{
  "model_type": "wakeword",
  "creation_timestamp": "2025-10-01T11:11:12.180355+00:00",
  "last_modified": "2025-10-01T11:11:25.929936+00:00",
  "version": "1.0.0",
  "format_version": "1.0",
  "model_name": "test_fix",
  "description": "RepCNN wakeword detection model (standard)",
  "author": "Trixy ML Trainer",
  "organization": "",
  "license": "Private",
  "tags": [],
  "training_phase": "initial",
  "training_statistics": {
    "total_epochs": 1,
    "final_train_loss": 0.3368075294572799,
    "final_train_accuracy": 0.0,
    "best_val_loss": 0.33235850888821816,
    "best_val_accuracy": 0.657243816254417,
    "best_epoch": 1,
    "training_duration_seconds": 4.9895548820495605,
    "total_parameters": 2586371,
    "trainable_parameters": 2586371,
    "convergence_epoch": null,
    "early_stopping_triggered": false,
    "final_learning_rate": 0.0,
    "max_memory_usage_mb": null
  },
  "hardware_info": {
    "hostname": "BPGamer",
    "platform_system": "Linux",
    "platform_release": "6.6.87.2-microsoft-standard-WSL2",
    "platform_version": "#1 SMP PREEMPT_DYNAMIC Thu Jun  5 18:30:46 UTC 2025",
    "cpu_count": 32,
    "python_version": "3.12.3",
    "pytorch_version": "2.8.0+cu128",
    "cuda_available": true,
    "cuda_version": "12.8",
    "gpu_count": 1,
    "gpu_names": [
      "NVIDIA GeForce RTX 5070 Ti"
    ],
    "total_memory_gb": 31.203216552734375
  },
  "audio_config": {
    "sample_rate": 16000,
    "bit_depth": 16,
    "channels": 1,
    "audio_length_seconds": 1.5,
    "chunk_length_samples": 24000,
    "n_mels": 40,
    "n_fft": 512,
    "hop_length": 160,
    "win_length": 400,
    "f_min": 80.0,
    "f_max": 8000.0,
    "feature_type": "mel_spectrogram",
    "normalization": "db"
  },
  "dataset_info": {
    "total_samples": 1415,
    "train_samples": 989,
    "val_samples": 283,
    "test_samples": 143,
    "num_classes": 0,
    "class_names": [],
    "class_distribution": {},
    "data_source_paths": [],
    "augmentation_applied": false,
    "augmentation_config": {},
    "preprocessing_steps": []
  },
  "architecture_info": {
    "architecture_name": "RepCNN",
    "architecture_type": "unknown",
    "input_shape": [],
    "output_shape": [],
    "total_parameters": 2586371,
    "trainable_parameters": 2586371,
    "model_size_mb": 9.88045883178711,
    "layer_count": 45,
    "activation_functions": [
      "ReLU"
    ],
    "optimizer_config": {},
    "loss_function": "unknown",
    "custom_components": []
  },
  "file_format": ".pth",
  "file_hash": "",
  "file_size_bytes": 0,
  "compression_used": false,
  "encryption_used": true,
  "model_specific": {
    "wakewords": [
      "custom",
      "system_command",
      "negative"
    ],
    "wakeword_classes": {
      "0": "custom",
      "1": "system_command",
      "2": "negative"
    },
    "detection_threshold": 0.5,
    "false_positive_rate": 0.0,
    "false_negative_rate": 0.0,
    "wake_word_durations": {},
    "background_noise_types": []
  },
  "performance_metrics": {
    "training_loss_history": [
      0.3603996441501086,
      0.3368075294572799
    ],
    "validation_loss_history": [
      0.3929648995399475,
      0.33235850888821816
    ],
    "training_accuracy_history": [
      0.6075819672131147,
      0.6198770491803278
    ],
    "validation_accuracy_history": [
      0.5865724381625441,
      0.657243816254417
    ],
    "learning_rate_history": [
      0.0005,
      0.0
    ],
    "epoch_times": [
      3.5652360916137695,
      1.424318790435791
    ]
  },
  "benchmark_results": {},
  "validation_results": {},
  "test_results": {
    "validation_loss": 0.41902028686470455,
    "validation_time": 0.40961289405822754,
    "num_samples": 283,
    "metrics": {
      "accuracy": 0.6113074204946997,
      "precision_Class_0": 0.0,
      "recall_Class_0": 0.0,
      "f1_Class_0": 0.0,
      "support_Class_0": 72,
      "precision_Class_1": 0.0,
      "recall_Class_1": 0.0,
      "f1_Class_1": 0.0,
      "support_Class_1": 38,
      "precision_Class_2": 0.6113074204946997,
      "recall_Class_2": 1.0,
      "f1_Class_2": 0.7587719298245614,
      "support_Class_2": 173,
      "precision_macro": 0.2037691401648999,
      "recall_macro": 0.3333333333333333,
      "f1_macro": 0.25292397660818716,
      "precision_weighted": 0.37369676235188354,
      "recall_weighted": 0.6113074204946997,
      "f1_weighted": 0.4638429111648379,
      "confusion_matrix": [
        [
          0,
          0,
          72
        ],
        [
          0,
          0,
          38
        ],
        [
          0,
          0,
          173
        ]
      ],
      "auc_roc_ovr": 0.3426738067277912,
      "auc_roc_ovo": 0.37538380714148883,
      "classification_report": {
        "Class_0": {
          "precision": 0.0,
          "recall": 0.0,
          "f1-score": 0.0,
          "support": 72.0
        },
        "Class_1": {
          "precision": 0.0,
          "recall": 0.0,
          "f1-score": 0.0,
          "support": 38.0
        },
        "Class_2": {
          "precision": 0.6113074204946997,
          "recall": 1.0,
          "f1-score": 0.7587719298245614,
          "support": 173.0
        },
        "accuracy": 0.6113074204946997,
        "macro avg": {
          "precision": 0.2037691401648999,
          "recall": 0.3333333333333333,
          "f1-score": 0.25292397660818716,
          "support": 283.0
        },
        "weighted avg": {
          "precision": 0.37369676235188354,
          "recall": 0.6113074204946997,
          "f1-score": 0.4638429111648379,
          "support": 283.0
        }
      },
      "intra_class_similarity_mean": 0.9966351985931396,
      "intra_class_similarity_std": 0.0036274874582886696,
      "inter_class_similarity_mean": 0.9962762594223022,
      "inter_class_similarity_std": 0.0040334975346922874,
      "class_separation": 0.00035893917083740234,
      "eer": 1.0,
      "eer_threshold": 0.0
    },
    "predictions": [
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2
    ],
    "targets": [
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      0,
      1,
      1,
      1,
      1,
      1,
      1,
      1,
      1,
      1,
      1,
      1,
      1,
      1,
      1,
      1,
      1,
      1,
      1,
      1,
      1,
      1,
      1,
      1,
      1,
      1,
      1,
      1,
      1,
      1,
      1,
      1,
      1,
      1,
      1,
      1,
      1,
      1,
      1,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2,
      2
    ],
    "probabilities": [
      [
        0.3047245442867279,
        0.26112738251686096,
        0.43414807319641113
      ],
      [
        0.3107256293296814,
        0.26373130083084106,
        0.4255430996417999
      ],
      [
        0.30283117294311523,
        0.2591616213321686,
        0.43800726532936096
      ],
      [
        0.30804187059402466,
        0.2740178406238556,
        0.41794031858444214
      ],
      [
        0.3071589171886444,
        0.261407732963562,
        0.4314333498477936
      ],
      [
        0.3042905926704407,
        0.26500752568244934,
        0.43070188164711
      ],
      [
        0.311048299074173,
        0.26740482449531555,
        0.42154690623283386
      ],
      [
        0.3000188171863556,
        0.25732743740081787,
        0.44265374541282654
      ],
      [
        0.3096528649330139,
        0.26814961433410645,
        0.42219749093055725
      ],
      [
        0.3038494288921356,
        0.2619953453540802,
        0.43415528535842896
      ],
      [
        0.3050396740436554,
        0.2667369842529297,
        0.4282233715057373
      ],
      [
        0.3056211471557617,
        0.2583440840244293,
        0.43603476881980896
      ],
      [
        0.3076876103878021,
        0.26764312386512756,
        0.4246692955493927
      ],
      [
        0.3093443810939789,
        0.26851367950439453,
        0.4221419095993042
      ],
      [
        0.3063105344772339,
        0.2709181010723114,
        0.4227713644504547
      ],
      [
        0.3008154332637787,
        0.2579774856567383,
        0.4412071406841278
      ],
      [
        0.30390340089797974,
        0.2620357871055603,
        0.43406084179878235
      ],
      [
        0.3084034323692322,
        0.26444393396377563,
        0.4271526336669922
      ],
      [
        0.30936136841773987,
        0.26972755789756775,
        0.4209110736846924
      ],
      [
        0.307151734828949,
        0.26275962591171265,
        0.4300886392593384
      ],
      [
        0.3052944839000702,
        0.25833380222320557,
        0.43637165427207947
      ],
      [
        0.3029278814792633,
        0.26060178875923157,
        0.4364703297615051
      ],
      [
        0.30678674578666687,
        0.2699756324291229,
        0.4232375919818878
      ],
      [
        0.31087440252304077,
        0.2726493179798126,
        0.4164762496948242
      ],
      [
        0.31243324279785156,
        0.27762770652770996,
        0.4099389910697937
      ],
      [
        0.3020888864994049,
        0.2595059275627136,
        0.4384051561355591
      ],
      [
        0.3144093453884125,
        0.2779814898967743,
        0.4076091945171356
      ],
      [
        0.30793362855911255,
        0.26493123173713684,
        0.4271351993083954
      ],
      [
