llm-data-factory/training_results.json at main · MuhammadMaazA/llm-data-factory · GitHub

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{
  "classification_report": {
    "Authentication": {
      "precision": 0.9512195121951219,
      "recall": 1.0,
      "f1-score": 0.975,
      "support": 39.0
    },
    "Technical": {
      "precision": 0.9387755102040817,
      "recall": 0.8846153846153846,
      "f1-score": 0.9108910891089109,
      "support": 52.0
    },
    "Billing": {
      "precision": 0.9534883720930233,
      "recall": 0.9534883720930233,
      "f1-score": 0.9534883720930233,
      "support": 43.0
    },
    "Feature Request": {
      "precision": 1.0,
      "recall": 0.9814814814814815,
      "f1-score": 0.9906542056074766,
      "support": 54.0
    },
    "General": {
      "precision": 0.9074074074074074,
      "recall": 0.9423076923076923,
      "f1-score": 0.9245283018867925,
      "support": 52.0
    },
    "accuracy": 0.95,
    "macro avg": {
      "precision": 0.950178160379927,
      "recall": 0.9523785860995163,
      "f1-score": 0.9509123937392406,
      "support": 240.0
    },
    "weighted avg": {
      "precision": 0.9504128028808634,
      "recall": 0.95,
      "f1-score": 0.949842230977418,
      "support": 240.0
    }
  },
  "eval_results": {
    "eval_loss": 0.22983072698116302,
    "eval_accuracy": 0.95,
    "eval_runtime": 13.9965,
    "eval_samples_per_second": 17.147,
    "eval_steps_per_second": 2.143,
    "epoch": 3.0
  },
  "model_info": {
    "base_model": "microsoft/phi-3-mini-4k-instruct",
    "categories": [
      "Authentication",
      "Technical",
      "Billing",
      "Feature Request",
      "General"
    ],
    "training_data": "data/large_synthetic_data.json",
    "accuracy": 0.95
  }
}