Instructions to use Invictus-AI/self-evolving-nn with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Keras
How to use Invictus-AI/self-evolving-nn with Keras:
# !pip install -U keras tensorflow huggingface_hub # Keras needs TensorFlow installed to read "hf://" paths, so the tensorflow backend is selected here; # "jax" and "torch" also work for computation once TensorFlow is installed. import os os.environ["KERAS_BACKEND"] = "tensorflow" import keras model = keras.saving.load_model("hf://Invictus-AI/self-evolving-nn") - Notebooks
- Google Colab
- Kaggle
Kashyap Khakhkhar commited on
Upload evo_checkpoints/evolution_history.json with huggingface_hub
Browse files
evo_checkpoints/evolution_history.json
ADDED
|
@@ -0,0 +1,146 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"generation": 0,
|
| 4 |
+
"best_fitness": 37948.770709384706,
|
| 5 |
+
"avg_fitness": 8522.563684872686,
|
| 6 |
+
"worst_fitness": 319.847181470805,
|
| 7 |
+
"std_fitness": 13281.871688822648,
|
| 8 |
+
"timestamp": "2026-08-01T04:13:13.269208"
|
| 9 |
+
},
|
| 10 |
+
{
|
| 11 |
+
"generation": 1,
|
| 12 |
+
"best_fitness": 43308.06840172961,
|
| 13 |
+
"avg_fitness": 18658.548085010447,
|
| 14 |
+
"worst_fitness": 2309.432700698001,
|
| 15 |
+
"std_fitness": 15419.849857421053,
|
| 16 |
+
"timestamp": "2026-08-01T04:16:09.567819"
|
| 17 |
+
},
|
| 18 |
+
{
|
| 19 |
+
"generation": 2,
|
| 20 |
+
"best_fitness": 110721.32876999187,
|
| 21 |
+
"avg_fitness": 58164.87043931762,
|
| 22 |
+
"worst_fitness": 20491.324431268375,
|
| 23 |
+
"std_fitness": 32855.119222390815,
|
| 24 |
+
"timestamp": "2026-08-01T04:19:22.749784"
|
| 25 |
+
},
|
| 26 |
+
{
|
| 27 |
+
"generation": 3,
|
| 28 |
+
"best_fitness": 70729.98387331536,
|
| 29 |
+
"avg_fitness": 34173.11846875995,
|
| 30 |
+
"worst_fitness": 7584.932093465823,
|
| 31 |
+
"std_fitness": 20153.431020988428,
|
| 32 |
+
"timestamp": "2026-08-01T04:26:31.575386"
|
| 33 |
+
},
|
| 34 |
+
{
|
| 35 |
+
"generation": 4,
|
| 36 |
+
"best_fitness": 227984.367514355,
|
| 37 |
+
"avg_fitness": 91800.0204398578,
|
| 38 |
+
"worst_fitness": 42360.284096671836,
|
| 39 |
+
"std_fitness": 65342.559425724285,
|
| 40 |
+
"timestamp": "2026-08-01T04:33:01.262740"
|
| 41 |
+
},
|
| 42 |
+
{
|
| 43 |
+
"generation": 5,
|
| 44 |
+
"best_fitness": 331118.82463783136,
|
| 45 |
+
"avg_fitness": 96355.8826076566,
|
| 46 |
+
"worst_fitness": 28135.289997713782,
|
| 47 |
+
"std_fitness": 106135.37773321697,
|
| 48 |
+
"timestamp": "2026-08-01T04:39:08.910180"
|
| 49 |
+
},
|
| 50 |
+
{
|
| 51 |
+
"generation": 6,
|
| 52 |
+
"best_fitness": 107392.69527354193,
|
| 53 |
+
"avg_fitness": 44884.30244932502,
|
| 54 |
+
"worst_fitness": 14836.134977838643,
|
| 55 |
+
"std_fitness": 31081.751464982484,
|
| 56 |
+
"timestamp": "2026-08-01T04:45:07.911224"
|
| 57 |
+
},
|
| 58 |
+
{
|
| 59 |
+
"generation": 7,
|
| 60 |
+
"best_fitness": 253056.81214340896,
|
| 61 |
+
"avg_fitness": 79721.42146208654,
|
| 62 |
+
"worst_fitness": 2949.6546630268913,
|
| 63 |
+
"std_fitness": 96222.51966360027,
|
| 64 |
+