        0.30788859724998474,
        0.2666572034358978,
        0.42545419931411743
      ],
      [
        0.3009384572505951,
        0.2575550079345703,
        0.4415065348148346
      ],
      [
        0.31380757689476013,
        0.2812308371067047,
        0.40496161580085754
      ],
      [
        0.3030255138874054,
        0.2576964497566223,
        0.43927812576293945
      ],
      [
        0.30721452832221985,
        0.27183300256729126,
        0.4209524095058441
      ],
      [
        0.33389079570770264,
        0.2673867344856262,
        0.39872246980667114
      ],
      [
        0.3066445589065552,
        0.26717981696128845,
        0.426175594329834
      ],
      [
        0.30080413818359375,
        0.2601699233055115,
        0.43902596831321716
      ],
      [
        0.30466076731681824,
        0.2596171200275421,
        0.4357220530509949
      ],
      [
        0.30818596482276917,
        0.2663038671016693,
        0.4255101680755615
      ],
      [
        0.2996703088283539,
        0.2570069134235382,
        0.4433227479457855
      ],
      [
        0.30565252900123596,
        0.2614510655403137,
        0.43289637565612793
      ],
      [
        0.3040764331817627,
        0.27134430408477783,
        0.42457935214042664
      ],
      [
        0.2996430993080139,
        0.2578068971633911,
        0.44255000352859497
      ],
      [
        0.31018564105033875,
        0.2754320204257965,
        0.41438233852386475
      ],
      [
        0.3120267987251282,
        0.27765750885009766,
        0.41031572222709656
      ],
      [
        0.30714473128318787,
        0.26837214827537537,
        0.42448312044143677
      ],
      [
        0.30143409967422485,
        0.2578763961791992,
        0.44068947434425354
      ],
      [
        0.3094130754470825,
        0.25829169154167175,
        0.43229514360427856
      ],
      [
        0.30954259634017944,
        0.26739996671676636,
        0.423057496547699
      ],
      [
        0.3000434339046478,
        0.25652214884757996,
        0.4434344470500946
      ],
      [
        0.3035999536514282,
        0.26476046442985535,
        0.43163958191871643
      ],
      [
        0.30559831857681274,
        0.2583524286746979,
        0.4360492527484894
      ],
      [
        0.30372750759124756,
        0.2619587779045105,
        0.43431371450424194
      ],
      [
        0.31629645824432373,
        0.27449703216552734,
        0.40920644998550415
      ],
      [
        0.3130092918872833,
        0.2728237807750702,
        0.4141669273376465
      ],
      [
        0.30586376786231995,
        0.2589760720729828,
        0.4351601302623749
      ],
      [
        0.3084414303302765,
        0.26825225353240967,
        0.42330631613731384
      ],
      [
        0.3094329237937927,
        0.2670883536338806,
        0.4234786927700043
      ],
      [
        0.30776122212409973,
        0.26845574378967285,
        0.4237830340862274
      ],
      [
        0.30935418605804443,
        0.27206164598464966,
        0.4185841977596283
      ],
      [
        0.30547603964805603,
        0.26648011803627014,
        0.42804375290870667
      ],
      [
        0.3166373670101166,
        0.2673494517803192,
        0.4160131812095642
      ],
      [
        0.30343228578567505,
        0.2623022496700287,
        0.43426552414894104
      ],
      [
        0.30195605754852295,
        0.2582823634147644,
        0.43976157903671265
      ],
      [
        0.3257077634334564,
        0.2796502411365509,
        0.39464202523231506
      ],
      [
        0.30185359716415405,
        0.2588660717010498,
        0.43928030133247375
      ],
      [
        0.30393776297569275,
        0.25885942578315735,
        0.43720272183418274
      ],
      [
        0.3246135711669922,
        0.26291128993034363,
        0.4124751687049866
      ],
      [
        0.31989583373069763,
        0.2797277867794037,
        0.40037640929222107
      ],
      [
        0.31644389033317566,
        0.26575127243995667,
        0.4178048372268677
      ],
      [
        0.29990220069885254,
        0.2567955255508423,
        0.4433022141456604
      ],
      [
        0.30618157982826233,
        0.2644655406475067,
        0.42935290932655334
      ],
      [
        0.340969055891037,
        0.26598668098449707,
        0.3930443227291107
      ],
      [
        0.3096659481525421,
        0.27248579263687134,
        0.41784825921058655
      ],
      [
        0.3112565875053406,
        0.272981733083725,
        0.41576170921325684
      ],
      [
        0.30995073914527893,
        0.2690833508968353,
        0.42096588015556335
      ],
      [
        0.299455851316452,
        0.25807780027389526,
        0.44246625900268555
      ],
      [
        0.3146135210990906,
        0.2765198051929474,
        0.40886667370796204
      ],
      [
        0.30717554688453674,
        0.26836514472961426,
        0.4244593381881714
      ],
      [
        0.3076019287109375,
        0.2758239805698395,
        0.4165741205215454
      ],
      [
        0.31834906339645386,
        0.2889685332775116,
        0.39268240332603455
      ],
      [
        0.2996683716773987,
        0.25705716013908386,
        0.44327449798583984
      ],
      [
        0.30271053314208984,
        0.2563190162181854,
        0.44097045063972473
      ],
      [
        0.3083384037017822,
        0.26651501655578613,
        0.42514654994010925
      ],
      [
        0.307513952255249,
        0.26438257098197937,
        0.428103506565094
      ],
      [
        0.3033374845981598,
        0.2592509686946869,
        0.43741151690483093
      ],
      [
        0.3187502324581146,
        0.26809626817703247,
        0.41315343976020813
      ],
      [
        0.3100959360599518,
        0.2658807039260864,
        0.424023300409317
      ],
      [
        0.3001222014427185,
        0.2571133077144623,
        0.4427645206451416
      ],
      [
        0.31058406829833984,
        0.2676277756690979,
        0.42178818583488464
      ],
      [
        0.30451396107673645,
        0.270537406206131,
        0.42494866251945496
      ],
      [
        0.30533090233802795,
        0.26968181133270264,
        0.4249872863292694
      ],
      [
        0.30559784173965454,
        0.26200374960899353,
        0.43239837884902954
      ],
      [
        0.30346107482910156,
        0.258309930562973,
        0.438228964805603
      ],
      [
        0.3153536021709442,
        0.2629656195640564,
        0.421680748462677
      ],
      [
        0.31310322880744934,
        0.2705264389514923,
        0.41637033224105835
      ],
      [
        0.30561190843582153,
        0.268335223197937,
        0.42605283856391907
      ],
      [
        0.31430521607398987,
        0.2783298194408417,
        0.40736502408981323
      ],
      [
        0.307454377412796,
        0.26184728741645813,
        0.43069836497306824
      ],
      [
        0.3110523223876953,
        0.275924950838089,
        0.4130226969718933
      ],
      [
        0.30274584889411926,
        0.2580240070819855,
        0.43923020362854004
      ],
      [
        0.30142804980278015,
        0.25920864939689636,
        0.43936336040496826
      ],
      [
        0.305351585149765,
        0.25897151231765747,
        0.4356768727302551
      ],
      [
        0.30801352858543396,
        0.26980578899383545,
        0.4221806824207306
      ],
      [
        0.3109542429447174,
        0.2809315323829651,
        0.4081141948699951
      ],
      [
        0.30786070227622986,
        0.26352810859680176,
        0.42861124873161316
      ],
      [
        0.3084365427494049,
        0.26345428824424744,
        0.42810919880867004
      ],
      [
        0.3081333041191101,
        0.2601141631603241,
        0.431752473115921
      ],
      [
        0.3061281740665436,
        0.2662574350833893,
        0.4276144206523895
      ],
      [
        0.30510973930358887,
        0.2591572105884552,
        0.4357330799102783
      ],
      [
        0.30337074398994446,
        0.26704198122024536,
        0.42958730459213257
      ],
      [
        0.3074008822441101,
        0.2649642527103424,
        0.4276348352432251
      ],
      [
        0.3208828270435333,
        0.26952266693115234,
        0.40959447622299194
      ],
      [
        0.3198268413543701,
        0.26822924613952637,
        0.4119439423084259
      ],
      [
        0.32492929697036743,
        0.26740679144859314,
        0.40766391158103943
      ],
      [
        0.3175393342971802,
        0.2642245888710022,
        0.41823598742485046
      ],
      [
        0.30133113265037537,
        0.26314324140548706,
        0.43552568554878235
      ],
      [
        0.3131498098373413,
        0.2733291685581207,
        0.41352102160453796
      ],
      [
        0.3051753044128418,
        0.26650726795196533,
        0.42831742763519287
      ],
      [
        0.3060658276081085,
        0.26498571038246155,
        0.42894846200942993
      ],
      [
        0.30555811524391174,
        0.26506316661834717,
        0.4293786883354187
      ],
      [
        0.32373350858688354,
        0.2664750814437866,
