ameshousing.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": [
     "skip"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Defaulting to user installation because normal site-packages is not writeable\n",
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      "\u001b[?25hRequirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.8/dist-packages (from google-auth<3,>=1.6.3->tensorboard<2.12,>=2.11->tensorflow==2.11.0->-r requirements.txt (line 4)) (0.2.8)\n",
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      "Requirement already satisfied: executing in /usr/local/lib/python3.8/dist-packages (from stack-data->ipython>=5.3.0->pyvis==0.3.1->-r requirements.txt (line 7)) (1.1.1)\n",
      "Requirement already satisfied: asttokens in /usr/local/lib/python3.8/dist-packages (from stack-data->ipython>=5.3.0->pyvis==0.3.1->-r requirements.txt (line 7)) (2.0.8)\n",
      "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.8/dist-packages (from importlib-metadata>=4.4->markdown>=2.6.8->tensorboard<2.12,>=2.11->tensorflow==2.11.0->-r requirements.txt (line 4)) (3.10.0)\n",
      "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /usr/local/lib/python3.8/dist-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tensorboard<2.12,>=2.11->tensorflow==2.11.0->-r requirements.txt (line 4)) (0.4.8)\n",
      "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.8/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard<2.12,>=2.11->tensorflow==2.11.0->-r requirements.txt (line 4)) (3.2.2)\n",
      "Building wheels for collected packages: jax, pyvis\n",
      "  Building wheel for jax (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for jax: filename=jax-0.4.1-py3-none-any.whl size=1338540 sha256=5ae12dbb855980ec48df22d961887b9746242d5ae7a6c37dc6ad211781f03d97\n",
      "  Stored in directory: /home/jovyan/.cache/pip/wheels/e2/c2/cc/ac766a5c8ed28aec746fc292690d3e2e3790b554d2a6abacb7\n",
      "  Building wheel for pyvis (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for pyvis: filename=pyvis-0.3.1-py3-none-any.whl size=756330 sha256=784f45de868c9daf63f3a3e733eb734b0aed5e67209e0417093d445a69044379\n",
      "  Stored in directory: /home/jovyan/.cache/pip/wheels/a4/0c/61/8469ca276f96ab772c3acc7f47d71e9737cbdf6f446f017f48\n",
      "Successfully built jax pyvis\n",
      "Installing collected packages: tensorboard-plugin-wit, libclang, flatbuffers, werkzeug, tensorflow-io-gcs-filesystem, tensorflow-estimator, tensorboard-data-server, tenacity, pytzdata, protobuf, numpy, keras, google-pasta, gast, fonttools, astunparse, absl-py, scipy, plotly, pendulum, pandas, opt_einsum, markdown, h5py, contourpy, matplotlib, jaxlib, jax, google-auth-oauthlib, tensorboard, pyvis, tensorflow\n",
      "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
      "yellowbrick 1.3 requires numpy<1.20,>=1.16.0, but you have numpy 1.24.0 which is incompatible.\n",
      "ml-metadata 0.30.0 requires absl-py<0.13,>=0.9, but you have absl-py 1.3.0 which is incompatible.\n",
      "kubeflow-kale 2.0rc3.post0+6.g3f6dfd87b requires matplotlib<3.4.0, but you have matplotlib 3.6.2 which is incompatible.\n",
      "kubeflow-kale 2.0rc3.post0+6.g3f6dfd87b requires scipy<1.7, but you have scipy 1.10.0 which is incompatible.\n",
      "kserve 0.8.0 requires numpy~=1.19.2, but you have numpy 1.24.0 which is incompatible.\n",
      "kfp 1.7.post0+41.gb3589b6c6 requires absl-py<=0.11,>=0.9, but you have absl-py 1.3.0 which is incompatible.\u001b[0m\u001b[31m\n",
      "\u001b[0mSuccessfully installed absl-py-1.3.0 astunparse-1.6.3 contourpy-1.0.6 flatbuffers-23.1.4 fonttools-4.38.0 gast-0.4.0 google-auth-oauthlib-0.4.6 google-pasta-0.2.0 h5py-3.7.0 jax-0.4.1 jaxlib-0.4.1 keras-2.11.0 libclang-15.0.6.1 markdown-3.4.1 matplotlib-3.6.2 numpy-1.24.0 opt_einsum-3.3.0 pandas-1.5.2 pendulum-2.1.2 plotly-5.11.0 protobuf-3.19.6 pytzdata-2020.1 pyvis-0.3.1 scipy-1.10.0 tenacity-8.1.0 tensorboard-2.11.0 tensorboard-data-server-0.6.1 tensorboard-plugin-wit-1.8.1 tensorflow-2.11.0 tensorflow-estimator-2.11.0 tensorflow-io-gcs-filesystem-0.29.0 werkzeug-2.2.2\n",
      "\u001b[33mWARNING: You are using pip version 22.0.4; however, version 22.3.1 is available.\n",
      "You should consider upgrading via the '/usr/bin/python3 -m pip install --upgrade pip' command.\u001b[0m\u001b[33m\n",
      "\u001b[0m"
     ]
    }
   ],
   "source": [
    "\n",
    "! pip3 install -r requirements.txt\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": [
     "skip"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'status': 'ok', 'restart': True}"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import sys\n",
    "import IPython\n",
    "app = IPython.Application.instance()\n",
    "app.kernel.do_shutdown(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": [
     "imports"
    ]
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2023-01-08 05:08:56.044009: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcudart.so.11.0'; dlerror: libcudart.so.11.0: cannot open shared object file: No such file or directory\n",
      "2023-01-08 05:08:58.859284: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcuda.so.1'; dlerror: libcuda.so.1: cannot open shared object file: No such file or directory\n",
      "2023-01-08 05:08:58.859341: W tensorflow/stream_executor/cuda/cuda_driver.cc:269] failed call to cuInit: UNKNOWN ERROR (303)\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "# from multiprocessing import Pool  # , Process\n",
    "from cerebros.simplecerebrosrandomsearch.simple_cerebros_random_search\\\n",
    "    import SimpleCerebrosRandomSearch\n",
    "import pendulum\n",
    "import pandas as pd\n",
    "import tensorflow as tf\n",
    "from cerebros.units.units import DenseUnit\n",
    "from cerebros.denseautomlstructuralcomponent.dense_automl_structural_component\\\n",
    "    import zero_7_exp_decay, zero_95_exp_decay, simple_sigmoid\n",
    "from ast import literal_eval"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": [
     "pipeline-parameters"
    ]
   },
   "outputs": [],
   "source": [
    "\n",
    "activation = 'relu'\n",
    "predecessor_level_connection_affinity_factor_first = 2.0\n",
    "predecessor_level_connection_affinity_factor_main = 0.97\n",
    "max_consecutive_lateral_connections = 5\n",
    "p_lateral_connection = 0.97\n",
    "num_lateral_connection_tries_per_unit = 2\n",
    "learning_rate = 0.001\n",
    "epochs = 10 # [1, 100]\n",
    "batch_size = 100\n",
    "maximum_levels = 6 # [3,7]\n",
    "maximum_units_per_level = 4 # [2,10]\n",
    "maximum_neurons_per_unit = 4 # [2,20]\n",
    " \n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": [
     "block:data_prep"
    ]
   },
   "outputs": [],
   "source": [
    "\n",
    "# Replace the data file with your data \n",
    "# and tell us what column you want this to predict\n",
    "\n",
    "data_file = 'ames.csv'\n",
    "prediction_target_column = 'price'\n",
    "\n",
    "###### Ignore everything below this\n",
    "\n",
    "raw_data = pd.read_csv(data_file)\n",
    "needed_cols = [\n",
    "    col for col in raw_data.columns if raw_data[col].dtype != 'object']\n",
    "data_numeric = raw_data[needed_cols].fillna(0).astype(float)\n",
    "label = raw_data.pop(prediction_target_column)\n",
    "\n",
    "data_np = data_numeric.values\n",
    "\n",
    "# np.save('label', label, allow_pickle=True)\n",
    "# np.save('data', data_np, allow_pickle=True)\n",
    "\n",
    "TIME = pendulum.now(tz='America/New_York').__str__()[:16]\\\n",
    "    .replace('T', '_')\\\n",
    "    .replace(':', '_')\\\n",
    "    .replace('-', '_')\n",
    "PROJECT_NAME = f'{TIME}_cerebros_auto_ml_test'\n",
    "\n",
    "# data_np = np.load('data.npy', allow_pickle=True)\n",
    "# labels = np.load('labels.npy', allow_pickle=True)\n",
    "\n",
    "tensor_x =\\\n",
    "    tf.constant(data_np)\n",
    "\n",
    "training_x = [tensor_x]\n",
    "\n",
    "INPUT_SHAPES = [training_x[i].shape[1] for i in np.arange(len(training_x))]\n",
    "\n",
    "\n",
    "#alcohol_labels = tf.constant(pd.get_dummies(pd.cut(white['alcohol'], np.arange(\n",
    "#    white['alcohol'].min(), white['alcohol'].max()))).values)\n",
    "# quality_labels = tf.constant(pd.get_dummies(white['quality']).values)\n",
    "\n",
    "train_labels = [label.values]\n",
    "\n",
    "# OUTPUT_SHAPES = [1]  # [train_labels[i].shape[1]\n",
    "# for i in np.arange(len(train_labels))]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": [
     "block:train",
     "prev:data_prep"
    ]
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:absl:No GPU/TPU found, falling back to CPU. (Set TF_CPP_MIN_LOG_LEVEL=0 and rerun for more info.)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "nan\n",
      ">nnf>ceil\n",
      "k is: 0 value is: [{'1': <class 'cerebros.units.units.InputUnit'>}]\n",
      "0\n",
      "k is: 1 value is: [{'2': <class 'cerebros.units.units.DenseUnit'>}, {'3': <class 'cerebros.units.units.DenseUnit'>}, {'4': <class 'cerebros.units.units.DenseUnit'>}, {'3': <class 'cerebros.units.units.DenseUnit'>}]\n",
      "1\n",
      "Trying to create level 1\n",
      "We think level 1's predecessors are: [0]\n",
      "k is: 2 value is: [{'1': <class 'cerebros.units.units.DenseUnit'>}]\n",
      "2\n",
      "Trying to create level 2\n",
      "We think level 2's predecessors are: [0, 1]\n",
      "k is: 3 value is: [{'4': <class 'cerebros.units.units.DenseUnit'>}, {'1': <class 'cerebros.units.units.DenseUnit'>}, {'1': <class 'cerebros.units.units.DenseUnit'>}]\n",
      "3\n",
      "Trying to create level 3\n",
      "We think level 3's predecessors are: [0, 1, 2]\n",
      "k is: 4 value is: [{'3': <class 'cerebros.units.units.DenseUnit'>}, {'3': <class 'cerebros.units.units.DenseUnit'>}]\n",
      "4\n",
      "Trying to create level 4\n",
      "We think level 4's predecessors are: [0, 1, 2, 3]\n",
      "k is: 5 value is: [{'4': <class 'cerebros.units.units.DenseUnit'>}, {'3': <class 'cerebros.units.units.DenseUnit'>}]\n",
      "5\n",
      "Trying to create level 5\n",
      "We think level 5's predecessors are: [0, 1, 2, 3, 4]\n",
      "k is: 6 value is: [{'1': <class 'cerebros.units.units.FinalDenseUnit'>}]\n",
      "6\n",
      "Trying to create Final level 6\n",
      "Trying to create level 6\n",
      "We think level final level 6's predecessors are: [0, 1, 2, 3, 4, 5]\n",
      "levels:\n",
      "[0, 1, 2, 3, 4, 5, 6]\n",
      "{'0': 'InputUnitModule'}\n",
      "{'2': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'3': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'4': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'3': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'1': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'4': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'1': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'1': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'3': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'3': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'4': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'3': <class 'cerebros.units.units.DenseUnit'>}\n",
      "Debug: I am 6 selecting 5\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "Setting levels_unmaterialized[0] level_number 0 to have first successor: levels_unmaterialized[:1], having level_numbers of [1, 2, 3, 4, 5, 6]\n",
      "Setting levels_unmaterialized[1] level_number 1 to have first successor: levels_unmaterialized[:2], having level_numbers of [2, 3, 4, 5, 6]\n",
      "Setting levels_unmaterialized[2] level_number 2 to have first successor: levels_unmaterialized[:3], having level_numbers of [3, 4, 5, 6]\n",
      "Setting levels_unmaterialized[3] level_number 3 to have first successor: levels_unmaterialized[:4], having level_numbers of [4, 5, 6]\n",
      "Setting levels_unmaterialized[4] level_number 4 to have first successor: levels_unmaterialized[:5], having level_numbers of [5, 6]\n",
      "Setting levels_unmaterialized[5] level_number 5 to have first successor: levels_unmaterialized[:6], having level_numbers of [6]\n",
      "4\n",
      "1\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "Successor map:\n",
      "{5: '0', 6: '1'}\n",
      "I am: level #: 4 calling a correction to an error in:\n",
      "error_0:[4 1]\n",
      "I am: 6: My predecessors are [0, 1, 2, 3, 4, 5]\n",
      "asigning unit level 4, unit: 1 to be the input of: level: 6 unit: 0\n",
      "{'2': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'3': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'4': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'3': <class 'cerebros.units.units.DenseUnit'>}\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_0 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>]\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_1 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>]\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_2 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_1_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_1_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>]\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_3 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_2_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_1_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_1_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>]\n",
      "{'1': <class 'cerebros.units.units.DenseUnit'>}\n",
      "debug: meta_level_number\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000002_tr_0_DenseUnit_0000000000000002_tr_0_0 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_0_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_1_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_2_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_1_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_3_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_3_dns_')>]\n",
      "{'4': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'1': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'1': <class 'cerebros.units.units.DenseUnit'>}\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000003_tr_0_DenseUnit_0000000000000003_tr_0_0 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_1_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_1_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000002_tr_0_DenseUnit_0000000000000002_tr_0_0_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_2_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_2_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000002_tr_0_DenseUnit_0000000000000002_tr_0_0_dns_')>]\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000003_tr_0_DenseUnit_0000000000000003_tr_0_1 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_3_dns_')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_0_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000002_tr_0_DenseUnit_0000000000000002_tr_0_0_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_1_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_3_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000002_tr_0_DenseUnit_0000000000000002_tr_0_0_dns_')>]\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000003_tr_0_DenseUnit_0000000000000003_tr_0_2 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000003_tr_0_DenseUnit_0000000000000003_tr_0_1_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_0_dns_')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_0_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000002_tr_0_DenseUnit_0000000000000002_tr_0_0_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_1_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_1_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000002_tr_0_DenseUnit_0000000000000002_tr_0_0_dns_')>]\n",
      "{'3': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'3': <class 'cerebros.units.units.DenseUnit'>}\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "Debug: successor_connectivity_errors_2d [DeviceArray([4, 1], dtype=int32)]\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000004_tr_0_DenseUnit_0000000000000004_tr_0_0 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_2_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_1_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000002_tr_0_DenseUnit_0000000000000002_tr_0_0_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000003_tr_0_DenseUnit_0000000000000003_tr_0_1_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000003_tr_0_DenseUnit_0000000000000003_tr_0_2_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000003_tr_0_DenseUnit_0000000000000003_tr_0_1_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_3_dns_')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_0_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000002_tr_0_DenseUnit_0000000000000002_tr_0_0_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000003_tr_0_DenseUnit_0000000000000003_tr_0_2_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000003_tr_0_DenseUnit_0000000000000003_tr_0_0_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000003_tr_0_DenseUnit_0000000000000003_tr_0_2_dns_')>]\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000004_tr_0_DenseUnit_0000000000000004_tr_0_1 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_1_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_2_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000002_tr_0_DenseUnit_0000000000000002_tr_0_0_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000003_tr_0_DenseUnit_0000000000000003_tr_0_2_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000003_tr_0_DenseUnit_0000000000000003_tr_0_1_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000003_tr_0_DenseUnit_0000000000000003_tr_0_0_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_3_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_3_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000002_tr_0_DenseUnit_0000000000000002_tr_0_0_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000003_tr_0_DenseUnit_0000000000000003_tr_0_1_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000003_tr_0_DenseUnit_0000000000000003_tr_0_1_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000003_tr_0_DenseUnit_0000000000000003_tr_0_2_dns_')>]\n",
      "{'4': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'3': <class 'cerebros.units.units.DenseUnit'>}\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000005_tr_0_DenseUnit_0000000000000005_tr_0_0 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_1_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000002_tr_0_DenseUnit_0000000000000002_tr_0_0_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000003_tr_0_DenseUnit_0000000000000003_tr_0_1_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000003_tr_0_DenseUnit_0000000000000003_tr_0_1_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000004_tr_0_DenseUnit_0000000000000004_tr_0_0_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000004_tr_0_DenseUnit_0000000000000004_tr_0_0_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_1_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000002_tr_0_DenseUnit_0000000000000002_tr_0_0_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000003_tr_0_DenseUnit_0000000000000003_tr_0_2_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000003_tr_0_DenseUnit_0000000000000003_tr_0_1_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000004_tr_0_DenseUnit_0000000000000004_tr_0_1_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000004_tr_0_DenseUnit_0000000000000004_tr_0_1_dns_')>]\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000005_tr_0_DenseUnit_0000000000000005_tr_0_1 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_3_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000002_tr_0_DenseUnit_0000000000000002_tr_0_0_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000003_tr_0_DenseUnit_0000000000000003_tr_0_2_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000003_tr_0_DenseUnit_0000000000000003_tr_0_1_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000004_tr_0_DenseUnit_0000000000000004_tr_0_0_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000004_tr_0_DenseUnit_0000000000000004_tr_0_0_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_1_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000002_tr_0_DenseUnit_0000000000000002_tr_0_0_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000003_tr_0_DenseUnit_0000000000000003_tr_0_2_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000003_tr_0_DenseUnit_0000000000000003_tr_0_1_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000004_tr_0_DenseUnit_0000000000000004_tr_0_0_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000004_tr_0_DenseUnit_0000000000000004_tr_0_1_dns_')>]\n",
      "{'1': <class 'cerebros.units.units.FinalDenseUnit'>}\n",
      "debug: meta_level_number\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_FinalDenseLevel_0000000000000006_tr_0_FinalDenseUnit_0000000000000006_tr_0_0 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000005_tr_0_DenseUnit_0000000000000005_tr_0_0_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000005_tr_0_DenseUnit_0000000000000005_tr_0_0_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000005_tr_0_DenseUnit_0000000000000005_tr_0_0_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000005_tr_0_DenseUnit_0000000000000005_tr_0_0_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_2_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000002_tr_0_DenseUnit_0000000000000002_tr_0_0_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000003_tr_0_DenseUnit_0000000000000003_tr_0_0_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000004_tr_0_DenseUnit_0000000000000004_tr_0_0_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000005_tr_0_DenseUnit_0000000000000005_tr_0_1_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000005_tr_0_DenseUnit_0000000000000005_tr_0_1_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000004_tr_0_DenseUnit_0000000000000004_tr_0_1_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_3_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000002_tr_0_DenseUnit_0000000000000002_tr_0_0_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000003_tr_0_DenseUnit_0000000000000003_tr_0_1_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000004_tr_0_DenseUnit_0000000000000004_tr_0_1_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000005_tr_0_DenseUnit_0000000000000005_tr_0_0_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000005_tr_0_DenseUnit_0000000000000005_tr_0_1_dns_')>]\n",
      "inputs\n",
      "KerasTensor(type_spec=TensorSpec(shape=(None, 39), dtype=tf.float32, name='NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp'), name='NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp', description=\"created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp'\")\n",
      "\n",
      "outputs\n",
      "KerasTensor(type_spec=TensorSpec(shape=(None, 1), dtype=tf.float32, name=None), name='NeuralNetworkFuture_0000000000000nan_tr_0_FinalDenseLevel_0000000000000006_tr_0_FinalDenseUnit_0000000000000006_tr_0_0_dns_/BiasAdd:0', description=\"created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_FinalDenseLevel_0000000000000006_tr_0_FinalDenseUnit_0000000000000006_tr_0_0_dns_'\")\n",
      "Model: \"NeuralNetworkFuture_0000000000000nan_tr_0_nn_materialized\"\n",
      "__________________________________________________________________________________________________\n",
      " Layer (type)                   Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      " NeuralNetworkFuture_0000000000  [(None, 39)]        0           []                               \n",
      " 000nan_tr_0_InputLevel_0000000                                                                   \n",
      " 000000000_tr_0_InputUnit_00000                                                                   \n",
      " 00000000000_tr_0_0_inp (InputL                                                                   \n",
      " ayer)                                                                                            \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 156)         0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_InputLevel_00000000000\n",
      " 000000001_tr_0_DenseUnit_00000                                  00000_tr_0_InputUnit_000000000000\n",
      " 00000000001_tr_0_1_cat_ (Conca                                  0000_tr_0_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_InputLevel_00000000000\n",
      "                                                                 00000_tr_0_InputUnit_000000000000\n",
      "                                                                 0000_tr_0_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_InputLevel_00000000000\n",
      "                                                                 00000_tr_0_InputUnit_000000000000\n",
      "                                                                 0000_tr_0_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_InputLevel_00000000000\n",
      "                                                                 00000_tr_0_InputUnit_000000000000\n",
      "                                                                 0000_tr_0_0_inp[0][0]']          \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 156)         624         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_DenseLevel_00000000000\n",
      " 000000001_tr_0_DenseUnit_00000                                  00001_tr_0_DenseUnit_000000000000\n",
      " 00000000001_tr_0_1_btn_ (Batch                                  0001_tr_0_1_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 3)           471         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_DenseLevel_00000000000\n",
      " 000000001_tr_0_DenseUnit_00000                                  00001_tr_0_DenseUnit_000000000000\n",
      " 00000000001_tr_0_1_dns_ (Dense                                  0001_tr_0_1_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 162)         0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_DenseLevel_00000000000\n",
      " 000000001_tr_0_DenseUnit_00000                                  00001_tr_0_DenseUnit_000000000000\n",
      " 00000000001_tr_0_2_cat_ (Conca                                  0001_tr_0_1_dns_[0][0]',         \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_InputLevel_00000000000\n",
      "                                                                 00000_tr_0_InputUnit_000000000000\n",
      "                                                                 0000_tr_0_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_InputLevel_00000000000\n",
      "                                                                 00000_tr_0_InputUnit_000000000000\n",
      "                                                                 0000_tr_0_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_InputLevel_00000000000\n",
      "                                                                 00000_tr_0_InputUnit_000000000000\n",
      "                                                                 0000_tr_0_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_InputLevel_00000000000\n",
      "                                                                 00000_tr_0_InputUnit_000000000000\n",
      "                                                                 0000_tr_0_0_inp[0][0]']          \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 162)         648         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_DenseLevel_00000000000\n",
      " 000000001_tr_0_DenseUnit_00000                                  00001_tr_0_DenseUnit_000000000000\n",
      " 00000000001_tr_0_2_btn_ (Batch                                  0001_tr_0_2_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 4)           652         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_DenseLevel_00000000000\n",
      " 000000001_tr_0_DenseUnit_00000                                  00001_tr_0_DenseUnit_000000000000\n",
      " 00000000001_tr_0_2_dns_ (Dense                                  0001_tr_0_2_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 156)         0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_InputLevel_00000000000\n",
      " 000000001_tr_0_DenseUnit_00000                                  00000_tr_0_InputUnit_000000000000\n",
      " 00000000001_tr_0_0_cat_ (Conca                                  0000_tr_0_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_InputLevel_00000000000\n",
      "                                                                 00000_tr_0_InputUnit_000000000000\n",
      "                                                                 0000_tr_0_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_InputLevel_00000000000\n",
      "                                                                 00000_tr_0_InputUnit_000000000000\n",
      "                                                                 0000_tr_0_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_InputLevel_00000000000\n",
      "                                                                 00000_tr_0_InputUnit_000000000000\n",
      "                                                                 0000_tr_0_0_inp[0][0]']          \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 166)         0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_DenseLevel_00000000000\n",
      " 000000001_tr_0_DenseUnit_00000                                  00001_tr_0_DenseUnit_000000000000\n",
      " 00000000001_tr_0_3_cat_ (Conca                                  0001_tr_0_2_dns_[0][0]',         \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_InputLevel_00000000000\n",
      "                                                                 00000_tr_0_InputUnit_000000000000\n",
      "                                                                 0000_tr_0_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_InputLevel_00000000000\n",
      "                                                                 00000_tr_0_InputUnit_000000000000\n",
      "                                                                 0000_tr_0_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_InputLevel_00000000000\n",
      "                                                                 00000_tr_0_InputUnit_000000000000\n",
      "                                                                 0000_tr_0_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_InputLevel_00000000000\n",
      "                                                                 00000_tr_0_InputUnit_000000000000\n",
      "                                                                 0000_tr_0_0_inp[0][0]']          \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 156)         624         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_DenseLevel_00000000000\n",
      " 000000001_tr_0_DenseUnit_00000                                  00001_tr_0_DenseUnit_000000000000\n",
      " 00000000001_tr_0_0_btn_ (Batch                                  0001_tr_0_0_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 166)         664         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_DenseLevel_00000000000\n",
      " 000000001_tr_0_DenseUnit_00000                                  00001_tr_0_DenseUnit_000000000000\n",
      " 00000000001_tr_0_3_btn_ (Batch                                  0001_tr_0_3_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 2)           314         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_DenseLevel_00000000000\n",
      " 000000001_tr_0_DenseUnit_00000                                  00001_tr_0_DenseUnit_000000000000\n",
      " 00000000001_tr_0_0_dns_ (Dense                                  0001_tr_0_0_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 3)           501         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_DenseLevel_00000000000\n",
      " 000000001_tr_0_DenseUnit_00000                                  00001_tr_0_DenseUnit_000000000000\n",
      " 00000000001_tr_0_3_dns_ (Dense                                  0001_tr_0_3_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 96)          0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_InputLevel_00000000000\n",
      " 000000002_tr_0_DenseUnit_00000                                  00000_tr_0_InputUnit_000000000000\n",
      " 00000000002_tr_0_0_cat_ (Conca                                  0000_tr_0_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_InputLevel_00000000000\n",
      "                                                                 00000_tr_0_InputUnit_000000000000\n",
      "                                                                 0000_tr_0_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_3_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_3_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 96)          384         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_DenseLevel_00000000000\n",
      " 000000002_tr_0_DenseUnit_00000                                  00002_tr_0_DenseUnit_000000000000\n",
      " 00000000002_tr_0_0_btn_ (Batch                                  0002_tr_0_0_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 1)           97          ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_DenseLevel_00000000000\n",
      " 000000002_tr_0_DenseUnit_00000                                  00002_tr_0_DenseUnit_000000000000\n",
