import os import time from openai import OpenAI from transformers.utils.versions import require_version require_version("openai>=1.5.0", "To fix: pip install openai>=1.5.0") def main(): client = OpenAI( api_key="0", base_url="http://localhost:{}/v1".format(os.environ.get("API_PORT", 8000)), ) messages = [{"role": "user", "content": "Write a long essay about environment protection as long as possible."}] num_tokens = 0 start_time = time.time() for _ in range(8): result = client.chat.completions.create(messages=messages, model="test") num_tokens += result.usage.completion_tokens elapsed_time = time.time() - start_time print("Throughput: {:.2f} tokens/s".format(num_tokens / elapsed_time)) # --infer_backend hf: 27.22 tokens/s (1.0x) # --infer_backend vllm: 73.03 tokens/s (2.7x) if __name__ == "__main__": main()