        0.4097914397716522
      ],
      [
        0.3079107105731964,
        0.27789580821990967,
        0.4141935110092163
      ],
      [
        0.33040598034858704,
        0.2725030481815338,
        0.39709097146987915
      ],
      [
        0.31000542640686035,
        0.26513737440109253,
        0.4248572289943695
      ],
      [
        0.3193601071834564,
        0.27759313583374023,
        0.40304678678512573
      ],
      [
        0.30346301198005676,
        0.26198577880859375,
        0.4345512092113495
      ],
      [
        0.3182131052017212,
        0.27128663659095764,
        0.4105002284049988
      ],
      [
        0.33416879177093506,
        0.26681774854660034,
        0.399013489484787
      ],
      [
        0.3068411350250244,
        0.26709726452827454,
        0.4260616600513458
      ],
      [
        0.33031827211380005,
        0.26937243342399597,
        0.400309294462204
      ],
      [
        0.31086236238479614,
        0.26886463165283203,
        0.42027297616004944
      ],
      [
        0.32209450006484985,
        0.2680931091308594,
        0.4098123610019684
      ],
      [
        0.30548107624053955,
        0.26380670070648193,
        0.4307122230529785
      ],
      [
        0.3084432780742645,
        0.2677218019962311,
        0.423834890127182
      ],
      [
        0.3010537922382355,
        0.2612248957157135,
        0.43772128224372864
      ],
      [
        0.30713579058647156,
        0.26537492871284485,
        0.4274892508983612
      ],
      [
        0.3042013645172119,
        0.26403331756591797,
        0.4317653179168701
      ],
      [
        0.3198586106300354,
        0.26626652479171753,
        0.41387486457824707
      ],
      [
        0.3121587634086609,
        0.2680797278881073,
        0.4197614789009094
      ],
      [
        0.3177639842033386,
        0.26640090346336365,
        0.4158351719379425
      ],
      [
        0.3151736557483673,
        0.27653029561042786,
        0.40829604864120483
      ],
      [
        0.3068219721317291,
        0.2701321244239807,
        0.4230458736419678
      ],
      [
        0.29978591203689575,
        0.25761035084724426,
        0.44260379672050476
      ],
      [
        0.3168798089027405,
        0.26532384753227234,
        0.4177963137626648
      ],
      [
        0.3228106200695038,
        0.2688470184803009,
        0.4083423912525177
      ],
      [
        0.3155139982700348,
        0.269830584526062,
        0.4146554470062256
      ],
      [
        0.3345581591129303,
        0.2702496349811554,
        0.3951922059059143
      ],
      [
        0.30997517704963684,
        0.26620715856552124,
        0.42381763458251953
      ],
      [
        0.31997931003570557,
        0.26554247736930847,
        0.41447821259498596
      ],
      [
        0.30899104475975037,
        0.26682543754577637,
        0.42418354749679565
      ],
      [
        0.3189978301525116,
        0.2695659101009369,
        0.4114362895488739
      ],
      [
        0.3089173436164856,
        0.26408037543296814,
        0.4270022511482239
      ],
      [
        0.32114797830581665,
        0.26511695981025696,
        0.4137350916862488
      ],
      [
        0.3100159764289856,
        0.26602494716644287,
        0.42395907640457153
      ],
      [
        0.3138783574104309,
        0.26606836915016174,
        0.4200532138347626
      ],
      [
        0.303737074136734,
        0.2616591453552246,
        0.434603750705719
      ],
      [
        0.3019508123397827,
        0.25929689407348633,
        0.43875229358673096
      ],
      [
        0.31134533882141113,
        0.26977774500846863,
        0.41887688636779785
      ],
      [
        0.30687305331230164,
        0.2707437574863434,
        0.422383189201355
      ],
      [
        0.34270501136779785,
        0.2665007412433624,
        0.3907942473888397
      ],
      [
        0.3153343200683594,
        0.27163225412368774,
        0.41303345561027527
      ],
      [
        0.31463271379470825,
        0.2722056806087494,
        0.41316157579421997
      ],
      [
        0.32545626163482666,
        0.26811477541923523,
        0.4064289331436157
      ],
      [
        0.32116496562957764,
        0.26902467012405396,
        0.409810334444046
      ],
      [
        0.30862554907798767,
        0.2761959135532379,
        0.41517847776412964
      ],
      [
        0.3131198585033417,
        0.2681114077568054,
        0.4187687337398529
      ],
      [
        0.3090015947818756,
        0.26585593819618225,
        0.4251424968242645
      ],
      [
        0.30941733717918396,
        0.2722790539264679,
        0.41830360889434814
      ],
      [
        0.32524800300598145,
        0.31025683879852295,
        0.3644952178001404
      ],
      [
        0.3204421401023865,
        0.2621908485889435,
        0.41736701130867004
      ],
      [
        0.31723934412002563,
        0.2660518288612366,
        0.4167087972164154
      ],
      [
        0.3137023150920868,
        0.2669464647769928,
        0.419351190328598
      ],
      [
        0.3085237443447113,
        0.2706618309020996,
        0.4208144247531891
      ],
      [
        0.3306116461753845,
        0.2674080729484558,
        0.4019802510738373
      ],
      [
        0.30769285559654236,
        0.27050745487213135,
        0.4217996895313263
      ],
      [
        0.3192599415779114,
        0.26768434047698975,
        0.4130557179450989
      ],
      [
        0.3279280364513397,
        0.2898523509502411,
        0.3822196424007416
      ],
      [
        0.31427469849586487,
        0.26752525568008423,
        0.4182000458240509
      ],
      [
        0.3049515187740326,
        0.26824402809143066,
        0.42680448293685913
      ],
      [
        0.3182542026042938,
        0.2647026479244232,
        0.41704311966896057
      ],
      [
        0.320796400308609,
        0.26930439472198486,
        0.40989917516708374
      ],
      [
        0.31003907322883606,
        0.2689981460571289,
        0.42096278071403503
      ],
      [
        0.30053064227104187,
        0.2574267089366913,
        0.44204264879226685
      ],
      [
        0.309773325920105,
        0.2624090313911438,
        0.4278176426887512
      ],
      [
        0.3051762282848358,
        0.2613767981529236,
        0.4334470331668854
      ],
      [
        0.30893170833587646,
        0.27276545763015747,
        0.41830286383628845
      ],
      [
        0.3151955008506775,
        0.2706984281539917,
        0.4141061007976532
      ],
      [
        0.30675384402275085,
        0.265058308839798,
        0.42818787693977356
      ],
      [
        0.3159369230270386,
        0.2697056531906128,
        0.41435742378234863
      ],
      [
        0.32119297981262207,
        0.2688104212284088,
        0.40999656915664673
      ],
      [
        0.30834221839904785,
        0.2635388672351837,
        0.42811891436576843
      ],
      [
        0.31426554918289185,
        0.2688785791397095,
        0.41685590147972107
      ],
      [
        0.3072235882282257,
        0.26227009296417236,
        0.4305063784122467
      ],
      [
        0.3114877939224243,
        0.268349826335907,
        0.4201623797416687
      ],
      [
        0.3083108365535736,
        0.2696421146392822,
        0.4220470190048218
      ],
      [
        0.3107966184616089,
        0.2716081440448761,
        0.4175952672958374
      ],
      [
        0.3076229393482208,
        0.2625507116317749,
        0.4298263192176819
      ],
      [
        0.3206953704357147,
        0.2852208912372589,
        0.39408376812934875
      ],
      [
        0.3122718036174774,
        0.26909151673316956,
        0.4186367392539978
      ],
      [
        0.3280956745147705,
        0.26465827226638794,
        0.4072459936141968
      ],
      [
        0.3329694867134094,
        0.27028143405914307,
        0.3967491388320923
      ],
      [
        0.3090248107910156,
        0.2741168439388275,
        0.41685837507247925
      ],
      [
        0.3270832300186157,
        0.26880744099617004,
        0.40410932898521423
      ],
      [
        0.3064338266849518,
        0.2635648250579834,
        0.43000128865242004
      ],
      [
        0.3313497006893158,
        0.26440903544425964,
        0.4042412340641022
      ],
      [
        0.32109248638153076,
        0.2668223977088928,
        0.4120851159095764
      ],
      [
        0.31685301661491394,
        0.2697656452655792,
        0.4133813977241516
      ],
      [
        0.3034021556377411,
        0.2651430070400238,
        0.4314548373222351
      ],
      [
        0.3222673237323761,
        0.2688958942890167,
        0.40883687138557434
      ],
      [
        0.3060990273952484,
        0.26927563548088074,
        0.42462533712387085
      ],
      [
        0.3063269853591919,
        0.2604864835739136,
        0.43318650126457214
      ],
      [
        0.31763726472854614,
        0.26761576533317566,
        0.4147469997406006
      ],
      [
        0.3176720142364502,
        0.26601091027259827,
        0.41631701588630676
      ],
      [
        0.3179763853549957,
        0.27258238196372986,