      " 00000000002_tr_0_0_dns_ (Dense                                  0002_tr_0_0_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 91)          0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_InputLevel_00000000000\n",
      " 000000003_tr_0_DenseUnit_00000                                  00000_tr_0_InputUnit_000000000000\n",
      " 00000000003_tr_0_1_cat_ (Conca                                  0000_tr_0_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_3_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00002_tr_0_DenseUnit_000000000000\n",
      "                                                                 0002_tr_0_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_InputLevel_00000000000\n",
      "                                                                 00000_tr_0_InputUnit_000000000000\n",
      "                                                                 0000_tr_0_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_3_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00002_tr_0_DenseUnit_000000000000\n",
      "                                                                 0002_tr_0_0_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 91)          364         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_DenseLevel_00000000000\n",
      " 000000003_tr_0_DenseUnit_00000                                  00003_tr_0_DenseUnit_000000000000\n",
      " 00000000003_tr_0_1_btn_ (Batch                                  0003_tr_0_1_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 1)           92          ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_DenseLevel_00000000000\n",
      " 000000003_tr_0_DenseUnit_00000                                  00003_tr_0_DenseUnit_000000000000\n",
      " 00000000003_tr_0_1_dns_ (Dense                                  0003_tr_0_1_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 91)          0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_DenseLevel_00000000000\n",
      " 000000003_tr_0_DenseUnit_00000                                  00003_tr_0_DenseUnit_000000000000\n",
      " 00000000003_tr_0_2_cat_ (Conca                                  0003_tr_0_1_dns_[0][0]',         \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_InputLevel_00000000000\n",
      "                                                                 00000_tr_0_InputUnit_000000000000\n",
      "                                                                 0000_tr_0_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00002_tr_0_DenseUnit_000000000000\n",
      "                                                                 0002_tr_0_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_InputLevel_00000000000\n",
      "                                                                 00000_tr_0_InputUnit_000000000000\n",
      "                                                                 0000_tr_0_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00002_tr_0_DenseUnit_000000000000\n",
      "                                                                 0002_tr_0_0_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 94)          0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_InputLevel_00000000000\n",
      " 000000003_tr_0_DenseUnit_00000                                  00000_tr_0_InputUnit_000000000000\n",
      " 00000000003_tr_0_0_cat_ (Conca                                  0000_tr_0_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00002_tr_0_DenseUnit_000000000000\n",
      "                                                                 0002_tr_0_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_InputLevel_00000000000\n",
      "                                                                 00000_tr_0_InputUnit_000000000000\n",
      "                                                                 0000_tr_0_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00002_tr_0_DenseUnit_000000000000\n",
      "                                                                 0002_tr_0_0_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 91)          364         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_DenseLevel_00000000000\n",
      " 000000003_tr_0_DenseUnit_00000                                  00003_tr_0_DenseUnit_000000000000\n",
      " 00000000003_tr_0_2_btn_ (Batch                                  0003_tr_0_2_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 94)          376         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_DenseLevel_00000000000\n",
      " 000000003_tr_0_DenseUnit_00000                                  00003_tr_0_DenseUnit_000000000000\n",
      " 00000000003_tr_0_0_btn_ (Batch                                  0003_tr_0_0_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 1)           92          ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_DenseLevel_00000000000\n",
      " 000000003_tr_0_DenseUnit_00000                                  00003_tr_0_DenseUnit_000000000000\n",
      " 00000000003_tr_0_2_dns_ (Dense                                  0003_tr_0_2_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 4)           380         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_DenseLevel_00000000000\n",
      " 000000003_tr_0_DenseUnit_00000                                  00003_tr_0_DenseUnit_000000000000\n",
      " 00000000003_tr_0_0_dns_ (Dense                                  0003_tr_0_0_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 101)         0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_InputLevel_00000000000\n",
      " 000000004_tr_0_DenseUnit_00000                                  00000_tr_0_InputUnit_000000000000\n",
      " 00000000004_tr_0_0_cat_ (Conca                                  0000_tr_0_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00002_tr_0_DenseUnit_000000000000\n",
      "                                                                 0002_tr_0_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00003_tr_0_DenseUnit_000000000000\n",
      "                                                                 0003_tr_0_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00003_tr_0_DenseUnit_000000000000\n",
      "                                                                 0003_tr_0_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00003_tr_0_DenseUnit_000000000000\n",
      "                                                                 0003_tr_0_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_InputLevel_00000000000\n",
      "                                                                 00000_tr_0_InputUnit_000000000000\n",
      "                                                                 0000_tr_0_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_3_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00002_tr_0_DenseUnit_000000000000\n",
      "                                                                 0002_tr_0_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00003_tr_0_DenseUnit_000000000000\n",
      "                                                                 0003_tr_0_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00003_tr_0_DenseUnit_000000000000\n",
      "                                                                 0003_tr_0_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00003_tr_0_DenseUnit_000000000000\n",
      "                                                                 0003_tr_0_2_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 102)         0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_InputLevel_00000000000\n",
      " 000000004_tr_0_DenseUnit_00000                                  00000_tr_0_InputUnit_000000000000\n",
      " 00000000004_tr_0_1_cat_ (Conca                                  0000_tr_0_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00002_tr_0_DenseUnit_000000000000\n",
      "                                                                 0002_tr_0_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00003_tr_0_DenseUnit_000000000000\n",
      "                                                                 0003_tr_0_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00003_tr_0_DenseUnit_000000000000\n",
      "                                                                 0003_tr_0_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00003_tr_0_DenseUnit_000000000000\n",
      "                                                                 0003_tr_0_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_InputLevel_00000000000\n",
      "                                                                 00000_tr_0_InputUnit_000000000000\n",
      "                                                                 0000_tr_0_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_3_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_3_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00002_tr_0_DenseUnit_000000000000\n",
      "                                                                 0002_tr_0_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00003_tr_0_DenseUnit_000000000000\n",
      "                                                                 0003_tr_0_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00003_tr_0_DenseUnit_000000000000\n",
      "                                                                 0003_tr_0_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00003_tr_0_DenseUnit_000000000000\n",
      "                                                                 0003_tr_0_2_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 101)         404         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_DenseLevel_00000000000\n",
      " 000000004_tr_0_DenseUnit_00000                                  00004_tr_0_DenseUnit_000000000000\n",
      " 00000000004_tr_0_0_btn_ (Batch                                  0004_tr_0_0_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 102)         408         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_DenseLevel_00000000000\n",
      " 000000004_tr_0_DenseUnit_00000                                  00004_tr_0_DenseUnit_000000000000\n",
      " 00000000004_tr_0_1_btn_ (Batch                                  0004_tr_0_1_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 3)           306         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_DenseLevel_00000000000\n",
      " 000000004_tr_0_DenseUnit_00000                                  00004_tr_0_DenseUnit_000000000000\n",
      " 00000000004_tr_0_0_dns_ (Dense                                  0004_tr_0_0_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 3)           309         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_DenseLevel_00000000000\n",
      " 000000004_tr_0_DenseUnit_00000                                  00004_tr_0_DenseUnit_000000000000\n",
      " 00000000004_tr_0_1_dns_ (Dense                                  0004_tr_0_1_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 102)         0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_InputLevel_00000000000\n",
      " 000000005_tr_0_DenseUnit_00000                                  00000_tr_0_InputUnit_000000000000\n",
      " 00000000005_tr_0_0_cat_ (Conca                                  0000_tr_0_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00002_tr_0_DenseUnit_000000000000\n",
      "                                                                 0002_tr_0_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00003_tr_0_DenseUnit_000000000000\n",
      "                                                                 0003_tr_0_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00003_tr_0_DenseUnit_000000000000\n",
      "                                                                 0003_tr_0_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00004_tr_0_DenseUnit_000000000000\n",
      "                                                                 0004_tr_0_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00004_tr_0_DenseUnit_000000000000\n",
      "                                                                 0004_tr_0_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_InputLevel_00000000000\n",
      "                                                                 00000_tr_0_InputUnit_000000000000\n",
      "                                                                 0000_tr_0_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00002_tr_0_DenseUnit_000000000000\n",
      "                                                                 0002_tr_0_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00003_tr_0_DenseUnit_000000000000\n",
      "                                                                 0003_tr_0_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00003_tr_0_DenseUnit_000000000000\n",
      "                                                                 0003_tr_0_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00004_tr_0_DenseUnit_000000000000\n",
      "                                                                 0004_tr_0_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00004_tr_0_DenseUnit_000000000000\n",
      "                                                                 0004_tr_0_1_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 102)         0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_InputLevel_00000000000\n",
      " 000000005_tr_0_DenseUnit_00000                                  00000_tr_0_InputUnit_000000000000\n",
      " 00000000005_tr_0_1_cat_ (Conca                                  0000_tr_0_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_3_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00002_tr_0_DenseUnit_000000000000\n",
      "                                                                 0002_tr_0_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00003_tr_0_DenseUnit_000000000000\n",
      "                                                                 0003_tr_0_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00003_tr_0_DenseUnit_000000000000\n",
      "                                                                 0003_tr_0_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00004_tr_0_DenseUnit_000000000000\n",
      "                                                                 0004_tr_0_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00004_tr_0_DenseUnit_000000000000\n",
      "                                                                 0004_tr_0_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_InputLevel_00000000000\n",
      "                                                                 00000_tr_0_InputUnit_000000000000\n",
      "                                                                 0000_tr_0_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00002_tr_0_DenseUnit_000000000000\n",
      "                                                                 0002_tr_0_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00003_tr_0_DenseUnit_000000000000\n",
      "                                                                 0003_tr_0_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00003_tr_0_DenseUnit_000000000000\n",
      "                                                                 0003_tr_0_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00004_tr_0_DenseUnit_000000000000\n",
      "                                                                 0004_tr_0_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00004_tr_0_DenseUnit_000000000000\n",
      "                                                                 0004_tr_0_1_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 102)         408         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_DenseLevel_00000000000\n",
      " 000000005_tr_0_DenseUnit_00000                                  00005_tr_0_DenseUnit_000000000000\n",
      " 00000000005_tr_0_0_btn_ (Batch                                  0005_tr_0_0_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 102)         408         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_DenseLevel_00000000000\n",
      " 000000005_tr_0_DenseUnit_00000                                  00005_tr_0_DenseUnit_000000000000\n",
      " 00000000005_tr_0_1_btn_ (Batch                                  0005_tr_0_1_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 4)           412         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_DenseLevel_00000000000\n",
      " 000000005_tr_0_DenseUnit_00000                                  00005_tr_0_DenseUnit_000000000000\n",
      " 00000000005_tr_0_0_dns_ (Dense                                  0005_tr_0_0_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 3)           309         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_DenseLevel_0000000                                  00nan_tr_0_DenseLevel_00000000000\n",
      " 000000005_tr_0_DenseUnit_00000                                  00005_tr_0_DenseUnit_000000000000\n",
      " 00000000005_tr_0_1_dns_ (Dense                                  0005_tr_0_1_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 130)         0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_FinalDenseLevel_00                                  00nan_tr_0_DenseLevel_00000000000\n",
      " 00000000000006_tr_0_FinalDense                                  00005_tr_0_DenseUnit_000000000000\n",
      " Unit_0000000000000006_tr_0_0_c                                  0005_tr_0_0_dns_[0][0]',         \n",
      " at_ (Concatenate)                                                'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00005_tr_0_DenseUnit_000000000000\n",
      "                                                                 0005_tr_0_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00005_tr_0_DenseUnit_000000000000\n",
      "                                                                 0005_tr_0_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00005_tr_0_DenseUnit_000000000000\n",
      "                                                                 0005_tr_0_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_InputLevel_00000000000\n",
      "                                                                 00000_tr_0_InputUnit_000000000000\n",
      "                                                                 0000_tr_0_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00002_tr_0_DenseUnit_000000000000\n",
      "                                                                 0002_tr_0_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00003_tr_0_DenseUnit_000000000000\n",
      "                                                                 0003_tr_0_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00004_tr_0_DenseUnit_000000000000\n",
      "                                                                 0004_tr_0_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00005_tr_0_DenseUnit_000000000000\n",
      "                                                                 0005_tr_0_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00005_tr_0_DenseUnit_000000000000\n",
      "                                                                 0005_tr_0_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00004_tr_0_DenseUnit_000000000000\n",
      "                                                                 0004_tr_0_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_InputLevel_00000000000\n",
      "                                                                 00000_tr_0_InputUnit_000000000000\n",
      "                                                                 0000_tr_0_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00001_tr_0_DenseUnit_000000000000\n",
      "                                                                 0001_tr_0_3_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00002_tr_0_DenseUnit_000000000000\n",
      "                                                                 0002_tr_0_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00003_tr_0_DenseUnit_000000000000\n",
      "                                                                 0003_tr_0_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00004_tr_0_DenseUnit_000000000000\n",
      "                                                                 0004_tr_0_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00005_tr_0_DenseUnit_000000000000\n",
      "                                                                 0005_tr_0_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_0_DenseLevel_00000000000\n",
      "                                                                 00005_tr_0_DenseUnit_000000000000\n",
      "                                                                 0005_tr_0_1_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 130)         520         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_FinalDenseLevel_00                                  00nan_tr_0_FinalDenseLevel_000000\n",
      " 00000000000006_tr_0_FinalDense                                  0000000006_tr_0_FinalDenseUnit_00\n",
      " Unit_0000000000000006_tr_0_0_b                                  00000000000006_tr_0_0_cat_[0][0]'\n",
      " tn_ (BatchNormalization)                                        ]                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 1)           131         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_0_FinalDenseLevel_00                                  00nan_tr_0_FinalDenseLevel_000000\n",
      " 00000000000006_tr_0_FinalDense                                  0000000006_tr_0_FinalDenseUnit_00\n",
      " Unit_0000000000000006_tr_0_0_d                                  00000000000006_tr_0_0_btn_[0][0]'\n",
      " ns_ (Dense)                                                     ]                                \n",
      "                                                                                                  \n",
      "==================================================================================================\n",
      "Total params: 10,262\n",
      "Trainable params: 7,164\n",
      "Non-trainable params: 3,098\n",
      "__________________________________________________________________________________________________\n",
      "None\n",
      "Epoch 1/10\n",
      "20/20 [==============================] - 48s 917ms/step - loss: 40896958464.0000 - root_mean_squared_error: 202229.9688 - val_loss: 35788701696.0000 - val_root_mean_squared_error: 189179.0156\n",
      "Epoch 2/10\n",
      "20/20 [==============================] - 0s 13ms/step - loss: 40896417792.0000 - root_mean_squared_error: 202228.6250 - val_loss: 35789770752.0000 - val_root_mean_squared_error: 189181.8438\n",
      "Epoch 3/10\n",
      "20/20 [==============================] - 0s 11ms/step - loss: 40895913984.0000 - root_mean_squared_error: 202227.3750 - val_loss: 35774279680.0000 - val_root_mean_squared_error: 189140.9062\n",
      "Epoch 4/10\n",
      "20/20 [==============================] - 0s 10ms/step - loss: 40895385600.0000 - root_mean_squared_error: 202226.0781 - val_loss: 35762593792.0000 - val_root_mean_squared_error: 189110.0000\n",
      "Epoch 5/10\n",
      "20/20 [==============================] - 0s 11ms/step - loss: 40894767104.0000 - root_mean_squared_error: 202224.5469 - val_loss: 35762909184.0000 - val_root_mean_squared_error: 189110.8438\n",
      "Epoch 6/10\n",
      "20/20 [==============================] - 0s 10ms/step - loss: 40894111744.0000 - root_mean_squared_error: 202222.9219 - val_loss: 35748904960.0000 - val_root_mean_squared_error: 189073.8125\n",
      "Epoch 7/10\n",
      "20/20 [==============================] - 0s 11ms/step - loss: 40893353984.0000 - root_mean_squared_error: 202221.0469 - val_loss: 35738701824.0000 - val_root_mean_squared_error: 189046.8281\n",
      "Epoch 8/10\n",
      "20/20 [==============================] - 0s 15ms/step - loss: 40892542976.0000 - root_mean_squared_error: 202219.0469 - val_loss: 35736256512.0000 - val_root_mean_squared_error: 189040.3594\n",
      "Epoch 9/10\n",
      "20/20 [==============================] - 0s 11ms/step - loss: 40891572224.0000 - root_mean_squared_error: 202216.6406 - val_loss: 35729416192.0000 - val_root_mean_squared_error: 189022.2656\n",
      "Epoch 10/10\n",
      "20/20 [==============================] - 0s 11ms/step - loss: 40890507264.0000 - root_mean_squared_error: 202214.0156 - val_loss: 35719507968.0000 - val_root_mean_squared_error: 188996.0469\n",
      "this is neural_network_spec_file 2023_01_08_00_18_cerebros_auto_ml_test_meta_215379671908/model_architectures/tr_0000000000000000_subtrial_0000000000000000.txt\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:absl:Function `_wrapped_model` contains input name(s) NeuralNetworkFuture_0000000000000nan_tr_0_InputLevel_0000000000000000_tr_0_InputUnit_0000000000000000_tr_0_0_inp with unsupported characters which will be renamed to neuralnetworkfuture_0000000000000nan_tr_0_inputlevel_0000000000000000_tr_0_inputunit_0000000000000000_tr_0_0_inp in the SavedModel.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "returning trial 0 oracles\n",
      "           loss  root_mean_squared_error      val_loss  \\\n",
      "0  4.089696e+10            202229.968750  3.578870e+10   \n",
      "1  4.089642e+10            202228.625000  3.578977e+10   \n",
      "2  4.089591e+10            202227.375000  3.577428e+10   \n",
      "3  4.089539e+10            202226.078125  3.576259e+10   \n",
      "4  4.089477e+10            202224.546875  3.576291e+10   \n",
      "5  4.089411e+10            202222.921875  3.574890e+10   \n",
      "6  4.089335e+10            202221.046875  3.573870e+10   \n",
      "7  4.089254e+10            202219.046875  3.573626e+10   \n",
      "8  4.089157e+10            202216.640625  3.572942e+10   \n",
      "9  4.089051e+10            202214.015625  3.571951e+10   \n",
      "\n",
      "   val_root_mean_squared_error  trial_number  subtrial_number  \\\n",
      "0                189179.015625             0                0   \n",
      "1                189181.843750             0                0   \n",
      "2                189140.906250             0                0   \n",
      "3                189110.000000             0                0   \n",
      "4                189110.843750             0                0   \n",
      "5                189073.812500             0                0   \n",
      "6                189046.828125             0                0   \n",
      "7                189040.359375             0                0   \n",
      "8                189022.265625             0                0   \n",
      "9                188996.046875             0                0   \n",
      "\n",
      "                                          model_name  \n",
      "0  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "1  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "2  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "3  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "4  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "5  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "6  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "7  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "8  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "9  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "nan\n",
      ">nnf>ceil\n",
      "k is: 0 value is: [{'1': <class 'cerebros.units.units.InputUnit'>}]\n",
      "0\n",
      "k is: 1 value is: [{'2': <class 'cerebros.units.units.DenseUnit'>}]\n",
      "1\n",
      "Trying to create level 1\n",
      "We think level 1's predecessors are: [0]\n",
      "k is: 2 value is: [{'3': <class 'cerebros.units.units.DenseUnit'>}, {'4': <class 'cerebros.units.units.DenseUnit'>}, {'4': <class 'cerebros.units.units.DenseUnit'>}, {'1': <class 'cerebros.units.units.DenseUnit'>}]\n",
      "2\n",
      "Trying to create level 2\n",
      "We think level 2's predecessors are: [0, 1]\n",
      "k is: 3 value is: [{'1': <class 'cerebros.units.units.FinalDenseUnit'>}]\n",
      "3\n",
      "Trying to create Final level 3\n",
      "Trying to create level 3\n",
      "We think level final level 3's predecessors are: [0, 1, 2]\n",
      "levels:\n",
      "[0, 1, 2, 3]\n",
      "{'0': 'InputUnitModule'}\n",
      "{'2': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'3': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'4': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'4': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'1': <class 'cerebros.units.units.DenseUnit'>}\n",
      "Debug: I am 3 selecting 2\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "Setting levels_unmaterialized[0] level_number 0 to have first successor: levels_unmaterialized[:1], having level_numbers of [1, 2, 3]\n",
      "Setting levels_unmaterialized[1] level_number 1 to have first successor: levels_unmaterialized[:2], having level_numbers of [2, 3]\n",
      "Setting levels_unmaterialized[2] level_number 2 to have first successor: levels_unmaterialized[:3], having level_numbers of [3]\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "{'2': <class 'cerebros.units.units.DenseUnit'>}\n",
      "debug: meta_level_number\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000001_tr_1_DenseUnit_0000000000000001_tr_1_0 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_InputLevel_0000000000000000_tr_1_InputUnit_0000000000000000_tr_1_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_InputLevel_0000000000000000_tr_1_InputUnit_0000000000000000_tr_1_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_InputLevel_0000000000000000_tr_1_InputUnit_0000000000000000_tr_1_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_InputLevel_0000000000000000_tr_1_InputUnit_0000000000000000_tr_1_0_inp')>]\n",
      "{'3': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'4': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'4': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'1': <class 'cerebros.units.units.DenseUnit'>}\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000002_tr_1_DenseUnit_0000000000000002_tr_1_0 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_InputLevel_0000000000000000_tr_1_InputUnit_0000000000000000_tr_1_0_inp')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000001_tr_1_DenseUnit_0000000000000001_tr_1_0_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_InputLevel_0000000000000000_tr_1_InputUnit_0000000000000000_tr_1_0_inp')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000001_tr_1_DenseUnit_0000000000000001_tr_1_0_dns_')>]\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000002_tr_1_DenseUnit_0000000000000002_tr_1_1 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_InputLevel_0000000000000000_tr_1_InputUnit_0000000000000000_tr_1_0_inp')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000001_tr_1_DenseUnit_0000000000000001_tr_1_0_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_InputLevel_0000000000000000_tr_1_InputUnit_0000000000000000_tr_1_0_inp')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000001_tr_1_DenseUnit_0000000000000001_tr_1_0_dns_')>]\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000002_tr_1_DenseUnit_0000000000000002_tr_1_2 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000002_tr_1_DenseUnit_0000000000000002_tr_1_1_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000002_tr_1_DenseUnit_0000000000000002_tr_1_1_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_InputLevel_0000000000000000_tr_1_InputUnit_0000000000000000_tr_1_0_inp')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000001_tr_1_DenseUnit_0000000000000001_tr_1_0_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_InputLevel_0000000000000000_tr_1_InputUnit_0000000000000000_tr_1_0_inp')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000001_tr_1_DenseUnit_0000000000000001_tr_1_0_dns_')>]\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000002_tr_1_DenseUnit_0000000000000002_tr_1_3 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000002_tr_1_DenseUnit_0000000000000002_tr_1_2_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000002_tr_1_DenseUnit_0000000000000002_tr_1_1_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000002_tr_1_DenseUnit_0000000000000002_tr_1_1_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_InputLevel_0000000000000000_tr_1_InputUnit_0000000000000000_tr_1_0_inp')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000001_tr_1_DenseUnit_0000000000000001_tr_1_0_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_InputLevel_0000000000000000_tr_1_InputUnit_0000000000000000_tr_1_0_inp')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000001_tr_1_DenseUnit_0000000000000001_tr_1_0_dns_')>]\n",
      "{'1': <class 'cerebros.units.units.FinalDenseUnit'>}\n",
