diff --git a/.github/workflows/automerge.yml b/.github/workflows/automerge.yml index 3826dfe6..e24a89e1 100644 --- a/.github/workflows/automerge.yml +++ b/.github/workflows/automerge.yml @@ -5,7 +5,7 @@ name: Python application on: push: - branches: [ "main", "109-spelling-errors-in-license" ] + branches: [ "main", "121-add-use-cases-semiprime-factors-ratio-detection" ] permissions: contents: read @@ -24,6 +24,7 @@ jobs: python -m pip install --upgrade pip pip install flake8 pytest if [ -f requirements.txt ]; then pip install -r requirements.txt; fi + pip3 install -r cicd-requirements.txt - name: Lint with flake8 run: | # stop the build if there are Python syntax errors or undefined names @@ -43,12 +44,17 @@ jobs: run: python3 regression-example-ames-no-preproc.py - name: Test distributed random search Ames by running - Val set run: python3 regression-example-ames-no-preproc-val-set.py - - name: Test text classifier - random search - ham-spam - run: python3 text-class-ham-or-spam.py - timeout-minutes: 90 + # - name: Test text classifier - random search - ham-spam + # run: python3 text-class-ham-or-spam.py + # timeout-minutes: 90 # - name: Test image classifier - small subset of CIFAR10 # timeout-minutes: 90 # run: python3 cifar10-example.py - - name: Test image classifier EfficientNetv2S - small subset of CIFAR10 + # - name: Test image classifier EfficientNetv2S - small subset of CIFAR10 + # timeout-minutes: 240 + # run: python3 cifar-10-efficientnetv2s.py + - name: Test semiprime factor ratio class timeout-minutes: 240 - run: python3 cifar-10-efficientnetv2s.py + run: python3 semiprime_factor_ratio_class.py + + diff --git a/cicd-requirements.txt b/cicd-requirements.txt new file mode 100644 index 00000000..d8056e85 --- /dev/null +++ b/cicd-requirements.txt @@ -0,0 +1,3 @@ +tensorflow-datasets==4.9.3 +gmpy2==2.1.5 +scikit-learn==1.3.2 diff --git a/semiprime_factor_ratio_class.ipynb b/semiprime_factor_ratio_class.ipynb new file mode 100644 index 00000000..26f310f6 --- /dev/null +++ b/semiprime_factor_ratio_class.ipynb @@ -0,0 +1,6676 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "fcfbb9cf-5d65-4157-aa8d-0f04047ff735", + "metadata": {}, + "source": [ + "## Semiprime factors ratio detection" + ] + }, + { + "cell_type": "markdown", + "id": "e0c0d253-d1de-48be-b0e6-168310aed538", + "metadata": {}, + "source": [ + "This test is based on Sam Blake's preprint \"Integer Factorisation, Fermat & \n", + "Machine Learning on a Classical Computer\", arXiv:2308.12290\n", + "\n", + "Detecting the ratio of semiprime factors may theoretically help improving \n", + "the classical Lawrence algorithm for semiprime factorization" + ] + }, + { + "cell_type": "markdown", + "id": "4640adda-f807-4226-9b5c-937508f5f069", + "metadata": {}, + "source": [ + "### Imports" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "a73af7f2-de1f-46b3-96ec-a322c03f3ede", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/sasha/jax-metal/lib/python3.8/site-packages/urllib3/__init__.py:34: NotOpenSSLWarning: urllib3 v2.0 only supports OpenSSL 1.1.1+, currently the 'ssl' module is compiled with 'LibreSSL 2.8.3'. See: https://github.com/urllib3/urllib3/issues/3020\n", + " warnings.warn(\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import gmpy2\n", + "from gmpy2 import mpz, mpq, mpfr\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\n", + "from sklearn.metrics import confusion_matrix" + ] + }, + { + "cell_type": "markdown", + "id": "521c015b-c7a6-4e1d-81e3-d31aebfffd50", + "metadata": {}, + "source": [ + "### Create and run Cerebros session" + ] + }, + { + "cell_type": "markdown", + "id": "31f4926f-c55c-43b5-b7f7-f19a72a40971", + "metadata": {}, + "source": [ + "Detecting if a given 128-bit semiprime has factor ratio between 2 and 3" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "60c59f58-0df0-4cf1-bcb5-50c0c3144cf6", + "metadata": {}, + "outputs": [], + "source": [ + "raw_data = pd.read_csv(\"semiprime_ratio_training_data_128_ratio_2_3.csv\")\n", + "raw_data.iloc[:,0] = raw_data.iloc[:,0].apply(mpz)\n", + "raw_data = raw_data.values\n", + "X = np.array(list(map(lambda x: [int(i) for i in gmpy2.digits(x,2)], raw_data[:,0])), dtype=np.int32)\n", + "y = np.array(raw_data[:,1], dtype=np.int32)" + ] + }, + { + "cell_type": "markdown", + "id": "7728ccd0-80c0-4b12-8033-68c4fb057d8c", + "metadata": {}, + "source": [ + "Use only a relatively small number of datapoints for training, let's say 20% of the whole dataset. The remainig 80% is for testing. " + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "9b78767e-841c-4991-ac13-04fb2064d9e3", + "metadata": {}, + "outputs": [], + "source": [ + "num_data_points = 200_000\n", + "X_train, y_train = X[:num_data_points,:], y[:num_data_points]\n", + "X_test, y_test = X[num_data_points:,:], y[num_data_points:]" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "44fe340c-1629-4a1f-ae68-276fda042a65", + "metadata": {}, + "outputs": [], + "source": [ + "tensor_x = tf.constant(X_train)\n", + "training_x = [tensor_x]\n", + "INPUT_SHAPES = [training_x[i].shape[1] for i in np.arange(len(training_x))]\n", + "train_labels = [y_train]\n", + "OUTPUT_SHAPES = [1] " + ] + }, + { + "cell_type": "markdown", + "id": "31f85209-5b9e-42ae-8508-efa5e2b42678", + "metadata": {}, + "source": [ + "Cerebros AutoML search parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "122cc530-d991-4328-a9da-8371ef1e4dd2", + "metadata": {}, + "outputs": [], + "source": [ + "# Logging\n", + "TIME = pendulum.now().__str__()[:16]\\\n", + " .replace('T', '_')\\\n", + " .replace(':', '_')\\\n", + " .replace('-', '_')\n", + "PROJECT_NAME = f'{TIME}_cerebros_auto_ml_test_semiprimes'\n", + "\n", + "# Architecture and training hyperparameters\n", + "#\n", + "meta_trial_number = 42 # in distributed training set this to a random number\n", + "#\n", + "activation = \"relu\"\n", + "predecessor_level_connection_affinity_factor_first = 19.613\n", + "predecessor_level_connection_affinity_factor_main = 0.5518\n", + "max_consecutive_lateral_connections = 34\n", + "p_lateral_connection = 0.36014\n", + "num_lateral_connection_tries_per_unit = 11\n", + "learning_rate = 0.095\n", + "epochs = 10\n", + "batch_size = 634\n", + "maximum_levels = 5\n", + "maximum_units_per_level = 5\n", + "maximum_neurons_per_unit = 25" + ] + }, + { + "cell_type": "markdown", + "id": "38c856ab-3d27-4ad9-8d78-5eb539e0da75", + "metadata": {}, + "source": [ + "Instantiate a search session" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "e864f53b-8db7-4df8-98fd-d2d2e2ae388c", + "metadata": {}, + "outputs": [], + "source": [ + "#\n", + "cerebros_automl =\\\n", + " 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='maximize',\n", + " metric_to_rank_by='val_binary_accuracy',\n", + " minimum_levels=1,\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='sigmoid',\n", + " number_of_architecture_moities_to_try=3,\n", + " number_of_tries_per_architecture_moity=2, #if I put 1 here, it bugs out !!!\n", + " number_of_generations=3,\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=tf.keras.losses.BinaryCrossentropy(),\n", + " metrics=[tf.keras.metrics.BinaryAccuracy(), tf.keras.metrics.TrueNegatives(),\n", + " tf.keras.metrics.FalseNegatives(), tf.keras.metrics.FalsePositives(),\n", + " tf.keras.metrics.TruePositives()],\n", + " epochs=epochs,\n", + " patience=7,\n", + " project_name=f\"{PROJECT_NAME}_meta_{meta_trial_number}\",\n", + " model_graphs='model_graphs',\n", + " batch_size=batch_size,\n", + " meta_trial_number=meta_trial_number)\n", + "#" + ] + }, + { + "cell_type": "markdown", + "id": "7f5ccf75-a773-4a6e-befa-f8584eddbe99", + "metadata": {}, + "source": [ + "Running search" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "7d915e9d-3d81-4c44-bc58-7f073d9f27f0", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "SimpleCerebrosRandomSearch.input_shapes: [128]\n", + "nan\n", + ">nnf>ceil\n", + "k is: 0 value is: [{'1': }]\n", + "0\n", + "k is: 1 value is: [{'6': }, {'11': }]\n", + "1\n", + "Trying to create level 1\n", + "We think level 1's predecessors are: [0]\n", + "k is: 2 value is: [{'1': }]\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", + "InputLevel.input_shapes [128]\n", + "{'6': }\n", + "{'11': }\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", + "1\n", + "1\n", + "Debug: successor_connectivity_errors_2d []\n", + "Successor map:\n", + "{2: '0'}\n", + "I am: level #: 1 calling a correction to an error in:\n", + "error_0:[1 1]\n", + "I am: 2: My predecessors are [0, 1]\n", + "asigning unit level 1, unit: 1 to be the input of: level: 2 unit: 0\n", + "$$$$$$>>>>> Base model: \n", + "InputUnit.input_shape: 128\n", + "{'6': }\n", + "{'11': }\n", + "debug: meta_level_number\n", + "debug: meta_level_number\n", + "Debug: successor_connectivity_errors_2d []\n", + "Debug: successor_connectivity_errors_2d [Array([1, 1], dtype=int32)]\n", + "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_0 called\n", + "materialized network layers\n", + "[, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ]\n", + "materialized_predecessor_units [, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ]\n", + "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_1 called\n", + "materialized network layers\n", + "[, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ]\n", + "materialized_predecessor_units [, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ]\n", + "{'1': }\n", + "debug: meta_level_number\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.\n", + "WARNING:absl:XLA (`jit_compile`) is not yet supported on Apple M1/M2 ARM processors. Falling back to `jit_compile=False`.\n", + "WARNING:absl:There is a known slowdown when using v2.11+ Keras optimizers on M1/M2 Macs. Falling back to the legacy Keras optimizer, i.e., `tf.keras.optimizers.legacy.Adam`.