ml_testing_report.json - master - burning_hell/lab12_ml_testing

ml_testing_report.json
131 строка4 KB
burning-hel
uploaded
13 дек 2025, 01:14
13 дек 2025, 01:14659f38d
{
  "timestamp": "2025-12-13T01:13:35.213112",
  "total_tests": 13,
  "successful_tests": 10,
  "success_rate": 76.92307692307693,
  "test_categories": {
    "DATA": {
      "total": 2,
      "success": 1,
      "rate": 50.0
    },
    "MISSING": {
      "total": 1,
      "success": 1,
      "rate": 100.0
    },
    "OTHER": {
      "total": 1,
      "success": 1,
      "rate": 100.0
    },
    "TARGET": {
      "total": 1,
      "success": 1,
      "rate": 100.0
    },
    "MODEL": {
      "total": 5,
      "success": 5,
      "rate": 100.0
    },
    "API": {
      "total": 3,
      "success": 1,
      "rate": 33.33333333333333
    }
  },
  "test_details": [
    {
      "type": "DATA_COMPLETENESS",
      "description": "Проверка обязательных колонок",
      "success": false,
      "details": "Отсутствуют колонки: ['income', 'credit_score']",
      "timestamp": "2025-12-13T01:13:28.729631"
    },
    {
      "type": "MISSING_VALUES",
      "description": "Проверка пропущенных значений",
      "success": true,
      "details": null,
      "timestamp": "2025-12-13T01:13:28.731634"
    },
    {
      "type": "OUTLIERS",
      "description": "Проверка выбросов",
      "success": true,
      "details": null,
      "timestamp": "2025-12-13T01:13:28.754633"
    },
    {
      "type": "TARGET_DISTRIBUTION",
      "description": "Проверка распределения целевой переменной",
      "success": true,
      "details": "Распределение: {0: 0.522, 1: 0.478}",
      "timestamp": "2025-12-13T01:13:28.759631"
    },
    {
      "type": "MODEL_ACCURACY",
      "description": "Проверка точности модели",
      "success": true,
      "details": "Accuracy: 0.815",
      "timestamp": "2025-12-13T01:13:28.773637"
    },
    {
      "type": "MODEL_PRECISION",
      "description": "Проверка precision модели",
      "success": true,
      "details": "Precision: 0.862",
      "timestamp": "2025-12-13T01:13:28.789630"
    },
    {
      "type": "MODEL_RECALL",
      "description": "Проверка recall модели",
      "success": true,
      "details": "Recall: 0.750",
      "timestamp": "2025-12-13T01:13:28.804634"
    },
    {
      "type": "MODEL_F1",
      "description": "Проверка F1-score модели",
      "success": true,
      "details": "F1-score: 0.802",
      "timestamp": "2025-12-13T01:13:28.819636"
    },
    {
      "type": "MODEL_FAIRNESS_AGE",
      "description": "Проверка справедливости по возрасту",
      "success": true,
      "details": "{'results': {'young': {'accuracy': 0.8653846153846154, 'count': 52}, 'middle': {'accuracy': 0.7831325301204819, 'count': 83}, 'old': {'accuracy': 0.8153846153846154, 'count': 65}}, 'max_difference': 0.08225208526413352}",
      "timestamp": "2025-12-13T01:13:28.839634"
    },
    {
      "type": "API_HEALTH",
      "description": "Проверка health check API",
      "success": true,
      "details": "{'model_loaded': False, 'service': 'ML Prediction API', 'status': 'healthy', 'timestamp': '2025-12-13T01:13:30.886661', 'version': '1.0.0'}",
      "timestamp": "2025-12-13T01:13:30.888658"
    },
    {
      "type": "API_PREDICTION",
      "description": "Проверка предсказания через API",
      "success": false,
      "details": "Status code: 503, Response: {\n  \"error\": \"Model not loaded\"\n}\n",
      "timestamp": "2025-12-13T01:13:32.946714"
    },
    {
      "type": "API_BATCH_PREDICTION",
      "description": "Проверка батчевого предсказания через API",
      "success": false,
      "details": "Status code: 500, Response: {\n  \"error\": \"\\u041c\\u043e\\u0434\\u0435\\u043b\\u044c \\u043d\\u0435 \\u0437\\u0430\\u0433\\u0440\\u0443\\u0436\\u0435\\u043d\\u0430\",\n  \"status\": \"error\"\n}\n",
      "timestamp": "2025-12-13T01:13:35.028131"
    },
    {
      "type": "DATA_DRIFT",
      "description": "Проверка дрифта данных",
      "success": true,
      "details": "{'message': 'Дрифт данных не обнаружен'}",
      "timestamp": "2025-12-13T01:13:35.204112"
    }
  ]
}