      "debug: meta_level_number\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_1_FinalDenseLevel_0000000000000003_tr_1_FinalDenseUnit_0000000000000003_tr_1_0 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000002_tr_1_DenseUnit_0000000000000002_tr_1_2_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000002_tr_1_DenseUnit_0000000000000002_tr_1_2_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000002_tr_1_DenseUnit_0000000000000002_tr_1_0_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000002_tr_1_DenseUnit_0000000000000002_tr_1_1_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000002_tr_1_DenseUnit_0000000000000002_tr_1_0_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000002_tr_1_DenseUnit_0000000000000002_tr_1_0_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000002_tr_1_DenseUnit_0000000000000002_tr_1_0_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000002_tr_1_DenseUnit_0000000000000002_tr_1_0_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_InputLevel_0000000000000000_tr_1_InputUnit_0000000000000000_tr_1_0_inp')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000001_tr_1_DenseUnit_0000000000000001_tr_1_0_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000002_tr_1_DenseUnit_0000000000000002_tr_1_1_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000002_tr_1_DenseUnit_0000000000000002_tr_1_3_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000002_tr_1_DenseUnit_0000000000000002_tr_1_0_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_InputLevel_0000000000000000_tr_1_InputUnit_0000000000000000_tr_1_0_inp')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000001_tr_1_DenseUnit_0000000000000001_tr_1_0_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000002_tr_1_DenseUnit_0000000000000002_tr_1_1_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000002_tr_1_DenseUnit_0000000000000002_tr_1_3_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_DenseLevel_0000000000000002_tr_1_DenseUnit_0000000000000002_tr_1_1_dns_')>]\n",
      "inputs\n",
      "KerasTensor(type_spec=TensorSpec(shape=(None, 39), dtype=tf.float32, name='NeuralNetworkFuture_0000000000000nan_tr_1_InputLevel_0000000000000000_tr_1_InputUnit_0000000000000000_tr_1_0_inp'), name='NeuralNetworkFuture_0000000000000nan_tr_1_InputLevel_0000000000000000_tr_1_InputUnit_0000000000000000_tr_1_0_inp', description=\"created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_InputLevel_0000000000000000_tr_1_InputUnit_0000000000000000_tr_1_0_inp'\")\n",
      "\n",
      "outputs\n",
      "KerasTensor(type_spec=TensorSpec(shape=(None, 1), dtype=tf.float32, name=None), name='NeuralNetworkFuture_0000000000000nan_tr_1_FinalDenseLevel_0000000000000003_tr_1_FinalDenseUnit_0000000000000003_tr_1_0_dns_/BiasAdd:0', description=\"created by layer 'NeuralNetworkFuture_0000000000000nan_tr_1_FinalDenseLevel_0000000000000003_tr_1_FinalDenseUnit_0000000000000003_tr_1_0_dns_'\")\n",
      "Model: \"NeuralNetworkFuture_0000000000000nan_tr_1_nn_materialized\"\n",
      "__________________________________________________________________________________________________\n",
      " Layer (type)                   Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      " NeuralNetworkFuture_0000000000  [(None, 39)]        0           []                               \n",
      " 000nan_tr_1_InputLevel_0000000                                                                   \n",
      " 000000000_tr_1_InputUnit_00000                                                                   \n",
      " 00000000000_tr_1_0_inp (InputL                                                                   \n",
      " ayer)                                                                                            \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 156)         0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_1_DenseLevel_0000000                                  00nan_tr_1_InputLevel_00000000000\n",
      " 000000001_tr_1_DenseUnit_00000                                  00000_tr_1_InputUnit_000000000000\n",
      " 00000000001_tr_1_0_cat_ (Conca                                  0000_tr_1_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_InputLevel_00000000000\n",
      "                                                                 00000_tr_1_InputUnit_000000000000\n",
      "                                                                 0000_tr_1_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_InputLevel_00000000000\n",
      "                                                                 00000_tr_1_InputUnit_000000000000\n",
      "                                                                 0000_tr_1_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_InputLevel_00000000000\n",
      "                                                                 00000_tr_1_InputUnit_000000000000\n",
      "                                                                 0000_tr_1_0_inp[0][0]']          \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 156)         624         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_1_DenseLevel_0000000                                  00nan_tr_1_DenseLevel_00000000000\n",
      " 000000001_tr_1_DenseUnit_00000                                  00001_tr_1_DenseUnit_000000000000\n",
      " 00000000001_tr_1_0_btn_ (Batch                                  0001_tr_1_0_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 2)           314         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_1_DenseLevel_0000000                                  00nan_tr_1_DenseLevel_00000000000\n",
      " 000000001_tr_1_DenseUnit_00000                                  00001_tr_1_DenseUnit_000000000000\n",
      " 00000000001_tr_1_0_dns_ (Dense                                  0001_tr_1_0_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 82)          0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_1_DenseLevel_0000000                                  00nan_tr_1_InputLevel_00000000000\n",
      " 000000002_tr_1_DenseUnit_00000                                  00000_tr_1_InputUnit_000000000000\n",
      " 00000000002_tr_1_1_cat_ (Conca                                  0000_tr_1_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_DenseLevel_00000000000\n",
      "                                                                 00001_tr_1_DenseUnit_000000000000\n",
      "                                                                 0001_tr_1_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_InputLevel_00000000000\n",
      "                                                                 00000_tr_1_InputUnit_000000000000\n",
      "                                                                 0000_tr_1_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_DenseLevel_00000000000\n",
      "                                                                 00001_tr_1_DenseUnit_000000000000\n",
      "                                                                 0001_tr_1_0_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 82)          328         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_1_DenseLevel_0000000                                  00nan_tr_1_DenseLevel_00000000000\n",
      " 000000002_tr_1_DenseUnit_00000                                  00002_tr_1_DenseUnit_000000000000\n",
      " 00000000002_tr_1_1_btn_ (Batch                                  0002_tr_1_1_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 4)           332         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_1_DenseLevel_0000000                                  00nan_tr_1_DenseLevel_00000000000\n",
      " 000000002_tr_1_DenseUnit_00000                                  00002_tr_1_DenseUnit_000000000000\n",
      " 00000000002_tr_1_1_dns_ (Dense                                  0002_tr_1_1_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 90)          0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_1_DenseLevel_0000000                                  00nan_tr_1_DenseLevel_00000000000\n",
      " 000000002_tr_1_DenseUnit_00000                                  00002_tr_1_DenseUnit_000000000000\n",
      " 00000000002_tr_1_2_cat_ (Conca                                  0002_tr_1_1_dns_[0][0]',         \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_DenseLevel_00000000000\n",
      "                                                                 00002_tr_1_DenseUnit_000000000000\n",
      "                                                                 0002_tr_1_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_InputLevel_00000000000\n",
      "                                                                 00000_tr_1_InputUnit_000000000000\n",
      "                                                                 0000_tr_1_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_DenseLevel_00000000000\n",
      "                                                                 00001_tr_1_DenseUnit_000000000000\n",
      "                                                                 0001_tr_1_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_InputLevel_00000000000\n",
      "                                                                 00000_tr_1_InputUnit_000000000000\n",
      "                                                                 0000_tr_1_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_DenseLevel_00000000000\n",
      "                                                                 00001_tr_1_DenseUnit_000000000000\n",
      "                                                                 0001_tr_1_0_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 90)          360         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_1_DenseLevel_0000000                                  00nan_tr_1_DenseLevel_00000000000\n",
      " 000000002_tr_1_DenseUnit_00000                                  00002_tr_1_DenseUnit_000000000000\n",
      " 00000000002_tr_1_2_btn_ (Batch                                  0002_tr_1_2_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 4)           364         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_1_DenseLevel_0000000                                  00nan_tr_1_DenseLevel_00000000000\n",
      " 000000002_tr_1_DenseUnit_00000                                  00002_tr_1_DenseUnit_000000000000\n",
      " 00000000002_tr_1_2_dns_ (Dense                                  0002_tr_1_2_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 82)          0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_1_DenseLevel_0000000                                  00nan_tr_1_InputLevel_00000000000\n",
      " 000000002_tr_1_DenseUnit_00000                                  00000_tr_1_InputUnit_000000000000\n",
      " 00000000002_tr_1_0_cat_ (Conca                                  0000_tr_1_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_DenseLevel_00000000000\n",
      "                                                                 00001_tr_1_DenseUnit_000000000000\n",
      "                                                                 0001_tr_1_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_InputLevel_00000000000\n",
      "                                                                 00000_tr_1_InputUnit_000000000000\n",
      "                                                                 0000_tr_1_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_DenseLevel_00000000000\n",
      "                                                                 00001_tr_1_DenseUnit_000000000000\n",
      "                                                                 0001_tr_1_0_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 94)          0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_1_DenseLevel_0000000                                  00nan_tr_1_DenseLevel_00000000000\n",
      " 000000002_tr_1_DenseUnit_00000                                  00002_tr_1_DenseUnit_000000000000\n",
      " 00000000002_tr_1_3_cat_ (Conca                                  0002_tr_1_2_dns_[0][0]',         \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_DenseLevel_00000000000\n",
      "                                                                 00002_tr_1_DenseUnit_000000000000\n",
      "                                                                 0002_tr_1_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_DenseLevel_00000000000\n",
      "                                                                 00002_tr_1_DenseUnit_000000000000\n",
      "                                                                 0002_tr_1_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_InputLevel_00000000000\n",
      "                                                                 00000_tr_1_InputUnit_000000000000\n",
      "                                                                 0000_tr_1_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_DenseLevel_00000000000\n",
      "                                                                 00001_tr_1_DenseUnit_000000000000\n",
      "                                                                 0001_tr_1_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_InputLevel_00000000000\n",
      "                                                                 00000_tr_1_InputUnit_000000000000\n",
      "                                                                 0000_tr_1_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_DenseLevel_00000000000\n",
      "                                                                 00001_tr_1_DenseUnit_000000000000\n",
      "                                                                 0001_tr_1_0_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 82)          328         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_1_DenseLevel_0000000                                  00nan_tr_1_DenseLevel_00000000000\n",
      " 000000002_tr_1_DenseUnit_00000                                  00002_tr_1_DenseUnit_000000000000\n",
      " 00000000002_tr_1_0_btn_ (Batch                                  0002_tr_1_0_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 94)          376         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_1_DenseLevel_0000000                                  00nan_tr_1_DenseLevel_00000000000\n",
      " 000000002_tr_1_DenseUnit_00000                                  00002_tr_1_DenseUnit_000000000000\n",
      " 00000000002_tr_1_3_btn_ (Batch                                  0002_tr_1_3_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 3)           249         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_1_DenseLevel_0000000                                  00nan_tr_1_DenseLevel_00000000000\n",
      " 000000002_tr_1_DenseUnit_00000                                  00002_tr_1_DenseUnit_000000000000\n",
      " 00000000002_tr_1_0_dns_ (Dense                                  0002_tr_1_0_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 1)           95          ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_1_DenseLevel_0000000                                  00nan_tr_1_DenseLevel_00000000000\n",
      " 000000002_tr_1_DenseUnit_00000                                  00002_tr_1_DenseUnit_000000000000\n",
      " 00000000002_tr_1_3_dns_ (Dense                                  0002_tr_1_3_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 126)         0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_1_FinalDenseLevel_00                                  00nan_tr_1_DenseLevel_00000000000\n",
      " 00000000000003_tr_1_FinalDense                                  00002_tr_1_DenseUnit_000000000000\n",
      " Unit_0000000000000003_tr_1_0_c                                  0002_tr_1_2_dns_[0][0]',         \n",
      " at_ (Concatenate)                                                'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_DenseLevel_00000000000\n",
      "                                                                 00002_tr_1_DenseUnit_000000000000\n",
      "                                                                 0002_tr_1_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_DenseLevel_00000000000\n",
      "                                                                 00002_tr_1_DenseUnit_000000000000\n",
      "                                                                 0002_tr_1_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_DenseLevel_00000000000\n",
      "                                                                 00002_tr_1_DenseUnit_000000000000\n",
      "                                                                 0002_tr_1_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_DenseLevel_00000000000\n",
      "                                                                 00002_tr_1_DenseUnit_000000000000\n",
      "                                                                 0002_tr_1_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_DenseLevel_00000000000\n",
      "                                                                 00002_tr_1_DenseUnit_000000000000\n",
      "                                                                 0002_tr_1_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_DenseLevel_00000000000\n",
      "                                                                 00002_tr_1_DenseUnit_000000000000\n",
      "                                                                 0002_tr_1_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_DenseLevel_00000000000\n",
      "                                                                 00002_tr_1_DenseUnit_000000000000\n",
      "                                                                 0002_tr_1_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_InputLevel_00000000000\n",
      "                                                                 00000_tr_1_InputUnit_000000000000\n",
      "                                                                 0000_tr_1_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_DenseLevel_00000000000\n",
      "                                                                 00001_tr_1_DenseUnit_000000000000\n",
      "                                                                 0001_tr_1_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_DenseLevel_00000000000\n",
      "                                                                 00002_tr_1_DenseUnit_000000000000\n",
      "                                                                 0002_tr_1_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_DenseLevel_00000000000\n",
      "                                                                 00002_tr_1_DenseUnit_000000000000\n",
      "                                                                 0002_tr_1_3_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_DenseLevel_00000000000\n",
      "                                                                 00002_tr_1_DenseUnit_000000000000\n",
      "                                                                 0002_tr_1_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_InputLevel_00000000000\n",
      "                                                                 00000_tr_1_InputUnit_000000000000\n",
      "                                                                 0000_tr_1_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_DenseLevel_00000000000\n",
      "                                                                 00001_tr_1_DenseUnit_000000000000\n",
      "                                                                 0001_tr_1_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_DenseLevel_00000000000\n",
      "                                                                 00002_tr_1_DenseUnit_000000000000\n",
      "                                                                 0002_tr_1_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_DenseLevel_00000000000\n",
      "                                                                 00002_tr_1_DenseUnit_000000000000\n",
      "                                                                 0002_tr_1_3_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_1_DenseLevel_00000000000\n",
      "                                                                 00002_tr_1_DenseUnit_000000000000\n",
      "                                                                 0002_tr_1_1_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 126)         504         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_1_FinalDenseLevel_00                                  00nan_tr_1_FinalDenseLevel_000000\n",
      " 00000000000003_tr_1_FinalDense                                  0000000003_tr_1_FinalDenseUnit_00\n",
      " Unit_0000000000000003_tr_1_0_b                                  00000000000003_tr_1_0_cat_[0][0]'\n",
      " tn_ (BatchNormalization)                                        ]                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 1)           127         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_1_FinalDenseLevel_00                                  00nan_tr_1_FinalDenseLevel_000000\n",
      " 00000000000003_tr_1_FinalDense                                  0000000003_tr_1_FinalDenseUnit_00\n",
      " Unit_0000000000000003_tr_1_0_d                                  00000000000003_tr_1_0_btn_[0][0]'\n",
      " ns_ (Dense)                                                     ]                                \n",
      "                                                                                                  \n",
      "==================================================================================================\n",
      "Total params: 4,001\n",
      "Trainable params: 2,741\n",
      "Non-trainable params: 1,260\n",
      "__________________________________________________________________________________________________\n",
      "None\n",
      "Epoch 1/10\n",
      "20/20 [==============================] - 14s 250ms/step - loss: 40897093632.0000 - root_mean_squared_error: 197696.8906 - val_loss: 35690438656.0000 - val_root_mean_squared_error: 188919.1250\n",
      "Epoch 2/10\n",
      "20/20 [==============================] - 0s 7ms/step - loss: 40896741376.0000 - root_mean_squared_error: 202229.4219 - val_loss: 35713609728.0000 - val_root_mean_squared_error: 188980.4531\n",
      "Epoch 3/10\n",
      "20/20 [==============================] - 0s 8ms/step - loss: 40896372736.0000 - root_mean_squared_error: 202228.5156 - val_loss: 35720536064.0000 - val_root_mean_squared_error: 188998.7656\n",
      "Epoch 4/10\n",
      "20/20 [==============================] - 0s 7ms/step - loss: 40895963136.0000 - root_mean_squared_error: 202227.5000 - val_loss: 35719151616.0000 - val_root_mean_squared_error: 188995.1094\n",
      "Epoch 5/10\n",
      "20/20 [==============================] - 0s 8ms/step - loss: 40895500288.0000 - root_mean_squared_error: 202226.3594 - val_loss: 35711901696.0000 - val_root_mean_squared_error: 188975.9219\n",
      "Epoch 6/10\n",
      "20/20 [==============================] - 0s 8ms/step - loss: 40894939136.0000 - root_mean_squared_error: 202224.9688 - val_loss: 35703918592.0000 - val_root_mean_squared_error: 188954.8125\n",
      "Epoch 7/10\n",
      "20/20 [==============================] - 0s 7ms/step - loss: 40894296064.0000 - root_mean_squared_error: 202223.3750 - val_loss: 35696185344.0000 - val_root_mean_squared_error: 188934.3438\n",
      "Epoch 8/10\n",
      "20/20 [==============================] - 0s 9ms/step - loss: 40893542400.0000 - root_mean_squared_error: 202221.5156 - val_loss: 35687501824.0000 - val_root_mean_squared_error: 188911.3594\n",
      "Epoch 9/10\n",
      "20/20 [==============================] - 0s 9ms/step - loss: 40892669952.0000 - root_mean_squared_error: 202219.3594 - val_loss: 35678806016.0000 - val_root_mean_squared_error: 188888.3438\n",
      "Epoch 10/10\n",
      "20/20 [==============================] - 0s 7ms/step - loss: 40891715584.0000 - root_mean_squared_error: 202217.0000 - val_loss: 35675009024.0000 - val_root_mean_squared_error: 188878.2969\n",
      "this is neural_network_spec_file 2023_01_08_00_18_cerebros_auto_ml_test_meta_215379671908/model_architectures/tr_0000000000000001_subtrial_0000000000000000.txt\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:absl:Function `_wrapped_model` contains input name(s) NeuralNetworkFuture_0000000000000nan_tr_1_InputLevel_0000000000000000_tr_1_InputUnit_0000000000000000_tr_1_0_inp with unsupported characters which will be renamed to neuralnetworkfuture_0000000000000nan_tr_1_inputlevel_0000000000000000_tr_1_inputunit_0000000000000000_tr_1_0_inp in the SavedModel.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "returning trial 1 oracles\n",
      "           loss  root_mean_squared_error      val_loss  \\\n",
      "0  4.089709e+10            197696.890625  3.569044e+10   \n",
      "1  4.089674e+10            202229.421875  3.571361e+10   \n",
      "2  4.089637e+10            202228.515625  3.572054e+10   \n",
      "3  4.089596e+10            202227.500000  3.571915e+10   \n",
      "4  4.089550e+10            202226.359375  3.571190e+10   \n",
      "5  4.089494e+10            202224.968750  3.570392e+10   \n",
      "6  4.089430e+10            202223.375000  3.569619e+10   \n",
      "7  4.089354e+10            202221.515625  3.568750e+10   \n",
      "8  4.089267e+10            202219.359375  3.567881e+10   \n",
      "9  4.089172e+10            202217.000000  3.567501e+10   \n",
      "\n",
      "   val_root_mean_squared_error  trial_number  subtrial_number  \\\n",
      "0                188919.125000             1                0   \n",
      "1                188980.453125             1                0   \n",
      "2                188998.765625             1                0   \n",
      "3                188995.109375             1                0   \n",
      "4                188975.921875             1                0   \n",
      "5                188954.812500             1                0   \n",
      "6                188934.343750             1                0   \n",
      "7                188911.359375             1                0   \n",
      "8                188888.343750             1                0   \n",
      "9                188878.296875             1                0   \n",
      "\n",
      "                                          model_name  \n",
      "0  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "1  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "2  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "3  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "4  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "5  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "6  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "7  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "8  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "9  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "nan\n",
      ">nnf>ceil\n",
      "k is: 0 value is: [{'1': <class 'cerebros.units.units.InputUnit'>}]\n",
      "0\n",
      "k is: 1 value is: [{'3': <class 'cerebros.units.units.DenseUnit'>}, {'4': <class 'cerebros.units.units.DenseUnit'>}, {'2': <class 'cerebros.units.units.DenseUnit'>}, {'4': <class 'cerebros.units.units.DenseUnit'>}]\n",
      "1\n",
      "Trying to create level 1\n",
      "We think level 1's predecessors are: [0]\n",
      "k is: 2 value is: [{'2': <class 'cerebros.units.units.DenseUnit'>}, {'1': <class 'cerebros.units.units.DenseUnit'>}]\n",
      "2\n",
      "Trying to create level 2\n",
      "We think level 2's predecessors are: [0, 1]\n",
      "k is: 3 value is: [{'4': <class 'cerebros.units.units.DenseUnit'>}, {'3': <class 'cerebros.units.units.DenseUnit'>}, {'4': <class 'cerebros.units.units.DenseUnit'>}, {'1': <class 'cerebros.units.units.DenseUnit'>}]\n",
      "3\n",
      "Trying to create level 3\n",
      "We think level 3's predecessors are: [0, 1, 2]\n",
      "k is: 4 value is: [{'4': <class 'cerebros.units.units.DenseUnit'>}, {'3': <class 'cerebros.units.units.DenseUnit'>}]\n",
      "4\n",
      "Trying to create level 4\n",
      "We think level 4's predecessors are: [0, 1, 2, 3]\n",
      "k is: 5 value is: [{'4': <class 'cerebros.units.units.DenseUnit'>}]\n",
      "5\n",
      "Trying to create level 5\n",
      "We think level 5's predecessors are: [0, 1, 2, 3, 4]\n",
      "k is: 6 value is: [{'1': <class 'cerebros.units.units.FinalDenseUnit'>}]\n",
      "6\n",
      "Trying to create Final level 6\n",
      "Trying to create level 6\n",
      "We think level final level 6's predecessors are: [0, 1, 2, 3, 4, 5]\n",
      "levels:\n",
      "[0, 1, 2, 3, 4, 5, 6]\n",
      "{'0': 'InputUnitModule'}\n",
      "{'3': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'4': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'2': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'4': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'2': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'1': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'4': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'3': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'4': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'1': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'4': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'3': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'4': <class 'cerebros.units.units.DenseUnit'>}\n",
      "Debug: I am 6 selecting 5\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "Setting levels_unmaterialized[0] level_number 0 to have first successor: levels_unmaterialized[:1], having level_numbers of [1, 2, 3, 4, 5, 6]\n",
      "Setting levels_unmaterialized[1] level_number 1 to have first successor: levels_unmaterialized[:2], having level_numbers of [2, 3, 4, 5, 6]\n",
      "Setting levels_unmaterialized[2] level_number 2 to have first successor: levels_unmaterialized[:3], having level_numbers of [3, 4, 5, 6]\n",
      "Setting levels_unmaterialized[3] level_number 3 to have first successor: levels_unmaterialized[:4], having level_numbers of [4, 5, 6]\n",
      "Setting levels_unmaterialized[4] level_number 4 to have first successor: levels_unmaterialized[:5], having level_numbers of [5, 6]\n",
      "Setting levels_unmaterialized[5] level_number 5 to have first successor: levels_unmaterialized[:6], having level_numbers of [6]\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "{'3': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'4': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'2': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'4': <class 'cerebros.units.units.DenseUnit'>}\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_0 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>]\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_1 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>]\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_2 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_1_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_1_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>]\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_3 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_2_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_1_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_1_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>]\n",
      "{'2': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'1': <class 'cerebros.units.units.DenseUnit'>}\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000002_tr_2_DenseUnit_0000000000000002_tr_2_0 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_2_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_3_dns_')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_2_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_3_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_3_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_3_dns_')>]\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000002_tr_2_DenseUnit_0000000000000002_tr_2_1 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_2_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_3_dns_')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_2_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_0_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_0_dns_')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_2_dns_')>]\n",