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Debug: successor_connectivity_errors_2d []\n", + "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_FinalDenseLevel_0000000000000002_tr_0_FinalDenseUnit_0000000000000002_tr_0_0 called\n", + "materialized network layers\n", + "[, , , , , , , , ]\n", + "materialized_predecessor_units [, , , , , , , , ]\n", + "inputs\n", + "KerasTensor(type_spec=TensorSpec(shape=(None, 128), 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", + 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seUnit_0000000000000002_tr_0_0\n", + " 0000002_tr_0_0_btn_ (Batch _cat_[0][0]'] \n", + " Normalization) \n", + " \n", + " NeuralNetworkFuture_000000 (None, 1) 309 ['NeuralNetworkFuture_00000000\n", + " 0000000nan_tr_0_FinalDense 00000nan_tr_0_FinalDenseLevel_\n", + " Level_0000000000000002_tr_ 0000000000000002_tr_0_FinalDen\n", + " 0_FinalDenseUnit_000000000 seUnit_0000000000000002_tr_0_0\n", + " 0000002_tr_0_0_dns_ (Dense _btn_[0][0]'] \n", + " ) \n", + " \n", + "==================================================================================================\n", + "Total params: 129558 (506.09 KB)\n", + "Trainable params: 108462 (423.68 KB)\n", + "Non-trainable params: 21096 (82.41 KB)\n", + "__________________________________________________________________________________________________\n", + "None\n", + "Epoch 1/10\n", + "206/206 [==============================] - 5s 21ms/step - loss: 0.5469 - binary_accuracy: 0.7072 - true_negatives_1: 39245.0000 - false_negatives_1: 12638.0000 - false_positives_1: 25428.0000 - true_positives_1: 52689.0000 - val_loss: 0.5593 - val_binary_accuracy: 0.6524 - val_true_negatives_1: 28718.0000 - val_false_negatives_1: 17915.0000 - val_false_positives_1: 6415.0000 - val_true_positives_1: 16952.0000\n", + "Epoch 2/10\n", + "206/206 [==============================] - 4s 19ms/step - loss: 0.5265 - binary_accuracy: 0.7146 - true_negatives_1: 38948.0000 - false_negatives_1: 11382.0000 - false_positives_1: 25725.0000 - true_positives_1: 53945.0000 - val_loss: 0.5258 - val_binary_accuracy: 0.7056 - val_true_negatives_1: 22229.0000 - val_false_negatives_1: 7706.0000 - val_false_positives_1: 12904.0000 - val_true_positives_1: 27161.0000\n", + "Epoch 3/10\n", + "206/206 [==============================] - 4s 19ms/step - loss: 0.5275 - binary_accuracy: 0.7130 - true_negatives_1: 38976.0000 - false_negatives_1: 11615.0000 - false_positives_1: 25697.0000 - true_positives_1: 53712.0000 - val_loss: 0.5317 - val_binary_accuracy: 0.6983 - val_true_negatives_1: 24462.0000 - val_false_negatives_1: 10449.0000 - val_false_positives_1: 10671.0000 - val_true_positives_1: 24418.0000\n", + "Epoch 4/10\n", + "206/206 [==============================] - 4s 20ms/step - loss: 0.5284 - binary_accuracy: 0.7132 - true_negatives_1: 39206.0000 - false_negatives_1: 11816.0000 - false_positives_1: 25467.0000 - true_positives_1: 53511.0000 - val_loss: 0.5255 - val_binary_accuracy: 0.7058 - val_true_negatives_1: 23913.0000 - val_false_negatives_1: 9377.0000 - val_false_positives_1: 11220.0000 - val_true_positives_1: 25490.0000\n", + "Epoch 5/10\n", + "206/206 [==============================] - 4s 19ms/step - loss: 0.5298 - binary_accuracy: 0.7117 - true_negatives_1: 39092.0000 - false_negatives_1: 11893.0000 - false_positives_1: 25581.0000 - true_positives_1: 53434.0000 - val_loss: 0.5326 - val_binary_accuracy: 0.7083 - val_true_negatives_1: 19042.0000 - val_false_negatives_1: 4328.0000 - val_false_positives_1: 16091.0000 - val_true_positives_1: 30539.0000\n", + "Epoch 6/10\n", + "206/206 [==============================] - 4s 21ms/step - loss: 0.5299 - binary_accuracy: 0.7115 - true_negatives_1: 39146.0000 - false_negatives_1: 11983.0000 - false_positives_1: 25527.0000 - true_positives_1: 53344.0000 - val_loss: 0.5193 - val_binary_accuracy: 0.7179 - val_true_negatives_1: 21948.0000 - val_false_negatives_1: 6559.0000 - val_false_positives_1: 13185.0000 - val_true_positives_1: 28308.0000\n", + "Epoch 7/10\n", + "206/206 [==============================] - 4s 19ms/step - loss: 0.5297 - binary_accuracy: 0.7121 - true_negatives_1: 38982.0000 - false_negatives_1: 11737.0000 - false_positives_1: 25691.0000 - true_positives_1: 53590.0000 - val_loss: 0.5250 - val_binary_accuracy: 0.7179 - val_true_negatives_1: 20315.0000 - val_false_negatives_1: 4927.0000 - val_false_positives_1: 14818.0000 - val_true_positives_1: 29940.0000\n", + "Epoch 8/10\n", + "206/206 [==============================] - 4s 21ms/step - loss: 0.5338 - binary_accuracy: 0.7082 - true_negatives_1: 39197.0000 - false_negatives_1: 12460.0000 - false_positives_1: 25476.0000 - true_positives_1: 52867.0000 - val_loss: 0.5649 - val_binary_accuracy: 0.6995 - val_true_negatives_1: 15649.0000 - val_false_negatives_1: 1552.0000 - val_false_positives_1: 19484.0000 - val_true_positives_1: 33315.0000\n", + "Epoch 9/10\n", + "206/206 [==============================] - 4s 18ms/step - loss: 0.5300 - binary_accuracy: 0.7110 - true_negatives_1: 39013.0000 - false_negatives_1: 11909.0000 - false_positives_1: 25660.0000 - true_positives_1: 53418.0000 - val_loss: 0.5666 - val_binary_accuracy: 0.7017 - val_true_negatives_1: 15574.0000 - val_false_negatives_1: 1325.0000 - val_false_positives_1: 19559.0000 - val_true_positives_1: 33542.0000\n", + "Epoch 10/10\n", + "206/206 [==============================] - 4s 18ms/step - loss: 0.5349 - binary_accuracy: 0.7073 - true_negatives_1: 38908.0000 - false_negatives_1: 12289.0000 - false_positives_1: 25765.0000 - true_positives_1: 53038.0000 - val_loss: 0.5629 - val_binary_accuracy: 0.6757 - val_true_negatives_1: 25589.0000 - val_false_negatives_1: 13160.0000 - val_false_positives_1: 9544.0000 - val_true_positives_1: 21707.0000\n", + "this is neural_network_spec_file 2023_10_19_11_45_cerebros_auto_ml_test_semiprimes_meta_42/model_architectures/tr_0000000000000000_subtrial_0000000000000000.txt\n", + "INFO:tensorflow:Assets written to: 2023_10_19_11_45_cerebros_auto_ml_test_semiprimes_meta_42/models/tr_0000000000000000_subtrial_0000000000000000/assets\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Assets written to: 2023_10_19_11_45_cerebros_auto_ml_test_semiprimes_meta_42/models/tr_0000000000000000_subtrial_0000000000000000/assets\n", + "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.\n", + "WARNING:absl:XLA (`jit_compile`) is not yet supported on Apple M1/M2 ARM processors. Falling back to `jit_compile=False`.\n", + "WARNING:absl:There is a known slowdown when using v2.11+ Keras optimizers on M1/M2 Macs. Falling back to the legacy Keras optimizer, i.e., `tf.keras.optimizers.legacy.Adam`.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "returning trial 0 oracles\n", + " loss binary_accuracy true_negatives_1 false_negatives_1 \\\n", + "0 0.546904 0.707185 39245.0 12638.0 \n", + "1 0.526507 0.714562 38948.0 11382.0 \n", + "2 0.527469 0.712985 38976.0 11615.0 \n", + "3 0.528430 0.713208 39206.0 11816.0 \n", + "4 0.529826 0.711738 39092.0 11893.0 \n", + "5 0.529934 0.711462 39146.0 11983.0 \n", + "6 0.529720 0.712092 38982.0 11737.0 \n", + "7 0.533823 0.708185 39197.0 12460.0 \n", + "8 0.529966 0.711008 39013.0 11909.0 \n", + "9 0.534949 0.707277 38908.0 12289.0 \n", + "\n", + " false_positives_1 true_positives_1 val_loss val_binary_accuracy \\\n", + "0 25428.0 52689.0 0.559302 0.652429 \n", + "1 25725.0 53945.0 0.525827 0.705571 \n", + "2 25697.0 53712.0 0.531698 0.698286 \n", + "3 25467.0 53511.0 0.525483 0.705757 \n", + "4 25581.0 53434.0 0.532603 0.708300 \n", + "5 25527.0 53344.0 0.519320 0.717943 \n", + "6 25691.0 53590.0 0.524955 0.717929 \n", + "7 25476.0 52867.0 0.564933 0.699486 \n", + "8 25660.0 53418.0 0.566577 0.701657 \n", + "9 25765.0 53038.0 0.562915 0.675657 \n", + "\n", + " val_true_negatives_1 val_false_negatives_1 val_false_positives_1 \\\n", + "0 28718.0 17915.0 6415.0 \n", + "1 22229.0 7706.0 12904.0 \n", + "2 24462.0 10449.0 10671.0 \n", + "3 23913.0 9377.0 11220.0 \n", + "4 19042.0 4328.0 16091.0 \n", + "5 21948.0 6559.0 13185.0 \n", + "6 20315.0 4927.0 14818.0 \n", + "7 15649.0 1552.0 19484.0 \n", + "8 15574.0 1325.0 19559.0 \n", + "9 25589.0 13160.0 9544.0 \n", + "\n", + " val_true_positives_1 trial_number subtrial_number \\\n", + "0 16952.0 0 0 \n", + "1 27161.0 0 0 \n", + "2 24418.0 0 0 \n", + "3 25490.0 0 0 \n", + "4 30539.0 0 0 \n", + "5 28308.0 0 0 \n", + "6 29940.0 0 0 \n", + "7 33315.0 0 0 \n", + "8 33542.0 0 0 \n", + "9 21707.0 0 0 \n", + "\n", + " model_name \n", + "0 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "1 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "2 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "3 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "4 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "5 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "6 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "7 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "8 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "9 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "SimpleCerebrosRandomSearch.input_shapes: [128]\n", + "nan\n", + ">nnf>ceil\n", + "k is: 0 value is: [{'1': }]\n", + "0\n", + "k is: 1 value is: [{'6': }, {'11': }]\n", + "1\n", + "Trying to create level 1\n", + "We think level 1's predecessors are: [0]\n", + "k is: 2 value is: [{'1': }]\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", + "InputLevel.input_shapes [128]\n", + "{'6': }\n", + "{'11': }\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", + "$$$$$$>>>>> Base model: \n", + "InputUnit.input_shape: 128\n", + "{'6': }\n", + "{'11': }\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_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_0 called\n", + "materialized network layers\n", + "[, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ]\n", + "materialized_predecessor_units [, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ]\n", + "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_1 called\n", + "materialized network layers\n", + "[, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ]\n", + "materialized_predecessor_units [, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ]\n", + "{'1': }\n", + "debug: meta_level_number\n", + "Debug: successor_connectivity_errors_2d []\n", + "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_FinalDenseLevel_0000000000000002_tr_0_FinalDenseUnit_0000000000000002_tr_0_0 called\n", + "materialized network layers\n", + "[, , , , , , , ]\n", + "materialized_predecessor_units [, , , , , , , ]\n", + "inputs\n", + "KerasTensor(type_spec=TensorSpec(shape=(None, 128), 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_0000000000000002_tr_0_FinalDenseUnit_0000000000000002_tr_0_0_dns_/Sigmoid:0', description=\"created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_FinalDenseLevel_0000000000000002_tr_0_FinalDenseUnit_0000000000000002_tr_0_0_dns_'\")\n", + "Model: \"NeuralNetworkFuture_0000000000000nan_tr_0_nn_materialized\"\n", + "__________________________________________________________________________________________________\n", + " Layer (type) Output Shape Param # Connected to \n", + "==================================================================================================\n", + " NeuralNetworkFuture_000000 [(None, 128)] 0 [] \n", + " 0000000nan_tr_0_InputLevel \n", + " _0000000000000000_tr_0_Inp \n", + " utUnit_0000000000000000_tr \n", + " _0_0_inp (InputLayer) \n", + " \n", + " NeuralNetworkFuture_000000 (None, 5120) 0 ['NeuralNetworkFuture_00000000\n", + " 0000000nan_tr_0_DenseLevel 00000nan_tr_0_InputLevel_00000\n", + " _0000000000000001_tr_0_Den 00000000000_tr_0_InputUnit_000\n", + " seUnit_0000000000000001_tr 0000000000000_tr_0_0_inp[0][0]\n", + " _0_0_cat_ (Concatenate) ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', 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', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + 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+ " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " '] \n", + " \n", + " NeuralNetworkFuture_000000 (None, 5120) 0 ['NeuralNetworkFuture_00000000\n", + " 0000000nan_tr_0_DenseLevel 00000nan_tr_0_InputLevel_00000\n", + " _0000000000000001_tr_0_Den 