results/real_model_compression_results.json

{
  "timestamp": "2025-08-25T11:00:24.970953",
  "models": {
    "mobilenet_v2": {
      "model_name": "MobileNetV2",
      "total_parameters": 3504872,
      "fp32_size_mb": 13.599966049194336,
      "int8_size_mb": 9.938653945922852,
      "compression_ratio": 1.3683911446351817,
      "mean_absolute_error": 6.884231518178296e-10,
      "max_error": 2.9118107924830383e-09,
      "relative_error_percent": 100.0,
      "fp32_inference_time": 2.294279333000304,
      "int8_inference_time": 2.3034885880042566,
      "inference_speedup": 0.9960020401004325,
      "passed": false
    },
    "resnet18": {
      "model_name": "ResNet18",
      "total_parameters": 11689512,
      "fp32_size_mb": 44.665945053100586,
      "int8_size_mb": 43.2018985748291,
      "compression_ratio": 1.0338884754274316,
      "mean_absolute_error": 0.017125340178608894,
      "max_error": 0.06853533536195755,
      "relative_error_percent": 0.9719084959221627,
      "fp32_inference_time": 2.9981125369959045,
      "int8_inference_time": 2.7863378490001196,
      "inference_speedup": 1.0760046697394505,
      "passed": false
    },
    "small_mlp": {
      "model_name": "Small_MLP",
      "total_parameters": 235146,
      "fp32_size_mb": 0.8995208740234375,
      "int8_size_mb": 0.2297229766845703,
      "compression_ratio": 3.9156765553258444,
      "mean_absolute_error": 0.0011414091568440199,
      "max_error": 0.004913812503218651,
      "relative_error_percent": 2.5951826637098234,
      "fp32_inference_time": 0.007891328001278453,
      "int8_inference_time": 0.02976981500250986,
      "inference_speedup": 0.26507816728498795,
      "passed": true
    },
    "efficientnet_b0": {
      "model_name": "EfficientNet-B0",
      "total_parameters": 5288548,
      "fp32_size_mb": 20.454973220825195,
      "int8_size_mb": 16.79366111755371,
      "compression_ratio": 1.218017505393417,
      "mean_absolute_error": 1.0024933086352078e-14,
      "max_error": 3.87654047317304e-14,
      "relative_error_percent": 100.0,
      "fp32_inference_time": 2.716894435005088,
      "int8_inference_time": 2.639891307000653,
      "inference_speedup": 1.029169052453119,
      "passed": false
    }
  }
}