model_comparison.json

{
  "dataset": "data\\pokemon",
  "num_test_samples": 25,
  "labels": [
    "charizard",
    "charmander",
    "charmeleon",
    "ditto",
    "eevee",
    "ekans"
  ],
  "custom_model": {
    "accuracy": 0.8,
    "classification_report": {
      "charizard": {
        "precision": 0.6,
        "recall": 0.75,
        "f1-score": 0.6666666666666666,
        "support": 4.0
      },
      "charmander": {
        "precision": 0.8,
        "recall": 1.0,
        "f1-score": 0.8888888888888888,
        "support": 4.0
      },
      "charmeleon": {
        "precision": 1.0,
        "recall": 0.25,
        "f1-score": 0.4,
        "support": 4.0
      },
      "ditto": {
        "precision": 1.0,
        "recall": 1.0,
        "f1-score": 1.0,
        "support": 4.0
      },
      "eevee": {
        "precision": 0.8,
        "recall": 0.8,
        "f1-score": 0.8,
        "support": 5.0
      },
      "ekans": {
        "precision": 0.8,
        "recall": 1.0,
        "f1-score": 0.8888888888888888,
        "support": 4.0
      },
      "accuracy": 0.8,
      "macro avg": {
        "precision": 0.8333333333333334,
        "recall": 0.7999999999999999,
        "f1-score": 0.774074074074074,
        "support": 25.0
      },
      "weighted avg": {
        "precision": 0.8320000000000001,
        "recall": 0.8,
        "f1-score": 0.7751111111111111,
        "support": 25.0
      }
    }
  },
  "clip_model": {
    "available": true,
    "accuracy": 0.72,
    "classification_report": {
      "charizard": {
        "precision": 1.0,
        "recall": 0.5,
        "f1-score": 0.6666666666666666,
        "support": 4.0
      },
      "charmander": {
        "precision": 0.75,
        "recall": 0.75,
        "f1-score": 0.75,
        "support": 4.0
      },
      "charmeleon": {
        "precision": 0.75,
        "recall": 0.75,
        "f1-score": 0.75,
        "support": 4.0
      },
      "ditto": {
        "precision": 0.5714285714285714,
        "recall": 1.0,
        "f1-score": 0.7272727272727273,
        "support": 4.0
      },
      "eevee": {
        "precision": 1.0,
        "recall": 0.6,
        "f1-score": 0.75,
        "support": 5.0
      },
      "ekans": {
        "precision": 0.6,
        "recall": 0.75,
        "f1-score": 0.6666666666666666,
        "support": 4.0
      },
      "accuracy": 0.72,
      "macro avg": {
        "precision": 0.7785714285714285,
        "recall": 0.725,
        "f1-score": 0.7184343434343434,
        "support": 25.0
      },
      "weighted avg": {
        "precision": 0.7874285714285714,
        "recall": 0.72,
        "f1-score": 0.7196969696969697,
        "support": 25.0
      }
    }
  },
  "openai_model": {
    "available": true,
    "evaluated_samples": 24,
    "accuracy": 0.7083333333333334,
    "classification_report": {
      "charizard": {
        "precision": 0.75,
        "recall": 0.75,
        "f1-score": 0.75,
        "support": 4.0
      },
      "charmander": {
        "precision": 0.75,
        "recall": 0.75,
        "f1-score": 0.75,
        "support": 4.0
      },
      "charmeleon": {
        "precision": 0.5,
        "recall": 0.5,
        "f1-score": 0.5,
        "support": 4.0
      },
      "ditto": {
        "precision": 1.0,
        "recall": 0.75,
        "f1-score": 0.8571428571428571,
        "support": 4.0
      },
      "eevee": {
        "precision": 1.0,
        "recall": 0.6,
        "f1-score": 0.75,
        "support": 5.0
      },
      "ekans": {
        "precision": 0.5,
        "recall": 1.0,
        "f1-score": 0.6666666666666666,
        "support": 3.0
      },
      "accuracy": 0.7083333333333334,
      "macro avg": {
        "precision": 0.75,
        "recall": 0.725,
        "f1-score": 0.7123015873015873,
        "support": 24.0
      },
      "weighted avg": {
        "precision": 0.7708333333333334,
        "recall": 0.7083333333333334,
        "f1-score": 0.7157738095238096,
        "support": 24.0
      }
    }
  }
}