00000000000_tr_0_InputUnit_000\n", + " seUnit_0000000000000001_tr 0000000000000_tr_0_0_inp[0][0]\n", + " _0_1_cat_ (Concatenate) ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + 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+ " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " '] \n", + " \n", + " NeuralNetworkFuture_000000 (None, 5120) 20480 ['NeuralNetworkFuture_00000000\n", + " 0000000nan_tr_0_DenseLevel 00000nan_tr_0_DenseLevel_00000\n", + " _0000000000000001_tr_0_Den 00000000001_tr_0_DenseUnit_000\n", + " seUnit_0000000000000001_tr 0000000000001_tr_0_0_cat_[0][0\n", + " _0_0_btn_ (BatchNormalizat ]'] \n", + " ion) \n", + " \n", + " NeuralNetworkFuture_000000 (None, 5120) 20480 ['NeuralNetworkFuture_00000000\n", + " 0000000nan_tr_0_DenseLevel 00000nan_tr_0_DenseLevel_00000\n", + " _0000000000000001_tr_0_Den 00000000001_tr_0_DenseUnit_000\n", + " seUnit_0000000000000001_tr 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0000000000001_tr_0_0_dns_[0][0\n", + " 0000002_tr_0_0_cat_ (Conca ]', \n", + " tenate) 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_DenseLevel_00000\n", + " 00000000001_tr_0_DenseUnit_000\n", + " 0000000000001_tr_0_1_dns_[0][0\n", + " ]', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_DenseLevel_00000\n", + " 00000000001_tr_0_DenseUnit_000\n", + " 0000000000001_tr_0_1_dns_[0][0\n", + " ]', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_DenseLevel_00000\n", + " 00000000001_tr_0_DenseUnit_000\n", + " 0000000000001_tr_0_1_dns_[0][0\n", + " ]', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_DenseLevel_00000\n", + " 00000000001_tr_0_DenseUnit_000\n", + " 0000000000001_tr_0_0_dns_[0][0\n", + " ]', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_DenseLevel_00000\n", + " 00000000001_tr_0_DenseUnit_000\n", + " 0000000000001_tr_0_1_dns_[0][0\n", + " ]'] \n", + " \n", + " NeuralNetworkFuture_000000 (None, 312) 1248 ['NeuralNetworkFuture_00000000\n", + " 0000000nan_tr_0_FinalDense 00000nan_tr_0_FinalDenseLevel_\n", + " Level_0000000000000002_tr_ 0000000000000002_tr_0_FinalDen\n", + " 0_FinalDenseUnit_000000000 seUnit_0000000000000002_tr_0_0\n", + " 0000002_tr_0_0_btn_ (Batch _cat_[0][0]'] \n", + " Normalization) \n", + " \n", + " NeuralNetworkFuture_000000 (None, 1) 313 ['NeuralNetworkFuture_00000000\n", + " 0000000nan_tr_0_FinalDense 00000nan_tr_0_FinalDenseLevel_\n", + " Level_0000000000000002_tr_ 0000000000000002_tr_0_FinalDen\n", + " 0_FinalDenseUnit_000000000 seUnit_0000000000000002_tr_0_0\n", + " 0000002_tr_0_0_dns_ (Dense _btn_[0][0]'] \n", + " ) \n", + " \n", + "==================================================================================================\n", + "Total params: 129578 (506.16 KB)\n", + "Trainable params: 108474 (423.73 KB)\n", + "Non-trainable params: 21104 (82.44 KB)\n", + "__________________________________________________________________________________________________\n", + "None\n", + "Epoch 1/10\n", + "206/206 [==============================] - 5s 21ms/step - loss: 0.5443 - binary_accuracy: 0.6964 - true_negatives_1: 64626.0000 - false_negatives_1: 25531.0000 - false_positives_1: 35180.0000 - true_positives_1: 74663.0000 - val_loss: 0.7635 - val_binary_accuracy: 0.5048 - val_true_negatives_1: 35045.0000 - val_false_negatives_1: 34578.0000 - val_false_positives_1: 88.0000 - val_true_positives_1: 289.0000\n", + "Epoch 2/10\n", + "206/206 [==============================] - 4s 21ms/step - loss: 0.5265 - binary_accuracy: 0.7137 - true_negatives_1: 39189.0000 - false_negatives_1: 11735.0000 - false_positives_1: 25484.0000 - true_positives_1: 53592.0000 - val_loss: 0.5706 - val_binary_accuracy: 0.6974 - val_true_negatives_1: 14692.0000 - val_false_negatives_1: 744.0000 - val_false_positives_1: 20441.0000 - val_true_positives_1: 34123.0000\n", + "Epoch 3/10\n", + "206/206 [==============================] - 4s 19ms/step - loss: 0.5295 - binary_accuracy: 0.7128 - true_negatives_1: 39079.0000 - false_negatives_1: 11741.0000 - false_positives_1: 25594.0000 - true_positives_1: 53586.0000 - val_loss: 0.5389 - val_binary_accuracy: 0.7052 - val_true_negatives_1: 19499.0000 - val_false_negatives_1: 5001.0000 - val_false_positives_1: 15634.0000 - val_true_positives_1: 29866.0000\n", + "Epoch 4/10\n", + "206/206 [==============================] - 5s 25ms/step - loss: 0.5290 - binary_accuracy: 0.7115 - true_negatives_1: 39119.0000 - false_negatives_1: 11956.0000 - false_positives_1: 25554.0000 - true_positives_1: 53371.0000 - val_loss: 0.6128 - val_binary_accuracy: 0.6901 - val_true_negatives_1: 13993.0000 - val_false_negatives_1: 553.0000 - val_false_positives_1: 21140.0000 - val_true_positives_1: 34314.0000\n", + "Epoch 5/10\n", + "206/206 [==============================] - 5s 22ms/step - loss: 0.5331 - binary_accuracy: 0.7098 - true_negatives_1: 39079.0000 - false_negatives_1: 12132.0000 - false_positives_1: 25594.0000 - true_positives_1: 53195.0000 - val_loss: 0.5295 - val_binary_accuracy: 0.7155 - val_true_negatives_1: 19656.0000 - val_false_negatives_1: 4437.0000 - val_false_positives_1: 15477.0000 - val_true_positives_1: 30430.0000\n", + "Epoch 6/10\n", + "206/206 [==============================] - 4s 21ms/step - loss: 0.5304 - binary_accuracy: 0.7112 - true_negatives_1: 39218.0000 - false_negatives_1: 12089.0000 - false_positives_1: 25455.0000 - true_positives_1: 53238.0000 - val_loss: 0.5429 - val_binary_accuracy: 0.6923 - val_true_negatives_1: 24590.0000 - val_false_negatives_1: 10999.0000 - val_false_positives_1: 10543.0000 - val_true_positives_1: 23868.0000\n", + "Epoch 7/10\n", + "206/206 [==============================] - 5s 23ms/step - loss: 0.5314 - binary_accuracy: 0.7094 - true_negatives_1: 39131.0000 - false_negatives_1: 12236.0000 - false_positives_1: 25542.0000 - true_positives_1: 53091.0000 - val_loss: 0.5888 - val_binary_accuracy: 0.6991 - val_true_negatives_1: 15506.0000 - val_false_negatives_1: 1433.0000 - val_false_positives_1: 19627.0000 - val_true_positives_1: 33434.0000\n", + "Epoch 8/10\n", + "206/206 [==============================] - 5s 24ms/step - loss: 0.5316 - binary_accuracy: 0.7112 - true_negatives_1: 39222.0000 - false_negatives_1: 12098.0000 - false_positives_1: 25451.0000 - true_positives_1: 53229.0000 - val_loss: 0.5572 - val_binary_accuracy: 0.6599 - val_true_negatives_1: 27302.0000 - val_false_negatives_1: 15974.0000 - val_false_positives_1: 7831.0000 - val_true_positives_1: 18893.0000\n", + "Epoch 9/10\n", + "206/206 [==============================] - 4s 19ms/step - loss: 0.5312 - binary_accuracy: 0.7095 - true_negatives_1: 39181.0000 - false_negatives_1: 12268.0000 - false_positives_1: 25492.0000 - true_positives_1: 53059.0000 - val_loss: 0.5442 - val_binary_accuracy: 0.7020 - val_true_negatives_1: 21893.0000 - val_false_negatives_1: 7621.0000 - val_false_positives_1: 13240.0000 - val_true_positives_1: 27246.0000\n", + "Epoch 10/10\n", + "206/206 [==============================] - 4s 19ms/step - loss: 0.5346 - binary_accuracy: 0.7090 - true_negatives_1: 39295.0000 - false_negatives_1: 12457.0000 - false_positives_1: 25378.0000 - true_positives_1: 52870.0000 - val_loss: 0.5492 - val_binary_accuracy: 0.6947 - val_true_negatives_1: 21472.0000 - val_false_negatives_1: 7707.0000 - val_false_positives_1: 13661.0000 - val_true_positives_1: 27160.0000\n", + "this is neural_network_spec_file 2023_10_19_11_45_cerebros_auto_ml_test_semiprimes_meta_42/model_architectures/tr_0000000000000000_subtrial_0000000000000001.txt\n", + "INFO:tensorflow:Assets written to: 2023_10_19_11_45_cerebros_auto_ml_test_semiprimes_meta_42/models/tr_0000000000000000_subtrial_0000000000000001/assets\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Assets written to: 2023_10_19_11_45_cerebros_auto_ml_test_semiprimes_meta_42/models/tr_0000000000000000_subtrial_0000000000000001/assets\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "returning trial 0 oracles\n", + " loss binary_accuracy true_negatives_1 false_negatives_1 \\\n", + "0 0.544326 0.696445 64626.0 25531.0 \n", + "1 0.526512 0.713700 39189.0 11735.0 \n", + "2 0.529517 0.712808 39079.0 11741.0 \n", + "3 0.529033 0.711462 39119.0 11956.0 \n", + "4 0.533083 0.709800 39079.0 12132.0 \n", + "5 0.530401 0.711200 39218.0 12089.0 \n", + "6 0.531432 0.709400 39131.0 12236.0 \n", + "7 0.531594 0.711162 39222.0 12098.0 \n", + "8 0.531213 0.709538 39181.0 12268.0 \n", + "9 0.534615 0.708962 39295.0 12457.0 \n", + "\n", + " false_positives_1 true_positives_1 val_loss val_binary_accuracy \\\n", + "0 35180.0 74663.0 0.763480 0.504771 \n", + "1 25484.0 53592.0 0.570632 0.697357 \n", + "2 25594.0 53586.0 0.538938 0.705214 \n", + "3 25554.0 53371.0 0.612829 0.690100 \n", + "4 25594.0 53195.0 0.529473 0.715514 \n", + "5 25455.0 53238.0 0.542937 0.692257 \n", + "6 25542.0 53091.0 0.588833 0.699143 \n", + "7 25451.0 53229.0 0.557233 0.659929 \n", + "8 25492.0 53059.0 0.544178 0.701986 \n", + "9 25378.0 52870.0 0.549204 0.694743 \n", + "\n", + " val_true_negatives_1 val_false_negatives_1 val_false_positives_1 \\\n", + "0 35045.0 34578.0 88.0 \n", + "1 14692.0 744.0 20441.0 \n", + "2 19499.0 5001.0 15634.0 \n", + "3 13993.0 553.0 21140.0 \n", + "4 19656.0 4437.0 15477.0 \n", + "5 24590.0 10999.0 10543.0 \n", + "6 15506.0 1433.0 19627.0 \n", + "7 27302.0 15974.0 7831.0 \n", + "8 21893.0 7621.0 13240.0 \n", + "9 21472.0 7707.0 13661.0 \n", + "\n", + " val_true_positives_1 trial_number subtrial_number \\\n", + "0 289.0 0 1 \n", + "1 34123.0 0 1 \n", + "2 29866.0 0 1 \n", + "3 34314.0 0 1 \n", + "4 30430.0 0 1 \n", + "5 23868.0 0 1 \n", + "6 33434.0 0 1 \n", + "7 18893.0 0 1 \n", + "8 27246.0 0 1 \n", + "9 27160.0 0 1 \n", + "\n", + " model_name \n", + "0 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "1 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "2 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "3 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "4 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "5 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "6 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "7 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "8 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "9 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "SimpleCerebrosRandomSearch.input_shapes: [128]\n", + "nan\n", + ">nnf>ceil\n", + "k is: 0 value is: [{'1': }]\n", + "0\n", + "k is: 1 value is: [{'25': }, {'6': }, {'17': }, {'10': }, {'23': }]\n", + "1\n", + "Trying to create level 1\n", + "We think level 1's predecessors are: [0]\n", + "k is: 2 value is: [{'1': }]\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", + "InputLevel.input_shapes [128]\n", + "{'25': }\n", + "{'6': }\n", + "{'17': }\n", + "{'10': }\n", + "{'23': }\n", + "Debug: I am 2 selecting 1\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]\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", + "$$$$$$>>>>> Base model: \n", + "InputUnit.input_shape: 128\n", + "{'25': }\n", + "{'6': }\n", + "{'17': }\n", + "{'10': }\n", + "{'23': }\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: successor_connectivity_errors_2d []\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", + "[, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ]\n", + "materialized_predecessor_units [, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ]\n", + "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_1 called\n", + "materialized network layers\n", + "[, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ]\n", + "materialized_predecessor_units [, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ]\n", + "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_2 called\n", + "materialized network layers\n", + "[, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ]\n", + "materialized_predecessor_units [, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.