      "{'4': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'3': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'4': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'1': <class 'cerebros.units.units.DenseUnit'>}\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000003_tr_2_DenseUnit_0000000000000003_tr_2_0 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_0_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_1_dns_')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000002_tr_2_DenseUnit_0000000000000002_tr_2_0_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000002_tr_2_DenseUnit_0000000000000002_tr_2_1_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_2_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_0_dns_')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000002_tr_2_DenseUnit_0000000000000002_tr_2_0_dns_')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000002_tr_2_DenseUnit_0000000000000002_tr_2_0_dns_')>]\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000003_tr_2_DenseUnit_0000000000000003_tr_2_1 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_0_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_0_dns_')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000002_tr_2_DenseUnit_0000000000000002_tr_2_0_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000002_tr_2_DenseUnit_0000000000000002_tr_2_1_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_2_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_3_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000002_tr_2_DenseUnit_0000000000000002_tr_2_1_dns_')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000002_tr_2_DenseUnit_0000000000000002_tr_2_0_dns_')>]\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000003_tr_2_DenseUnit_0000000000000003_tr_2_2 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000003_tr_2_DenseUnit_0000000000000003_tr_2_1_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000003_tr_2_DenseUnit_0000000000000003_tr_2_1_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_1_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_1_dns_')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000002_tr_2_DenseUnit_0000000000000002_tr_2_0_dns_')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000002_tr_2_DenseUnit_0000000000000002_tr_2_0_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_2_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_3_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000002_tr_2_DenseUnit_0000000000000002_tr_2_1_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000002_tr_2_DenseUnit_0000000000000002_tr_2_1_dns_')>]\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000003_tr_2_DenseUnit_0000000000000003_tr_2_3 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000003_tr_2_DenseUnit_0000000000000003_tr_2_2_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000003_tr_2_DenseUnit_0000000000000003_tr_2_1_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_2_dns_')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_2_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000002_tr_2_DenseUnit_0000000000000002_tr_2_1_dns_')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000002_tr_2_DenseUnit_0000000000000002_tr_2_0_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_1_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_0_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000002_tr_2_DenseUnit_0000000000000002_tr_2_1_dns_')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000002_tr_2_DenseUnit_0000000000000002_tr_2_0_dns_')>]\n",
      "{'4': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'3': <class 'cerebros.units.units.DenseUnit'>}\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000004_tr_2_DenseUnit_0000000000000004_tr_2_0 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_1_dns_')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_2_dns_')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000002_tr_2_DenseUnit_0000000000000002_tr_2_0_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000003_tr_2_DenseUnit_0000000000000003_tr_2_1_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000003_tr_2_DenseUnit_0000000000000003_tr_2_3_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000003_tr_2_DenseUnit_0000000000000003_tr_2_3_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_2_dns_')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_2_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000002_tr_2_DenseUnit_0000000000000002_tr_2_1_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000003_tr_2_DenseUnit_0000000000000003_tr_2_2_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000003_tr_2_DenseUnit_0000000000000003_tr_2_0_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000003_tr_2_DenseUnit_0000000000000003_tr_2_3_dns_')>]\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000004_tr_2_DenseUnit_0000000000000004_tr_2_1 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_1_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_0_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000002_tr_2_DenseUnit_0000000000000002_tr_2_1_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000003_tr_2_DenseUnit_0000000000000003_tr_2_1_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000003_tr_2_DenseUnit_0000000000000003_tr_2_1_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000003_tr_2_DenseUnit_0000000000000003_tr_2_3_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_1_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_1_dns_')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000002_tr_2_DenseUnit_0000000000000002_tr_2_0_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000003_tr_2_DenseUnit_0000000000000003_tr_2_1_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000003_tr_2_DenseUnit_0000000000000003_tr_2_2_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000003_tr_2_DenseUnit_0000000000000003_tr_2_3_dns_')>]\n",
      "{'4': <class 'cerebros.units.units.DenseUnit'>}\n",
      "debug: meta_level_number\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000005_tr_2_DenseUnit_0000000000000005_tr_2_0 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_1_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000002_tr_2_DenseUnit_0000000000000002_tr_2_1_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000003_tr_2_DenseUnit_0000000000000003_tr_2_2_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000003_tr_2_DenseUnit_0000000000000003_tr_2_2_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000004_tr_2_DenseUnit_0000000000000004_tr_2_1_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000004_tr_2_DenseUnit_0000000000000004_tr_2_0_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_0_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000002_tr_2_DenseUnit_0000000000000002_tr_2_1_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000003_tr_2_DenseUnit_0000000000000003_tr_2_1_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000003_tr_2_DenseUnit_0000000000000003_tr_2_2_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000004_tr_2_DenseUnit_0000000000000004_tr_2_0_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000004_tr_2_DenseUnit_0000000000000004_tr_2_1_dns_')>]\n",
      "{'1': <class 'cerebros.units.units.FinalDenseUnit'>}\n",
      "debug: meta_level_number\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_2_FinalDenseLevel_0000000000000006_tr_2_FinalDenseUnit_0000000000000006_tr_2_0 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000005_tr_2_DenseUnit_0000000000000005_tr_2_0_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000005_tr_2_DenseUnit_0000000000000005_tr_2_0_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_2_dns_')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000002_tr_2_DenseUnit_0000000000000002_tr_2_0_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000003_tr_2_DenseUnit_0000000000000003_tr_2_2_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000003_tr_2_DenseUnit_0000000000000003_tr_2_0_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000004_tr_2_DenseUnit_0000000000000004_tr_2_1_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000005_tr_2_DenseUnit_0000000000000005_tr_2_0_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000001_tr_2_DenseUnit_0000000000000001_tr_2_2_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000002_tr_2_DenseUnit_0000000000000002_tr_2_1_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000003_tr_2_DenseUnit_0000000000000003_tr_2_2_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000003_tr_2_DenseUnit_0000000000000003_tr_2_2_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000004_tr_2_DenseUnit_0000000000000004_tr_2_0_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_DenseLevel_0000000000000005_tr_2_DenseUnit_0000000000000005_tr_2_0_dns_')>]\n",
      "inputs\n",
      "KerasTensor(type_spec=TensorSpec(shape=(None, 39), dtype=tf.float32, name='NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp'), name='NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp', description=\"created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp'\")\n",
      "\n",
      "outputs\n",
      "KerasTensor(type_spec=TensorSpec(shape=(None, 1), dtype=tf.float32, name=None), name='NeuralNetworkFuture_0000000000000nan_tr_2_FinalDenseLevel_0000000000000006_tr_2_FinalDenseUnit_0000000000000006_tr_2_0_dns_/BiasAdd:0', description=\"created by layer 'NeuralNetworkFuture_0000000000000nan_tr_2_FinalDenseLevel_0000000000000006_tr_2_FinalDenseUnit_0000000000000006_tr_2_0_dns_'\")\n",
      "Model: \"NeuralNetworkFuture_0000000000000nan_tr_2_nn_materialized\"\n",
      "__________________________________________________________________________________________________\n",
      " Layer (type)                   Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      " NeuralNetworkFuture_0000000000  [(None, 39)]        0           []                               \n",
      " 000nan_tr_2_InputLevel_0000000                                                                   \n",
      " 000000000_tr_2_InputUnit_00000                                                                   \n",
      " 00000000000_tr_2_0_inp (InputL                                                                   \n",
      " ayer)                                                                                            \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 156)         0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_InputLevel_00000000000\n",
      " 000000001_tr_2_DenseUnit_00000                                  00000_tr_2_InputUnit_000000000000\n",
      " 00000000001_tr_2_1_cat_ (Conca                                  0000_tr_2_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_InputLevel_00000000000\n",
      "                                                                 00000_tr_2_InputUnit_000000000000\n",
      "                                                                 0000_tr_2_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_InputLevel_00000000000\n",
      "                                                                 00000_tr_2_InputUnit_000000000000\n",
      "                                                                 0000_tr_2_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_InputLevel_00000000000\n",
      "                                                                 00000_tr_2_InputUnit_000000000000\n",
      "                                                                 0000_tr_2_0_inp[0][0]']          \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 156)         624         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_DenseLevel_00000000000\n",
      " 000000001_tr_2_DenseUnit_00000                                  00001_tr_2_DenseUnit_000000000000\n",
      " 00000000001_tr_2_1_btn_ (Batch                                  0001_tr_2_1_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 4)           628         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_DenseLevel_00000000000\n",
      " 000000001_tr_2_DenseUnit_00000                                  00001_tr_2_DenseUnit_000000000000\n",
      " 00000000001_tr_2_1_dns_ (Dense                                  0001_tr_2_1_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 164)         0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_DenseLevel_00000000000\n",
      " 000000001_tr_2_DenseUnit_00000                                  00001_tr_2_DenseUnit_000000000000\n",
      " 00000000001_tr_2_2_cat_ (Conca                                  0001_tr_2_1_dns_[0][0]',         \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_InputLevel_00000000000\n",
      "                                                                 00000_tr_2_InputUnit_000000000000\n",
      "                                                                 0000_tr_2_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_InputLevel_00000000000\n",
      "                                                                 00000_tr_2_InputUnit_000000000000\n",
      "                                                                 0000_tr_2_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_InputLevel_00000000000\n",
      "                                                                 00000_tr_2_InputUnit_000000000000\n",
      "                                                                 0000_tr_2_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_InputLevel_00000000000\n",
      "                                                                 00000_tr_2_InputUnit_000000000000\n",
      "                                                                 0000_tr_2_0_inp[0][0]']          \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 164)         656         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_DenseLevel_00000000000\n",
      " 000000001_tr_2_DenseUnit_00000                                  00001_tr_2_DenseUnit_000000000000\n",
      " 00000000001_tr_2_2_btn_ (Batch                                  0001_tr_2_2_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 2)           330         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_DenseLevel_00000000000\n",
      " 000000001_tr_2_DenseUnit_00000                                  00001_tr_2_DenseUnit_000000000000\n",
      " 00000000001_tr_2_2_dns_ (Dense                                  0001_tr_2_2_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 166)         0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_DenseLevel_00000000000\n",
      " 000000001_tr_2_DenseUnit_00000                                  00001_tr_2_DenseUnit_000000000000\n",
      " 00000000001_tr_2_3_cat_ (Conca                                  0001_tr_2_2_dns_[0][0]',         \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_InputLevel_00000000000\n",
      "                                                                 00000_tr_2_InputUnit_000000000000\n",
      "                                                                 0000_tr_2_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_InputLevel_00000000000\n",
      "                                                                 00000_tr_2_InputUnit_000000000000\n",
      "                                                                 0000_tr_2_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_InputLevel_00000000000\n",
      "                                                                 00000_tr_2_InputUnit_000000000000\n",
      "                                                                 0000_tr_2_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_InputLevel_00000000000\n",
      "                                                                 00000_tr_2_InputUnit_000000000000\n",
      "                                                                 0000_tr_2_0_inp[0][0]']          \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 156)         0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_InputLevel_00000000000\n",
      " 000000001_tr_2_DenseUnit_00000                                  00000_tr_2_InputUnit_000000000000\n",
      " 00000000001_tr_2_0_cat_ (Conca                                  0000_tr_2_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_InputLevel_00000000000\n",
      "                                                                 00000_tr_2_InputUnit_000000000000\n",
      "                                                                 0000_tr_2_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_InputLevel_00000000000\n",
      "                                                                 00000_tr_2_InputUnit_000000000000\n",
      "                                                                 0000_tr_2_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_InputLevel_00000000000\n",
      "                                                                 00000_tr_2_InputUnit_000000000000\n",
      "                                                                 0000_tr_2_0_inp[0][0]']          \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 166)         664         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_DenseLevel_00000000000\n",
      " 000000001_tr_2_DenseUnit_00000                                  00001_tr_2_DenseUnit_000000000000\n",
      " 00000000001_tr_2_3_btn_ (Batch                                  0001_tr_2_3_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 156)         624         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_DenseLevel_00000000000\n",
      " 000000001_tr_2_DenseUnit_00000                                  00001_tr_2_DenseUnit_000000000000\n",
      " 00000000001_tr_2_0_btn_ (Batch                                  0001_tr_2_0_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 4)           668         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_DenseLevel_00000000000\n",
      " 000000001_tr_2_DenseUnit_00000                                  00001_tr_2_DenseUnit_000000000000\n",
      " 00000000001_tr_2_3_dns_ (Dense                                  0001_tr_2_3_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 3)           471         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_DenseLevel_00000000000\n",
      " 000000001_tr_2_DenseUnit_00000                                  00001_tr_2_DenseUnit_000000000000\n",
      " 00000000001_tr_2_0_dns_ (Dense                                  0001_tr_2_0_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 94)          0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_InputLevel_00000000000\n",
      " 000000002_tr_2_DenseUnit_00000                                  00000_tr_2_InputUnit_000000000000\n",
      " 00000000002_tr_2_1_cat_ (Conca                                  0000_tr_2_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_3_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_InputLevel_00000000000\n",
      "                                                                 00000_tr_2_InputUnit_000000000000\n",
      "                                                                 0000_tr_2_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_2_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 98)          0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_InputLevel_00000000000\n",
      " 000000002_tr_2_DenseUnit_00000                                  00000_tr_2_InputUnit_000000000000\n",
      " 00000000002_tr_2_0_cat_ (Conca                                  0000_tr_2_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_3_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_InputLevel_00000000000\n",
      "                                                                 00000_tr_2_InputUnit_000000000000\n",
      "                                                                 0000_tr_2_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_3_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_3_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_3_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 94)          376         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_DenseLevel_00000000000\n",
      " 000000002_tr_2_DenseUnit_00000                                  00002_tr_2_DenseUnit_000000000000\n",
      " 00000000002_tr_2_1_btn_ (Batch                                  0002_tr_2_1_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 98)          392         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_DenseLevel_00000000000\n",
      " 000000002_tr_2_DenseUnit_00000                                  00002_tr_2_DenseUnit_000000000000\n",
      " 00000000002_tr_2_0_btn_ (Batch                                  0002_tr_2_0_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 1)           95          ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_DenseLevel_00000000000\n",
      " 000000002_tr_2_DenseUnit_00000                                  00002_tr_2_DenseUnit_000000000000\n",
      " 00000000002_tr_2_1_dns_ (Dense                                  0002_tr_2_1_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 2)           198         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_DenseLevel_00000000000\n",
      " 000000002_tr_2_DenseUnit_00000                                  00002_tr_2_DenseUnit_000000000000\n",
      " 00000000002_tr_2_0_dns_ (Dense                                  0002_tr_2_0_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 96)          0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_InputLevel_00000000000\n",
      " 000000003_tr_2_DenseUnit_00000                                  00000_tr_2_InputUnit_000000000000\n",
      " 00000000003_tr_2_1_cat_ (Conca                                  0000_tr_2_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00002_tr_2_DenseUnit_000000000000\n",
      "                                                                 0002_tr_2_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00002_tr_2_DenseUnit_000000000000\n",
      "                                                                 0002_tr_2_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_InputLevel_00000000000\n",
      "                                                                 00000_tr_2_InputUnit_000000000000\n",
      "                                                                 0000_tr_2_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_3_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00002_tr_2_DenseUnit_000000000000\n",
      "                                                                 0002_tr_2_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00002_tr_2_DenseUnit_000000000000\n",
      "                                                                 0002_tr_2_0_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 96)          384         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_DenseLevel_00000000000\n",
      " 000000003_tr_2_DenseUnit_00000                                  00003_tr_2_DenseUnit_000000000000\n",
      " 00000000003_tr_2_1_btn_ (Batch                                  0003_tr_2_1_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 3)           291         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_DenseLevel_00000000000\n",
      " 000000003_tr_2_DenseUnit_00000                                  00003_tr_2_DenseUnit_000000000000\n",
      " 00000000003_tr_2_1_dns_ (Dense                                  0003_tr_2_1_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 104)         0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_DenseLevel_00000000000\n",
      " 000000003_tr_2_DenseUnit_00000                                  00003_tr_2_DenseUnit_000000000000\n",
      " 00000000003_tr_2_2_cat_ (Conca                                  0003_tr_2_1_dns_[0][0]',         \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00003_tr_2_DenseUnit_000000000000\n",
      "                                                                 0003_tr_2_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_InputLevel_00000000000\n",
      "                                                                 00000_tr_2_InputUnit_000000000000\n",
      "                                                                 0000_tr_2_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00002_tr_2_DenseUnit_000000000000\n",
      "                                                                 0002_tr_2_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00002_tr_2_DenseUnit_000000000000\n",
      "                                                                 0002_tr_2_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_InputLevel_00000000000\n",
      "                                                                 00000_tr_2_InputUnit_000000000000\n",
      "                                                                 0000_tr_2_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_3_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00002_tr_2_DenseUnit_000000000000\n",
      "                                                                 0002_tr_2_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00002_tr_2_DenseUnit_000000000000\n",
      "                                                                 0002_tr_2_1_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 104)         416         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_DenseLevel_00000000000\n",
      " 000000003_tr_2_DenseUnit_00000                                  00003_tr_2_DenseUnit_000000000000\n",
      " 00000000003_tr_2_2_btn_ (Batch                                  0003_tr_2_2_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 4)           420         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_DenseLevel_00000000000\n",
      " 000000003_tr_2_DenseUnit_00000                                  00003_tr_2_DenseUnit_000000000000\n",
      " 00000000003_tr_2_2_dns_ (Dense                                  0003_tr_2_2_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 102)         0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_DenseLevel_00000000000\n",
      " 000000003_tr_2_DenseUnit_00000                                  00003_tr_2_DenseUnit_000000000000\n",
      " 00000000003_tr_2_3_cat_ (Conca                                  0003_tr_2_2_dns_[0][0]',         \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00003_tr_2_DenseUnit_000000000000\n",
      "                                                                 0003_tr_2_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_InputLevel_00000000000\n",
      "                                                                 00000_tr_2_InputUnit_000000000000\n",
      "                                                                 0000_tr_2_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00002_tr_2_DenseUnit_000000000000\n",
      "                                                                 0002_tr_2_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00002_tr_2_DenseUnit_000000000000\n",
      "                                                                 0002_tr_2_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_InputLevel_00000000000\n",
      "                                                                 00000_tr_2_InputUnit_000000000000\n",
      "                                                                 0000_tr_2_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00002_tr_2_DenseUnit_000000000000\n",
      "                                                                 0002_tr_2_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00002_tr_2_DenseUnit_000000000000\n",
      "                                                                 0002_tr_2_0_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 97)          0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_InputLevel_00000000000\n",
      " 000000003_tr_2_DenseUnit_00000                                  00000_tr_2_InputUnit_000000000000\n",
      " 00000000003_tr_2_0_cat_ (Conca                                  0000_tr_2_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00002_tr_2_DenseUnit_000000000000\n",
      "                                                                 0002_tr_2_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00002_tr_2_DenseUnit_000000000000\n",
      "                                                                 0002_tr_2_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_InputLevel_00000000000\n",
      "                                                                 00000_tr_2_InputUnit_000000000000\n",
      "                                                                 0000_tr_2_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00002_tr_2_DenseUnit_000000000000\n",
      "                                                                 0002_tr_2_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00002_tr_2_DenseUnit_000000000000\n",
      "                                                                 0002_tr_2_0_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 102)         408         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_DenseLevel_00000000000\n",
      " 000000003_tr_2_DenseUnit_00000                                  00003_tr_2_DenseUnit_000000000000\n",
      " 00000000003_tr_2_3_btn_ (Batch                                  0003_tr_2_3_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 97)          388         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_DenseLevel_00000000000\n",
      " 000000003_tr_2_DenseUnit_00000                                  00003_tr_2_DenseUnit_000000000000\n",
      " 00000000003_tr_2_0_btn_ (Batch                                  0003_tr_2_0_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 1)           103         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_DenseLevel_00000000000\n",
      " 000000003_tr_2_DenseUnit_00000                                  00003_tr_2_DenseUnit_000000000000\n",
      " 00000000003_tr_2_3_dns_ (Dense                                  0003_tr_2_3_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 4)           392         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_DenseLevel_00000000000\n",
      " 000000003_tr_2_DenseUnit_00000                                  00003_tr_2_DenseUnit_000000000000\n",
      " 00000000003_tr_2_0_dns_ (Dense                                  0003_tr_2_0_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 111)         0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_InputLevel_00000000000\n",
      " 000000004_tr_2_DenseUnit_00000                                  00000_tr_2_InputUnit_000000000000\n",
      " 00000000004_tr_2_1_cat_ (Conca                                  0000_tr_2_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00002_tr_2_DenseUnit_000000000000\n",
      "                                                                 0002_tr_2_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00003_tr_2_DenseUnit_000000000000\n",
      "                                                                 0003_tr_2_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00003_tr_2_DenseUnit_000000000000\n",
      "                                                                 0003_tr_2_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00003_tr_2_DenseUnit_000000000000\n",
      "                                                                 0003_tr_2_3_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_InputLevel_00000000000\n",
      "                                                                 00000_tr_2_InputUnit_000000000000\n",
      "                                                                 0000_tr_2_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00002_tr_2_DenseUnit_000000000000\n",
      "                                                                 0002_tr_2_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00003_tr_2_DenseUnit_000000000000\n",
      "                                                                 0003_tr_2_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00003_tr_2_DenseUnit_000000000000\n",
      "                                                                 0003_tr_2_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00003_tr_2_DenseUnit_000000000000\n",
      "                                                                 0003_tr_2_3_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 105)         0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_InputLevel_00000000000\n",
      " 000000004_tr_2_DenseUnit_00000                                  00000_tr_2_InputUnit_000000000000\n",
      " 00000000004_tr_2_0_cat_ (Conca                                  0000_tr_2_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00002_tr_2_DenseUnit_000000000000\n",
      "                                                                 0002_tr_2_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00003_tr_2_DenseUnit_000000000000\n",
      "                                                                 0003_tr_2_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00003_tr_2_DenseUnit_000000000000\n",
      "                                                                 0003_tr_2_3_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00003_tr_2_DenseUnit_000000000000\n",
      "                                                                 0003_tr_2_3_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_InputLevel_00000000000\n",
      "                                                                 00000_tr_2_InputUnit_000000000000\n",
      "                                                                 0000_tr_2_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00002_tr_2_DenseUnit_000000000000\n",
      "                                                                 0002_tr_2_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00003_tr_2_DenseUnit_000000000000\n",
      "                                                                 0003_tr_2_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00003_tr_2_DenseUnit_000000000000\n",
      "                                                                 0003_tr_2_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00003_tr_2_DenseUnit_000000000000\n",
      "                                                                 0003_tr_2_3_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 111)         444         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_DenseLevel_00000000000\n",
      " 000000004_tr_2_DenseUnit_00000                                  00004_tr_2_DenseUnit_000000000000\n",
      " 00000000004_tr_2_1_btn_ (Batch                                  0004_tr_2_1_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 105)         420         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_DenseLevel_00000000000\n",