        0.4094412624835968
      ],
      [
        0.3210701048374176,
        0.27120861411094666,
        0.40772125124931335
      ],
      [
        0.3281856179237366,
        0.2884422242641449,
        0.3833721876144409
      ],
      [
        0.31036993861198425,
        0.2710619866847992,
        0.41856807470321655
      ],
      [
        0.3187180161476135,
        0.26549261808395386,
        0.4157893657684326
      ],
      [
        0.33028680086135864,
        0.2708090543746948,
        0.39890414476394653
      ],
      [
        0.30719152092933655,
        0.25997796654701233,
        0.43283048272132874
      ],
      [
        0.3126133382320404,
        0.2687758207321167,
        0.4186108410358429
      ],
      [
        0.3068144619464874,
        0.2696222960948944,
        0.4235631823539734
      ],
      [
        0.3108985722064972,
        0.27128705382347107,
        0.4178144335746765
      ],
      [
        0.29997938871383667,
        0.25656256079673767,
        0.44345808029174805
      ],
      [
        0.3003670871257782,
        0.2582642436027527,
        0.44136863946914673
      ],
      [
        0.3108135461807251,
        0.27191656827926636,
        0.41726991534233093
      ],
      [
        0.30872297286987305,
        0.2794252038002014,
        0.41185182332992554
      ],
      [
        0.3066796660423279,
        0.2676856517791748,
        0.4256347119808197
      ],
      [
        0.3073292374610901,
        0.2729242444038391,
        0.4197465479373932
      ],
      [
        0.30846819281578064,
        0.2697969377040863,
        0.42173483967781067
      ],
      [
        0.31137174367904663,
        0.26923510432243347,
        0.4193931519985199
      ],
      [
        0.30530741810798645,
        0.26730382442474365,
        0.4273887276649475
      ],
      [
        0.3005823493003845,
        0.25841978192329407,
        0.4409978985786438
      ],
      [
        0.30856990814208984,
        0.27213215827941895,
        0.4192979335784912
      ],
      [
        0.30514633655548096,
        0.26236042380332947,
        0.4324932098388672
      ],
      [
        0.31306883692741394,
        0.2669556438922882,
        0.41997548937797546
      ],
      [
        0.31673455238342285,
        0.26417380571365356,
        0.41909170150756836
      ],
      [
        0.3211798667907715,
        0.2616962492465973,
        0.4171238839626312
      ],
      [
        0.31505870819091797,
        0.26620668172836304,
        0.4187346398830414
      ],
      [
        0.31334519386291504,
        0.2728043794631958,
        0.4138503670692444
      ],
      [
        0.3225318491458893,
        0.2735983729362488,
        0.40386977791786194
      ],
      [
        0.3151249289512634,
        0.2667115330696106,
        0.4181634783744812
      ],
      [
        0.33289623260498047,
        0.2659495174884796,
        0.4011542797088623
      ],
      [
        0.31651806831359863,
        0.2641047239303589,
        0.41937729716300964
      ],
      [
        0.30999335646629333,
        0.2655988037586212,
        0.42440786957740784
      ],
      [
        0.31355947256088257,
        0.27676287293434143,
        0.409677654504776
      ],
      [
        0.31289350986480713,
        0.2650105953216553,
        0.4220958948135376
      ],
      [
        0.3177407681941986,
        0.2690183222293854,
        0.41324087977409363
      ],
      [
        0.30274391174316406,
        0.25632941722869873,
        0.440926730632782
      ],
      [
        0.31470656394958496,
        0.2671387195587158,
        0.41815468668937683
      ],
      [
        0.3222196698188782,
        0.2718784511089325,
        0.40590187907218933
      ],
      [
        0.3300307095050812,
        0.26775312423706055,
        0.40221619606018066
      ],
      [
        0.31588220596313477,
        0.2652113139629364,
        0.41890648007392883
      ],
      [
        0.32235217094421387,
        0.26617223024368286,
        0.41147559881210327
      ],
      [
        0.3106209933757782,
        0.278135746717453,
        0.4112432897090912
      ],
      [
        0.30084657669067383,
        0.2608465254306793,
        0.43830692768096924
      ],
      [
        0.32217973470687866,
        0.2682374119758606,
        0.40958288311958313
      ],
      [
        0.3147556781768799,
        0.2773243188858032,
        0.4079200029373169
      ],
      [
        0.3046095669269562,
        0.27008068561553955,
        0.4253097176551819
      ],
      [
        0.33431512117385864,
        0.2693495750427246,
        0.396335244178772
      ],
      [
        0.32260066270828247,
        0.272585928440094,
        0.4048134684562683
      ],
      [
        0.3124454915523529,
        0.26861754059791565,
        0.41893696784973145
      ],
      [
        0.31366994976997375,
        0.2716602683067322,
        0.41466978192329407
      ],
      [
        0.33406293392181396,
        0.2688366770744324,
        0.39710041880607605
      ],
      [
        0.3136119544506073,
        0.26512211561203003,
        0.42126592993736267
      ],
      [
        0.30579474568367004,
        0.2713998854160309,
        0.42280545830726624
      ],
      [
        0.3306726813316345,
        0.26835232973098755,
        0.4009750187397003
      ],
      [
        0.31333234906196594,
        0.26682212948799133,
        0.41984546184539795
      ],
      [
        0.3009106516838074,
        0.2606675326824188,
        0.4384218156337738
      ],
      [
        0.31622207164764404,
        0.271098792552948,
        0.41267910599708557
      ],
      [
        0.3255620002746582,
        0.2617549002170563,
        0.41268303990364075
      ],
      [
        0.3201005458831787,
        0.267785906791687,
        0.41211357712745667
      ],
      [
        0.31202685832977295,
        0.26540428400039673,
        0.4225688576698303
      ],
      [
        0.31264597177505493,
        0.2694295346736908,
        0.41792452335357666
      ],
      [
        0.31757882237434387,
        0.27221763134002686,
        0.41020357608795166
      ],
      [
        0.30967462062835693,
        0.2705460786819458,
        0.4197792708873749
      ],
      [
        0.31621405482292175,
        0.26630789041519165,
        0.4174780547618866
      ],
      [
        0.32906559109687805,
        0.2676960527896881,
        0.40323835611343384
      ],
      [
        0.3363478481769562,
        0.26117804646492004,
        0.40247413516044617
      ],
      [
        0.3045779764652252,
        0.26520171761512756,
        0.4302203357219696
      ],
      [
        0.3146213889122009,
        0.267109215259552,
        0.4182693660259247
      ],
      [
        0.3178431987762451,
        0.26277104020118713,
        0.41938579082489014
      ],
      [
        0.3336517810821533,
        0.26526448130607605,
        0.40108373761177063
      ]
    ],
    "standard_test": {
      "validation_loss": 0.42087624139255947,
      "validation_time": 0.3021385669708252,
      "num_samples": 143,
      "metrics": {
        "accuracy": 0.6083916083916084,
        "precision_Class_0": 0.0,
        "recall_Class_0": 0.0,
        "f1_Class_0": 0.0,
        "support_Class_0": 37,
        "precision_Class_1": 0.0,
        "recall_Class_1": 0.0,
        "f1_Class_1": 0.0,
        "support_Class_1": 19,
        "precision_Class_2": 0.6083916083916084,
        "recall_Class_2": 1.0,
        "f1_Class_2": 0.7565217391304347,
        "support_Class_2": 87,
        "precision_macro": 0.2027972027972028,
        "recall_macro": 0.3333333333333333,
        "f1_macro": 0.25217391304347825,
        "precision_weighted": 0.3701403491613282,
        "recall_weighted": 0.6083916083916084,
        "f1_weighted": 0.46026147765278197,
        "confusion_matrix": [
          [
            0,
            0,
            37
          ],
          [
            0,
            0,
            19
          ],
          [
            0,
            0,
            87
          ]
        ],
        "auc_roc_ovr": 0.3056155404961261,
        "auc_roc_ovo": 0.33144351247799525,
        "classification_report": {
          "Class_0": {
            "precision": 0.0,
            "recall": 0.0,
            "f1-score": 0.0,
            "support": 37.0
          },
          "Class_1": {
            "precision": 0.0,
            "recall": 0.0,
            "f1-score": 0.0,
            "support": 19.0
          },
          "Class_2": {
            "precision": 0.6083916083916084,
            "recall": 1.0,
            "f1-score": 0.7565217391304347,
            "support": 87.0
          },
          "accuracy": 0.6083916083916084,
          "macro avg": {
            "precision": 0.2027972027972028,
            "recall": 0.3333333333333333,
            "f1-score": 0.25217391304347825,
            "support": 143.0
          },
          "weighted avg": {
            "precision": 0.3701403491613282,
            "recall": 0.6083916083916084,
            "f1-score": 0.46026147765278197,
            "support": 143.0
          }
        },
        "intra_class_similarity_mean": 0.9967396855354309,
        "intra_class_similarity_std": 0.0035206826869398355,
        "inter_class_similarity_mean": 0.9965940117835999,