\n", + "WARNING:absl:XLA (`jit_compile`) is not yet supported on Apple M1/M2 ARM processors. Falling back to `jit_compile=False`.\n", + "WARNING:absl:There is a known slowdown when using v2.11+ Keras optimizers on M1/M2 Macs. Falling back to the legacy Keras optimizer, i.e., `tf.keras.optimizers.legacy.Adam`.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_3 called\n", + "materialized network layers\n", + "[, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ]\n", + "materialized_predecessor_units [, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ]\n", + "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_4 called\n", + "materialized network layers\n", + "[, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ]\n", + "materialized_predecessor_units [, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ]\n", + "{'1': }\n", + "debug: meta_level_number\n", + "Debug: successor_connectivity_errors_2d []\n", + "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_FinalDenseLevel_0000000000000002_tr_0_FinalDenseUnit_0000000000000002_tr_0_0 called\n", + "materialized network layers\n", + "[, , , , , , , , , , , , , , , ]\n", + "materialized_predecessor_units [, , , , , , , , , , , , , , , ]\n", + "inputs\n", + "KerasTensor(type_spec=TensorSpec(shape=(None, 128), 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), 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0000002_tr_0_0_dns_ (Dense _btn_[0][0]'] \n", + " ) \n", + " \n", + "==================================================================================================\n", + "Total params: 524719 (2.00 MB)\n", + "Trainable params: 472003 (1.80 MB)\n", + "Non-trainable params: 52716 (205.92 KB)\n", + "__________________________________________________________________________________________________\n", + "None\n", + "Epoch 1/10\n", + "206/206 [==============================] - 17s 78ms/step - loss: 0.5757 - binary_accuracy: 0.7010 - true_negatives_1: 60505.0000 - false_negatives_1: 20490.0000 - false_positives_1: 39301.0000 - true_positives_1: 79704.0000 - val_loss: 0.5271 - val_binary_accuracy: 0.7121 - val_true_negatives_1: 23413.0000 - val_false_negatives_1: 8430.0000 - val_false_positives_1: 11720.0000 - val_true_positives_1: 26437.0000\n", + "Epoch 2/10\n", + "206/206 [==============================] - 16s 78ms/step - loss: 0.5231 - binary_accuracy: 0.7177 - true_negatives_1: 38208.0000 - false_negatives_1: 10229.0000 - false_positives_1: 26465.0000 - true_positives_1: 55098.0000 - val_loss: 0.5281 - val_binary_accuracy: 0.7019 - val_true_negatives_1: 22045.0000 - val_false_negatives_1: 7776.0000 - val_false_positives_1: 13088.0000 - val_true_positives_1: 27091.0000\n", + "Epoch 3/10\n", + "206/206 [==============================] - 15s 74ms/step - loss: 0.5229 - binary_accuracy: 0.7195 - true_negatives_1: 37053.0000 - false_negatives_1: 8842.0000 - false_positives_1: 27620.0000 - true_positives_1: 56485.0000 - val_loss: 0.5257 - val_binary_accuracy: 0.7199 - val_true_negatives_1: 20587.0000 - val_false_negatives_1: 5064.0000 - val_false_positives_1: 14546.0000 - val_true_positives_1: 29803.0000\n", + "Epoch 4/10\n", + "206/206 [==============================] - 16s 78ms/step - loss: 0.5249 - binary_accuracy: 0.7179 - true_negatives_1: 36896.0000 - false_negatives_1: 8897.0000 - false_positives_1: 27777.0000 - true_positives_1: 56430.0000 - val_loss: 0.5885 - val_binary_accuracy: 0.6414 - val_true_negatives_1: 27897.0000 - val_false_negatives_1: 17868.0000 - val_false_positives_1: 7236.0000 - val_true_positives_1: 16999.0000\n", + "Epoch 5/10\n", + "206/206 [==============================] - 14s 69ms/step - loss: 0.5318 - binary_accuracy: 0.7120 - true_negatives_1: 37576.0000 - false_negatives_1: 10342.0000 - false_positives_1: 27097.0000 - true_positives_1: 54985.0000 - val_loss: 0.5277 - val_binary_accuracy: 0.7206 - val_true_negatives_1: 21217.0000 - val_false_negatives_1: 5644.0000 - val_false_positives_1: 13916.0000 - val_true_positives_1: 29223.0000\n", + "Epoch 6/10\n", + "206/206 [==============================] - 14s 70ms/step - loss: 0.5257 - binary_accuracy: 0.7163 - true_negatives_1: 36903.0000 - false_negatives_1: 9107.0000 - false_positives_1: 27770.0000 - true_positives_1: 56220.0000 - val_loss: 0.5318 - val_binary_accuracy: 0.7025 - val_true_negatives_1: 22038.0000 - val_false_negatives_1: 7732.0000 - val_false_positives_1: 13095.0000 - val_true_positives_1: 27135.0000\n", + "Epoch 7/10\n", + "206/206 [==============================] - 14s 66ms/step - loss: 0.5297 - binary_accuracy: 0.7140 - true_negatives_1: 37332.0000 - false_negatives_1: 9836.0000 - false_positives_1: 27341.0000 - true_positives_1: 55491.0000 - val_loss: 0.5603 - val_binary_accuracy: 0.6460 - val_true_negatives_1: 26807.0000 - val_false_negatives_1: 16455.0000 - val_false_positives_1: 8326.0000 - val_true_positives_1: 18412.0000\n", + "Epoch 8/10\n", + "206/206 [==============================] - 14s 67ms/step - loss: 0.5314 - binary_accuracy: 0.7114 - true_negatives_1: 37588.0000 - false_negatives_1: 10436.0000 - false_positives_1: 27085.0000 - true_positives_1: 54891.0000 - val_loss: 0.7767 - val_binary_accuracy: 0.6871 - val_true_negatives_1: 13410.0000 - val_false_negatives_1: 183.0000 - val_false_positives_1: 21723.0000 - val_true_positives_1: 34684.0000\n", + "Epoch 9/10\n", + "206/206 [==============================] - 14s 69ms/step - loss: 0.5390 - binary_accuracy: 0.7092 - true_negatives_1: 37721.0000 - false_negatives_1: 10852.0000 - false_positives_1: 26952.0000 - true_positives_1: 54475.0000 - val_loss: 0.5958 - val_binary_accuracy: 0.6980 - val_true_negatives_1: 14384.0000 - val_false_negatives_1: 393.0000 - val_false_positives_1: 20749.0000 - val_true_positives_1: 34474.0000\n", + "Epoch 10/10\n", + "206/206 [==============================] - 14s 69ms/step - loss: 0.5328 - binary_accuracy: 0.7114 - true_negatives_1: 37365.0000 - false_negatives_1: 10209.0000 - false_positives_1: 27308.0000 - true_positives_1: 55118.0000 - val_loss: 0.5727 - val_binary_accuracy: 0.7151 - val_true_negatives_1: 16581.0000 - val_false_negatives_1: 1388.0000 - val_false_positives_1: 18552.0000 - val_true_positives_1: 33479.0000\n", + "this is neural_network_spec_file 2023_10_19_11_45_cerebros_auto_ml_test_semiprimes_meta_42/model_architectures/tr_0000000000000000_subtrial_0000000000000000.txt\n", + "INFO:tensorflow:Assets written to: 2023_10_19_11_45_cerebros_auto_ml_test_semiprimes_meta_42/models/tr_0000000000000000_subtrial_0000000000000000/assets\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Assets written to: 2023_10_19_11_45_cerebros_auto_ml_test_semiprimes_meta_42/models/tr_0000000000000000_subtrial_0000000000000000/assets\n", + "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.\n", + "WARNING:absl:XLA (`jit_compile`) is not yet supported on Apple M1/M2 ARM processors. Falling back to `jit_compile=False`.\n", + "WARNING:absl:There is a known slowdown when using v2.11+ Keras optimizers on M1/M2 Macs. Falling back to the legacy Keras optimizer, i.e., `tf.keras.optimizers.legacy.Adam`.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "returning trial 0 oracles\n", + " loss binary_accuracy true_negatives_1 false_negatives_1 \\\n", + "0 0.575705 0.701045 60505.0 20490.0 \n", + "1 0.523086 0.717738 38208.0 10229.0 \n", + "2 0.522937 0.719523 37053.0 8842.0 \n", + "3 0.524855 0.717892 36896.0 8897.0 \n", + "4 0.531769 0.712008 37576.0 10342.0 \n", + "5 0.525738 0.716331 36903.0 9107.0 \n", + "6 0.529662 0.714023 37332.0 9836.0 \n", + "7 0.531392 0.711377 37588.0 10436.0 \n", + "8 0.539050 0.709200 37721.0 10852.0 \n", + "9 0.532763 0.711408 37365.0 10209.0 \n", + "\n", + " false_positives_1 true_positives_1 val_loss val_binary_accuracy \\\n", + "0 39301.0 79704.0 0.527127 0.712143 \n", + "1 26465.0 55098.0 0.528139 0.701943 \n", + "2 27620.0 56485.0 0.525748 0.719857 \n", + "3 27777.0 56430.0 0.588460 0.641371 \n", + "4 27097.0 54985.0 0.527664 0.720571 \n", + "5 27770.0 56220.0 0.531761 0.702471 \n", + "6 27341.0 55491.0 0.560344 0.645986 \n", + "7 27085.0 54891.0 0.776734 0.687057 \n", + "8 26952.0 54475.0 0.595820 0.697971 \n", + "9 27308.0 55118.0 0.572745 0.715143 \n", + "\n", + " val_true_negatives_1 val_false_negatives_1 val_false_positives_1 \\\n", + "0 23413.0 8430.0 11720.0 \n", + "1 22045.0 7776.0 13088.0 \n", + "2 20587.0 5064.0 14546.0 \n", + "3 27897.0 17868.0 7236.0 \n", + "4 21217.0 5644.0 13916.0 \n", + "5 22038.0 7732.0 13095.0 \n", + "6 26807.0 16455.0 8326.0 \n", + "7 13410.0 183.0 21723.0 \n", + "8 14384.0 393.0 20749.0 \n", + "9 16581.0 1388.0 18552.0 \n", + "\n", + " val_true_positives_1 trial_number subtrial_number \\\n", + "0 26437.0 0 0 \n", + "1 27091.0 0 0 \n", + "2 29803.0 0 0 \n", + "3 16999.0 0 0 \n", + "4 29223.0 0 0 \n", + "5 27135.0 0 0 \n", + "6 18412.0 0 0 \n", + "7 34684.0 0 0 \n", + "8 34474.0 0 0 \n", + "9 33479.0 0 0 \n", + "\n", + " model_name \n", + "0 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "1 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "2 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "3 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "4 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "5 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "6 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "7 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "8 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "9 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "SimpleCerebrosRandomSearch.input_shapes: [128]\n", + "nan\n", + ">nnf>ceil\n", + "k is: 0 value is: [{'1': }]\n", + "0\n", + "k is: 1 value is: [{'25': }, {'6': }, {'17': }, {'10': }, {'23': }]\n", + "1\n", + "Trying to create level 1\n", + "We think level 1's predecessors are: [0]\n", + "k is: 2 value is: [{'1': }]\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", + "InputLevel.input_shapes [128]\n", + "{'25': }\n", + "{'6': }\n", + "{'17': }\n", + "{'10': }\n", + "{'23': }\n", + "Debug: I am 2 selecting 1\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]\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", + "$$$$$$>>>>> Base model: \n", + "InputUnit.input_shape: 