      " 000000004_tr_2_DenseUnit_00000                                  00004_tr_2_DenseUnit_000000000000\n",
      " 00000000004_tr_2_0_btn_ (Batch                                  0004_tr_2_0_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 3)           336         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_DenseLevel_00000000000\n",
      " 000000004_tr_2_DenseUnit_00000                                  00004_tr_2_DenseUnit_000000000000\n",
      " 00000000004_tr_2_1_dns_ (Dense                                  0004_tr_2_1_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 4)           424         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_DenseLevel_00000000000\n",
      " 000000004_tr_2_DenseUnit_00000                                  00004_tr_2_DenseUnit_000000000000\n",
      " 00000000004_tr_2_0_dns_ (Dense                                  0004_tr_2_0_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 116)         0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_InputLevel_00000000000\n",
      " 000000005_tr_2_DenseUnit_00000                                  00000_tr_2_InputUnit_000000000000\n",
      " 00000000005_tr_2_0_cat_ (Conca                                  0000_tr_2_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00002_tr_2_DenseUnit_000000000000\n",
      "                                                                 0002_tr_2_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00003_tr_2_DenseUnit_000000000000\n",
      "                                                                 0003_tr_2_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00003_tr_2_DenseUnit_000000000000\n",
      "                                                                 0003_tr_2_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00004_tr_2_DenseUnit_000000000000\n",
      "                                                                 0004_tr_2_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00004_tr_2_DenseUnit_000000000000\n",
      "                                                                 0004_tr_2_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_InputLevel_00000000000\n",
      "                                                                 00000_tr_2_InputUnit_000000000000\n",
      "                                                                 0000_tr_2_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00002_tr_2_DenseUnit_000000000000\n",
      "                                                                 0002_tr_2_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00003_tr_2_DenseUnit_000000000000\n",
      "                                                                 0003_tr_2_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00003_tr_2_DenseUnit_000000000000\n",
      "                                                                 0003_tr_2_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00004_tr_2_DenseUnit_000000000000\n",
      "                                                                 0004_tr_2_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00004_tr_2_DenseUnit_000000000000\n",
      "                                                                 0004_tr_2_1_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 116)         464         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_DenseLevel_00000000000\n",
      " 000000005_tr_2_DenseUnit_00000                                  00005_tr_2_DenseUnit_000000000000\n",
      " 00000000005_tr_2_0_btn_ (Batch                                  0005_tr_2_0_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 4)           468         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_DenseLevel_0000000                                  00nan_tr_2_DenseLevel_00000000000\n",
      " 000000005_tr_2_DenseUnit_00000                                  00005_tr_2_DenseUnit_000000000000\n",
      " 00000000005_tr_2_0_dns_ (Dense                                  0005_tr_2_0_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 124)         0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_FinalDenseLevel_00                                  00nan_tr_2_DenseLevel_00000000000\n",
      " 00000000000006_tr_2_FinalDense                                  00005_tr_2_DenseUnit_000000000000\n",
      " Unit_0000000000000006_tr_2_0_c                                  0005_tr_2_0_dns_[0][0]',         \n",
      " at_ (Concatenate)                                                'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00005_tr_2_DenseUnit_000000000000\n",
      "                                                                 0005_tr_2_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_InputLevel_00000000000\n",
      "                                                                 00000_tr_2_InputUnit_000000000000\n",
      "                                                                 0000_tr_2_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00002_tr_2_DenseUnit_000000000000\n",
      "                                                                 0002_tr_2_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00003_tr_2_DenseUnit_000000000000\n",
      "                                                                 0003_tr_2_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00003_tr_2_DenseUnit_000000000000\n",
      "                                                                 0003_tr_2_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00004_tr_2_DenseUnit_000000000000\n",
      "                                                                 0004_tr_2_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00005_tr_2_DenseUnit_000000000000\n",
      "                                                                 0005_tr_2_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_InputLevel_00000000000\n",
      "                                                                 00000_tr_2_InputUnit_000000000000\n",
      "                                                                 0000_tr_2_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00001_tr_2_DenseUnit_000000000000\n",
      "                                                                 0001_tr_2_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00002_tr_2_DenseUnit_000000000000\n",
      "                                                                 0002_tr_2_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00003_tr_2_DenseUnit_000000000000\n",
      "                                                                 0003_tr_2_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00003_tr_2_DenseUnit_000000000000\n",
      "                                                                 0003_tr_2_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00004_tr_2_DenseUnit_000000000000\n",
      "                                                                 0004_tr_2_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_2_DenseLevel_00000000000\n",
      "                                                                 00005_tr_2_DenseUnit_000000000000\n",
      "                                                                 0005_tr_2_0_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 124)         496         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_FinalDenseLevel_00                                  00nan_tr_2_FinalDenseLevel_000000\n",
      " 00000000000006_tr_2_FinalDense                                  0000000006_tr_2_FinalDenseUnit_00\n",
      " Unit_0000000000000006_tr_2_0_b                                  00000000000006_tr_2_0_cat_[0][0]'\n",
      " tn_ (BatchNormalization)                                        ]                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 1)           125         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_2_FinalDenseLevel_00                                  00nan_tr_2_FinalDenseLevel_000000\n",
      " 00000000000006_tr_2_FinalDense                                  0000000006_tr_2_FinalDenseUnit_00\n",
      " Unit_0000000000000006_tr_2_0_d                                  00000000000006_tr_2_0_btn_[0][0]'\n",
      " ns_ (Dense)                                                     ]                                \n",
      "                                                                                                  \n",
      "==================================================================================================\n",
      "Total params: 11,705\n",
      "Trainable params: 8,327\n",
      "Non-trainable params: 3,378\n",
      "__________________________________________________________________________________________________\n",
      "None\n",
      "Epoch 1/10\n",
      "20/20 [==============================] - 55s 988ms/step - loss: 40897163264.0000 - root_mean_squared_error: 197657.5781 - val_loss: 35581243392.0000 - val_root_mean_squared_error: 188629.9062\n",
      "Epoch 2/10\n",
      "20/20 [==============================] - 0s 14ms/step - loss: 40896761856.0000 - root_mean_squared_error: 202229.4844 - val_loss: 35627364352.0000 - val_root_mean_squared_error: 188752.1250\n",
      "Epoch 3/10\n",
      "20/20 [==============================] - 0s 11ms/step - loss: 40896348160.0000 - root_mean_squared_error: 202228.4531 - val_loss: 35653709824.0000 - val_root_mean_squared_error: 188821.9062\n",
      "Epoch 4/10\n",
      "20/20 [==============================] - 0s 11ms/step - loss: 40895885312.0000 - root_mean_squared_error: 202227.3125 - val_loss: 35657752576.0000 - val_root_mean_squared_error: 188832.6094\n",
      "Epoch 5/10\n",
      "20/20 [==============================] - 0s 12ms/step - loss: 40895389696.0000 - root_mean_squared_error: 202226.0781 - val_loss: 35656077312.0000 - val_root_mean_squared_error: 188828.1719\n",
      "Epoch 6/10\n",
      "20/20 [==============================] - 0s 12ms/step - loss: 40894787584.0000 - root_mean_squared_error: 202224.5938 - val_loss: 35654995968.0000 - val_root_mean_squared_error: 188825.3125\n",
      "Epoch 7/10\n",
      "20/20 [==============================] - 0s 13ms/step - loss: 40894103552.0000 - root_mean_squared_error: 202222.9062 - val_loss: 35652304896.0000 - val_root_mean_squared_error: 188818.1719\n",
      "Epoch 8/10\n",
      "20/20 [==============================] - 0s 16ms/step - loss: 40893325312.0000 - root_mean_squared_error: 202220.9844 - val_loss: 35650576384.0000 - val_root_mean_squared_error: 188813.6094\n",
      "Epoch 9/10\n",
      "20/20 [==============================] - 0s 12ms/step - loss: 40892448768.0000 - root_mean_squared_error: 202218.8125 - val_loss: 35649425408.0000 - val_root_mean_squared_error: 188810.5469\n",
      "Epoch 10/10\n",
      "20/20 [==============================] - 0s 12ms/step - loss: 40891457536.0000 - root_mean_squared_error: 202216.3594 - val_loss: 35648458752.0000 - val_root_mean_squared_error: 188808.0000\n",
      "this is neural_network_spec_file 2023_01_08_00_18_cerebros_auto_ml_test_meta_215379671908/model_architectures/tr_0000000000000002_subtrial_0000000000000000.txt\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:absl:Function `_wrapped_model` contains input name(s) NeuralNetworkFuture_0000000000000nan_tr_2_InputLevel_0000000000000000_tr_2_InputUnit_0000000000000000_tr_2_0_inp with unsupported characters which will be renamed to neuralnetworkfuture_0000000000000nan_tr_2_inputlevel_0000000000000000_tr_2_inputunit_0000000000000000_tr_2_0_inp in the SavedModel.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "returning trial 2 oracles\n",
      "           loss  root_mean_squared_error      val_loss  \\\n",
      "0  4.089716e+10            197657.578125  3.558124e+10   \n",
      "1  4.089676e+10            202229.484375  3.562736e+10   \n",
      "2  4.089635e+10            202228.453125  3.565371e+10   \n",
      "3  4.089589e+10            202227.312500  3.565775e+10   \n",
      "4  4.089539e+10            202226.078125  3.565608e+10   \n",
      "5  4.089479e+10            202224.593750  3.565500e+10   \n",
      "6  4.089410e+10            202222.906250  3.565230e+10   \n",
      "7  4.089333e+10            202220.984375  3.565058e+10   \n",
      "8  4.089245e+10            202218.812500  3.564943e+10   \n",
      "9  4.089146e+10            202216.359375  3.564846e+10   \n",
      "\n",
      "   val_root_mean_squared_error  trial_number  subtrial_number  \\\n",
      "0                188629.906250             2                0   \n",
      "1                188752.125000             2                0   \n",
      "2                188821.906250             2                0   \n",
      "3                188832.609375             2                0   \n",
      "4                188828.171875             2                0   \n",
      "5                188825.312500             2                0   \n",
      "6                188818.171875             2                0   \n",
      "7                188813.609375             2                0   \n",
      "8                188810.546875             2                0   \n",
      "9                188808.000000             2                0   \n",
      "\n",
      "                                          model_name  \n",
      "0  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "1  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "2  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "3  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "4  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "5  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "6  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "7  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "8  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "9  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "nan\n",
      ">nnf>ceil\n",
      "k is: 0 value is: [{'1': <class 'cerebros.units.units.InputUnit'>}]\n",
      "0\n",
      "k is: 1 value is: [{'1': <class 'cerebros.units.units.DenseUnit'>}, {'4': <class 'cerebros.units.units.DenseUnit'>}]\n",
      "1\n",
      "Trying to create level 1\n",
      "We think level 1's predecessors are: [0]\n",
      "k is: 2 value is: [{'4': <class 'cerebros.units.units.DenseUnit'>}]\n",
      "2\n",
      "Trying to create level 2\n",
      "We think level 2's predecessors are: [0, 1]\n",
      "k is: 3 value is: [{'1': <class 'cerebros.units.units.FinalDenseUnit'>}]\n",
      "3\n",
      "Trying to create Final level 3\n",
      "Trying to create level 3\n",
      "We think level final level 3's predecessors are: [0, 1, 2]\n",
      "levels:\n",
      "[0, 1, 2, 3]\n",
      "{'0': 'InputUnitModule'}\n",
      "{'1': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'4': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'4': <class 'cerebros.units.units.DenseUnit'>}\n",
      "Debug: I am 3 selecting 2\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "Setting levels_unmaterialized[0] level_number 0 to have first successor: levels_unmaterialized[:1], having level_numbers of [1, 2, 3]\n",
      "Setting levels_unmaterialized[1] level_number 1 to have first successor: levels_unmaterialized[:2], having level_numbers of [2, 3]\n",
      "Setting levels_unmaterialized[2] level_number 2 to have first successor: levels_unmaterialized[:3], having level_numbers of [3]\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "{'1': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'4': <class 'cerebros.units.units.DenseUnit'>}\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_3_DenseLevel_0000000000000001_tr_3_DenseUnit_0000000000000001_tr_3_0 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_3_InputLevel_0000000000000000_tr_3_InputUnit_0000000000000000_tr_3_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_3_InputLevel_0000000000000000_tr_3_InputUnit_0000000000000000_tr_3_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_3_InputLevel_0000000000000000_tr_3_InputUnit_0000000000000000_tr_3_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_3_InputLevel_0000000000000000_tr_3_InputUnit_0000000000000000_tr_3_0_inp')>]\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_3_DenseLevel_0000000000000001_tr_3_DenseUnit_0000000000000001_tr_3_1 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_3_InputLevel_0000000000000000_tr_3_InputUnit_0000000000000000_tr_3_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_3_InputLevel_0000000000000000_tr_3_InputUnit_0000000000000000_tr_3_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_3_InputLevel_0000000000000000_tr_3_InputUnit_0000000000000000_tr_3_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_3_InputLevel_0000000000000000_tr_3_InputUnit_0000000000000000_tr_3_0_inp')>]\n",
      "{'4': <class 'cerebros.units.units.DenseUnit'>}\n",
      "debug: meta_level_number\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_3_DenseLevel_0000000000000002_tr_3_DenseUnit_0000000000000002_tr_3_0 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_3_InputLevel_0000000000000000_tr_3_InputUnit_0000000000000000_tr_3_0_inp')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_3_DenseLevel_0000000000000001_tr_3_DenseUnit_0000000000000001_tr_3_0_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_3_DenseLevel_0000000000000001_tr_3_DenseUnit_0000000000000001_tr_3_0_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_3_InputLevel_0000000000000000_tr_3_InputUnit_0000000000000000_tr_3_0_inp')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_3_DenseLevel_0000000000000001_tr_3_DenseUnit_0000000000000001_tr_3_1_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_3_DenseLevel_0000000000000001_tr_3_DenseUnit_0000000000000001_tr_3_0_dns_')>]\n",
      "{'1': <class 'cerebros.units.units.FinalDenseUnit'>}\n",
      "debug: meta_level_number\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_3_FinalDenseLevel_0000000000000003_tr_3_FinalDenseUnit_0000000000000003_tr_3_0 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_3_DenseLevel_0000000000000002_tr_3_DenseUnit_0000000000000002_tr_3_0_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_3_DenseLevel_0000000000000002_tr_3_DenseUnit_0000000000000002_tr_3_0_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_3_InputLevel_0000000000000000_tr_3_InputUnit_0000000000000000_tr_3_0_inp')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_3_DenseLevel_0000000000000001_tr_3_DenseUnit_0000000000000001_tr_3_1_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_3_DenseLevel_0000000000000002_tr_3_DenseUnit_0000000000000002_tr_3_0_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_3_InputLevel_0000000000000000_tr_3_InputUnit_0000000000000000_tr_3_0_inp')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_3_DenseLevel_0000000000000001_tr_3_DenseUnit_0000000000000001_tr_3_0_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_3_DenseLevel_0000000000000002_tr_3_DenseUnit_0000000000000002_tr_3_0_dns_')>]\n",
      "inputs\n",
      "KerasTensor(type_spec=TensorSpec(shape=(None, 39), dtype=tf.float32, name='NeuralNetworkFuture_0000000000000nan_tr_3_InputLevel_0000000000000000_tr_3_InputUnit_0000000000000000_tr_3_0_inp'), name='NeuralNetworkFuture_0000000000000nan_tr_3_InputLevel_0000000000000000_tr_3_InputUnit_0000000000000000_tr_3_0_inp', description=\"created by layer 'NeuralNetworkFuture_0000000000000nan_tr_3_InputLevel_0000000000000000_tr_3_InputUnit_0000000000000000_tr_3_0_inp'\")\n",
      "\n",
      "outputs\n",
      "KerasTensor(type_spec=TensorSpec(shape=(None, 1), dtype=tf.float32, name=None), name='NeuralNetworkFuture_0000000000000nan_tr_3_FinalDenseLevel_0000000000000003_tr_3_FinalDenseUnit_0000000000000003_tr_3_0_dns_/BiasAdd:0', description=\"created by layer 'NeuralNetworkFuture_0000000000000nan_tr_3_FinalDenseLevel_0000000000000003_tr_3_FinalDenseUnit_0000000000000003_tr_3_0_dns_'\")\n",
      "Model: \"NeuralNetworkFuture_0000000000000nan_tr_3_nn_materialized\"\n",
      "__________________________________________________________________________________________________\n",
      " Layer (type)                   Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      " NeuralNetworkFuture_0000000000  [(None, 39)]        0           []                               \n",
      " 000nan_tr_3_InputLevel_0000000                                                                   \n",
      " 000000000_tr_3_InputUnit_00000                                                                   \n",
      " 00000000000_tr_3_0_inp (InputL                                                                   \n",
      " ayer)                                                                                            \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 156)         0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_3_DenseLevel_0000000                                  00nan_tr_3_InputLevel_00000000000\n",
      " 000000001_tr_3_DenseUnit_00000                                  00000_tr_3_InputUnit_000000000000\n",
      " 00000000001_tr_3_0_cat_ (Conca                                  0000_tr_3_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_3_InputLevel_00000000000\n",
      "                                                                 00000_tr_3_InputUnit_000000000000\n",
      "                                                                 0000_tr_3_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_3_InputLevel_00000000000\n",
      "                                                                 00000_tr_3_InputUnit_000000000000\n",
      "                                                                 0000_tr_3_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_3_InputLevel_00000000000\n",
      "                                                                 00000_tr_3_InputUnit_000000000000\n",
      "                                                                 0000_tr_3_0_inp[0][0]']          \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 156)         0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_3_DenseLevel_0000000                                  00nan_tr_3_InputLevel_00000000000\n",
      " 000000001_tr_3_DenseUnit_00000                                  00000_tr_3_InputUnit_000000000000\n",
      " 00000000001_tr_3_1_cat_ (Conca                                  0000_tr_3_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_3_InputLevel_00000000000\n",
      "                                                                 00000_tr_3_InputUnit_000000000000\n",
      "                                                                 0000_tr_3_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_3_InputLevel_00000000000\n",
      "                                                                 00000_tr_3_InputUnit_000000000000\n",
      "                                                                 0000_tr_3_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_3_InputLevel_00000000000\n",
      "                                                                 00000_tr_3_InputUnit_000000000000\n",
      "                                                                 0000_tr_3_0_inp[0][0]']          \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 156)         624         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_3_DenseLevel_0000000                                  00nan_tr_3_DenseLevel_00000000000\n",
      " 000000001_tr_3_DenseUnit_00000                                  00001_tr_3_DenseUnit_000000000000\n",
      " 00000000001_tr_3_0_btn_ (Batch                                  0001_tr_3_0_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 156)         624         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_3_DenseLevel_0000000                                  00nan_tr_3_DenseLevel_00000000000\n",
      " 000000001_tr_3_DenseUnit_00000                                  00001_tr_3_DenseUnit_000000000000\n",
      " 00000000001_tr_3_1_btn_ (Batch                                  0001_tr_3_1_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 1)           157         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_3_DenseLevel_0000000                                  00nan_tr_3_DenseLevel_00000000000\n",
      " 000000001_tr_3_DenseUnit_00000                                  00001_tr_3_DenseUnit_000000000000\n",
      " 00000000001_tr_3_0_dns_ (Dense                                  0001_tr_3_0_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 4)           628         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_3_DenseLevel_0000000                                  00nan_tr_3_DenseLevel_00000000000\n",
      " 000000001_tr_3_DenseUnit_00000                                  00001_tr_3_DenseUnit_000000000000\n",
      " 00000000001_tr_3_1_dns_ (Dense                                  0001_tr_3_1_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 85)          0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_3_DenseLevel_0000000                                  00nan_tr_3_InputLevel_00000000000\n",
      " 000000002_tr_3_DenseUnit_00000                                  00000_tr_3_InputUnit_000000000000\n",
      " 00000000002_tr_3_0_cat_ (Conca                                  0000_tr_3_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_3_DenseLevel_00000000000\n",
      "                                                                 00001_tr_3_DenseUnit_000000000000\n",
      "                                                                 0001_tr_3_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_3_DenseLevel_00000000000\n",
      "                                                                 00001_tr_3_DenseUnit_000000000000\n",
      "                                                                 0001_tr_3_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_3_InputLevel_00000000000\n",
      "                                                                 00000_tr_3_InputUnit_000000000000\n",
      "                                                                 0000_tr_3_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_3_DenseLevel_00000000000\n",
      "                                                                 00001_tr_3_DenseUnit_000000000000\n",
      "                                                                 0001_tr_3_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_3_DenseLevel_00000000000\n",
      "                                                                 00001_tr_3_DenseUnit_000000000000\n",
      "                                                                 0001_tr_3_0_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 85)          340         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_3_DenseLevel_0000000                                  00nan_tr_3_DenseLevel_00000000000\n",
      " 000000002_tr_3_DenseUnit_00000                                  00002_tr_3_DenseUnit_000000000000\n",
      " 00000000002_tr_3_0_btn_ (Batch                                  0002_tr_3_0_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 4)           344         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_3_DenseLevel_0000000                                  00nan_tr_3_DenseLevel_00000000000\n",
      " 000000002_tr_3_DenseUnit_00000                                  00002_tr_3_DenseUnit_000000000000\n",
      " 00000000002_tr_3_0_dns_ (Dense                                  0002_tr_3_0_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 99)          0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_3_FinalDenseLevel_00                                  00nan_tr_3_DenseLevel_00000000000\n",
      " 00000000000003_tr_3_FinalDense                                  00002_tr_3_DenseUnit_000000000000\n",
      " Unit_0000000000000003_tr_3_0_c                                  0002_tr_3_0_dns_[0][0]',         \n",
      " at_ (Concatenate)                                                'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_3_DenseLevel_00000000000\n",
      "                                                                 00002_tr_3_DenseUnit_000000000000\n",
      "                                                                 0002_tr_3_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_3_InputLevel_00000000000\n",
      "                                                                 00000_tr_3_InputUnit_000000000000\n",
      "                                                                 0000_tr_3_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_3_DenseLevel_00000000000\n",
      "                                                                 00001_tr_3_DenseUnit_000000000000\n",
      "                                                                 0001_tr_3_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_3_DenseLevel_00000000000\n",
      "                                                                 00002_tr_3_DenseUnit_000000000000\n",
      "                                                                 0002_tr_3_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_3_InputLevel_00000000000\n",
      "                                                                 00000_tr_3_InputUnit_000000000000\n",
      "                                                                 0000_tr_3_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_3_DenseLevel_00000000000\n",
      "                                                                 00001_tr_3_DenseUnit_000000000000\n",
      "                                                                 0001_tr_3_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_3_DenseLevel_00000000000\n",
      "                                                                 00002_tr_3_DenseUnit_000000000000\n",
      "                                                                 0002_tr_3_0_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 99)          396         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_3_FinalDenseLevel_00                                  00nan_tr_3_FinalDenseLevel_000000\n",
      " 00000000000003_tr_3_FinalDense                                  0000000003_tr_3_FinalDenseUnit_00\n",
      " Unit_0000000000000003_tr_3_0_b                                  00000000000003_tr_3_0_cat_[0][0]'\n",
      " tn_ (BatchNormalization)                                        ]                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 1)           100         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_3_FinalDenseLevel_00                                  00nan_tr_3_FinalDenseLevel_000000\n",
      " 00000000000003_tr_3_FinalDense                                  0000000003_tr_3_FinalDenseUnit_00\n",
      " Unit_0000000000000003_tr_3_0_d                                  00000000000003_tr_3_0_btn_[0][0]'\n",
      " ns_ (Dense)                                                     ]                                \n",
      "                                                                                                  \n",
      "==================================================================================================\n",
      "Total params: 3,213\n",
      "Trainable params: 2,221\n",
      "Non-trainable params: 992\n",
      "__________________________________________________________________________________________________\n",
      "None\n",
      "Epoch 1/10\n",
      "20/20 [==============================] - 8s 187ms/step - loss: 40897142784.0000 - root_mean_squared_error: 197634.0312 - val_loss: 35630206976.0000 - val_root_mean_squared_error: 188759.6562\n",
      "Epoch 2/10\n",
      "20/20 [==============================] - 0s 6ms/step - loss: 40896884736.0000 - root_mean_squared_error: 202229.7812 - val_loss: 35652632576.0000 - val_root_mean_squared_error: 188819.0469\n",
      "Epoch 3/10\n",
      "20/20 [==============================] - 0s 8ms/step - loss: 40896606208.0000 - root_mean_squared_error: 202229.0938 - val_loss: 35669835776.0000 - val_root_mean_squared_error: 188864.5938\n",
      "Epoch 4/10\n",
      "20/20 [==============================] - 0s 7ms/step - loss: 40896307200.0000 - root_mean_squared_error: 202228.3594 - val_loss: 35682623488.0000 - val_root_mean_squared_error: 188898.4531\n",
      "Epoch 5/10\n",
      "20/20 [==============================] - 0s 6ms/step - loss: 40895942656.0000 - root_mean_squared_error: 202227.4531 - val_loss: 35686006784.0000 - val_root_mean_squared_error: 188907.4062\n",
      "Epoch 6/10\n",
      "20/20 [==============================] - 0s 6ms/step - loss: 40895528960.0000 - root_mean_squared_error: 202226.4375 - val_loss: 35679944704.0000 - val_root_mean_squared_error: 188891.3594\n",
      "Epoch 7/10\n",
      "20/20 [==============================] - 0s 6ms/step - loss: 40895057920.0000 - root_mean_squared_error: 202225.2656 - val_loss: 35672993792.0000 - val_root_mean_squared_error: 188872.9531\n",
      "Epoch 8/10\n",
      "20/20 [==============================] - 0s 6ms/step - loss: 40894517248.0000 - root_mean_squared_error: 202223.9219 - val_loss: 35666038784.0000 - val_root_mean_squared_error: 188854.5469\n",
      "Epoch 9/10\n",
      "20/20 [==============================] - 0s 6ms/step - loss: 40893906944.0000 - root_mean_squared_error: 202222.4219 - val_loss: 35668074496.0000 - val_root_mean_squared_error: 188859.9375\n",
      "Epoch 10/10\n",
      "20/20 [==============================] - 0s 9ms/step - loss: 40893239296.0000 - root_mean_squared_error: 202220.7656 - val_loss: 35666341888.0000 - val_root_mean_squared_error: 188855.3438\n",