        "inter_class_similarity_std": 0.0038162723649293184,
        "class_separation": 0.0001456737518310547,
        "eer": 1.0,
        "eer_threshold": 0.0
      },
      "predictions": [
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2
      ],
      "targets": [
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        0,
        1,
        1,
        1,
        1,
        1,
        1,
        1,
        1,
        1,
        1,
        1,
        1,
        1,
        1,
        1,
        1,
        1,
        1,
        1,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2,
        2
      ],
      "probabilities": [
        [
          0.3017352521419525,
          0.25861093401908875,
          0.43965378403663635
        ],
        [
          0.3071253299713135,
          0.26695889234542847,
          0.42591577768325806
        ],
        [
          0.30088117718696594,
          0.258255273103714,
          0.4408635199069977
        ],
        [
          0.30493786931037903,
          0.265408992767334,
          0.429653137922287
        ],
        [
          0.30595049262046814,
          0.26388823986053467,
          0.4301612973213196
        ],
        [
          0.30005258321762085,
          0.25928592681884766,
          0.4406615197658539
        ],
        [
          0.3074952960014343,
          0.2583010196685791,
          0.4342036545276642
        ],
        [
          0.30468040704727173,
          0.2692243456840515,
          0.42609524726867676
        ],
        [
          0.3106515109539032,
          0.2732471227645874,
          0.4161013662815094
        ],
        [
          0.30596408247947693,
          0.27061939239501953,
          0.42341652512550354
        ],
        [
          0.3081496059894562,
          0.27141958475112915,
          0.4204307794570923
        ],
        [
          0.309489905834198,
          0.2727978825569153,
          0.4177122116088867
        ],
        [
          0.30941447615623474,
          0.2655227780342102,
          0.4250626862049103
        ],
        [
          0.299723356962204,
          0.26192235946655273,
          0.4383542835712433
        ],
        [
          0.3126049339771271,
          0.26947644352912903,
          0.4179186522960663
        ],
        [
          0.30847713351249695,
          0.2836199402809143,
          0.40790289640426636
        ],
        [
          0.30621084570884705,
          0.2666028141975403,
          0.4271863102912903
        ],
        [
          0.3341320753097534,
          0.26722270250320435,
          0.39864519238471985
        ],
        [
          0.3058941662311554,
          0.2701980769634247,
          0.4239077866077423
        ],
        [
          0.31238895654678345,
          0.2695004343986511,
          0.41811057925224304
        ],
        [
          0.3075244128704071,
          0.26631149649620056,
          0.42616409063339233
        ],
        [
          0.31097495555877686,
          0.2725098431110382,
          0.41651520133018494
        ],
        [
          0.3047417998313904,
          0.2613122761249542,
          0.4339459240436554
        ],
        [
          0.30475643277168274,
          0.2661256790161133,
          0.4291178286075592
        ],
        [
          0.31143718957901,
          0.2728448212146759,
          0.4157179594039917
        ],
        [
          0.303751140832901,
          0.26473817229270935,
          0.4315106272697449
        ],
        [
          0.305176705121994,
          0.2664410471916199,
          0.4283822178840637
        ],
        [
          0.3051299750804901,
          0.2580701410770416,
          0.43679991364479065
        ],
        [
          0.3008837401866913,
          0.2566692531108856,
          0.4424469769001007
        ],
        [
          0.2989761233329773,
          0.25658467411994934,
          0.44443920254707336
        ],
        [
          0.3014707863330841,
          0.25677812099456787,
          0.4417511224746704
        ],
        [
          0.3064368665218353,
          0.26711416244506836,
          0.4264489710330963
        ],
        [
          0.3003121614456177,
          0.259091317653656,
          0.4405965209007263
        ],
        [
          0.31423866748809814,
          0.2704278826713562,
          0.41533342003822327
        ],
        [
          0.30345165729522705,
          0.2641698718070984,
          0.4323784410953522
        ],
        [
          0.3055073618888855,
          0.2791942059993744,
          0.4152984321117401
        ],
        [
          0.3035268783569336,
          0.2599391043186188,
          0.43653401732444763
        ],
        [
          0.3064519464969635,
          0.2568172216415405,
          0.4367308020591736
        ],
        [
          0.3024507761001587,
          0.260928213596344,
          0.4366210103034973
        ],
        [
          0.3087906837463379,
          0.2686595618724823,
          0.4225497841835022
        ],
        [
          0.29877930879592896,
          0.25861743092536926,
          0.4426032602787018
        ],
        [
          0.30679619312286377,
          0.2640116512775421,
          0.42919212579727173
        ],
        [
          0.3145713210105896,
          0.2704143524169922,
          0.4150143265724182
        ],
        [
          0.30401745438575745,
          0.2598167061805725,
          0.43616586923599243
        ],
        [
          0.3116820752620697,
          0.26032379269599915,
          0.42799413204193115
        ],
        [
          0.3141288459300995,
          0.2860267162322998,
          0.3998444080352783
        ],
        [
          0.3090631067752838,
          0.2697979211807251,
          0.4211390018463135
        ],
        [
          0.3107915222644806,
          0.26479706168174744,
          0.424411416053772
        ],
        [
          0.31453830003738403,
          0.2799464762210846,
          0.405515193939209
        ],
        [
          0.3107013404369354,
          0.26218560338020325,
          0.42711305618286133
        ],
        [
          0.30510690808296204,
          0.2595248818397522,
          0.4353681802749634
        ],
        [
          0.3059536814689636,
          0.26340988278388977,
          0.4306364357471466
        ],
        [
          0.3063610792160034,
          0.2675130367279053,
          0.4261259138584137
        ],
        [
          0.30417686700820923,
          0.2625185251235962,
          0.4333045482635498
        ],
        [
          0.3083677291870117,
          0.267241507768631,
          0.4243907928466797
        ],
        [
          0.29894357919692993,
          0.25787675380706787,
          0.4431796371936798
        ],
        [
          0.30890771746635437,
          0.2678249180316925,
          0.4232673645019531
        ],
        [
          0.31565263867378235,
          0.26902711391448975,
          0.4153202176094055
        ],
        [
          0.3022858798503876,
          0.26295027136802673,
          0.4347638189792633
        ],
        [
          0.32190582156181335,
          0.2673308849334717,
          0.4107632637023926
        ],
        [
          0.3114017844200134,
          0.2662045359611511,
          0.42239370942115784
        ],
        [
          0.29948338866233826,
          0.25834915041923523,
          0.4421674311161041
        ],
        [
          0.3224128484725952,
          0.2716115415096283,
          0.4059756100177765
        ],
        [
          0.31155240535736084,
          0.2761816084384918,
          0.4122660458087921
        ],
        [
          0.30895671248435974,
          0.27538400888442993,
          0.41565924882888794
        ],
        [
          0.31960567831993103,
          0.2635710835456848,
          0.41682320833206177
        ],
        [
          0.3316591680049896,
          0.2704908549785614,
          0.3978499174118042
        ],
        [
          0.3100110590457916,
          0.2691488265991211,
          0.42084014415740967
        ],
        [
          0.32667988538742065,
          0.26980021595954895,
          0.4035199284553528
        ],
        [
          0.29896917939186096,
          0.25767672061920166,
          0.44335412979125977
        ],
        [
          0.3041950464248657,
          0.2614487409591675,
          0.4343562126159668
        ],
        [
          0.3173302710056305,
          0.26905569434165955,
          0.4136140048503876
        ],
        [
          0.3045911192893982,
          0.263355553150177,
          0.4320533275604248
        ],
        [
          0.3229025900363922,
          0.2686153054237366,
          0.40848204493522644
        ],
        [
          0.3160848319530487,
          0.2666145861148834,
          0.4173005521297455
        ],
        [
          0.31643083691596985,
          0.26921766996383667,
          0.41435152292251587
        ],
        [
          0.31025364995002747,
          0.2656334638595581,
          0.42411285638809204
        ],
        [
          0.3109579086303711,
          0.2686743438243866,
          0.4203677773475647
        ],
        [
          0.3213699162006378,
          0.26790374517440796,