"timestamp": "2026-08-01T04:49:50.629538"
|
| 65 |
+
},
|
| 66 |
+
{
|
| 67 |
+
"generation": 8,
|
| 68 |
+
"best_fitness": 187922.16213092,
|
| 69 |
+
"avg_fitness": 93017.8527555219,
|
| 70 |
+
"worst_fitness": 2717.1498475540775,
|
| 71 |
+
"std_fitness": 71126.1561923106,
|
| 72 |
+
"timestamp": "2026-08-01T04:54:26.238285"
|
| 73 |
+
},
|
| 74 |
+
{
|
| 75 |
+
"generation": 9,
|
| 76 |
+
"best_fitness": 68523.7681917188,
|
| 77 |
+
"avg_fitness": 28514.324171413926,
|
| 78 |
+
"worst_fitness": 500.39828491185364,
|
| 79 |
+
"std_fitness": 20943.00788122222,
|
| 80 |
+
"timestamp": "2026-08-01T04:59:23.546800"
|
| 81 |
+
},
|
| 82 |
+
{
|
| 83 |
+
"generation": 10,
|
| 84 |
+
"best_fitness": 179687.01822047244,
|
| 85 |
+
"avg_fitness": 54197.039167932155,
|
| 86 |
+
"worst_fitness": 104.14023982456888,
|
| 87 |
+
"std_fitness": 59396.81158776528,
|
| 88 |
+
"timestamp": "2026-08-01T05:02:40.009306"
|
| 89 |
+
},
|
| 90 |
+
{
|
| 91 |
+
"generation": 11,
|
| 92 |
+
"best_fitness": 83049.24501345829,
|
| 93 |
+
"avg_fitness": 36688.90538608937,
|
| 94 |
+
"worst_fitness": 364.40319061135915,
|
| 95 |
+
"std_fitness": 31135.48140409233,
|
| 96 |
+
"timestamp": "2026-08-01T05:05:50.681004"
|
| 97 |
+
},
|
| 98 |
+
{
|
| 99 |
+
"generation": 12,
|
| 100 |
+
"best_fitness": 156859.13551093254,
|
| 101 |
+
"avg_fitness": 68487.1589505842,
|
| 102 |
+
"worst_fitness": 12184.528209069738,
|
| 103 |
+
"std_fitness": 43832.89934467934,
|
| 104 |
+
"timestamp": "2026-08-01T05:10:25.283964"
|
| 105 |
+
},
|
| 106 |
+
{
|
| 107 |
+
"generation": 13,
|
| 108 |
+
"best_fitness": 165767.31381206587,
|
| 109 |
+
"avg_fitness": 77378.87209611075,
|
| 110 |
+
"worst_fitness": 32146.128677224027,
|
| 111 |
+
"std_fitness": 49562.681261133344,
|
| 112 |
+
"timestamp": "2026-08-01T05:14:57.887268"
|
| 113 |
+
},
|
| 114 |
+
{
|
| 115 |
+
"generation": 14,
|
| 116 |
+
"best_fitness": 109233.62537434747,
|
| 117 |
+
"avg_fitness": 68085.15844348427,
|
| 118 |
+
"worst_fitness": 30055.367326137854,
|
| 119 |
+
"std_fitness": 34306.36171723952,
|
| 120 |
+
"timestamp": "2026-08-01T05:18:37.612390"
|
| 121 |
+
},
|
| 122 |
+
{
|
| 123 |
+
"generation": 15,
|
| 124 |
+
"best_fitness": 98273.88754768165,
|
| 125 |
+
"avg_fitness": 44462.61200501476,
|
| 126 |
+
"worst_fitness": 10684.232849358365,
|
| 127 |
+
"std_fitness": 27638.627488518625,
|
| 128 |
+
"timestamp": "2026-08-01T05:23:31.432012"
|
| 129 |
+
},
|
| 130 |
+
{
|
| 131 |
+
"generation": 16,
|
| 132 |
+
"best_fitness": 145408.12010130179,
|
| 133 |
+
"avg_fitness": 71570.24348195783,
|
| 134 |
+
"worst_fitness": 2133.5057512879594,
|
| 135 |
+
"std_fitness": 45141.912333586704,
|
| 136 |
+
"timestamp": "2026-08-01T05:28:14.431955"
|
| 137 |
+
},
|
| 138 |
+
{
|
| 139 |
+
"generation": 17,
|
| 140 |
+
"best_fitness": 240545.7622848037,
|
| 141 |
+
"avg_fitness": 81805.10628695144,
|
| 142 |
+
"worst_fitness": 12730.277319568186,
|
| 143 |
+
"std_fitness": 75930.14908147346,
|
| 144 |
+
"timestamp": "2026-08-01T05:32:13.614981"
|
| 145 |
+
}
|
| 146 |
+
]
|