      "this is neural_network_spec_file 2023_01_08_00_18_cerebros_auto_ml_test_meta_215379671908/model_architectures/tr_0000000000000003_subtrial_0000000000000000.txt\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:absl:Function `_wrapped_model` contains input name(s) NeuralNetworkFuture_0000000000000nan_tr_3_InputLevel_0000000000000000_tr_3_InputUnit_0000000000000000_tr_3_0_inp with unsupported characters which will be renamed to neuralnetworkfuture_0000000000000nan_tr_3_inputlevel_0000000000000000_tr_3_inputunit_0000000000000000_tr_3_0_inp in the SavedModel.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "returning trial 3 oracles\n",
      "           loss  root_mean_squared_error      val_loss  \\\n",
      "0  4.089714e+10            197634.031250  3.563021e+10   \n",
      "1  4.089688e+10            202229.781250  3.565263e+10   \n",
      "2  4.089661e+10            202229.093750  3.566984e+10   \n",
      "3  4.089631e+10            202228.359375  3.568262e+10   \n",
      "4  4.089594e+10            202227.453125  3.568601e+10   \n",
      "5  4.089553e+10            202226.437500  3.567994e+10   \n",
      "6  4.089506e+10            202225.265625  3.567299e+10   \n",
      "7  4.089452e+10            202223.921875  3.566604e+10   \n",
      "8  4.089391e+10            202222.421875  3.566807e+10   \n",
      "9  4.089324e+10            202220.765625  3.566634e+10   \n",
      "\n",
      "   val_root_mean_squared_error  trial_number  subtrial_number  \\\n",
      "0                188759.656250             3                0   \n",
      "1                188819.046875             3                0   \n",
      "2                188864.593750             3                0   \n",
      "3                188898.453125             3                0   \n",
      "4                188907.406250             3                0   \n",
      "5                188891.359375             3                0   \n",
      "6                188872.953125             3                0   \n",
      "7                188854.546875             3                0   \n",
      "8                188859.937500             3                0   \n",
      "9                188855.343750             3                0   \n",
      "\n",
      "                                          model_name  \n",
      "0  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "1  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "2  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "3  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "4  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "5  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "6  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "7  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "8  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "9  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "nan\n",
      ">nnf>ceil\n",
      "k is: 0 value is: [{'1': <class 'cerebros.units.units.InputUnit'>}]\n",
      "0\n",
      "k is: 1 value is: [{'3': <class 'cerebros.units.units.DenseUnit'>}, {'4': <class 'cerebros.units.units.DenseUnit'>}]\n",
      "1\n",
      "Trying to create level 1\n",
      "We think level 1's predecessors are: [0]\n",
      "k is: 2 value is: [{'1': <class 'cerebros.units.units.FinalDenseUnit'>}]\n",
      "2\n",
      "Trying to create Final level 2\n",
      "Trying to create level 2\n",
      "We think level final level 2's predecessors are: [0, 1]\n",
      "levels:\n",
      "[0, 1, 2]\n",
      "{'0': 'InputUnitModule'}\n",
      "{'3': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'4': <class 'cerebros.units.units.DenseUnit'>}\n",
      "Debug: I am 2 selecting 1\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "Setting levels_unmaterialized[0] level_number 0 to have first successor: levels_unmaterialized[:1], having level_numbers of [1, 2]\n",
      "Setting levels_unmaterialized[1] level_number 1 to have first successor: levels_unmaterialized[:2], having level_numbers of [2]\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "{'3': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'4': <class 'cerebros.units.units.DenseUnit'>}\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_4_DenseLevel_0000000000000001_tr_4_DenseUnit_0000000000000001_tr_4_0 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_4_InputLevel_0000000000000000_tr_4_InputUnit_0000000000000000_tr_4_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_4_InputLevel_0000000000000000_tr_4_InputUnit_0000000000000000_tr_4_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_4_InputLevel_0000000000000000_tr_4_InputUnit_0000000000000000_tr_4_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_4_InputLevel_0000000000000000_tr_4_InputUnit_0000000000000000_tr_4_0_inp')>]\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_4_DenseLevel_0000000000000001_tr_4_DenseUnit_0000000000000001_tr_4_1 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_4_InputLevel_0000000000000000_tr_4_InputUnit_0000000000000000_tr_4_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_4_InputLevel_0000000000000000_tr_4_InputUnit_0000000000000000_tr_4_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_4_InputLevel_0000000000000000_tr_4_InputUnit_0000000000000000_tr_4_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_4_InputLevel_0000000000000000_tr_4_InputUnit_0000000000000000_tr_4_0_inp')>]\n",
      "{'1': <class 'cerebros.units.units.FinalDenseUnit'>}\n",
      "debug: meta_level_number\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_4_FinalDenseLevel_0000000000000002_tr_4_FinalDenseUnit_0000000000000002_tr_4_0 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_4_DenseLevel_0000000000000001_tr_4_DenseUnit_0000000000000001_tr_4_1_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_4_DenseLevel_0000000000000001_tr_4_DenseUnit_0000000000000001_tr_4_0_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_4_DenseLevel_0000000000000001_tr_4_DenseUnit_0000000000000001_tr_4_1_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_4_DenseLevel_0000000000000001_tr_4_DenseUnit_0000000000000001_tr_4_1_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_4_InputLevel_0000000000000000_tr_4_InputUnit_0000000000000000_tr_4_0_inp')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_4_DenseLevel_0000000000000001_tr_4_DenseUnit_0000000000000001_tr_4_1_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_4_DenseLevel_0000000000000001_tr_4_DenseUnit_0000000000000001_tr_4_0_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_4_InputLevel_0000000000000000_tr_4_InputUnit_0000000000000000_tr_4_0_inp')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_4_DenseLevel_0000000000000001_tr_4_DenseUnit_0000000000000001_tr_4_1_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_4_DenseLevel_0000000000000001_tr_4_DenseUnit_0000000000000001_tr_4_1_dns_')>]\n",
      "inputs\n",
      "KerasTensor(type_spec=TensorSpec(shape=(None, 39), dtype=tf.float32, name='NeuralNetworkFuture_0000000000000nan_tr_4_InputLevel_0000000000000000_tr_4_InputUnit_0000000000000000_tr_4_0_inp'), name='NeuralNetworkFuture_0000000000000nan_tr_4_InputLevel_0000000000000000_tr_4_InputUnit_0000000000000000_tr_4_0_inp', description=\"created by layer 'NeuralNetworkFuture_0000000000000nan_tr_4_InputLevel_0000000000000000_tr_4_InputUnit_0000000000000000_tr_4_0_inp'\")\n",
      "\n",
      "outputs\n",
      "KerasTensor(type_spec=TensorSpec(shape=(None, 1), dtype=tf.float32, name=None), name='NeuralNetworkFuture_0000000000000nan_tr_4_FinalDenseLevel_0000000000000002_tr_4_FinalDenseUnit_0000000000000002_tr_4_0_dns_/BiasAdd:0', description=\"created by layer 'NeuralNetworkFuture_0000000000000nan_tr_4_FinalDenseLevel_0000000000000002_tr_4_FinalDenseUnit_0000000000000002_tr_4_0_dns_'\")\n",
      "Model: \"NeuralNetworkFuture_0000000000000nan_tr_4_nn_materialized\"\n",
      "__________________________________________________________________________________________________\n",
      " Layer (type)                   Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      " NeuralNetworkFuture_0000000000  [(None, 39)]        0           []                               \n",
      " 000nan_tr_4_InputLevel_0000000                                                                   \n",
      " 000000000_tr_4_InputUnit_00000                                                                   \n",
      " 00000000000_tr_4_0_inp (InputL                                                                   \n",
      " ayer)                                                                                            \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 156)         0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_4_DenseLevel_0000000                                  00nan_tr_4_InputLevel_00000000000\n",
      " 000000001_tr_4_DenseUnit_00000                                  00000_tr_4_InputUnit_000000000000\n",
      " 00000000001_tr_4_1_cat_ (Conca                                  0000_tr_4_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_4_InputLevel_00000000000\n",
      "                                                                 00000_tr_4_InputUnit_000000000000\n",
      "                                                                 0000_tr_4_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_4_InputLevel_00000000000\n",
      "                                                                 00000_tr_4_InputUnit_000000000000\n",
      "                                                                 0000_tr_4_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_4_InputLevel_00000000000\n",
      "                                                                 00000_tr_4_InputUnit_000000000000\n",
      "                                                                 0000_tr_4_0_inp[0][0]']          \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 156)         0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_4_DenseLevel_0000000                                  00nan_tr_4_InputLevel_00000000000\n",
      " 000000001_tr_4_DenseUnit_00000                                  00000_tr_4_InputUnit_000000000000\n",
      " 00000000001_tr_4_0_cat_ (Conca                                  0000_tr_4_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_4_InputLevel_00000000000\n",
      "                                                                 00000_tr_4_InputUnit_000000000000\n",
      "                                                                 0000_tr_4_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_4_InputLevel_00000000000\n",
      "                                                                 00000_tr_4_InputUnit_000000000000\n",
      "                                                                 0000_tr_4_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_4_InputLevel_00000000000\n",
      "                                                                 00000_tr_4_InputUnit_000000000000\n",
      "                                                                 0000_tr_4_0_inp[0][0]']          \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 156)         624         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_4_DenseLevel_0000000                                  00nan_tr_4_DenseLevel_00000000000\n",
      " 000000001_tr_4_DenseUnit_00000                                  00001_tr_4_DenseUnit_000000000000\n",
      " 00000000001_tr_4_1_btn_ (Batch                                  0001_tr_4_1_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 156)         624         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_4_DenseLevel_0000000                                  00nan_tr_4_DenseLevel_00000000000\n",
      " 000000001_tr_4_DenseUnit_00000                                  00001_tr_4_DenseUnit_000000000000\n",
      " 00000000001_tr_4_0_btn_ (Batch                                  0001_tr_4_0_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 4)           628         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_4_DenseLevel_0000000                                  00nan_tr_4_DenseLevel_00000000000\n",
      " 000000001_tr_4_DenseUnit_00000                                  00001_tr_4_DenseUnit_000000000000\n",
      " 00000000001_tr_4_1_dns_ (Dense                                  0001_tr_4_1_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 3)           471         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_4_DenseLevel_0000000                                  00nan_tr_4_DenseLevel_00000000000\n",
      " 000000001_tr_4_DenseUnit_00000                                  00001_tr_4_DenseUnit_000000000000\n",
      " 00000000001_tr_4_0_dns_ (Dense                                  0001_tr_4_0_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 108)         0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_4_FinalDenseLevel_00                                  00nan_tr_4_DenseLevel_00000000000\n",
      " 00000000000002_tr_4_FinalDense                                  00001_tr_4_DenseUnit_000000000000\n",
      " Unit_0000000000000002_tr_4_0_c                                  0001_tr_4_1_dns_[0][0]',         \n",
      " at_ (Concatenate)                                                'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_4_DenseLevel_00000000000\n",
      "                                                                 00001_tr_4_DenseUnit_000000000000\n",
      "                                                                 0001_tr_4_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_4_DenseLevel_00000000000\n",
      "                                                                 00001_tr_4_DenseUnit_000000000000\n",
      "                                                                 0001_tr_4_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_4_DenseLevel_00000000000\n",
      "                                                                 00001_tr_4_DenseUnit_000000000000\n",
      "                                                                 0001_tr_4_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_4_InputLevel_00000000000\n",
      "                                                                 00000_tr_4_InputUnit_000000000000\n",
      "                                                                 0000_tr_4_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_4_DenseLevel_00000000000\n",
      "                                                                 00001_tr_4_DenseUnit_000000000000\n",
      "                                                                 0001_tr_4_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_4_DenseLevel_00000000000\n",
      "                                                                 00001_tr_4_DenseUnit_000000000000\n",
      "                                                                 0001_tr_4_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_4_InputLevel_00000000000\n",
      "                                                                 00000_tr_4_InputUnit_000000000000\n",
      "                                                                 0000_tr_4_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_4_DenseLevel_00000000000\n",
      "                                                                 00001_tr_4_DenseUnit_000000000000\n",
      "                                                                 0001_tr_4_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_4_DenseLevel_00000000000\n",
      "                                                                 00001_tr_4_DenseUnit_000000000000\n",
      "                                                                 0001_tr_4_1_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 108)         432         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_4_FinalDenseLevel_00                                  00nan_tr_4_FinalDenseLevel_000000\n",
      " 00000000000002_tr_4_FinalDense                                  0000000002_tr_4_FinalDenseUnit_00\n",
      " Unit_0000000000000002_tr_4_0_b                                  00000000000002_tr_4_0_cat_[0][0]'\n",
      " tn_ (BatchNormalization)                                        ]                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 1)           109         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_4_FinalDenseLevel_00                                  00nan_tr_4_FinalDenseLevel_000000\n",
      " 00000000000002_tr_4_FinalDense                                  0000000002_tr_4_FinalDenseUnit_00\n",
      " Unit_0000000000000002_tr_4_0_d                                  00000000000002_tr_4_0_btn_[0][0]'\n",
      " ns_ (Dense)                                                     ]                                \n",
      "                                                                                                  \n",
      "==================================================================================================\n",
      "Total params: 2,888\n",
      "Trainable params: 2,048\n",
      "Non-trainable params: 840\n",
      "__________________________________________________________________________________________________\n",
      "None\n",
      "Epoch 1/10\n",
      "20/20 [==============================] - 6s 138ms/step - loss: 40897204224.0000 - root_mean_squared_error: 197649.9688 - val_loss: 35732033536.0000 - val_root_mean_squared_error: 189029.1875\n",
      "Epoch 2/10\n",
      "20/20 [==============================] - 0s 6ms/step - loss: 40896868352.0000 - root_mean_squared_error: 202229.7344 - val_loss: 35759747072.0000 - val_root_mean_squared_error: 189102.4844\n",
      "Epoch 3/10\n",
      "20/20 [==============================] - 0s 5ms/step - loss: 40896540672.0000 - root_mean_squared_error: 202228.9375 - val_loss: 35770097664.0000 - val_root_mean_squared_error: 189129.8438\n",
      "Epoch 4/10\n",
      "20/20 [==============================] - 0s 6ms/step - loss: 40896176128.0000 - root_mean_squared_error: 202228.0312 - val_loss: 35767812096.0000 - val_root_mean_squared_error: 189123.7969\n",
      "Epoch 5/10\n",
      "20/20 [==============================] - 0s 5ms/step - loss: 40895782912.0000 - root_mean_squared_error: 202227.0625 - val_loss: 35750428672.0000 - val_root_mean_squared_error: 189077.8438\n",
      "Epoch 6/10\n",
      "20/20 [==============================] - 0s 5ms/step - loss: 40895332352.0000 - root_mean_squared_error: 202225.9375 - val_loss: 35729723392.0000 - val_root_mean_squared_error: 189023.0781\n",
      "Epoch 7/10\n",
      "20/20 [==============================] - 0s 5ms/step - loss: 40894836736.0000 - root_mean_squared_error: 202224.7188 - val_loss: 35712258048.0000 - val_root_mean_squared_error: 188976.8750\n",
      "Epoch 8/10\n",
      "20/20 [==============================] - 0s 6ms/step - loss: 40894242816.0000 - root_mean_squared_error: 202223.2500 - val_loss: 35697106944.0000 - val_root_mean_squared_error: 188936.7812\n",
      "Epoch 9/10\n",
      "20/20 [==============================] - 0s 7ms/step - loss: 40893538304.0000 - root_mean_squared_error: 202221.5156 - val_loss: 35700781056.0000 - val_root_mean_squared_error: 188946.5000\n",
      "Epoch 10/10\n",
      "20/20 [==============================] - 0s 8ms/step - loss: 40892755968.0000 - root_mean_squared_error: 202219.5781 - val_loss: 35697631232.0000 - val_root_mean_squared_error: 188938.1719\n",
      "this is neural_network_spec_file 2023_01_08_00_18_cerebros_auto_ml_test_meta_215379671908/model_architectures/tr_0000000000000004_subtrial_0000000000000000.txt\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:absl:Function `_wrapped_model` contains input name(s) NeuralNetworkFuture_0000000000000nan_tr_4_InputLevel_0000000000000000_tr_4_InputUnit_0000000000000000_tr_4_0_inp with unsupported characters which will be renamed to neuralnetworkfuture_0000000000000nan_tr_4_inputlevel_0000000000000000_tr_4_inputunit_0000000000000000_tr_4_0_inp in the SavedModel.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "returning trial 4 oracles\n",
      "           loss  root_mean_squared_error      val_loss  \\\n",
      "0  4.089720e+10            197649.968750  3.573203e+10   \n",
      "1  4.089687e+10            202229.734375  3.575975e+10   \n",
      "2  4.089654e+10            202228.937500  3.577010e+10   \n",
      "3  4.089618e+10            202228.031250  3.576781e+10   \n",
      "4  4.089578e+10            202227.062500  3.575043e+10   \n",
      "5  4.089533e+10            202225.937500  3.572972e+10   \n",
      "6  4.089484e+10            202224.718750  3.571226e+10   \n",
      "7  4.089424e+10            202223.250000  3.569711e+10   \n",
      "8  4.089354e+10            202221.515625  3.570078e+10   \n",
      "9  4.089276e+10            202219.578125  3.569763e+10   \n",
      "\n",
      "   val_root_mean_squared_error  trial_number  subtrial_number  \\\n",
      "0                189029.187500             4                0   \n",
      "1                189102.484375             4                0   \n",
      "2                189129.843750             4                0   \n",
      "3                189123.796875             4                0   \n",
      "4                189077.843750             4                0   \n",
      "5                189023.078125             4                0   \n",
      "6                188976.875000             4                0   \n",
      "7                188936.781250             4                0   \n",
      "8                188946.500000             4                0   \n",
      "9                188938.171875             4                0   \n",
      "\n",
      "                                          model_name  \n",
      "0  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "1  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "2  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "3  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "4  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "5  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "6  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "7  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "8  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "9  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "nan\n",
      ">nnf>ceil\n",
      "k is: 0 value is: [{'1': <class 'cerebros.units.units.InputUnit'>}]\n",
      "0\n",
      "k is: 1 value is: [{'3': <class 'cerebros.units.units.DenseUnit'>}, {'4': <class 'cerebros.units.units.DenseUnit'>}, {'4': <class 'cerebros.units.units.DenseUnit'>}]\n",
      "1\n",
      "Trying to create level 1\n",
      "We think level 1's predecessors are: [0]\n",
      "k is: 2 value is: [{'1': <class 'cerebros.units.units.DenseUnit'>}]\n",
      "2\n",
      "Trying to create level 2\n",
      "We think level 2's predecessors are: [0, 1]\n",
      "k is: 3 value is: [{'1': <class 'cerebros.units.units.DenseUnit'>}, {'1': <class 'cerebros.units.units.DenseUnit'>}, {'2': <class 'cerebros.units.units.DenseUnit'>}, {'3': <class 'cerebros.units.units.DenseUnit'>}]\n",
      "3\n",
      "Trying to create level 3\n",
      "We think level 3's predecessors are: [0, 1, 2]\n",
      "k is: 4 value is: [{'1': <class 'cerebros.units.units.FinalDenseUnit'>}]\n",
      "4\n",
      "Trying to create Final level 4\n",
      "Trying to create level 4\n",
      "We think level final level 4's predecessors are: [0, 1, 2, 3]\n",
      "levels:\n",
      "[0, 1, 2, 3, 4]\n",
      "{'0': 'InputUnitModule'}\n",
      "{'3': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'4': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'4': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'1': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'1': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'1': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'2': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'3': <class 'cerebros.units.units.DenseUnit'>}\n",
      "Debug: I am 4 selecting 3\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "Setting levels_unmaterialized[0] level_number 0 to have first successor: levels_unmaterialized[:1], having level_numbers of [1, 2, 3, 4]\n",
      "Setting levels_unmaterialized[1] level_number 1 to have first successor: levels_unmaterialized[:2], having level_numbers of [2, 3, 4]\n",
      "Setting levels_unmaterialized[2] level_number 2 to have first successor: levels_unmaterialized[:3], having level_numbers of [3, 4]\n",
      "Setting levels_unmaterialized[3] level_number 3 to have first successor: levels_unmaterialized[:4], having level_numbers of [4]\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "{'3': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'4': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'4': <class 'cerebros.units.units.DenseUnit'>}\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000001_tr_5_DenseUnit_0000000000000001_tr_5_0 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_InputLevel_0000000000000000_tr_5_InputUnit_0000000000000000_tr_5_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_InputLevel_0000000000000000_tr_5_InputUnit_0000000000000000_tr_5_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_InputLevel_0000000000000000_tr_5_InputUnit_0000000000000000_tr_5_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_InputLevel_0000000000000000_tr_5_InputUnit_0000000000000000_tr_5_0_inp')>]\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000001_tr_5_DenseUnit_0000000000000001_tr_5_1 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_InputLevel_0000000000000000_tr_5_InputUnit_0000000000000000_tr_5_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_InputLevel_0000000000000000_tr_5_InputUnit_0000000000000000_tr_5_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_InputLevel_0000000000000000_tr_5_InputUnit_0000000000000000_tr_5_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_InputLevel_0000000000000000_tr_5_InputUnit_0000000000000000_tr_5_0_inp')>]\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000001_tr_5_DenseUnit_0000000000000001_tr_5_2 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000001_tr_5_DenseUnit_0000000000000001_tr_5_1_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000001_tr_5_DenseUnit_0000000000000001_tr_5_1_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_InputLevel_0000000000000000_tr_5_InputUnit_0000000000000000_tr_5_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_InputLevel_0000000000000000_tr_5_InputUnit_0000000000000000_tr_5_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_InputLevel_0000000000000000_tr_5_InputUnit_0000000000000000_tr_5_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_InputLevel_0000000000000000_tr_5_InputUnit_0000000000000000_tr_5_0_inp')>]\n",
      "{'1': <class 'cerebros.units.units.DenseUnit'>}\n",
      "debug: meta_level_number\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000002_tr_5_DenseUnit_0000000000000002_tr_5_0 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_InputLevel_0000000000000000_tr_5_InputUnit_0000000000000000_tr_5_0_inp')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000001_tr_5_DenseUnit_0000000000000001_tr_5_0_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000001_tr_5_DenseUnit_0000000000000001_tr_5_0_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000001_tr_5_DenseUnit_0000000000000001_tr_5_2_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_InputLevel_0000000000000000_tr_5_InputUnit_0000000000000000_tr_5_0_inp')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000001_tr_5_DenseUnit_0000000000000001_tr_5_2_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000001_tr_5_DenseUnit_0000000000000001_tr_5_1_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000001_tr_5_DenseUnit_0000000000000001_tr_5_1_dns_')>]\n",
      "{'1': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'1': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'2': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'3': <class 'cerebros.units.units.DenseUnit'>}\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000003_tr_5_DenseUnit_0000000000000003_tr_5_0 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_InputLevel_0000000000000000_tr_5_InputUnit_0000000000000000_tr_5_0_inp')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000001_tr_5_DenseUnit_0000000000000001_tr_5_1_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000001_tr_5_DenseUnit_0000000000000001_tr_5_0_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000002_tr_5_DenseUnit_0000000000000002_tr_5_0_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_InputLevel_0000000000000000_tr_5_InputUnit_0000000000000000_tr_5_0_inp')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000001_tr_5_DenseUnit_0000000000000001_tr_5_2_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000001_tr_5_DenseUnit_0000000000000001_tr_5_2_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000002_tr_5_DenseUnit_0000000000000002_tr_5_0_dns_')>]\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000003_tr_5_DenseUnit_0000000000000003_tr_5_1 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_InputLevel_0000000000000000_tr_5_InputUnit_0000000000000000_tr_5_0_inp')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000001_tr_5_DenseUnit_0000000000000001_tr_5_2_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000001_tr_5_DenseUnit_0000000000000001_tr_5_2_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000002_tr_5_DenseUnit_0000000000000002_tr_5_0_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_InputLevel_0000000000000000_tr_5_InputUnit_0000000000000000_tr_5_0_inp')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000001_tr_5_DenseUnit_0000000000000001_tr_5_0_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000001_tr_5_DenseUnit_0000000000000001_tr_5_1_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000002_tr_5_DenseUnit_0000000000000002_tr_5_0_dns_')>]\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000003_tr_5_DenseUnit_0000000000000003_tr_5_2 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000003_tr_5_DenseUnit_0000000000000003_tr_5_1_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000003_tr_5_DenseUnit_0000000000000003_tr_5_1_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_InputLevel_0000000000000000_tr_5_InputUnit_0000000000000000_tr_5_0_inp')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000001_tr_5_DenseUnit_0000000000000001_tr_5_1_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000001_tr_5_DenseUnit_0000000000000001_tr_5_2_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000002_tr_5_DenseUnit_0000000000000002_tr_5_0_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_InputLevel_0000000000000000_tr_5_InputUnit_0000000000000000_tr_5_0_inp')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000001_tr_5_DenseUnit_0000000000000001_tr_5_2_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000001_tr_5_DenseUnit_0000000000000001_tr_5_2_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000002_tr_5_DenseUnit_0000000000000002_tr_5_0_dns_')>]\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000003_tr_5_DenseUnit_0000000000000003_tr_5_3 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000003_tr_5_DenseUnit_0000000000000003_tr_5_2_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000003_tr_5_DenseUnit_0000000000000003_tr_5_1_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000003_tr_5_DenseUnit_0000000000000003_tr_5_1_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_InputLevel_0000000000000000_tr_5_InputUnit_0000000000000000_tr_5_0_inp')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000001_tr_5_DenseUnit_0000000000000001_tr_5_2_dns_')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000001_tr_5_DenseUnit_0000000000000001_tr_5_1_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000002_tr_5_DenseUnit_0000000000000002_tr_5_0_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_InputLevel_0000000000000000_tr_5_InputUnit_0000000000000000_tr_5_0_inp')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000001_tr_5_DenseUnit_0000000000000001_tr_5_1_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000001_tr_5_DenseUnit_0000000000000001_tr_5_0_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000002_tr_5_DenseUnit_0000000000000002_tr_5_0_dns_')>]\n",
      "{'1': <class 'cerebros.units.units.FinalDenseUnit'>}\n",