          0.41072627902030945
        ],
        [
          0.30661746859550476,
          0.26197585463523865,
          0.43140673637390137
        ],
        [
          0.31542712450027466,
          0.276903361082077,
          0.40766945481300354
        ],
        [
          0.32134464383125305,
          0.2693459391593933,
          0.409309446811676
        ],
        [
          0.30215755105018616,
          0.25799718499183655,
          0.4398452937602997
        ],
        [
          0.3104988932609558,
          0.2708398699760437,
          0.4186612665653229
        ],
        [
          0.33934712409973145,
          0.26337605714797974,
          0.3972768485546112
        ],
        [
          0.3079881966114044,
          0.2685640752315521,
          0.42344778776168823
        ],
        [
          0.3197750151157379,
          0.2626304626464844,
          0.4175945818424225
        ],
        [
          0.30151882767677307,
          0.259518563747406,
          0.43896257877349854
        ],
        [
          0.31453943252563477,
          0.2695581912994385,
          0.41590234637260437
        ],
        [
          0.31866052746772766,
          0.2653796970844269,
          0.41595980525016785
        ],
        [
          0.3186214864253998,
          0.27180975675582886,
          0.409568727016449
        ],
        [
          0.32090482115745544,
          0.26685458421707153,
          0.4122406244277954
        ],
        [
          0.3108522891998291,
          0.2705916166305542,
          0.4185561239719391
        ],
        [
          0.3081262409687042,
          0.26444652676582336,
          0.4274272620677948
        ],
        [
          0.3080379366874695,
          0.2639397084712982,
          0.42802226543426514
        ],
        [
          0.30787572264671326,
          0.2648699879646301,
          0.42725419998168945
        ],
        [
          0.30737248063087463,
          0.26898443698883057,
          0.4236431419849396
        ],
        [
          0.3038056194782257,
          0.26216933131217957,
          0.43402501940727234
        ],
        [
          0.3060416281223297,
          0.26243627071380615,
          0.43152207136154175
        ],
        [
          0.30612242221832275,
          0.2614396810531616,
          0.43243786692619324
        ],
        [
          0.3029974400997162,
          0.2671559453010559,
          0.4298466145992279
        ],
        [
          0.32055526971817017,
          0.2658596634864807,
          0.4135851263999939
        ],
        [
          0.3099210262298584,
          0.27424436807632446,
          0.4158346652984619
        ],
        [
          0.33067068457603455,
          0.2669003903865814,
          0.40242883563041687
        ],
        [
          0.32063478231430054,
          0.2720324397087097,
          0.40733274817466736
        ],
        [
          0.33818840980529785,
          0.26688531041145325,
          0.3949262797832489
        ],
        [
          0.31758084893226624,
          0.26856473088264465,
          0.4138544499874115
        ],
        [
          0.31539425253868103,
          0.2661346197128296,
          0.418471097946167
        ],
        [
          0.309383362531662,
          0.27098485827445984,
          0.4196317791938782
        ],
        [
          0.33442530035972595,
          0.2678622603416443,
          0.39771243929862976
        ],
        [
          0.3186868131160736,
          0.2704772353172302,
          0.41083601117134094
        ],
        [
          0.3097934126853943,
          0.26353275775909424,
          0.4266738295555115
        ],
        [
          0.3062141537666321,
          0.26958924531936646,
          0.42419660091400146
        ],
        [
          0.3242741823196411,
          0.26146888732910156,
          0.41425690054893494
        ],
        [
          0.31226709485054016,
          0.2678442895412445,
          0.41988861560821533
        ],
        [
          0.3202114403247833,
          0.2677757441997528,
          0.41201281547546387
        ],
        [
          0.3116990923881531,
          0.2722617983818054,
          0.4160391688346863
        ],
        [
          0.3181087374687195,
          0.2726636230945587,
          0.4092276096343994
        ],
        [
          0.31220734119415283,
          0.26952192187309265,
          0.4182707965373993
        ],
        [
          0.3075433373451233,
          0.2566990554332733,
          0.4357575476169586
        ],
        [
          0.2997368276119232,
          0.2582499086856842,
          0.4420132637023926
        ],
        [
          0.30358558893203735,
          0.26294657588005066,
          0.43346792459487915
        ],
        [
          0.3100058138370514,
          0.26688897609710693,
          0.42310523986816406
        ],
        [
          0.31653860211372375,
          0.2672443687915802,
          0.41621702909469604
        ],
        [
          0.3073798418045044,
          0.26265496015548706,
          0.42996513843536377
        ],
        [
          0.31256118416786194,
          0.26791274547576904,
          0.41952604055404663
        ],
        [
          0.31627511978149414,
          0.2693970501422882,
          0.41432780027389526
        ],
        [
          0.3170633614063263,
          0.26907283067703247,
          0.41386377811431885
        ],
        [
          0.3047417998313904,
          0.26213112473487854,
          0.43312710523605347
        ],
        [
          0.30497539043426514,
          0.2651849091053009,
          0.42983970046043396
        ],
        [
          0.3111489713191986,
          0.2696484327316284,
          0.4192025661468506
        ],
        [
          0.317131370306015,
          0.2656865119934082,
          0.4171820878982544
        ],
        [
          0.30900484323501587,
          0.26348960399627686,
          0.4275055527687073
        ],
        [
          0.3067573308944702,
          0.2664094865322113,
          0.4268331825733185
        ],
        [
          0.32191216945648193,
          0.2692750096321106,
          0.40881288051605225
        ],
        [
          0.3204025328159332,
          0.26899418234825134,
          0.41060328483581543
        ],
        [
          0.32075029611587524,
          0.2661472260951996,
          0.41310250759124756
        ],
        [
          0.3109661638736725,
          0.26691409945487976,
          0.42211973667144775
        ],
        [
          0.32554829120635986,
          0.2670576870441437,
          0.4073939919471741
        ],
        [
          0.3064644932746887,
          0.26974165439605713,
          0.42379385232925415
        ],
        [
          0.3289620280265808,
          0.3048240840435028,
          0.3662138879299164
        ],
        [
          0.3118077516555786,
          0.2755418121814728,
          0.4126504361629486
        ],
        [
          0.31023815274238586,
          0.2705705761909485,
          0.41919130086898804
        ]
      ],
      "test_type": "standard"
    },
    "augmentation_robustness": {
      "noise_light": {
        "loss": 0.42087624139255947,
        "accuracy": 0.6083916083916084,
        "metrics": {
          "accuracy": 0.6083916083916084,
          "precision_Class_0": 0.0,
          "recall_Class_0": 0.0,
          "f1_Class_0": 0.0,
          "support_Class_0": 37,
          "precision_Class_1": 0.0,
          "recall_Class_1": 0.0,
          "f1_Class_1": 0.0,
          "support_Class_1": 19,
          "precision_Class_2": 0.6083916083916084,
          "recall_Class_2": 1.0,
          "f1_Class_2": 0.7565217391304347,
          "support_Class_2": 87,
          "precision_macro": 0.2027972027972028,
          "recall_macro": 0.3333333333333333,
          "f1_macro": 0.25217391304347825,
          "precision_weighted": 0.3701403491613282,
          "recall_weighted": 0.6083916083916084,
          "f1_weighted": 0.46026147765278197,
          "confusion_matrix": [
            [
              0,
              0,
              37
            ],
            [
              0,
              0,
              19
            ],
            [
              0,
              0,
              87
            ]
          ],
          "classification_report": {
            "Class_0": {
              "precision": 0.0,
              "recall": 0.0,
              "f1-score": 0.0,
              "support": 37.0
            },
            "Class_1": {
              "precision": 0.0,
              "recall": 0.0,
              "f1-score": 0.0,
              "support": 19.0
            },
            "Class_2": {
              "precision": 0.6083916083916084,
              "recall": 1.0,
              "f1-score": 0.7565217391304347,
              "support": 87.0
            },
            "accuracy": 0.6083916083916084,
            "macro avg": {
              "precision": 0.2027972027972028,
              "recall": 0.3333333333333333,
              "f1-score": 0.25217391304347825,
              "support": 143.0
            },
            "weighted avg": {
              "precision": 0.3701403491613282,
              "recall": 0.6083916083916084,
              "f1-score": 0.46026147765278197,