128\n", + "{'25': }\n", + "{'6': }\n", + "{'17': }\n", + "{'10': }\n", + "{'23': }\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: successor_connectivity_errors_2d []\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", + "[, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ]\n", + "materialized_predecessor_units [, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ]\n", + "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_1 called\n", + "materialized network layers\n", + "[, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ]\n", + "materialized_predecessor_units [, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ]\n", + "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_2 called\n", + "materialized network layers\n", + "[, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ]\n", + "materialized_predecessor_units [, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ]\n", + "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_3 called\n", + "materialized network layers\n", + "[, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ]\n", + "materialized_predecessor_units [, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ]\n", + "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000001_tr_0_DenseUnit_0000000000000001_tr_0_4 called\n", + "materialized network layers\n", + "[, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ]\n", + "materialized_predecessor_units [, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ]\n", + "{'1': }\n", + "debug: meta_level_number\n", + "Debug: successor_connectivity_errors_2d []\n", + "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_FinalDenseLevel_0000000000000002_tr_0_FinalDenseUnit_0000000000000002_tr_0_0 called\n", + "materialized network layers\n", + "[, , , , , , , , , , , , , , , ]\n", + "materialized_predecessor_units [, , , , , , , , , , , , , , , ]\n", + "inputs\n", + "KerasTensor(type_spec=TensorSpec(shape=(None, 128), 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_0000000000000002_tr_0_FinalDenseUnit_0000000000000002_tr_0_0_dns_/Sigmoid:0', description=\"created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_FinalDenseLevel_0000000000000002_tr_0_FinalDenseUnit_0000000000000002_tr_0_0_dns_'\")\n", + "Model: \"NeuralNetworkFuture_0000000000000nan_tr_0_nn_materialized\"\n", + "__________________________________________________________________________________________________\n", + " Layer (type) Output Shape Param # Connected to \n", + "==================================================================================================\n", + " NeuralNetworkFuture_000000 [(None, 128)] 0 [] \n", + " 0000000nan_tr_0_InputLevel \n", + " _0000000000000000_tr_0_Inp \n", + " utUnit_0000000000000000_tr \n", + " _0_0_inp (InputLayer) \n", + " \n", + " NeuralNetworkFuture_000000 (None, 5120) 0 ['NeuralNetworkFuture_00000000\n", + " 0000000nan_tr_0_DenseLevel 00000nan_tr_0_InputLevel_00000\n", + " _0000000000000001_tr_0_Den 00000000000_tr_0_InputUnit_000\n", + " seUnit_0000000000000001_tr 0000000000000_tr_0_0_inp[0][0]\n", + " _0_1_cat_ (Concatenate) ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " 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" ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", 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" 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " '] \n", + " \n", + " NeuralNetworkFuture_000000 (None, 5120) 20480 ['NeuralNetworkFuture_00000000\n", + " 0000000nan_tr_0_DenseLevel 00000nan_tr_0_DenseLevel_00000\n", + " _0000000000000001_tr_0_Den 00000000001_tr_0_DenseUnit_000\n", + " seUnit_0000000000000001_tr 0000000000001_tr_0_1_cat_[0][0\n", + " _0_1_btn_ (BatchNormalizat ]'] \n", + " ion) \n", + " \n", + " NeuralNetworkFuture_000000 (None, 6) 30726 ['NeuralNetworkFuture_00000000\n", + " 0000000nan_tr_0_DenseLevel 00000nan_tr_0_DenseLevel_00000\n", + " _0000000000000001_tr_0_Den 00000000001_tr_0_DenseUnit_000\n", + " seUnit_0000000000000001_tr 0000000000001_tr_0_1_btn_[0][0\n", + " _0_1_dns_ (Dense) ]'] \n", + " \n", + " NeuralNetworkFuture_000000 (None, 5144) 0 ['NeuralNetworkFuture_00000000\n", + " 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\n", + " \n", + " NeuralNetworkFuture_000000 (None, 470) 1880 ['NeuralNetworkFuture_00000000\n", + " 0000000nan_tr_0_FinalDense 00000nan_tr_0_FinalDenseLevel_\n", + " Level_0000000000000002_tr_ 0000000000000002_tr_0_FinalDen\n", + " 0_FinalDenseUnit_000000000 seUnit_0000000000000002_tr_0_0\n", + " 0000002_tr_0_0_btn_ (Batch _cat_[0][0]'] \n", + " Normalization) \n", + " \n", + " NeuralNetworkFuture_000000 (None, 1) 471 ['NeuralNetworkFuture_00000000\n", + " 0000000nan_tr_0_FinalDense 00000nan_tr_0_FinalDenseLevel_\n", + " Level_0000000000000002_tr_ 0000000000000002_tr_0_FinalDen\n", + " 0_FinalDenseUnit_000000000 seUnit_0000000000000002_tr_0_0\n", + " 0000002_tr_0_0_dns_ (Dense _btn_[0][0]'] \n", + " ) \n", + " \n", + "==================================================================================================\n", + "Total params: 524964 (2.00 MB)\n", + "Trainable params: 472346 (1.80 MB)\n", + "Non-trainable params: 52618 (205.54 KB)\n", + "__________________________________________________________________________________________________\n", + "None\n", + "Epoch 1/10\n", + "206/206 [==============================] - 15s 71ms/step - loss: 0.6053 - binary_accuracy: 0.7058 - true_negatives_1: 55604.0000 - false_negatives_1: 14646.0000 - false_positives_1: 44202.0000 - true_positives_1: 85548.0000 - val_loss: 0.5651 - val_binary_accuracy: 0.6608 - val_true_negatives_1: 27654.0000 - val_false_negatives_1: 16262.0000 - val_false_positives_1: 7479.0000 - val_true_positives_1: 18605.0000\n", + "Epoch 2/10\n", + "206/206 [==============================] - 15s 70ms/step - loss: 0.5189 - binary_accuracy: 0.7206 - true_negatives_1: 37295.0000 - false_negatives_1: 8945.0000 - false_positives_1: 27378.0000 - true_positives_1: 56382.0000 - val_loss: 0.5248 - val_binary_accuracy: 0.7228 - val_true_negatives_1: 20080.0000 - val_false_negatives_1: 4354.0000 - val_false_positives_1: 15053.0000 - val_true_positives_1: 30513.0000\n", + "Epoch 3/10\n", + "206/206 [==============================] - 14s 70ms/step - loss: 0.5219 - binary_accuracy: 0.7200 - true_negatives_1: 36696.0000 - false_negatives_1: 8419.0000 - false_positives_1: 27977.0000 - true_positives_1: 56908.0000 - val_loss: 0.5264 - val_binary_accuracy: 0.7089 - val_true_negatives_1: 22361.0000 - val_false_negatives_1: 7605.0000 - val_false_positives_1: 12772.0000 - val_true_positives_1: 27262.0000\n", + "Epoch 4/10\n", + "206/206 [==============================] - 15s 71ms/step - loss: 0.5224 - binary_accuracy: 0.7198 - true_negatives_1: 36582.0000 - false_negatives_1: 8339.0000 - false_positives_1: 28091.0000 - true_positives_1: 56988.0000 - val_loss: 0.5195 - val_binary_accuracy: 0.7202 - val_true_negatives_1: 20750.0000 - val_false_negatives_1: 5202.0000 - val_false_positives_1: 14383.0000 - val_true_positives_1: 29665.0000\n", + "Epoch 5/10\n", + "206/206 [==============================] - 14s 70ms/step - loss: 0.5224 - binary_accuracy: 0.7187 - true_negatives_1: 36591.0000 - false_negatives_1: 8492.0000 - false_positives_1: 28082.0000 - true_positives_1: 56835.0000 - val_loss: 0.5214 - val_binary_accuracy: 0.7156 - val_true_negatives_1: 20907.0000 - val_false_negatives_1: 5685.0000 - val_false_positives_1: 14226.0000 - val_true_positives_1: 29182.0000\n", + "Epoch 6/10\n", + "206/206 [==============================] - 14s 70ms/step - loss: 0.5284 - binary_accuracy: 0.7128 - true_negatives_1: 37116.0000 - false_negatives_1: 9783.0000 - false_positives_1: 27557.0000 - true_positives_1: 55544.0000 - val_loss: 0.5239 - val_binary_accuracy: 0.7171 - val_true_negatives_1: 18340.0000 - val_false_negatives_1: 3008.0000 - val_false_positives_1: 16793.0000 - val_true_positives_1: 31859.0000\n", + "Epoch 7/10\n", + "206/206 [==============================] - 14s 69ms/step - loss: 0.5280 - binary_accuracy: 0.7141 - true_negatives_1: 36805.0000 - false_negatives_1: 9297.0000 - false_positives_1: 27868.0000 - true_positives_1: 56030.0000 - val_loss: 0.5329 - val_binary_accuracy: 0.7051 - val_true_negatives_1: 21073.0000 - val_false_negatives_1: 6586.0000 - val_false_positives_1: 14060.0000 - val_true_positives_1: 28281.0000\n", + "Epoch 8/10\n", + "206/206 [==============================] - 14s 67ms/step - loss: 0.5288 - binary_accuracy: 0.7130 - true_negatives_1: 37003.0000 - false_negatives_1: 9635.0000 - false_positives_1: 27670.0000 - true_positives_1: 55692.0000 - val_loss: 0.5807 - val_binary_accuracy: 0.6105 - val_true_negatives_1: 29624.0000 - val_false_negatives_1: 21757.0000 - val_false_positives_1: 5509.0000 - val_true_positives_1: 13110.0000\n", + "Epoch 9/10\n", + "206/206 [==============================] - 14s 68ms/step - loss: 0.5258 - binary_accuracy: 0.7169 - true_negatives_1: 36876.0000 - false_negatives_1: 9006.0000 - false_positives_1: 27797.0000 - true_positives_1: 56321.0000 - val_loss: 0.5369 - val_binary_accuracy: 0.7118 - val_true_negatives_1: 18084.0000 - val_false_negatives_1: 3122.0000 - val_false_positives_1: 17049.0000 - val_true_positives_1: 31745.0000\n", + "Epoch 10/10\n", + "206/206 [==============================] - 14s 70ms/step - loss: 0.5249 - binary_accuracy: 0.7166 - true_negatives_1: 36765.0000 - false_negatives_1: 8937.0000 - false_positives_1: 27908.0000 - true_positives_1: 56390.0000 - val_loss: 0.5201 - val_binary_accuracy: 0.7180 - val_true_negatives_1: 19958.0000 - val_false_negatives_1: 4562.0000 - val_false_positives_1: 15175.0000 - val_true_positives_1: 30305.0000\n", + "this is neural_network_spec_file 2023_10_19_11_45_cerebros_auto_ml_test_semiprimes_meta_42/model_architectures/tr_0000000000000000_subtrial_0000000000000001.txt\n", + "INFO:tensorflow:Assets written to: 2023_10_19_11_45_cerebros_auto_ml_test_semiprimes_meta_42/models/tr_0000000000000000_subtrial_0000000000000001/assets\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Assets written to: 2023_10_19_11_45_cerebros_auto_ml_test_semiprimes_meta_42/models/tr_0000000000000000_subtrial_0000000000000001/assets\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "returning trial 0 oracles\n", + " loss binary_accuracy true_negatives_1 false_negatives_1 \\\n", + "0 0.605287 0.705760 55604.0 14646.0 \n", + "1 0.518939 0.720592 37295.0 8945.0 \n", + "2 0.521948 0.720031 36696.0 8419.0 \n", + "3 0.522364 0.719769 36582.0 8339.0 \n", + "4 0.522400 0.718662 36591.0 8492.0 \n", + "5 0.528388 0.712769 37116.0 9783.0 \n", + "6 0.527983 0.714115 36805.0 9297.0 \n", + "7 0.528755 0.713038 37003.0 9635.0 \n", + "8 0.525758 0.716900 36876.0 9006.0 \n", + "9 0.524876 0.716577 36765.0 8937.0 \n", + "\n", + " false_positives_1 true_positives_1 val_loss val_binary_accuracy \\\n", + "0 44202.0 85548.0 0.565111 0.660843 \n", + "1 27378.0 56382.0 0.524795 0.722757 \n", + "2 27977.0 56908.0 0.526362 0.708900 \n", + "3 28091.0 56988.0 0.519504 0.720214 \n", + "4 28082.0 56835.0 0.521360 0.715557 \n", + "5 27557.0 