      "debug: meta_level_number\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_5_FinalDenseLevel_0000000000000004_tr_5_FinalDenseUnit_0000000000000004_tr_5_0 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000003_tr_5_DenseUnit_0000000000000003_tr_5_2_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000003_tr_5_DenseUnit_0000000000000003_tr_5_3_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000003_tr_5_DenseUnit_0000000000000003_tr_5_0_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000003_tr_5_DenseUnit_0000000000000003_tr_5_1_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000003_tr_5_DenseUnit_0000000000000003_tr_5_1_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000003_tr_5_DenseUnit_0000000000000003_tr_5_0_dns_')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000003_tr_5_DenseUnit_0000000000000003_tr_5_2_dns_')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000003_tr_5_DenseUnit_0000000000000003_tr_5_2_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_InputLevel_0000000000000000_tr_5_InputUnit_0000000000000000_tr_5_0_inp')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000001_tr_5_DenseUnit_0000000000000001_tr_5_2_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000002_tr_5_DenseUnit_0000000000000002_tr_5_0_dns_')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000003_tr_5_DenseUnit_0000000000000003_tr_5_2_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000003_tr_5_DenseUnit_0000000000000003_tr_5_3_dns_')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000003_tr_5_DenseUnit_0000000000000003_tr_5_2_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_InputLevel_0000000000000000_tr_5_InputUnit_0000000000000000_tr_5_0_inp')>, <KerasTensor: shape=(None, 4) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000001_tr_5_DenseUnit_0000000000000001_tr_5_1_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000002_tr_5_DenseUnit_0000000000000002_tr_5_0_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000003_tr_5_DenseUnit_0000000000000003_tr_5_0_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000003_tr_5_DenseUnit_0000000000000003_tr_5_0_dns_')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_DenseLevel_0000000000000003_tr_5_DenseUnit_0000000000000003_tr_5_2_dns_')>]\n",
      "inputs\n",
      "KerasTensor(type_spec=TensorSpec(shape=(None, 39), dtype=tf.float32, name='NeuralNetworkFuture_0000000000000nan_tr_5_InputLevel_0000000000000000_tr_5_InputUnit_0000000000000000_tr_5_0_inp'), name='NeuralNetworkFuture_0000000000000nan_tr_5_InputLevel_0000000000000000_tr_5_InputUnit_0000000000000000_tr_5_0_inp', description=\"created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_InputLevel_0000000000000000_tr_5_InputUnit_0000000000000000_tr_5_0_inp'\")\n",
      "\n",
      "outputs\n",
      "KerasTensor(type_spec=TensorSpec(shape=(None, 1), dtype=tf.float32, name=None), name='NeuralNetworkFuture_0000000000000nan_tr_5_FinalDenseLevel_0000000000000004_tr_5_FinalDenseUnit_0000000000000004_tr_5_0_dns_/BiasAdd:0', description=\"created by layer 'NeuralNetworkFuture_0000000000000nan_tr_5_FinalDenseLevel_0000000000000004_tr_5_FinalDenseUnit_0000000000000004_tr_5_0_dns_'\")\n",
      "Model: \"NeuralNetworkFuture_0000000000000nan_tr_5_nn_materialized\"\n",
      "__________________________________________________________________________________________________\n",
      " Layer (type)                   Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      " NeuralNetworkFuture_0000000000  [(None, 39)]        0           []                               \n",
      " 000nan_tr_5_InputLevel_0000000                                                                   \n",
      " 000000000_tr_5_InputUnit_00000                                                                   \n",
      " 00000000000_tr_5_0_inp (InputL                                                                   \n",
      " ayer)                                                                                            \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 156)         0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_5_DenseLevel_0000000                                  00nan_tr_5_InputLevel_00000000000\n",
      " 000000001_tr_5_DenseUnit_00000                                  00000_tr_5_InputUnit_000000000000\n",
      " 00000000001_tr_5_1_cat_ (Conca                                  0000_tr_5_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_InputLevel_00000000000\n",
      "                                                                 00000_tr_5_InputUnit_000000000000\n",
      "                                                                 0000_tr_5_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_InputLevel_00000000000\n",
      "                                                                 00000_tr_5_InputUnit_000000000000\n",
      "                                                                 0000_tr_5_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_InputLevel_00000000000\n",
      "                                                                 00000_tr_5_InputUnit_000000000000\n",
      "                                                                 0000_tr_5_0_inp[0][0]']          \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 156)         624         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_5_DenseLevel_0000000                                  00nan_tr_5_DenseLevel_00000000000\n",
      " 000000001_tr_5_DenseUnit_00000                                  00001_tr_5_DenseUnit_000000000000\n",
      " 00000000001_tr_5_1_btn_ (Batch                                  0001_tr_5_1_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 4)           628         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_5_DenseLevel_0000000                                  00nan_tr_5_DenseLevel_00000000000\n",
      " 000000001_tr_5_DenseUnit_00000                                  00001_tr_5_DenseUnit_000000000000\n",
      " 00000000001_tr_5_1_dns_ (Dense                                  0001_tr_5_1_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 164)         0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_5_DenseLevel_0000000                                  00nan_tr_5_DenseLevel_00000000000\n",
      " 000000001_tr_5_DenseUnit_00000                                  00001_tr_5_DenseUnit_000000000000\n",
      " 00000000001_tr_5_2_cat_ (Conca                                  0001_tr_5_1_dns_[0][0]',         \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00001_tr_5_DenseUnit_000000000000\n",
      "                                                                 0001_tr_5_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_InputLevel_00000000000\n",
      "                                                                 00000_tr_5_InputUnit_000000000000\n",
      "                                                                 0000_tr_5_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_InputLevel_00000000000\n",
      "                                                                 00000_tr_5_InputUnit_000000000000\n",
      "                                                                 0000_tr_5_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_InputLevel_00000000000\n",
      "                                                                 00000_tr_5_InputUnit_000000000000\n",
      "                                                                 0000_tr_5_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_InputLevel_00000000000\n",
      "                                                                 00000_tr_5_InputUnit_000000000000\n",
      "                                                                 0000_tr_5_0_inp[0][0]']          \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 156)         0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_5_DenseLevel_0000000                                  00nan_tr_5_InputLevel_00000000000\n",
      " 000000001_tr_5_DenseUnit_00000                                  00000_tr_5_InputUnit_000000000000\n",
      " 00000000001_tr_5_0_cat_ (Conca                                  0000_tr_5_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_InputLevel_00000000000\n",
      "                                                                 00000_tr_5_InputUnit_000000000000\n",
      "                                                                 0000_tr_5_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_InputLevel_00000000000\n",
      "                                                                 00000_tr_5_InputUnit_000000000000\n",
      "                                                                 0000_tr_5_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_InputLevel_00000000000\n",
      "                                                                 00000_tr_5_InputUnit_000000000000\n",
      "                                                                 0000_tr_5_0_inp[0][0]']          \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 164)         656         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_5_DenseLevel_0000000                                  00nan_tr_5_DenseLevel_00000000000\n",
      " 000000001_tr_5_DenseUnit_00000                                  00001_tr_5_DenseUnit_000000000000\n",
      " 00000000001_tr_5_2_btn_ (Batch                                  0001_tr_5_2_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 156)         624         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_5_DenseLevel_0000000                                  00nan_tr_5_DenseLevel_00000000000\n",
      " 000000001_tr_5_DenseUnit_00000                                  00001_tr_5_DenseUnit_000000000000\n",
      " 00000000001_tr_5_0_btn_ (Batch                                  0001_tr_5_0_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 4)           660         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_5_DenseLevel_0000000                                  00nan_tr_5_DenseLevel_00000000000\n",
      " 000000001_tr_5_DenseUnit_00000                                  00001_tr_5_DenseUnit_000000000000\n",
      " 00000000001_tr_5_2_dns_ (Dense                                  0001_tr_5_2_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 3)           471         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_5_DenseLevel_0000000                                  00nan_tr_5_DenseLevel_00000000000\n",
      " 000000001_tr_5_DenseUnit_00000                                  00001_tr_5_DenseUnit_000000000000\n",
      " 00000000001_tr_5_0_dns_ (Dense                                  0001_tr_5_0_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 100)         0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_5_DenseLevel_0000000                                  00nan_tr_5_InputLevel_00000000000\n",
      " 000000002_tr_5_DenseUnit_00000                                  00000_tr_5_InputUnit_000000000000\n",
      " 00000000002_tr_5_0_cat_ (Conca                                  0000_tr_5_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00001_tr_5_DenseUnit_000000000000\n",
      "                                                                 0001_tr_5_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00001_tr_5_DenseUnit_000000000000\n",
      "                                                                 0001_tr_5_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00001_tr_5_DenseUnit_000000000000\n",
      "                                                                 0001_tr_5_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_InputLevel_00000000000\n",
      "                                                                 00000_tr_5_InputUnit_000000000000\n",
      "                                                                 0000_tr_5_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00001_tr_5_DenseUnit_000000000000\n",
      "                                                                 0001_tr_5_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00001_tr_5_DenseUnit_000000000000\n",
      "                                                                 0001_tr_5_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00001_tr_5_DenseUnit_000000000000\n",
      "                                                                 0001_tr_5_1_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 100)         400         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_5_DenseLevel_0000000                                  00nan_tr_5_DenseLevel_00000000000\n",
      " 000000002_tr_5_DenseUnit_00000                                  00002_tr_5_DenseUnit_000000000000\n",
      " 00000000002_tr_5_0_btn_ (Batch                                  0002_tr_5_0_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 1)           101         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_5_DenseLevel_0000000                                  00nan_tr_5_DenseLevel_00000000000\n",
      " 000000002_tr_5_DenseUnit_00000                                  00002_tr_5_DenseUnit_000000000000\n",
      " 00000000002_tr_5_0_dns_ (Dense                                  0002_tr_5_0_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 95)          0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_5_DenseLevel_0000000                                  00nan_tr_5_InputLevel_00000000000\n",
      " 000000003_tr_5_DenseUnit_00000                                  00000_tr_5_InputUnit_000000000000\n",
      " 00000000003_tr_5_1_cat_ (Conca                                  0000_tr_5_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00001_tr_5_DenseUnit_000000000000\n",
      "                                                                 0001_tr_5_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00001_tr_5_DenseUnit_000000000000\n",
      "                                                                 0001_tr_5_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00002_tr_5_DenseUnit_000000000000\n",
      "                                                                 0002_tr_5_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_InputLevel_00000000000\n",
      "                                                                 00000_tr_5_InputUnit_000000000000\n",
      "                                                                 0000_tr_5_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00001_tr_5_DenseUnit_000000000000\n",
      "                                                                 0001_tr_5_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00001_tr_5_DenseUnit_000000000000\n",
      "                                                                 0001_tr_5_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00002_tr_5_DenseUnit_000000000000\n",
      "                                                                 0002_tr_5_0_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 95)          380         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_5_DenseLevel_0000000                                  00nan_tr_5_DenseLevel_00000000000\n",
      " 000000003_tr_5_DenseUnit_00000                                  00003_tr_5_DenseUnit_000000000000\n",
      " 00000000003_tr_5_1_btn_ (Batch                                  0003_tr_5_1_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 1)           96          ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_5_DenseLevel_0000000                                  00nan_tr_5_DenseLevel_00000000000\n",
      " 000000003_tr_5_DenseUnit_00000                                  00003_tr_5_DenseUnit_000000000000\n",
      " 00000000003_tr_5_1_dns_ (Dense                                  0003_tr_5_1_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 98)          0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_5_DenseLevel_0000000                                  00nan_tr_5_DenseLevel_00000000000\n",
      " 000000003_tr_5_DenseUnit_00000                                  00003_tr_5_DenseUnit_000000000000\n",
      " 00000000003_tr_5_2_cat_ (Conca                                  0003_tr_5_1_dns_[0][0]',         \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00003_tr_5_DenseUnit_000000000000\n",
      "                                                                 0003_tr_5_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_InputLevel_00000000000\n",
      "                                                                 00000_tr_5_InputUnit_000000000000\n",
      "                                                                 0000_tr_5_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00001_tr_5_DenseUnit_000000000000\n",
      "                                                                 0001_tr_5_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00001_tr_5_DenseUnit_000000000000\n",
      "                                                                 0001_tr_5_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00002_tr_5_DenseUnit_000000000000\n",
      "                                                                 0002_tr_5_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_InputLevel_00000000000\n",
      "                                                                 00000_tr_5_InputUnit_000000000000\n",
      "                                                                 0000_tr_5_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00001_tr_5_DenseUnit_000000000000\n",
      "                                                                 0001_tr_5_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00001_tr_5_DenseUnit_000000000000\n",
      "                                                                 0001_tr_5_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00002_tr_5_DenseUnit_000000000000\n",
      "                                                                 0002_tr_5_0_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 98)          392         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_5_DenseLevel_0000000                                  00nan_tr_5_DenseLevel_00000000000\n",
      " 000000003_tr_5_DenseUnit_00000                                  00003_tr_5_DenseUnit_000000000000\n",
      " 00000000003_tr_5_2_btn_ (Batch                                  0003_tr_5_2_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 2)           198         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_5_DenseLevel_0000000                                  00nan_tr_5_DenseLevel_00000000000\n",
      " 000000003_tr_5_DenseUnit_00000                                  00003_tr_5_DenseUnit_000000000000\n",
      " 00000000003_tr_5_2_dns_ (Dense                                  0003_tr_5_2_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 99)          0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_5_DenseLevel_0000000                                  00nan_tr_5_DenseLevel_00000000000\n",
      " 000000003_tr_5_DenseUnit_00000                                  00003_tr_5_DenseUnit_000000000000\n",
      " 00000000003_tr_5_3_cat_ (Conca                                  0003_tr_5_2_dns_[0][0]',         \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00003_tr_5_DenseUnit_000000000000\n",
      "                                                                 0003_tr_5_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00003_tr_5_DenseUnit_000000000000\n",
      "                                                                 0003_tr_5_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_InputLevel_00000000000\n",
      "                                                                 00000_tr_5_InputUnit_000000000000\n",
      "                                                                 0000_tr_5_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00001_tr_5_DenseUnit_000000000000\n",
      "                                                                 0001_tr_5_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00001_tr_5_DenseUnit_000000000000\n",
      "                                                                 0001_tr_5_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00002_tr_5_DenseUnit_000000000000\n",
      "                                                                 0002_tr_5_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_InputLevel_00000000000\n",
      "                                                                 00000_tr_5_InputUnit_000000000000\n",
      "                                                                 0000_tr_5_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00001_tr_5_DenseUnit_000000000000\n",
      "                                                                 0001_tr_5_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00001_tr_5_DenseUnit_000000000000\n",
      "                                                                 0001_tr_5_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00002_tr_5_DenseUnit_000000000000\n",
      "                                                                 0002_tr_5_0_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 95)          0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_5_DenseLevel_0000000                                  00nan_tr_5_InputLevel_00000000000\n",
      " 000000003_tr_5_DenseUnit_00000                                  00000_tr_5_InputUnit_000000000000\n",
      " 00000000003_tr_5_0_cat_ (Conca                                  0000_tr_5_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00001_tr_5_DenseUnit_000000000000\n",
      "                                                                 0001_tr_5_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00001_tr_5_DenseUnit_000000000000\n",
      "                                                                 0001_tr_5_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00002_tr_5_DenseUnit_000000000000\n",
      "                                                                 0002_tr_5_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_InputLevel_00000000000\n",
      "                                                                 00000_tr_5_InputUnit_000000000000\n",
      "                                                                 0000_tr_5_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00001_tr_5_DenseUnit_000000000000\n",
      "                                                                 0001_tr_5_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00001_tr_5_DenseUnit_000000000000\n",
      "                                                                 0001_tr_5_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00002_tr_5_DenseUnit_000000000000\n",
      "                                                                 0002_tr_5_0_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 99)          396         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_5_DenseLevel_0000000                                  00nan_tr_5_DenseLevel_00000000000\n",
      " 000000003_tr_5_DenseUnit_00000                                  00003_tr_5_DenseUnit_000000000000\n",
      " 00000000003_tr_5_3_btn_ (Batch                                  0003_tr_5_3_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 95)          380         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_5_DenseLevel_0000000                                  00nan_tr_5_DenseLevel_00000000000\n",
      " 000000003_tr_5_DenseUnit_00000                                  00003_tr_5_DenseUnit_000000000000\n",
      " 00000000003_tr_5_0_btn_ (Batch                                  0003_tr_5_0_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 3)           300         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_5_DenseLevel_0000000                                  00nan_tr_5_DenseLevel_00000000000\n",
      " 000000003_tr_5_DenseUnit_00000                                  00003_tr_5_DenseUnit_000000000000\n",
      " 00000000003_tr_5_3_dns_ (Dense                                  0003_tr_5_3_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 1)           96          ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_5_DenseLevel_0000000                                  00nan_tr_5_DenseLevel_00000000000\n",
      " 000000003_tr_5_DenseUnit_00000                                  00003_tr_5_DenseUnit_000000000000\n",
      " 00000000003_tr_5_0_dns_ (Dense                                  0003_tr_5_0_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 112)         0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_5_FinalDenseLevel_00                                  00nan_tr_5_DenseLevel_00000000000\n",
      " 00000000000004_tr_5_FinalDense                                  00003_tr_5_DenseUnit_000000000000\n",
      " Unit_0000000000000004_tr_5_0_c                                  0003_tr_5_2_dns_[0][0]',         \n",
      " at_ (Concatenate)                                                'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00003_tr_5_DenseUnit_000000000000\n",
      "                                                                 0003_tr_5_3_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00003_tr_5_DenseUnit_000000000000\n",
      "                                                                 0003_tr_5_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00003_tr_5_DenseUnit_000000000000\n",
      "                                                                 0003_tr_5_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00003_tr_5_DenseUnit_000000000000\n",
      "                                                                 0003_tr_5_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00003_tr_5_DenseUnit_000000000000\n",
      "                                                                 0003_tr_5_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00003_tr_5_DenseUnit_000000000000\n",
      "                                                                 0003_tr_5_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00003_tr_5_DenseUnit_000000000000\n",
      "                                                                 0003_tr_5_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_InputLevel_00000000000\n",
      "                                                                 00000_tr_5_InputUnit_000000000000\n",
      "                                                                 0000_tr_5_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00001_tr_5_DenseUnit_000000000000\n",
      "                                                                 0001_tr_5_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00002_tr_5_DenseUnit_000000000000\n",
      "                                                                 0002_tr_5_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00003_tr_5_DenseUnit_000000000000\n",
      "                                                                 0003_tr_5_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00003_tr_5_DenseUnit_000000000000\n",
      "                                                                 0003_tr_5_3_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00003_tr_5_DenseUnit_000000000000\n",
      "                                                                 0003_tr_5_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_InputLevel_00000000000\n",
      "                                                                 00000_tr_5_InputUnit_000000000000\n",
      "                                                                 0000_tr_5_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00001_tr_5_DenseUnit_000000000000\n",
      "                                                                 0001_tr_5_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00002_tr_5_DenseUnit_000000000000\n",
      "                                                                 0002_tr_5_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00003_tr_5_DenseUnit_000000000000\n",
      "                                                                 0003_tr_5_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00003_tr_5_DenseUnit_000000000000\n",
      "                                                                 0003_tr_5_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_5_DenseLevel_00000000000\n",
      "                                                                 00003_tr_5_DenseUnit_000000000000\n",
      "                                                                 0003_tr_5_2_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 112)         448         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_5_FinalDenseLevel_00                                  00nan_tr_5_FinalDenseLevel_000000\n",
      " 00000000000004_tr_5_FinalDense                                  0000000004_tr_5_FinalDenseUnit_00\n",
      " Unit_0000000000000004_tr_5_0_b                                  00000000000004_tr_5_0_cat_[0][0]'\n",
      " tn_ (BatchNormalization)                                        ]                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 1)           113         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_5_FinalDenseLevel_00                                  00nan_tr_5_FinalDenseLevel_000000\n",
      " 00000000000004_tr_5_FinalDense                                  0000000004_tr_5_FinalDenseUnit_00\n",
      " Unit_0000000000000004_tr_5_0_d                                  00000000000004_tr_5_0_btn_[0][0]'\n",
      " ns_ (Dense)                                                     ]                                \n",
      "                                                                                                  \n",
      "==================================================================================================\n",
      "Total params: 6,963\n",
      "Trainable params: 4,813\n",
      "Non-trainable params: 2,150\n",
      "__________________________________________________________________________________________________\n",
      "None\n",
      "Epoch 1/10\n",
      "20/20 [==============================] - 26s 505ms/step - loss: 40897122304.0000 - root_mean_squared_error: 197677.5469 - val_loss: 35476672512.0000 - val_root_mean_squared_error: 188352.5156\n",
      "Epoch 2/10\n",
      "20/20 [==============================] - 0s 9ms/step - loss: 40896724992.0000 - root_mean_squared_error: 202229.3906 - val_loss: 35556470784.0000 - val_root_mean_squared_error: 188564.2344\n",
      "Epoch 3/10\n",
      "20/20 [==============================] - 0s 9ms/step - loss: 40896339968.0000 - root_mean_squared_error: 202228.4375 - val_loss: 35603668992.0000 - val_root_mean_squared_error: 188689.3438\n",
      "Epoch 4/10\n",
      "20/20 [==============================] - 0s 9ms/step - loss: 40895922176.0000 - root_mean_squared_error: 202227.4062 - val_loss: 35627225088.0000 - val_root_mean_squared_error: 188751.7500\n",
      "Epoch 5/10\n",
      "20/20 [==============================] - 0s 10ms/step - loss: 40895451136.0000 - root_mean_squared_error: 202226.2344 - val_loss: 35633717248.0000 - val_root_mean_squared_error: 188768.9531\n",
      "Epoch 6/10\n",
      "20/20 [==============================] - 0s 9ms/step - loss: 40894930944.0000 - root_mean_squared_error: 202224.9531 - val_loss: 35634466816.0000 - val_root_mean_squared_error: 188770.9375\n",
      "Epoch 7/10\n",
      "20/20 [==============================] - 0s 12ms/step - loss: 40894332928.0000 - root_mean_squared_error: 202223.4688 - val_loss: 35630825472.0000 - val_root_mean_squared_error: 188761.2969\n",
      "Epoch 8/10\n",
      "20/20 [==============================] - 0s 12ms/step - loss: 40893689856.0000 - root_mean_squared_error: 202221.8750 - val_loss: 35633758208.0000 - val_root_mean_squared_error: 188769.0625\n",
      "Epoch 9/10\n",
      "20/20 [==============================] - 0s 11ms/step - loss: 40892882944.0000 - root_mean_squared_error: 202219.8906 - val_loss: 35635245056.0000 - val_root_mean_squared_error: 188773.0000\n",
      "Epoch 10/10\n",
      "20/20 [==============================] - 0s 9ms/step - loss: 40892059648.0000 - root_mean_squared_error: 202217.8594 - val_loss: 35638685696.0000 - val_root_mean_squared_error: 188782.1094\n",
      "this is neural_network_spec_file 2023_01_08_00_18_cerebros_auto_ml_test_meta_215379671908/model_architectures/tr_0000000000000005_subtrial_0000000000000000.txt\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:absl:Function `_wrapped_model` contains input name(s) NeuralNetworkFuture_0000000000000nan_tr_5_InputLevel_0000000000000000_tr_5_InputUnit_0000000000000000_tr_5_0_inp with unsupported characters which will be renamed to neuralnetworkfuture_0000000000000nan_tr_5_inputlevel_0000000000000000_tr_5_inputunit_0000000000000000_tr_5_0_inp in the SavedModel.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "returning trial 5 oracles\n",
      "           loss  root_mean_squared_error      val_loss  \\\n",
      "0  4.089712e+10            197677.546875  3.547667e+10   \n",
      "1  4.089672e+10            202229.390625  3.555647e+10   \n",
      "2  4.089634e+10            202228.437500  3.560367e+10   \n",
      "3  4.089592e+10            202227.406250  3.562723e+10   \n",
      "4  4.089545e+10            202226.234375  3.563372e+10   \n",
      "5  4.089493e+10            202224.953125  3.563447e+10   \n",
      "6  4.089433e+10            202223.468750  3.563083e+10   \n",
      "7  4.089369e+10            202221.875000  3.563376e+10   \n",
      "8  4.089288e+10            202219.890625  3.563525e+10   \n",
      "9  4.089206e+10            202217.859375  3.563869e+10   \n",
      "\n",
      "   val_root_mean_squared_error  trial_number  subtrial_number  \\\n",
      "0                188352.515625             5                0   \n",
      "1                188564.234375             5                0   \n",
      "2                188689.343750             5                0   \n",
      "3                188751.750000             5                0   \n",
      "4                188768.953125             5                0   \n",
      "5                188770.937500             5                0   \n",
      "6                188761.296875             5                0   \n",
      "7                188769.062500             5                0   \n",
      "8                188773.000000             5                0   \n",
      "9                188782.109375             5                0   \n",
      "\n",
      "                                          model_name  \n",