              "support": 143.0
            }
          }
        }
      },
      "noise_moderate": {
        "loss": 0.42087624139255947,
        "accuracy": 0.6083916083916084,
        "metrics": {
          "accuracy": 0.6083916083916084,
          "precision_Class_0": 0.0,
          "recall_Class_0": 0.0,
          "f1_Class_0": 0.0,
          "support_Class_0": 37,
          "precision_Class_1": 0.0,
          "recall_Class_1": 0.0,
          "f1_Class_1": 0.0,
          "support_Class_1": 19,
          "precision_Class_2": 0.6083916083916084,
          "recall_Class_2": 1.0,
          "f1_Class_2": 0.7565217391304347,
          "support_Class_2": 87,
          "precision_macro": 0.2027972027972028,
          "recall_macro": 0.3333333333333333,
          "f1_macro": 0.25217391304347825,
          "precision_weighted": 0.3701403491613282,
          "recall_weighted": 0.6083916083916084,
          "f1_weighted": 0.46026147765278197,
          "confusion_matrix": [
            [
              0,
              0,
              37
            ],
            [
              0,
              0,
              19
            ],
            [
              0,
              0,
              87
            ]
          ],
          "classification_report": {
            "Class_0": {
              "precision": 0.0,
              "recall": 0.0,
              "f1-score": 0.0,
              "support": 37.0
            },
            "Class_1": {
              "precision": 0.0,
              "recall": 0.0,
              "f1-score": 0.0,
              "support": 19.0
            },
            "Class_2": {
              "precision": 0.6083916083916084,
              "recall": 1.0,
              "f1-score": 0.7565217391304347,
              "support": 87.0
            },
            "accuracy": 0.6083916083916084,
            "macro avg": {
              "precision": 0.2027972027972028,
              "recall": 0.3333333333333333,
              "f1-score": 0.25217391304347825,
              "support": 143.0
            },
            "weighted avg": {
              "precision": 0.3701403491613282,
              "recall": 0.6083916083916084,
              "f1-score": 0.46026147765278197,
              "support": 143.0
            }
          }
        }
      },
      "noise_heavy": {
        "loss": 0.42087624139255947,
        "accuracy": 0.6083916083916084,
        "metrics": {
          "accuracy": 0.6083916083916084,
          "precision_Class_0": 0.0,
          "recall_Class_0": 0.0,
          "f1_Class_0": 0.0,
          "support_Class_0": 37,
          "precision_Class_1": 0.0,
          "recall_Class_1": 0.0,
          "f1_Class_1": 0.0,
          "support_Class_1": 19,
          "precision_Class_2": 0.6083916083916084,
          "recall_Class_2": 1.0,
          "f1_Class_2": 0.7565217391304347,
          "support_Class_2": 87,
          "precision_macro": 0.2027972027972028,
          "recall_macro": 0.3333333333333333,
          "f1_macro": 0.25217391304347825,
          "precision_weighted": 0.3701403491613282,
          "recall_weighted": 0.6083916083916084,
          "f1_weighted": 0.46026147765278197,
          "confusion_matrix": [
            [
              0,
              0,
              37
            ],
            [
              0,
              0,
              19
            ],
            [
              0,
              0,
              87
            ]
          ],
          "classification_report": {
            "Class_0": {
              "precision": 0.0,
              "recall": 0.0,
              "f1-score": 0.0,
              "support": 37.0
            },
            "Class_1": {
              "precision": 0.0,
              "recall": 0.0,
              "f1-score": 0.0,
              "support": 19.0
            },
            "Class_2": {
              "precision": 0.6083916083916084,
              "recall": 1.0,
              "f1-score": 0.7565217391304347,
              "support": 87.0
            },
            "accuracy": 0.6083916083916084,
            "macro avg": {
              "precision": 0.2027972027972028,
              "recall": 0.3333333333333333,
              "f1-score": 0.25217391304347825,
              "support": 143.0
            },
            "weighted avg": {
              "precision": 0.3701403491613282,
              "recall": 0.6083916083916084,
              "f1-score": 0.46026147765278197,
              "support": 143.0
            }
          }
        }
      },
      "speed_light": {
        "loss": 0.42087624139255947,
        "accuracy": 0.6083916083916084,
        "metrics": {
          "accuracy": 0.6083916083916084,
          "precision_Class_0": 0.0,
          "recall_Class_0": 0.0,
          "f1_Class_0": 0.0,
          "support_Class_0": 37,
          "precision_Class_1": 0.0,
          "recall_Class_1": 0.0,
          "f1_Class_1": 0.0,
          "support_Class_1": 19,
          "precision_Class_2": 0.6083916083916084,
          "recall_Class_2": 1.0,
          "f1_Class_2": 0.7565217391304347,
          "support_Class_2": 87,
          "precision_macro": 0.2027972027972028,
          "recall_macro": 0.3333333333333333,
          "f1_macro": 0.25217391304347825,
          "precision_weighted": 0.3701403491613282,
          "recall_weighted": 0.6083916083916084,
          "f1_weighted": 0.46026147765278197,
          "confusion_matrix": [
            [
              0,
              0,
              37
            ],
            [
              0,
              0,
              19
            ],
            [
              0,
              0,
              87
            ]
          ],
          "classification_report": {
            "Class_0": {
              "precision": 0.0,
              "recall": 0.0,
              "f1-score": 0.0,
              "support": 37.0
            },
            "Class_1": {
              "precision": 0.0,
              "recall": 0.0,
              "f1-score": 0.0,
              "support": 19.0
            },
            "Class_2": {
              "precision": 0.6083916083916084,
              "recall": 1.0,
              "f1-score": 0.7565217391304347,
              "support": 87.0
            },
            "accuracy": 0.6083916083916084,
            "macro avg": {
              "precision": 0.2027972027972028,
              "recall": 0.3333333333333333,
              "f1-score": 0.25217391304347825,
              "support": 143.0
            },
            "weighted avg": {
              "precision": 0.3701403491613282,
              "recall": 0.6083916083916084,
              "f1-score": 0.46026147765278197,
              "support": 143.0
            }
          }
        }
      },
      "speed_moderate": {
        "loss": 0.42087624139255947,
        "accuracy": 0.6083916083916084,
        "metrics": {
          "accuracy": 0.6083916083916084,
          "precision_Class_0": 0.0,
          "recall_Class_0": 0.0,
          "f1_Class_0": 0.0,
          "support_Class_0": 37,
          "precision_Class_1": 0.0,
          "recall_Class_1": 0.0,
          "f1_Class_1": 0.0,
          "support_Class_1": 19,
          "precision_Class_2": 0.6083916083916084,
          "recall_Class_2": 1.0,
          "f1_Class_2": 0.7565217391304347,
          "support_Class_2": 87,
          "precision_macro": 0.2027972027972028,
          "recall_macro": 0.3333333333333333,
          "f1_macro": 0.25217391304347825,
          "precision_weighted": 0.3701403491613282,
          "recall_weighted": 0.6083916083916084,
          "f1_weighted": 0.46026147765278197,
          "confusion_matrix": [
            [
              0,
              0,
              37
            ],
            [
              0,
              0,
              19
            ],
            [
              0,
              0,
              87
            ]
          ],
          "classification_report": {
            "Class_0": {
              "precision": 0.0,
              "recall": 0.0,
              "f1-score": 0.0,
              "support": 37.0
            },
            "Class_1": {
              "precision": 0.0,
              "recall": 0.0,
              "f1-score": 0.0,
              "support": 19.0
            },
            "Class_2": {
              "precision": 0.6083916083916084,
              "recall": 1.0,
              "f1-score": 0.7565217391304347,
              "support": 87.0
            },
            "accuracy": 0.6083916083916084,
            "macro avg": {
              "precision": 0.2027972027972028,
              "recall": 0.3333333333333333,
              "f1-score": 0.25217391304347825,
              "support": 143.0
            },
            "weighted avg": {
              "precision": 0.3701403491613282,
              "recall": 0.6083916083916084,
              "f1-score": 0.46026147765278197,
              "support": 143.0
            }
          }
        }
      },
      "volume_light": {
        "loss": 0.42087624139255947,
        "accuracy": 0.6083916083916084,
        "metrics": {
          "accuracy": 0.6083916083916084,
          "precision_Class_0": 0.0,
          "recall_Class_0": 0.0,
          "f1_Class_0": 0.0,
          "support_Class_0": 37,
          "precision_Class_1": 0.0,
          "recall_Class_1": 0.0,
          "f1_Class_1": 0.0,
          "support_Class_1": 19,
          "precision_Class_2": 0.6083916083916084,