55544.0 0.523868 0.717129 \n", + "6 27868.0 56030.0 0.532885 0.705057 \n", + "7 27670.0 55692.0 0.580684 0.610486 \n", + "8 27797.0 56321.0 0.536898 0.711843 \n", + "9 27908.0 56390.0 0.520091 0.718043 \n", + "\n", + " val_true_negatives_1 val_false_negatives_1 val_false_positives_1 \\\n", + "0 27654.0 16262.0 7479.0 \n", + "1 20080.0 4354.0 15053.0 \n", + "2 22361.0 7605.0 12772.0 \n", + "3 20750.0 5202.0 14383.0 \n", + "4 20907.0 5685.0 14226.0 \n", + "5 18340.0 3008.0 16793.0 \n", + "6 21073.0 6586.0 14060.0 \n", + "7 29624.0 21757.0 5509.0 \n", + "8 18084.0 3122.0 17049.0 \n", + "9 19958.0 4562.0 15175.0 \n", + "\n", + " val_true_positives_1 trial_number subtrial_number \\\n", + "0 18605.0 0 1 \n", + "1 30513.0 0 1 \n", + "2 27262.0 0 1 \n", + "3 29665.0 0 1 \n", + "4 29182.0 0 1 \n", + "5 31859.0 0 1 \n", + "6 28281.0 0 1 \n", + "7 13110.0 0 1 \n", + "8 31745.0 0 1 \n", + "9 30305.0 0 1 \n", + "\n", + " model_name \n", + "0 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "1 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "2 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "3 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "4 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "5 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "6 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "7 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "8 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "9 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "SimpleCerebrosRandomSearch.input_shapes: [128]\n", + "nan\n", + ">nnf>ceil\n", + "k is: 0 value is: [{'1': }]\n", + "0\n", + "k is: 1 value is: [{'18': }]\n", + "1\n", + "Trying to create level 1\n", + "We think level 1's predecessors are: [0]\n", + "k is: 2 value is: [{'21': }, {'14': }, {'9': }, {'20': }]\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': }]\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", + "InputLevel.input_shapes [128]\n", + "{'18': }\n", + "{'21': }\n", + "{'14': }\n", + "{'9': }\n", + "{'20': }\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", + "$$$$$$>>>>> Base model: \n", + "InputUnit.input_shape: 128\n", + "{'18': }\n", + "debug: meta_level_number\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", + "[, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ]\n", + "materialized_predecessor_units [, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ]\n", + "{'21': }\n", + "{'14': }\n", + "{'9': }\n", + "{'20': }\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_0000000000000002_tr_0_DenseUnit_0000000000000002_tr_0_0 called\n", + "materialized network layers\n", + "[, , , ]\n", + "materialized_predecessor_units [, , , ]\n", + "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000002_tr_0_DenseUnit_0000000000000002_tr_0_1 called\n", + "materialized network layers\n", + "[, , , ]\n", + "materialized_predecessor_units [, , , ]\n", + "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000002_tr_0_DenseUnit_0000000000000002_tr_0_2 called\n", + "materialized network layers\n", + "[, , , , , , , , ]\n", + "materialized_predecessor_units [, , , , , , , , ]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.\n", + "WARNING:absl:XLA (`jit_compile`) is not yet supported on Apple M1/M2 ARM processors. Falling back to `jit_compile=False`.\n", + "WARNING:absl:There is a known slowdown when using v2.11+ Keras optimizers on M1/M2 Macs. Falling back to the legacy Keras optimizer, i.e., `tf.keras.optimizers.legacy.Adam`.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000002_tr_0_DenseUnit_0000000000000002_tr_0_3 called\n", + "materialized network layers\n", + "[, , , , , , , , , , , ]\n", + "materialized_predecessor_units [, , , , , , , , , , , ]\n", + "{'1': }\n", + "debug: meta_level_number\n", + "Debug: successor_connectivity_errors_2d []\n", + "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_FinalDenseLevel_0000000000000003_tr_0_FinalDenseUnit_0000000000000003_tr_0_0 called\n", + "materialized network layers\n", + "[, , , , , , , , , , , , , , , ]\n", + "materialized_predecessor_units [, , , , , , , , , , , , , , , ]\n", + "inputs\n", + "KerasTensor(type_spec=TensorSpec(shape=(None, 128), 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_0000000000000003_tr_0_FinalDenseUnit_0000000000000003_tr_0_0_dns_/Sigmoid:0', description=\"created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_FinalDenseLevel_0000000000000003_tr_0_FinalDenseUnit_0000000000000003_tr_0_0_dns_'\")\n", + "Model: \"NeuralNetworkFuture_0000000000000nan_tr_0_nn_materialized\"\n", + "__________________________________________________________________________________________________\n", + " Layer (type) Output Shape Param # Connected to \n", + "==================================================================================================\n", + " NeuralNetworkFuture_000000 [(None, 128)] 0 [] \n", + " 0000000nan_tr_0_InputLevel \n", + " _0000000000000000_tr_0_Inp \n", + " utUnit_0000000000000000_tr \n", + " _0_0_inp (InputLayer) \n", + " \n", + " NeuralNetworkFuture_000000 (None, 5120) 0 ['NeuralNetworkFuture_00000000\n", + " 0000000nan_tr_0_DenseLevel 00000nan_tr_0_InputLevel_00000\n", + " _0000000000000001_tr_0_Den 00000000000_tr_0_InputUnit_000\n", + " seUnit_0000000000000001_tr 0000000000000_tr_0_0_inp[0][0]\n", + " _0_0_cat_ (Concatenate) ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " 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00000nan_tr_0_DenseLevel_00000\n", + " 00000000002_tr_0_DenseUnit_000\n", + " 0000000000002_tr_0_0_dns_[0][0\n", + " ]'] \n", + " \n", + " NeuralNetworkFuture_000000 (None, 486) 1944 ['NeuralNetworkFuture_00000000\n", + " 0000000nan_tr_0_FinalDense 00000nan_tr_0_FinalDenseLevel_\n", + " Level_0000000000000003_tr_ 0000000000000003_tr_0_FinalDen\n", + " 0_FinalDenseUnit_000000000 seUnit_0000000000000003_tr_0_0\n", + " 0000003_tr_0_0_btn_ (Batch _cat_[0][0]'] \n", + " Normalization) \n", + " \n", + " NeuralNetworkFuture_000000 (None, 1) 487 ['NeuralNetworkFuture_00000000\n", + " 0000000nan_tr_0_FinalDense 00000nan_tr_0_FinalDenseLevel_\n", + " Level_0000000000000003_tr_ 0000000000000003_tr_0_FinalDen\n", + " 0_FinalDenseUnit_000000000 seUnit_0000000000000003_tr_0_0\n", + " 0000003_tr_0_0_dns_ (Dense _btn_[0][0]'] \n", + " ) \n", + " \n", + "==================================================================================================\n", + "Total params: 141511 (552.78 KB)\n", + "Trainable params: 127649 (498.63 KB)\n", + "Non-trainable params: 13862 (54.15 KB)\n", + "__________________________________________________________________________________________________\n", + "None\n", + "Epoch 1/10\n", + "206/206 [==============================] - 5s 22ms/step - loss: 0.5757 - binary_accuracy: 0.7087 - true_negatives_1: 59006.0000 - false_negatives_1: 17460.0000 - false_positives_1: 40800.0000 - true_positives_1: 82734.0000 - val_loss: 0.5411 - val_binary_accuracy: 0.6964 - val_true_negatives_1: 25199.0000 - val_false_negatives_1: 11318.0000 - val_false_positives_1: 9934.0000 - val_true_positives_1: 23549.0000\n", + "Epoch 2/10\n", + "206/206 [==============================] - 5s 22ms/step - loss: 0.5244 - binary_accuracy: 0.7167 - true_negatives_1: 39014.0000 - false_negatives_1: 11173.0000 - false_positives_1: 25659.0000 - true_positives_1: 54154.0000 - val_loss: 0.5362 - val_binary_accuracy: 0.7112 - val_true_negatives_1: 16642.0000 - val_false_negatives_1: 1727.0000 - val_false_positives_1: 18491.0000 - val_true_positives_1: 33140.0000\n", + "Epoch 3/10\n", + "206/206 [==============================] - 4s 22ms/step - loss: 0.5268 - binary_accuracy: 0.7140 - true_negatives_1: 38980.0000 - false_negatives_1: 11483.0000 - false_positives_1: 25693.0000 - true_positives_1: 53844.0000 - val_loss: 0.5287 - val_binary_accuracy: 0.7213 - val_true_negatives_1: 20291.0000 - val_false_negatives_1: 4666.0000 - val_false_positives_1: 14842.0000 - val_true_positives_1: 30201.0000\n", + "Epoch 4/10\n", + "206/206 [==============================] - 4s 21ms/step - loss: 0.5302 - binary_accuracy: 0.7117 - true_negatives_1: 39259.0000 - false_negatives_1: 12070.0000 - false_positives_1: 25414.0000 - true_positives_1: 53257.0000 - val_loss: 0.5397 - val_binary_accuracy: 0.7003 - val_true_negatives_1: 19112.0000 - val_false_negatives_1: 4961.0000 - val_false_positives_1: 16021.0000 - val_true_positives_1: 29906.0000\n", + "Epoch 5/10\n", + "206/206 [==============================] - 4s 20ms/step - loss: 0.5306 - binary_accuracy: 0.7110 - true_negatives_1: 39149.0000 - false_negatives_1: 12049.0000 - false_positives_1: 25524.0000 - true_positives_1: 53278.0000 - val_loss: 0.5975 - val_binary_accuracy: 0.6128 - val_true_negatives_1: 30103.0000 - val_false_negatives_1: 22071.0000 - val_false_positives_1: 5030.0000 - val_true_positives_1: 12796.0000\n", + "Epoch 6/10\n", + "206/206 [==============================] - 4s 20ms/step - loss: 0.5378 - binary_accuracy: 0.7054 - true_negatives_1: 39442.0000 - false_negatives_1: 13066.0000 - false_positives_1: 25231.0000 - true_positives_1: 52261.0000 - val_loss: 0.6849 - val_binary_accuracy: 0.6749 - val_true_negatives_1: 12418.0000 - val_false_negatives_1: 41.0000 - val_false_positives_1: 22715.0000 - val_true_positives_1: 34826.0000\n", + "Epoch 7/10\n", + "206/206 [==============================] - 4s 21ms/step - loss: 0.5371 - binary_accuracy: 0.7069 - true_negatives_1: 39143.0000 - false_negatives_1: 12568.0000 - false_positives_1: 25530.0000 - true_positives_1: 52759.0000 - val_loss: 0.5715 - val_binary_accuracy: 0.6906 - val_true_negatives_1: 13961.0000 - val_false_negatives_1: 484.0000 - val_false_positives_1: 21172.0000 - val_true_positives_1: 34383.0000\n", + "Epoch 8/10\n", + "206/206 [==============================] - 4s 20ms/step - loss: 0.5325 - binary_accuracy: 0.7111 - true_negatives_1: 38299.0000 - false_negatives_1: 11186.0000 - false_positives_1: 26374.0000 - true_positives_1: 54141.0000 - val_loss: 0.5351 - val_binary_accuracy: 0.7238 - val_true_negatives_1: 18910.0000 - val_false_negatives_1: 3113.0000 - val_false_positives_1: 16223.0000 - val_true_positives_1: 31754.0000\n", + "Epoch 9/10\n", + "206/206 [==============================] - 4s 21ms/step - loss: 0.5326 - binary_accuracy: 0.7112 - true_negatives_1: 37345.0000 - false_negatives_1: 10216.0000 - false_positives_1: 27328.0000 - true_positives_1: 55111.0000 - val_loss: 0.5721 - val_binary_accuracy: 0.6987 - val_true_negatives_1: 16417.0000 - val_false_negatives_1: 2372.0000 - val_false_positives_1: 18716.0000 - val_true_positives_1: 32495.0000\n", + "Epoch 10/10\n", + "206/206 [==============================] - 4s 20ms/step - loss: 0.5296 - binary_accuracy: 0.7135 - true_negatives_1: 37111.0000 - false_negatives_1: 9688.0000 - false_positives_1: 27562.0000 - true_positives_1: 55639.0000 - val_loss: 0.5306 - val_binary_accuracy: 0.7078 - val_true_negatives_1: 22365.0000 - val_false_negatives_1: 7687.0000 - val_false_positives_1: 12768.0000 - val_true_positives_1: 27180.0000\n", + "this is neural_network_spec_file 2023_10_19_11_45_cerebros_auto_ml_test_semiprimes_meta_42/model_architectures/tr_0000000000000000_subtrial_0000000000000000.txt\n", + "INFO:tensorflow:Assets written to: 2023_10_19_11_45_cerebros_auto_ml_test_semiprimes_meta_42/models/tr_0000000000000000_subtrial_0000000000000000/assets\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Assets written to: 2023_10_19_11_45_cerebros_auto_ml_test_semiprimes_meta_42/models/tr_0000000000000000_subtrial_0000000000000000/assets\n", + "WARNING:absl:At this time, the v2.11+ optimizer `tf.keras.optimizers.Adam` runs slowly on M1/M2 Macs, please use the legacy Keras optimizer instead, located at `tf.keras.optimizers.legacy.Adam`.