      "0  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "1  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "2  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "3  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "4  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "5  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "6  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "7  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "8  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "9  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "nan\n",
      ">nnf>ceil\n",
      "k is: 0 value is: [{'1': <class 'cerebros.units.units.InputUnit'>}]\n",
      "0\n",
      "k is: 1 value is: [{'3': <class 'cerebros.units.units.DenseUnit'>}]\n",
      "1\n",
      "Trying to create level 1\n",
      "We think level 1's predecessors are: [0]\n",
      "k is: 2 value is: [{'3': <class 'cerebros.units.units.DenseUnit'>}, {'2': <class 'cerebros.units.units.DenseUnit'>}, {'1': <class 'cerebros.units.units.DenseUnit'>}]\n",
      "2\n",
      "Trying to create level 2\n",
      "We think level 2's predecessors are: [0, 1]\n",
      "k is: 3 value is: [{'1': <class 'cerebros.units.units.FinalDenseUnit'>}]\n",
      "3\n",
      "Trying to create Final level 3\n",
      "Trying to create level 3\n",
      "We think level final level 3's predecessors are: [0, 1, 2]\n",
      "levels:\n",
      "[0, 1, 2, 3]\n",
      "{'0': 'InputUnitModule'}\n",
      "{'3': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'3': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'2': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'1': <class 'cerebros.units.units.DenseUnit'>}\n",
      "Debug: I am 3 selecting 2\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "Setting levels_unmaterialized[0] level_number 0 to have first successor: levels_unmaterialized[:1], having level_numbers of [1, 2, 3]\n",
      "Setting levels_unmaterialized[1] level_number 1 to have first successor: levels_unmaterialized[:2], having level_numbers of [2, 3]\n",
      "Setting levels_unmaterialized[2] level_number 2 to have first successor: levels_unmaterialized[:3], having level_numbers of [3]\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "{'3': <class 'cerebros.units.units.DenseUnit'>}\n",
      "debug: meta_level_number\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_6_DenseLevel_0000000000000001_tr_6_DenseUnit_0000000000000001_tr_6_0 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_InputLevel_0000000000000000_tr_6_InputUnit_0000000000000000_tr_6_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_InputLevel_0000000000000000_tr_6_InputUnit_0000000000000000_tr_6_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_InputLevel_0000000000000000_tr_6_InputUnit_0000000000000000_tr_6_0_inp')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_InputLevel_0000000000000000_tr_6_InputUnit_0000000000000000_tr_6_0_inp')>]\n",
      "{'3': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'2': <class 'cerebros.units.units.DenseUnit'>}\n",
      "{'1': <class 'cerebros.units.units.DenseUnit'>}\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "debug: meta_level_number\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_6_DenseLevel_0000000000000002_tr_6_DenseUnit_0000000000000002_tr_6_0 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_InputLevel_0000000000000000_tr_6_InputUnit_0000000000000000_tr_6_0_inp')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_DenseLevel_0000000000000001_tr_6_DenseUnit_0000000000000001_tr_6_0_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_InputLevel_0000000000000000_tr_6_InputUnit_0000000000000000_tr_6_0_inp')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_DenseLevel_0000000000000001_tr_6_DenseUnit_0000000000000001_tr_6_0_dns_')>]\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_6_DenseLevel_0000000000000002_tr_6_DenseUnit_0000000000000002_tr_6_1 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_InputLevel_0000000000000000_tr_6_InputUnit_0000000000000000_tr_6_0_inp')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_DenseLevel_0000000000000001_tr_6_DenseUnit_0000000000000001_tr_6_0_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_InputLevel_0000000000000000_tr_6_InputUnit_0000000000000000_tr_6_0_inp')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_DenseLevel_0000000000000001_tr_6_DenseUnit_0000000000000001_tr_6_0_dns_')>]\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_6_DenseLevel_0000000000000002_tr_6_DenseUnit_0000000000000002_tr_6_2 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_DenseLevel_0000000000000002_tr_6_DenseUnit_0000000000000002_tr_6_1_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_InputLevel_0000000000000000_tr_6_InputUnit_0000000000000000_tr_6_0_inp')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_DenseLevel_0000000000000001_tr_6_DenseUnit_0000000000000001_tr_6_0_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_InputLevel_0000000000000000_tr_6_InputUnit_0000000000000000_tr_6_0_inp')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_DenseLevel_0000000000000001_tr_6_DenseUnit_0000000000000001_tr_6_0_dns_')>]\n",
      "{'1': <class 'cerebros.units.units.FinalDenseUnit'>}\n",
      "debug: meta_level_number\n",
      "Debug: successor_connectivity_errors_2d []\n",
      "materialize:_NeuralNetworkFuture_0000000000000nan_tr_6_FinalDenseLevel_0000000000000003_tr_6_FinalDenseUnit_0000000000000003_tr_6_0 called\n",
      "materialized network layers\n",
      "[<KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_DenseLevel_0000000000000002_tr_6_DenseUnit_0000000000000002_tr_6_0_dns_')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_DenseLevel_0000000000000002_tr_6_DenseUnit_0000000000000002_tr_6_1_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_DenseLevel_0000000000000002_tr_6_DenseUnit_0000000000000002_tr_6_0_dns_')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_DenseLevel_0000000000000002_tr_6_DenseUnit_0000000000000002_tr_6_1_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_DenseLevel_0000000000000002_tr_6_DenseUnit_0000000000000002_tr_6_2_dns_')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_DenseLevel_0000000000000002_tr_6_DenseUnit_0000000000000002_tr_6_1_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_InputLevel_0000000000000000_tr_6_InputUnit_0000000000000000_tr_6_0_inp')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_DenseLevel_0000000000000001_tr_6_DenseUnit_0000000000000001_tr_6_0_dns_')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_DenseLevel_0000000000000002_tr_6_DenseUnit_0000000000000002_tr_6_1_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_DenseLevel_0000000000000002_tr_6_DenseUnit_0000000000000002_tr_6_2_dns_')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_DenseLevel_0000000000000002_tr_6_DenseUnit_0000000000000002_tr_6_1_dns_')>, <KerasTensor: shape=(None, 39) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_InputLevel_0000000000000000_tr_6_InputUnit_0000000000000000_tr_6_0_inp')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_DenseLevel_0000000000000001_tr_6_DenseUnit_0000000000000001_tr_6_0_dns_')>, <KerasTensor: shape=(None, 3) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_DenseLevel_0000000000000002_tr_6_DenseUnit_0000000000000002_tr_6_0_dns_')>, <KerasTensor: shape=(None, 2) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_DenseLevel_0000000000000002_tr_6_DenseUnit_0000000000000002_tr_6_1_dns_')>, <KerasTensor: shape=(None, 1) dtype=float32 (created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_DenseLevel_0000000000000002_tr_6_DenseUnit_0000000000000002_tr_6_2_dns_')>]\n",
      "inputs\n",
      "KerasTensor(type_spec=TensorSpec(shape=(None, 39), dtype=tf.float32, name='NeuralNetworkFuture_0000000000000nan_tr_6_InputLevel_0000000000000000_tr_6_InputUnit_0000000000000000_tr_6_0_inp'), name='NeuralNetworkFuture_0000000000000nan_tr_6_InputLevel_0000000000000000_tr_6_InputUnit_0000000000000000_tr_6_0_inp', description=\"created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_InputLevel_0000000000000000_tr_6_InputUnit_0000000000000000_tr_6_0_inp'\")\n",
      "\n",
      "outputs\n",
      "KerasTensor(type_spec=TensorSpec(shape=(None, 1), dtype=tf.float32, name=None), name='NeuralNetworkFuture_0000000000000nan_tr_6_FinalDenseLevel_0000000000000003_tr_6_FinalDenseUnit_0000000000000003_tr_6_0_dns_/BiasAdd:0', description=\"created by layer 'NeuralNetworkFuture_0000000000000nan_tr_6_FinalDenseLevel_0000000000000003_tr_6_FinalDenseUnit_0000000000000003_tr_6_0_dns_'\")\n",
      "Model: \"NeuralNetworkFuture_0000000000000nan_tr_6_nn_materialized\"\n",
      "__________________________________________________________________________________________________\n",
      " Layer (type)                   Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      " NeuralNetworkFuture_0000000000  [(None, 39)]        0           []                               \n",
      " 000nan_tr_6_InputLevel_0000000                                                                   \n",
      " 000000000_tr_6_InputUnit_00000                                                                   \n",
      " 00000000000_tr_6_0_inp (InputL                                                                   \n",
      " ayer)                                                                                            \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 156)         0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_6_DenseLevel_0000000                                  00nan_tr_6_InputLevel_00000000000\n",
      " 000000001_tr_6_DenseUnit_00000                                  00000_tr_6_InputUnit_000000000000\n",
      " 00000000001_tr_6_0_cat_ (Conca                                  0000_tr_6_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_6_InputLevel_00000000000\n",
      "                                                                 00000_tr_6_InputUnit_000000000000\n",
      "                                                                 0000_tr_6_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_6_InputLevel_00000000000\n",
      "                                                                 00000_tr_6_InputUnit_000000000000\n",
      "                                                                 0000_tr_6_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_6_InputLevel_00000000000\n",
      "                                                                 00000_tr_6_InputUnit_000000000000\n",
      "                                                                 0000_tr_6_0_inp[0][0]']          \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 156)         624         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_6_DenseLevel_0000000                                  00nan_tr_6_DenseLevel_00000000000\n",
      " 000000001_tr_6_DenseUnit_00000                                  00001_tr_6_DenseUnit_000000000000\n",
      " 00000000001_tr_6_0_btn_ (Batch                                  0001_tr_6_0_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 3)           471         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_6_DenseLevel_0000000                                  00nan_tr_6_DenseLevel_00000000000\n",
      " 000000001_tr_6_DenseUnit_00000                                  00001_tr_6_DenseUnit_000000000000\n",
      " 00000000001_tr_6_0_dns_ (Dense                                  0001_tr_6_0_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 84)          0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_6_DenseLevel_0000000                                  00nan_tr_6_InputLevel_00000000000\n",
      " 000000002_tr_6_DenseUnit_00000                                  00000_tr_6_InputUnit_000000000000\n",
      " 00000000002_tr_6_1_cat_ (Conca                                  0000_tr_6_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_6_DenseLevel_00000000000\n",
      "                                                                 00001_tr_6_DenseUnit_000000000000\n",
      "                                                                 0001_tr_6_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_6_InputLevel_00000000000\n",
      "                                                                 00000_tr_6_InputUnit_000000000000\n",
      "                                                                 0000_tr_6_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_6_DenseLevel_00000000000\n",
      "                                                                 00001_tr_6_DenseUnit_000000000000\n",
      "                                                                 0001_tr_6_0_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 84)          336         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_6_DenseLevel_0000000                                  00nan_tr_6_DenseLevel_00000000000\n",
      " 000000002_tr_6_DenseUnit_00000                                  00002_tr_6_DenseUnit_000000000000\n",
      " 00000000002_tr_6_1_btn_ (Batch                                  0002_tr_6_1_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 2)           170         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_6_DenseLevel_0000000                                  00nan_tr_6_DenseLevel_00000000000\n",
      " 000000002_tr_6_DenseUnit_00000                                  00002_tr_6_DenseUnit_000000000000\n",
      " 00000000002_tr_6_1_dns_ (Dense                                  0002_tr_6_1_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 84)          0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_6_DenseLevel_0000000                                  00nan_tr_6_InputLevel_00000000000\n",
      " 000000002_tr_6_DenseUnit_00000                                  00000_tr_6_InputUnit_000000000000\n",
      " 00000000002_tr_6_0_cat_ (Conca                                  0000_tr_6_0_inp[0][0]',          \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_6_DenseLevel_00000000000\n",
      "                                                                 00001_tr_6_DenseUnit_000000000000\n",
      "                                                                 0001_tr_6_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_6_InputLevel_00000000000\n",
      "                                                                 00000_tr_6_InputUnit_000000000000\n",
      "                                                                 0000_tr_6_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_6_DenseLevel_00000000000\n",
      "                                                                 00001_tr_6_DenseUnit_000000000000\n",
      "                                                                 0001_tr_6_0_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 86)          0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_6_DenseLevel_0000000                                  00nan_tr_6_DenseLevel_00000000000\n",
      " 000000002_tr_6_DenseUnit_00000                                  00002_tr_6_DenseUnit_000000000000\n",
      " 00000000002_tr_6_2_cat_ (Conca                                  0002_tr_6_1_dns_[0][0]',         \n",
      " tenate)                                                          'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_6_InputLevel_00000000000\n",
      "                                                                 00000_tr_6_InputUnit_000000000000\n",
      "                                                                 0000_tr_6_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_6_DenseLevel_00000000000\n",
      "                                                                 00001_tr_6_DenseUnit_000000000000\n",
      "                                                                 0001_tr_6_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_6_InputLevel_00000000000\n",
      "                                                                 00000_tr_6_InputUnit_000000000000\n",
      "                                                                 0000_tr_6_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_6_DenseLevel_00000000000\n",
      "                                                                 00001_tr_6_DenseUnit_000000000000\n",
      "                                                                 0001_tr_6_0_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 84)          336         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_6_DenseLevel_0000000                                  00nan_tr_6_DenseLevel_00000000000\n",
      " 000000002_tr_6_DenseUnit_00000                                  00002_tr_6_DenseUnit_000000000000\n",
      " 00000000002_tr_6_0_btn_ (Batch                                  0002_tr_6_0_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 86)          344         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_6_DenseLevel_0000000                                  00nan_tr_6_DenseLevel_00000000000\n",
      " 000000002_tr_6_DenseUnit_00000                                  00002_tr_6_DenseUnit_000000000000\n",
      " 00000000002_tr_6_2_btn_ (Batch                                  0002_tr_6_2_cat_[0][0]']         \n",
      " Normalization)                                                                                   \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 3)           255         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_6_DenseLevel_0000000                                  00nan_tr_6_DenseLevel_00000000000\n",
      " 000000002_tr_6_DenseUnit_00000                                  00002_tr_6_DenseUnit_000000000000\n",
      " 00000000002_tr_6_0_dns_ (Dense                                  0002_tr_6_0_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 1)           87          ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_6_DenseLevel_0000000                                  00nan_tr_6_DenseLevel_00000000000\n",
      " 000000002_tr_6_DenseUnit_00000                                  00002_tr_6_DenseUnit_000000000000\n",
      " 00000000002_tr_6_2_dns_ (Dense                                  0002_tr_6_2_btn_[0][0]']         \n",
      " )                                                                                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 108)         0           ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_6_FinalDenseLevel_00                                  00nan_tr_6_DenseLevel_00000000000\n",
      " 00000000000003_tr_6_FinalDense                                  00002_tr_6_DenseUnit_000000000000\n",
      " Unit_0000000000000003_tr_6_0_c                                  0002_tr_6_0_dns_[0][0]',         \n",
      " at_ (Concatenate)                                                'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_6_DenseLevel_00000000000\n",
      "                                                                 00002_tr_6_DenseUnit_000000000000\n",
      "                                                                 0002_tr_6_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_6_DenseLevel_00000000000\n",
      "                                                                 00002_tr_6_DenseUnit_000000000000\n",
      "                                                                 0002_tr_6_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_6_DenseLevel_00000000000\n",
      "                                                                 00002_tr_6_DenseUnit_000000000000\n",
      "                                                                 0002_tr_6_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_6_DenseLevel_00000000000\n",
      "                                                                 00002_tr_6_DenseUnit_000000000000\n",
      "                                                                 0002_tr_6_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_6_DenseLevel_00000000000\n",
      "                                                                 00002_tr_6_DenseUnit_000000000000\n",
      "                                                                 0002_tr_6_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_6_InputLevel_00000000000\n",
      "                                                                 00000_tr_6_InputUnit_000000000000\n",
      "                                                                 0000_tr_6_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_6_DenseLevel_00000000000\n",
      "                                                                 00001_tr_6_DenseUnit_000000000000\n",
      "                                                                 0001_tr_6_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_6_DenseLevel_00000000000\n",
      "                                                                 00002_tr_6_DenseUnit_000000000000\n",
      "                                                                 0002_tr_6_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_6_DenseLevel_00000000000\n",
      "                                                                 00002_tr_6_DenseUnit_000000000000\n",
      "                                                                 0002_tr_6_2_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_6_DenseLevel_00000000000\n",
      "                                                                 00002_tr_6_DenseUnit_000000000000\n",
      "                                                                 0002_tr_6_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_6_InputLevel_00000000000\n",
      "                                                                 00000_tr_6_InputUnit_000000000000\n",
      "                                                                 0000_tr_6_0_inp[0][0]',          \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_6_DenseLevel_00000000000\n",
      "                                                                 00001_tr_6_DenseUnit_000000000000\n",
      "                                                                 0001_tr_6_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_6_DenseLevel_00000000000\n",
      "                                                                 00002_tr_6_DenseUnit_000000000000\n",
      "                                                                 0002_tr_6_0_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_6_DenseLevel_00000000000\n",
      "                                                                 00002_tr_6_DenseUnit_000000000000\n",
      "                                                                 0002_tr_6_1_dns_[0][0]',         \n",
      "                                                                  'NeuralNetworkFuture_00000000000\n",
      "                                                                 00nan_tr_6_DenseLevel_00000000000\n",
      "                                                                 00002_tr_6_DenseUnit_000000000000\n",
      "                                                                 0002_tr_6_2_dns_[0][0]']         \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 108)         432         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_6_FinalDenseLevel_00                                  00nan_tr_6_FinalDenseLevel_000000\n",
      " 00000000000003_tr_6_FinalDense                                  0000000003_tr_6_FinalDenseUnit_00\n",
      " Unit_0000000000000003_tr_6_0_b                                  00000000000003_tr_6_0_cat_[0][0]'\n",
      " tn_ (BatchNormalization)                                        ]                                \n",
      "                                                                                                  \n",
      " NeuralNetworkFuture_0000000000  (None, 1)           109         ['NeuralNetworkFuture_00000000000\n",
      " 000nan_tr_6_FinalDenseLevel_00                                  00nan_tr_6_FinalDenseLevel_000000\n",
      " 00000000000003_tr_6_FinalDense                                  0000000003_tr_6_FinalDenseUnit_00\n",
      " Unit_0000000000000003_tr_6_0_d                                  00000000000003_tr_6_0_btn_[0][0]'\n",
      " ns_ (Dense)                                                     ]                                \n",
      "                                                                                                  \n",
      "==================================================================================================\n",
      "Total params: 3,164\n",
      "Trainable params: 2,128\n",
      "Non-trainable params: 1,036\n",
      "__________________________________________________________________________________________________\n",
      "None\n",
      "Epoch 1/10\n",
      "20/20 [==============================] - 11s 233ms/step - loss: 40897110016.0000 - root_mean_squared_error: 197625.3125 - val_loss: 35842617344.0000 - val_root_mean_squared_error: 189321.4688\n",
      "Epoch 2/10\n",
      "20/20 [==============================] - 0s 11ms/step - loss: 40896843776.0000 - root_mean_squared_error: 202229.6875 - val_loss: 35830648832.0000 - val_root_mean_squared_error: 189289.8594\n",
      "Epoch 3/10\n",
      "20/20 [==============================] - 0s 6ms/step - loss: 40896552960.0000 - root_mean_squared_error: 202228.9688 - val_loss: 35809095680.0000 - val_root_mean_squared_error: 189232.9062\n",
      "Epoch 4/10\n",
      "20/20 [==============================] - 0s 6ms/step - loss: 40896221184.0000 - root_mean_squared_error: 202228.1406 - val_loss: 35789594624.0000 - val_root_mean_squared_error: 189181.3750\n",
      "Epoch 5/10\n",
      "20/20 [==============================] - 0s 7ms/step - loss: 40895815680.0000 - root_mean_squared_error: 202227.1406 - val_loss: 35770703872.0000 - val_root_mean_squared_error: 189131.4531\n",
      "Epoch 6/10\n",
      "20/20 [==============================] - 0s 6ms/step - loss: 40895332352.0000 - root_mean_squared_error: 202225.9375 - val_loss: 35759357952.0000 - val_root_mean_squared_error: 189101.4531\n",
      "Epoch 7/10\n",
      "20/20 [==============================] - 0s 8ms/step - loss: 40894775296.0000 - root_mean_squared_error: 202224.5625 - val_loss: 35754053632.0000 - val_root_mean_squared_error: 189087.4219\n",
      "Epoch 8/10\n",
      "20/20 [==============================] - 0s 9ms/step - loss: 40894152704.0000 - root_mean_squared_error: 202223.0312 - val_loss: 35747176448.0000 - val_root_mean_squared_error: 189069.2344\n",
      "Epoch 9/10\n",
      "20/20 [==============================] - 0s 9ms/step - loss: 40893435904.0000 - root_mean_squared_error: 202221.2500 - val_loss: 35742515200.0000 - val_root_mean_squared_error: 189056.9062\n",
      "Epoch 10/10\n",
      "20/20 [==============================] - 0s 7ms/step - loss: 40892624896.0000 - root_mean_squared_error: 202219.2500 - val_loss: 35734614016.0000 - val_root_mean_squared_error: 189036.0156\n",
      "this is neural_network_spec_file 2023_01_08_00_18_cerebros_auto_ml_test_meta_215379671908/model_architectures/tr_0000000000000006_subtrial_0000000000000000.txt\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:absl:Function `_wrapped_model` contains input name(s) NeuralNetworkFuture_0000000000000nan_tr_6_InputLevel_0000000000000000_tr_6_InputUnit_0000000000000000_tr_6_0_inp with unsupported characters which will be renamed to neuralnetworkfuture_0000000000000nan_tr_6_inputlevel_0000000000000000_tr_6_inputunit_0000000000000000_tr_6_0_inp in the SavedModel.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "returning trial 6 oracles\n",
      "           loss  root_mean_squared_error      val_loss  \\\n",
      "0  4.089711e+10            197625.312500  3.584262e+10   \n",
      "1  4.089684e+10            202229.687500  3.583065e+10   \n",
      "2  4.089655e+10            202228.968750  3.580910e+10   \n",
      "3  4.089622e+10            202228.140625  3.578959e+10   \n",
      "4  4.089582e+10            202227.140625  3.577070e+10   \n",
      "5  4.089533e+10            202225.937500  3.575936e+10   \n",
      "6  4.089478e+10            202224.562500  3.575405e+10   \n",
      "7  4.089415e+10            202223.031250  3.574718e+10   \n",
      "8  4.089344e+10            202221.250000  3.574252e+10   \n",
      "9  4.089262e+10            202219.250000  3.573461e+10   \n",
      "\n",
      "   val_root_mean_squared_error  trial_number  subtrial_number  \\\n",
      "0                189321.468750             6                0   \n",
      "1                189289.859375             6                0   \n",
      "2                189232.906250             6                0   \n",
      "3                189181.375000             6                0   \n",
      "4                189131.453125             6                0   \n",
      "5                189101.453125             6                0   \n",
      "6                189087.421875             6                0   \n",
      "7                189069.234375             6                0   \n",
      "8                189056.906250             6                0   \n",
      "9                189036.015625             6                0   \n",
      "\n",
      "                                          model_name  \n",
      "0  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "1  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "2  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "3  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "4  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "5  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "6  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "7  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "8  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "9  2023_01_08_00_18_cerebros_auto_ml_test_meta_21...  \n",
      "Index(['loss', 'root_mean_squared_error', 'val_loss',\n",
      "       'val_root_mean_squared_error', 'trial_number', 'subtrial_number',\n",
      "       'model_name'],\n",
      "      dtype='object')\n",
      "metric_to_rank_by is: 'val_root_mean_squared_error'\n",
      "Type of metric_to_rank_by is: <class 'str'>\n",
      "metric_to_rank_by is: 'val_root_mean_squared_error'\n",
      "Type of metric_to_rank_by is: <class 'str'>\n",
      "Best result this trial was: 188352.515625\n",
      "Type of best result: <class 'float'>\n",
      "Best medel name: 2023_01_08_00_18_cerebros_auto_ml_test_meta_215379671908/models/tr_0000000000000005_subtrial_0000000000000000\n"
     ]
    }
   ],
   "source": [
    "\n",
    "\n",
    "INPUT_SHAPES = [training_x[i].shape[1] for i in np.arange(len(training_x))]\n",
    "\n",
    "OUTPUT_SHAPES = [1]\n",
    "\n",
    "meta_trial_number = str(int(np.random.random() * 10 ** 12))\n",
    "\n",
    "\n",
    "cerebros_automl = SimpleCerebrosRandomSearch(\n",
    "    unit_type=DenseUnit,\n",
    "    input_shapes=INPUT_SHAPES,\n",
    "    output_shapes=OUTPUT_SHAPES,\n",
    "    training_data=training_x,\n",
    "    labels=train_labels,\n",
    "    validation_split=0.35,\n",
    "    direction='minimize',\n",
    "    metric_to_rank_by='val_root_mean_squared_error',\n",
    "    minimum_levels=2,\n",
    "    maximum_levels=maximum_levels,\n",
    "    minimum_units_per_level=1,\n",
    "    maximum_units_per_level=maximum_units_per_level,\n",
    "    minimum_neurons_per_unit=1,\n",
    "    maximum_neurons_per_unit=maximum_neurons_per_unit,\n",
    "    activation=activation,\n",
    "    final_activation=None,\n",
    "    number_of_architecture_moities_to_try=7,\n",
    "    number_of_tries_per_architecture_moity=1,\n",
    "    minimum_skip_connection_depth=1,\n",
    "    maximum_skip_connection_depth=7,\n",
    "    predecessor_level_connection_affinity_factor_first=predecessor_level_connection_affinity_factor_first,\n",
    "    predecessor_level_connection_affinity_factor_first_rounding_rule='ceil',\n",
    "    predecessor_level_connection_affinity_factor_main=predecessor_level_connection_affinity_factor_main,\n",
    "    predecessor_level_connection_affinity_factor_main_rounding_rule='ceil',\n",
    "    predecessor_level_connection_affinity_factor_decay_main=zero_7_exp_decay,\n",
    "    seed=8675309,\n",
    "    max_consecutive_lateral_connections=max_consecutive_lateral_connections,\n",
    "    gate_after_n_lateral_connections=3,\n",
    "    gate_activation_function=simple_sigmoid,\n",
    "    p_lateral_connection=p_lateral_connection,\n",
    "    p_lateral_connection_decay=zero_95_exp_decay,\n",
    "    num_lateral_connection_tries_per_unit=num_lateral_connection_tries_per_unit,\n",
    "    learning_rate=learning_rate,\n",
    "    loss='mse',\n",
    "    metrics=[tf.keras.metrics.RootMeanSquaredError()],\n",
    "    epochs=epochs,\n",
    "    project_name=f\"{PROJECT_NAME}_meta_{meta_trial_number}\",\n",
    "    # use_multiprocessing_for_multiple_neural_networks=False,  # pull this param\n",
    "    model_graphs='model_graphs',\n",
    "    batch_size=batch_size,\n",
    "    meta_trial_number=meta_trial_number)\n",
    "val_root_mean_squared_error = cerebros_automl.run_random_search()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "tags": [
     "pipeline-metrics"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "188352.515625\n"
     ]
    }
   ],
   "source": [
    "print(val_root_mean_squared_error)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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