          "recall_Class_2": 1.0,
          "f1_Class_2": 0.7565217391304347,
          "support_Class_2": 87,
          "precision_macro": 0.2027972027972028,
          "recall_macro": 0.3333333333333333,
          "f1_macro": 0.25217391304347825,
          "precision_weighted": 0.3701403491613282,
          "recall_weighted": 0.6083916083916084,
          "f1_weighted": 0.46026147765278197,
          "confusion_matrix": [
            [
              0,
              0,
              37
            ],
            [
              0,
              0,
              19
            ],
            [
              0,
              0,
              87
            ]
          ],
          "classification_report": {
            "Class_0": {
              "precision": 0.0,
              "recall": 0.0,
              "f1-score": 0.0,
              "support": 37.0
            },
            "Class_1": {
              "precision": 0.0,
              "recall": 0.0,
              "f1-score": 0.0,
              "support": 19.0
            },
            "Class_2": {
              "precision": 0.6083916083916084,
              "recall": 1.0,
              "f1-score": 0.7565217391304347,
              "support": 87.0
            },
            "accuracy": 0.6083916083916084,
            "macro avg": {
              "precision": 0.2027972027972028,
              "recall": 0.3333333333333333,
              "f1-score": 0.25217391304347825,
              "support": 143.0
            },
            "weighted avg": {
              "precision": 0.3701403491613282,
              "recall": 0.6083916083916084,
              "f1-score": 0.46026147765278197,
              "support": 143.0
            }
          }
        }
      },
      "volume_moderate": {
        "loss": 0.42087624139255947,
        "accuracy": 0.6083916083916084,
        "metrics": {
          "accuracy": 0.6083916083916084,
          "precision_Class_0": 0.0,
          "recall_Class_0": 0.0,
          "f1_Class_0": 0.0,
          "support_Class_0": 37,
          "precision_Class_1": 0.0,
          "recall_Class_1": 0.0,
          "f1_Class_1": 0.0,
          "support_Class_1": 19,
          "precision_Class_2": 0.6083916083916084,
          "recall_Class_2": 1.0,
          "f1_Class_2": 0.7565217391304347,
          "support_Class_2": 87,
          "precision_macro": 0.2027972027972028,
          "recall_macro": 0.3333333333333333,
          "f1_macro": 0.25217391304347825,
          "precision_weighted": 0.3701403491613282,
          "recall_weighted": 0.6083916083916084,
          "f1_weighted": 0.46026147765278197,
          "confusion_matrix": [
            [
              0,
              0,
              37
            ],
            [
              0,
              0,
              19
            ],
            [
              0,
              0,
              87
            ]
          ],
          "classification_report": {
            "Class_0": {
              "precision": 0.0,
              "recall": 0.0,
              "f1-score": 0.0,
              "support": 37.0
            },
            "Class_1": {
              "precision": 0.0,
              "recall": 0.0,
              "f1-score": 0.0,
              "support": 19.0
            },
            "Class_2": {
              "precision": 0.6083916083916084,
              "recall": 1.0,
              "f1-score": 0.7565217391304347,
              "support": 87.0
            },
            "accuracy": 0.6083916083916084,
            "macro avg": {
              "precision": 0.2027972027972028,
              "recall": 0.3333333333333333,
              "f1-score": 0.25217391304347825,
              "support": 143.0
            },
            "weighted avg": {
              "precision": 0.3701403491613282,
              "recall": 0.6083916083916084,
              "f1-score": 0.46026147765278197,
              "support": 143.0
            }
          }
        }
      },
      "combined_light": {
        "loss": 0.42087624139255947,
        "accuracy": 0.6083916083916084,
        "metrics": {
          "accuracy": 0.6083916083916084,
          "precision_Class_0": 0.0,
          "recall_Class_0": 0.0,
          "f1_Class_0": 0.0,
          "support_Class_0": 37,
          "precision_Class_1": 0.0,
          "recall_Class_1": 0.0,
          "f1_Class_1": 0.0,
          "support_Class_1": 19,
          "precision_Class_2": 0.6083916083916084,
          "recall_Class_2": 1.0,
          "f1_Class_2": 0.7565217391304347,
          "support_Class_2": 87,
          "precision_macro": 0.2027972027972028,
          "recall_macro": 0.3333333333333333,
          "f1_macro": 0.25217391304347825,
          "precision_weighted": 0.3701403491613282,
          "recall_weighted": 0.6083916083916084,
          "f1_weighted": 0.46026147765278197,
          "confusion_matrix": [
            [
              0,
              0,
              37
            ],
            [
              0,
              0,
              19
            ],
            [
              0,
              0,
              87
            ]
          ],
          "classification_report": {
            "Class_0": {
              "precision": 0.0,
              "recall": 0.0,
              "f1-score": 0.0,
              "support": 37.0
            },
            "Class_1": {
              "precision": 0.0,
              "recall": 0.0,
              "f1-score": 0.0,
              "support": 19.0
            },
            "Class_2": {
              "precision": 0.6083916083916084,
              "recall": 1.0,
              "f1-score": 0.7565217391304347,
              "support": 87.0
            },
            "accuracy": 0.6083916083916084,
            "macro avg": {
              "precision": 0.2027972027972028,
              "recall": 0.3333333333333333,
              "f1-score": 0.25217391304347825,
              "support": 143.0
            },
            "weighted avg": {
              "precision": 0.3701403491613282,
              "recall": 0.6083916083916084,
              "f1-score": 0.46026147765278197,
              "support": 143.0
            }
          }
        }
      }
    },
    "performance_profile": {
      "inference_performance": {
        "mean_inference_time": 0.0007604619610356167,
        "std_inference_time": 0.0002851131165727356,
        "min_inference_time": 0.0005847840220667422,
        "max_inference_time": 0.0015751940081827343,
        "median_inference_time": 0.0006416804972104728,
        "throughput_samples_per_second": 1314.9901655017356
      },
      "memory_usage": {
        "initial_memory_mb": 66.53759765625,
        "peak_memory_mb": 74.88720703125,
        "final_memory_mb": 66.5380859375,
        "memory_increase_mb": 8.349609375
      },
      "model_parameters": {
        "total_parameters": 2586371,
        "trainable_parameters": 2586371,
        "non_trainable_parameters": 0
      },
      "model_size": {
        "total_size_bytes": 10360412,
        "total_size_mb": 9.88045883178711,
        "parameter_size_mb": 9.866222381591797,
        "buffer_size_mb": 0.0142364501953125
      },
      "batch_performance": {
        "batch_1": {
          "inference_time": 0.0006412367452867329,
          "throughput": 1559.4864258018213
        },
        "batch_8": {
          "inference_time": 0.0015252916957251728,
          "throughput": 5244.898416755978
        },
        "batch_16": {
          "inference_time": 0.007292331804637797,
          "throughput": 2194.085572165583
        }
      }
    },
    "robustness_tests": {
      "confidence_thresholds": {},
      "input_corruptions": {
        "zero_out_10": {
          "loss": 0.4230751593907674,
          "accuracy": 0.6083916083916084
        },
        "zero_out_25": {
          "loss": 0.42847098575698006,
          "accuracy": 0.6083916083916084
        },
        "gaussian_noise_01": {
          "loss": 0.4207393493917253,
          "accuracy": 0.6083916083916084
        },
        "gaussian_noise_02": {
          "loss": 0.4201605220635732,
          "accuracy": 0.6083916083916084
        },
        "dropout_10": {
          "loss": 0.4190783103307088,
          "accuracy": 0.6083916083916084
        },
        "dropout_25": {
          "loss": 0.4176873068014781,
          "accuracy": 0.6083916083916084
        }
      },
      "adversarial_robustness": {
        "epsilon_0.01": {
          "loss": 0.43043965101242065,
          "accuracy": 0.6083916083916084
        },
        "epsilon_0.05": {
          "loss": 0.4658129612604777,
          "accuracy": 0.6083916083916084
        },
        "epsilon_0.1": {
          "loss": 0.504215892818239,
          "accuracy": 0.6083916083916084
        },
        "epsilon_0.2": {
          "loss": 0.5654362936814626,
          "accuracy": 0.43356643356643354
        }
      }
    }
  },
  "cross_validation_scores": [],
  "deployment_targets": [],
  "optimization_level": "none",
  "inference_requirements": {},
  "framework_version": "2.8.0+cu128",
  "python_version": "3.12.3",
  "dependencies": {},
  "custom_fields": {
    "training_config": {
      "batch_size": 16,
      "learning_rate": 0.001,
      "num_epochs": 2,
      "early_stopping_patience": 5,
      "optimizer": "AdamW",
      "scheduler_type": "cosine",
      "weight_decay": 0.0001,
      "gradient_clip_norm": 1.0,
      "use_mixed_precision": true
    }
  }
}