Ollama benchmark Q2 2024 - Exoscale A40 - LLM Performance

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Among the large opensource market of LLMs, we selected the most used models through Ollama and request the following prompt several time for each models:

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From this task, and by enabling the verbosity, we catch:

  • eval_rate: Inference speed in token/sec
  • prompt_eval_rate: Prompt reading speed token/sec
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"data": [ [ 32, 73.925 ] ], "grouping": false }, { "name": "qwen:72b", "data": [ [ 33, 45.53 ] ], "grouping": false }, { "name": "qwen:7b", "data": [ [ 34, 242.86 ] ], "grouping": false }, { "name": "vicuna", "data": [ [ 35, 265.2714285714286 ] ], "grouping": false }, { "name": "vicuna:13b", "data": [ [ 36, 170.42000000000002 ] ], "grouping": false }, { "name": "vicuna:33b", "data": [ [ 37, 87.39500000000001 ] ], "grouping": false }, { "name": "wizardlm2", "data": [ [ 38, 233.61714285714285 ] ], "grouping": false } ], "drilldown": {}, "tooltip": { "enabled": true, "useHTML": false, "format": null, "headerFormat": "", "pointFormat": "<span style=\"color:{series.color}\">{series.name}</span>: <b>{point.y:.1f} token/sec</b>", "footerFormat": "", "shared": false, "outside": false, "valueDecimals": null, "split": false }, "annotations": null }, "hc_type": "chart", "id": "prompt_eval_rate" }

Notes

  • Not all models are generalistic, some like deepseek-coder or codegemma are especially made to produce code
  • This test take mostly appart the capacity to produce a response as quick as possible
  • Only model fitting in a NVIDIA A40 (40GB) are tested