Repository: modelscope/evalscope
Issue: 可视化找不到报告！！！
Root cause: Documentation Deficiency

```
(EvalScope-3.10) root@vllm-h3c-ubuntu:/# evalscope perf \
  --url "http://10.157.168.166:8000/v1/chat/completions" \
  --parallel 1 \
  --model DeepSeek-R1-Distill-Qwen-32B \
  --outputs-dir /data/outputs \
  --number 1 \
  --api openai \
  --dataset openqa \
  --stream
2025-03-20 13:30:35,948 - evalscope - INFO - Save the result to: /data/outputs/20250320_133035/DeepSeek-R1-Distill-Qwen-32B
2025-03-20 13:30:35,948 - evalscope - INFO - Starting benchmark...
2025-03-20 13:30:35,948 - evalscope - INFO - {
    "model": "DeepSeek-R1-Distill-Qwen-32B",
    "model_id": "DeepSeek-R1-Distill-Qwen-32B",
    "attn_implementation": null,
    "api": "openai",
    "tokenizer_path": null,
    "port": 8877,
    "url": "http://10.157.168.166:8000/v1/chat/completions",
    "headers": {},
    "connect_timeout": 600,
    "read_timeout": 600,
    "api_key": null,
    "number": 1,
    "parallel": 1,
    "rate": -1,
    "log_every_n_query": 10,
    "debug": false,
    "wandb_api_key": null,
    "name": null,
    "outputs_dir": "/data/outputs/20250320_133035/DeepSeek-R1-Distill-Qwen-32B",
    "max_prompt_length": 9223372036854775807,
    "min_prompt_length": 0,
    "prompt": null,
    "query_template": null,
    "dataset": "openqa",
    "dataset_path": null,
    "frequency_penalty": null,
    "logprobs": null,
    "max_tokens": 2048,
    "min_tokens": null,
    "n_choices": null,
    "seed": 42,
    "stop": null,
    "stop_token_ids": null,
    "stream": true,
    "temperature": null,
    "top_p": null,
    "top_k": null
}
2025-03-20 13:30:36,018 - evalscope - INFO - Connection successful.
2025-03-20 13:30:43,399 - evalscope - INFO - Save the data base to: /data/outputs/20250320_133035/DeepSeek-R1-Distill-Qwen-32B/benchmark_data.db
Processing: 1it [00:57, 57.03s/it]
2025-03-20 13:31:40,442 - evalscope - INFO - 
Benchmarking summary:
+-----------------------------------+------------------------------------------------------------------------------+
| Key                               | Value                                                                        |
+===================================+==============================================================================+
| Time taken for tests (s)          | 57.007                                                                       |
+-----------------------------------+------------------------------------------------------------------------------+
| Number of concurrency             | 1                                                                            |
+-----------------------------------+------------------------------------------------------------------------------+
| Total requests                    | 1                                                                            |
+-----------------------------------+------------------------------------------------------------------------------+
| Succeed requests                  | 1                                                                            |
+-----------------------------------+------------------------------------------------------------------------------+
| Failed requests                   | 0                                                                            |
+-----------------------------------+------------------------------------------------------------------------------+
| Throughput(average tokens/s)      | 17.279                                                                       |
+-----------------------------------+------------------------------------------------------------------------------+
| Average QPS                       | 0.018                                                                        |
+-----------------------------------+------------------------------------------------------------------------------+
| Average latency (s)               | 57.006                                                                       |
+-----------------------------------+------------------------------------------------------------------------------+
| Average time to first token (s)   | 0.063                                                                        |
+-----------------------------------+------------------------------------------------------------------------------+
| Average time per output token (s) | 0.058                                                                        |
+-----------------------------------+------------------------------------------------------------------------------+
| Average input tokens per request  | 18.0                                                                         |
+-----------------------------------+------------------------------------------------------------------------------+
| Average output tokens per request | 985.0                                                                        |
+-----------------------------------+------------------------------------------------------------------------------+
| Average package latency (s)       | 0.058                                                                        |
+-----------------------------------+------------------------------------------------------------------------------+
| Average package per request       | 985.0                                                                        |
+-----------------------------------+------------------------------------------------------------------------------+
| Expected number of requests       | 1                                                                            |
+-----------------------------------+------------------------------------------------------------------------------+
| Result DB path                    | /data/outputs/20250320_133035/DeepSeek-R1-Distill-Qwen-32B/benchmark_data.db |
+-----------------------------------+------------------------------------------------------------------------------+
2025-03-20 13:31:40,443 - evalscope - INFO - Too little data to calculate quantiles!
(EvalScope-3.10) root@vllm-h3c-ubuntu:/#
```

![Image](https://github.com/user-attachments/assets/f07ef4a9-8ed2-4358-99cb-6d792d89c00a)


该可视化工具专门用于展示模型评测结果，不适用于模型推理服务的压测结果可视化。如需查看模型推理服务的压测结果可视化，请参考[压测结果可视化指南](https://evalscope.readthedocs.io/zh-cn/latest/user_guides/stress_test/examples.html#wandb)。

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