'local',
'number': 10,
'prompt': '写一个诗歌',
'min_tokens': 100,
'max_tokens': 1024,
'debug': True,
}
run_perf_benchmark(task_cfg)
if __name__ == '__main__':
run_perf_local_custom_prompt()