\n", + "WARNING:absl:XLA (`jit_compile`) is not yet supported on Apple M1/M2 ARM processors. Falling back to `jit_compile=False`.\n", + "WARNING:absl:There is a known slowdown when using v2.11+ Keras optimizers on M1/M2 Macs. Falling back to the legacy Keras optimizer, i.e., `tf.keras.optimizers.legacy.Adam`.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "returning trial 0 oracles\n", + " loss binary_accuracy true_negatives_1 false_negatives_1 \\\n", + "0 0.575688 0.708700 59006.0 17460.0 \n", + "1 0.524399 0.716677 39014.0 11173.0 \n", + "2 0.526799 0.714031 38980.0 11483.0 \n", + "3 0.530223 0.711662 39259.0 12070.0 \n", + "4 0.530604 0.710977 39149.0 12049.0 \n", + "5 0.537781 0.705408 39442.0 13066.0 \n", + "6 0.537114 0.706938 39143.0 12568.0 \n", + "7 0.532503 0.711077 38299.0 11186.0 \n", + "8 0.532577 0.711200 37345.0 10216.0 \n", + "9 0.529575 0.713462 37111.0 9688.0 \n", + "\n", + " false_positives_1 true_positives_1 val_loss val_binary_accuracy \\\n", + "0 40800.0 82734.0 0.541102 0.696400 \n", + "1 25659.0 54154.0 0.536229 0.711171 \n", + "2 25693.0 53844.0 0.528731 0.721314 \n", + "3 25414.0 53257.0 0.539653 0.700257 \n", + "4 25524.0 53278.0 0.597476 0.612843 \n", + "5 25231.0 52261.0 0.684904 0.674914 \n", + "6 25530.0 52759.0 0.571541 0.690629 \n", + "7 26374.0 54141.0 0.535082 0.723771 \n", + "8 27328.0 55111.0 0.572074 0.698743 \n", + "9 27562.0 55639.0 0.530632 0.707786 \n", + "\n", + " val_true_negatives_1 val_false_negatives_1 val_false_positives_1 \\\n", + "0 25199.0 11318.0 9934.0 \n", + "1 16642.0 1727.0 18491.0 \n", + "2 20291.0 4666.0 14842.0 \n", + "3 19112.0 4961.0 16021.0 \n", + "4 30103.0 22071.0 5030.0 \n", + "5 12418.0 41.0 22715.0 \n", + "6 13961.0 484.0 21172.0 \n", + "7 18910.0 3113.0 16223.0 \n", + "8 16417.0 2372.0 18716.0 \n", + "9 22365.0 7687.0 12768.0 \n", + "\n", + " val_true_positives_1 trial_number subtrial_number \\\n", + "0 23549.0 0 0 \n", + "1 33140.0 0 0 \n", + "2 30201.0 0 0 \n", + "3 29906.0 0 0 \n", + "4 12796.0 0 0 \n", + "5 34826.0 0 0 \n", + "6 34383.0 0 0 \n", + "7 31754.0 0 0 \n", + "8 32495.0 0 0 \n", + "9 27180.0 0 0 \n", + "\n", + " model_name \n", + "0 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "1 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "2 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "3 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "4 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "5 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "6 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "7 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "8 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "9 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "SimpleCerebrosRandomSearch.input_shapes: [128]\n", + "nan\n", + ">nnf>ceil\n", + "k is: 0 value is: [{'1': }]\n", + "0\n", + "k is: 1 value is: [{'18': }]\n", + "1\n", + "Trying to create level 1\n", + "We think level 1's predecessors are: [0]\n", + "k is: 2 value is: [{'21': }, {'14': }, {'9': }, {'20': }]\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': }]\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", + "InputLevel.input_shapes [128]\n", + "{'18': }\n", + "{'21': }\n", + "{'14': }\n", + "{'9': }\n", + "{'20': }\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", + "$$$$$$>>>>> Base model: \n", + "InputUnit.input_shape: 128\n", + "{'18': }\n", + "debug: meta_level_number\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", + "[, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ]\n", + "materialized_predecessor_units [, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , ]\n", + "{'21': }\n", + "{'14': }\n", + "{'9': }\n", + "{'20': }\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_0000000000000002_tr_0_DenseUnit_0000000000000002_tr_0_0 called\n", + "materialized network layers\n", + "[, , , ]\n", + "materialized_predecessor_units [, , , ]\n", + "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000002_tr_0_DenseUnit_0000000000000002_tr_0_1 called\n", + "materialized network layers\n", + "[, , , ]\n", + "materialized_predecessor_units [, , , ]\n", + "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000002_tr_0_DenseUnit_0000000000000002_tr_0_2 called\n", + "materialized network layers\n", + "[, , , , , , ]\n", + "materialized_predecessor_units [, , , , , , ]\n", + "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_DenseLevel_0000000000000002_tr_0_DenseUnit_0000000000000002_tr_0_3 called\n", + "materialized network layers\n", + "[, , , , , , , , , , , , ]\n", + "materialized_predecessor_units [, , , , , , , , , , , , ]\n", + "{'1': }\n", + "debug: meta_level_number\n", + "Debug: successor_connectivity_errors_2d []\n", + "materialize:_NeuralNetworkFuture_0000000000000nan_tr_0_FinalDenseLevel_0000000000000003_tr_0_FinalDenseUnit_0000000000000003_tr_0_0 called\n", + "materialized network layers\n", + "[, , , , , , , , , , , , , , , ]\n", + "materialized_predecessor_units [, , , , , , , , , , , , , , , ]\n", + "inputs\n", + "KerasTensor(type_spec=TensorSpec(shape=(None, 128), 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_0000000000000003_tr_0_FinalDenseUnit_0000000000000003_tr_0_0_dns_/Sigmoid:0', description=\"created by layer 'NeuralNetworkFuture_0000000000000nan_tr_0_FinalDenseLevel_0000000000000003_tr_0_FinalDenseUnit_0000000000000003_tr_0_0_dns_'\")\n", + "Model: \"NeuralNetworkFuture_0000000000000nan_tr_0_nn_materialized\"\n", + "__________________________________________________________________________________________________\n", + " Layer (type) Output Shape Param # Connected to \n", + "==================================================================================================\n", + " NeuralNetworkFuture_000000 [(None, 128)] 0 [] \n", + " 0000000nan_tr_0_InputLevel \n", + " _0000000000000000_tr_0_Inp \n", + " utUnit_0000000000000000_tr \n", + " _0_0_inp (InputLayer) \n", + " \n", + " NeuralNetworkFuture_000000 (None, 5120) 0 ['NeuralNetworkFuture_00000000\n", + " 0000000nan_tr_0_DenseLevel 00000nan_tr_0_InputLevel_00000\n", + " _0000000000000001_tr_0_Den 00000000000_tr_0_InputUnit_000\n", + " seUnit_0000000000000001_tr 0000000000000_tr_0_0_inp[0][0]\n", + " _0_0_cat_ (Concatenate) ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', 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', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + " ', \n", + " 'NeuralNetworkFuture_00000000\n", + " 00000nan_tr_0_InputLevel_00000\n", + " 00000000000_tr_0_InputUnit_000\n", + " 0000000000000_tr_0_0_inp[0][0]\n", + 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Level_0000000000000003_tr_ 0000000000000003_tr_0_FinalDen\n", + " 0_FinalDenseUnit_000000000 seUnit_0000000000000003_tr_0_0\n", + " 0000003_tr_0_0_dns_ (Dense _btn_[0][0]'] \n", + " ) \n", + " \n", + "==================================================================================================\n", + "Total params: 141463 (552.59 KB)\n", + "Trainable params: 127637 (498.58 KB)\n", + "Non-trainable params: 13826 (54.01 KB)\n", + "__________________________________________________________________________________________________\n", + "None\n", + "Epoch 1/10\n", + "206/206 [==============================] - 5s 21ms/step - loss: 0.5811 - binary_accuracy: 0.7046 - true_negatives_1: 61519.0000 - false_negatives_1: 20796.0000 - false_positives_1: 38287.0000 - true_positives_1: 79398.0000 - val_loss: 0.5513 - val_binary_accuracy: 0.6580 - val_true_negatives_1: 28031.0000 - val_false_negatives_1: 16841.0000 - val_false_positives_1: 7102.0000 - val_true_positives_1: 18026.0000\n", + "Epoch 2/10\n", + "206/206 [==============================] - 4s 21ms/step - loss: 0.5203 - binary_accuracy: 0.7201 - true_negatives_1: 37083.0000 - false_negatives_1: 8801.0000 - false_positives_1: 27590.0000 - true_positives_1: 56526.0000 - val_loss: 0.5176 - val_binary_accuracy: 0.7209 - val_true_negatives_1: 18757.0000 - val_false_negatives_1: 3163.0000 - val_false_positives_1: 16376.0000 - val_true_positives_1: 31704.0000\n", + "Epoch 3/10\n", + "206/206 [==============================] - 4s 21ms/step - loss: 0.5239 - binary_accuracy: 0.7188 - true_negatives_1: 36714.0000 - false_negatives_1: 8597.0000 - false_positives_1: 27959.0000 - true_positives_1: 56730.0000 - val_loss: 0.5914 - val_binary_accuracy: 0.6044 - val_true_negatives_1: 29969.0000 - val_false_negatives_1: 22526.0000 - val_false_positives_1: 5164.0000 - val_true_positives_1: 12341.0000\n", + "Epoch 4/10\n", + "206/206 [==============================] - 4s 21ms/step - loss: 0.5248 - binary_accuracy: 0.7160 - true_negatives_1: 37074.0000 - false_negatives_1: 9327.0000 - false_positives_1: 27599.0000 - true_positives_1: 56000.0000 - val_loss: 0.5636 - val_binary_accuracy: 0.6438 - val_true_negatives_1: 27531.0000 - val_false_negatives_1: 17333.0000 - val_false_positives_1: 7602.0000 - val_true_positives_1: 17534.0000\n", + "Epoch 5/10\n", + "206/206 [==============================] - 4s 20ms/step - loss: 0.5279 - binary_accuracy: 0.7167 - true_negatives_1: 37408.0000 - false_negatives_1: 9565.0000 - false_positives_1: 27265.0000 - true_positives_1: 55762.0000 - val_loss: 0.5631 - val_binary_accuracy: 0.6512 - val_true_negatives_1: 26400.0000 - val_false_negatives_1: 15686.0000 - val_false_positives_1: 8733.0000 - val_true_positives_1: 19181.0000\n", + "Epoch 6/10\n", + "206/206 [==============================] - 4s 20ms/step - loss: 0.5261 - binary_accuracy: 0.7168 - true_negatives_1: 36913.0000 - false_negatives_1: 9052.0000 - false_positives_1: 27760.0000 - true_positives_1: 56275.0000 - val_loss: 0.6169 - val_binary_accuracy: 0.7136 - val_true_negatives_1: 16242.0000 - val_false_negatives_1: 1157.0000 - val_false_positives_1: 18891.0000 - val_true_positives_1: 33710.0000\n", + "Epoch 7/10\n", + "206/206 [==============================] - 4s 19ms/step - loss: 0.5287 - binary_accuracy: 0.7138 - true_negatives_1: 37171.0000 - false_negatives_1: 9702.0000 - false_positives_1: 27502.0000 - true_positives_1: 55625.0000 - val_loss: 0.5702 - val_binary_accuracy: 0.7163 - val_true_negatives_1: 16938.0000 - val_false_negatives_1: 1663.0000 - val_false_positives_1: 18195.0000 - val_true_positives_1: 33204.0000\n", + "Epoch 8/10\n", + "206/206 [==============================] - 4s 19ms/step - loss: 0.5312 - binary_accuracy: 0.7127 - true_negatives_1: 37366.0000 - false_negatives_1: 10048.0000 - false_positives_1: 27307.0000 - true_positives_1: 55279.0000 - val_loss: 0.5346 - val_binary_accuracy: 0.7183 - val_true_negatives_1: 19132.0000 - val_false_negatives_1: 3715.0000 - val_false_positives_1: 16001.0000 - val_true_positives_1: 31152.0000\n", + "Epoch 9/10\n", + "206/206 [==============================] - 4s 19ms/step - loss: 0.5336 - binary_accuracy: 0.7099 - true_negatives_1: 37503.0000 - false_negatives_1: 10548.0000 - false_positives_1: 27170.0000 - true_positives_1: 54779.0000 - val_loss: 0.5379 - val_binary_accuracy: 0.7108 - val_true_negatives_1: 21699.0000 - val_false_negatives_1: 6810.0000 - val_false_positives_1: 13434.0000 - val_true_positives_1: 28057.0000\n", + "Epoch 10/10\n", + "206/206 [==============================] - 4s 20ms/step - loss: 0.5282 - binary_accuracy: 0.7148 - true_negatives_1: 37278.0000 - false_negatives_1: 9677.0000 - false_positives_1: 27395.0000 - true_positives_1: 55650.0000 - val_loss: 0.5542 - val_binary_accuracy: 0.7132 - val_true_negatives_1: 17052.0000 - val_false_negatives_1: 1997.0000 - val_false_positives_1: 18081.0000 - val_true_positives_1: 32870.0000\n", + "this is neural_network_spec_file 2023_10_19_11_45_cerebros_auto_ml_test_semiprimes_meta_42/model_architectures/tr_0000000000000000_subtrial_0000000000000001.txt\n", + "INFO:tensorflow:Assets written to: 2023_10_19_11_45_cerebros_auto_ml_test_semiprimes_meta_42/models/tr_0000000000000000_subtrial_0000000000000001/assets\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:tensorflow:Assets written to: 2023_10_19_11_45_cerebros_auto_ml_test_semiprimes_meta_42/models/tr_0000000000000000_subtrial_0000000000000001/assets\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "returning trial 0 oracles\n", + " loss binary_accuracy true_negatives_1 false_negatives_1 \\\n", + "0 0.581126 0.704585 61519.0 20796.0 \n", + "1 0.520320 0.720069 37083.0 8801.0 \n", + "2 0.523918 0.718800 36714.0 8597.0 \n", + "3 0.524814 0.715954 37074.0 9327.0 \n", + "4 0.527889 0.716692 37408.0 9565.0 \n", + "5 0.526117 0.716831 36913.0 9052.0 \n", + "6 0.528727 0.713815 37171.0 9702.0 \n", + "7 0.531165 0.712654 37366.0 10048.0 \n", + "8 0.533638 0.709862 37503.0 10548.0 \n", + "9 0.528213 0.714831 37278.0 9677.0 \n", + "\n", + " false_positives_1 true_positives_1 val_loss val_binary_accuracy \\\n", + "0 38287.0 79398.0 0.551279 0.657957 \n", + "1 27590.0 56526.0 0.517649 0.720871 \n", + "2 27959.0 56730.0 0.591377 0.604429 \n", + "3 27599.0 56000.0 0.563640 0.643786 \n", + "4 27265.0 55762.0 0.563109 0.651157 \n", + "5 27760.0 56275.0 0.616889 0.713600 \n", + "6 27502.0 55625.0 0.570224 0.716314 \n", + "7 27307.0 55279.0 0.534633 0.718343 \n", + "8 27170.0 54779.0 0.537906 0.710800 \n", + "9 27395.0 55650.0 0.554172 0.713171 \n", + "\n", + " val_true_negatives_1 val_false_negatives_1 val_false_positives_1 \\\n", + "0 28031.0 16841.0 7102.0 \n", + "1 18757.0 3163.0 16376.0 \n", + "2 29969.0 22526.0 5164.0 \n", + "3 27531.0 17333.0 7602.0 \n", + "4 26400.0 15686.0 8733.0 \n", + "5 16242.0 1157.0 18891.0 \n", + "6 16938.0 1663.0 18195.0 \n", + "7 19132.0 3715.0 16001.0 \n", + "8 21699.0 6810.0 13434.0 \n", + "9 17052.0 1997.0 18081.0 \n", + "\n", + " val_true_positives_1 trial_number subtrial_number \\\n", + "0 18026.0 0 1 \n", + "1 31704.0 0 1 \n", + "2 12341.0 0 1 \n", + "3 17534.0 0 1 \n", + "4 19181.0 0 1 \n", + "5 33710.0 0 1 \n", + "6 33204.0 0 1 \n", + "7 31152.0 0 1 \n", + "8 28057.0 0 1 \n", + "9 32870.0 0 1 \n", + "\n", + " model_name \n", + "0 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "1 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "2 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "3 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "4 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "5 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "6 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "7 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "8 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "9 2023_10_19_11_45_cerebros_auto_ml_test_semipri... \n", + "Index(['loss', 'binary_accuracy', 'true_negatives_1', 'false_negatives_1',\n", + " 'false_positives_1', 'true_positives_1', 'val_loss',\n", + " 'val_binary_accuracy', 'val_true_negatives_1', 'val_false_negatives_1',\n", + " 'val_false_positives_1', 'val_true_positives_1', 'trial_number',\n", + " 'subtrial_number', 'model_name'],\n", + " dtype='object')\n", + "metric_to_rank_by is: 'val_binary_accuracy'\n", + "Type of metric_to_rank_by is: \n", + "Best result this trial was: 0.7237714529037476\n", + "Type of best result: \n", + "Best model name: 2023_10_19_11_45_cerebros_auto_ml_test_semiprimes_meta_42/models/tr_0000000000000000_subtrial_0000000000000000\n" + ] + } + ], + "source": [ + "result = cerebros_automl.run_random_search()\n", + "best_model_found = cerebros_automl.get_best_model()" + ] + }, + { + "cell_type": "markdown", + "id": "7361f97e-5521-4b2b-9d1e-310234b773d7", + "metadata": {}, + "source": [ + "Output best model parameters and accuracy" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "5a6a8f20-4878-4838-b11c-c03631a31a9f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Best model found: 141511 total parameters (127649 trainable, 13862 non-trainable)\n", + "Best accuracy is (val_binary_accuracy): 0.7237714529037476\n" + ] + } + ], + "source": [ + "trainable_params = np.sum([np.prod(w.get_shape()) for w in best_model_found.trainable_weights])\n", + "non_trainable_params = np.sum([np.prod(w.get_shape()) for w in best_model_found.non_trainable_weights])\n", + "total_params = trainable_params + non_trainable_params\n", + "\n", + "print(f\"Best model found: {total_params} total parameters ({trainable_params} trainable, {non_trainable_params} non-trainable)\")\n", + "\n", + "print(f\"Best accuracy is ({cerebros_automl.metric_to_rank_by}): {result}\")" + ] + }, + { + "cell_type": "markdown", + "id": "07eb7e9e-a41d-40a2-acf8-6ea07c3e90ca", + "metadata": {}, + "source": [ + "Make predictions on the remaining 90% of the dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "99eb98b2-d5d9-4576-8926-6ee095f76bae", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"NeuralNetworkFuture_0000000000000nan_tr_0_nn_materialized\"\n", + "__________________________________________________________________________________________________\n", + " Layer (type) Output Shape Param # Connected to \n", + "==================================================================================================\n", + " NeuralNetworkFuture_000000 [(None, 128)] 0 [] \n", + " 0000000nan_tr_0_InputLevel \n", + " _0000000000000000_tr_0_Inp \n", + " utUnit_0000000000000000_tr \n", + " _0_0_inp (InputLayer) \n", + " \n", + " NeuralNetworkFuture_000000 (None, 5120) 0 ['NeuralNetworkFuture_00000000\n", + " 0000000nan_tr_0_DenseLevel 00000nan_tr_0_InputLevel_00000\n", + " _0000000000000001_tr_0_Den 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00000nan_tr_0_FinalDenseLevel_\n", + " Level_0000000000000003_tr_ 0000000000000003_tr_0_FinalDen\n", + " 0_FinalDenseUnit_000000000 seUnit_0000000000000003_tr_0_0\n", + " 0000003_tr_0_0_dns_ (Dense _btn_[0][0]'] \n", + " ) \n", + " \n", + "==================================================================================================\n", + "Total params: 141511 (552.78 KB)\n", + "Trainable params: 127649 (498.63 KB)\n", + "Non-trainable params: 13862 (54.15 KB)\n", + "__________________________________________________________________________________________________\n" + ] + } + ], + "source": [ + "best_model_found.compile()\n", + "best_model_found.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "de29f0c3-b1f3-469b-95fa-e4ad9acf822f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "25000/25000 [==============================] - 48s 2ms/step\n" + ] + } + ], + "source": [ + "y_pred = best_model_found.predict(X_test)\n", + "threshold = y_pred.mean()\n", + "y_pred = (y_pred > threshold).astype(int) " + ] + }, + { + "cell_type": "markdown", + "id": "1bed17d0-95ad-4680-8f12-de23f3dab24d", + "metadata": {}, + "source": [ + "Confusion matrix" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "95e1427b-4535-400d-bfb1-8323b4f77235", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.3020375 , 0.19820625],\n", + " [0.08584 , 0.41391625]])" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cm = confusion_matrix(y_test, y_pred, normalize='all')\n", + "cm" + ] + }, + { + "cell_type": "markdown", + "id": "87324b54-8949-4850-835a-1a2cab89410f", + "metadata": {}, + "source": [ + "Blake's confusion matrix for comparison\n", + "\n", + "\n", + " 0.273 0.227\n", + "---------------\n", + " 0.056 0.444\n", + "---------------" + ] + }, + { + "cell_type": "markdown", + "id": "e554a2fc-991e-4628-8ea4-6e2695cbb89b", + "metadata": {}, + "source": [ + "In our case, we get ~3% more false negatives. However, we get ~10% better accuracy. Given that we used only 20% of the dataset for training, and 80% for testing, this result looks good." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "69111d7e-51b0-4623-b214-c4e21cd523c7", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/semiprime_factor_ratio_class.py b/semiprime_factor_ratio_class.py new file mode 100644 index 00000000..b315cb58 --- /dev/null +++ b/semiprime_factor_ratio_class.py @@ -0,0 +1,127 @@ +# +# This test is based on Sam Blake's preprint "Integer Factorisation, Fermat & +# Machine Learning on a Classical Computer", arXiv:2308.12290 +# +# Detecting the ratio of semiprime factors may theoretically help improving +# the classical Lawrence algorithm for semiprime factorization +# + +import numpy as np +import gmpy2 +from gmpy2 import mpz, mpq, mpfr +from cerebros.simplecerebrosrandomsearch.simple_cerebros_random_search\ + import SimpleCerebrosRandomSearch +import pendulum +import pandas as pd +import tensorflow as tf +from cerebros.units.units import DenseUnit +from cerebros.denseautomlstructuralcomponent.dense_automl_structural_component\ + import zero_7_exp_decay, zero_95_exp_decay, simple_sigmoid +from ast import literal_eval +from sklearn.metrics import confusion_matrix + +TIME = pendulum.now().__str__()[:16]\ + .replace('T', '_')\ + .replace(':', '_')\ + .replace('-', '_') +PROJECT_NAME = f'{TIME}_cerebros_auto_ml_test_semiprimes' + +raw_data = pd.read_csv("semiprime_ratio_training_data_128_ratio_2_3.csv") +raw_data.iloc[:,0] = raw_data.iloc[:,0].apply(mpz) +raw_data = raw_data.values +X = np.array(list(map(lambda x: [int(i) for i in gmpy2.digits(x,2)], raw_data[:,0])), dtype=np.int32) +y = np.array(raw_data[:,1], dtype=np.int32) + +num_data_points = 200_000 +X_train, y_train = X[:num_data_points,:], y[:num_data_points] +X_test, y_test = X[num_data_points:,:], y[num_data_points:] + +tensor_x = tf.constant(X_train) +training_x = [tensor_x] +INPUT_SHAPES = [training_x[i].shape[1] for i in np.arange(len(training_x))] +train_labels = [y_train] +OUTPUT_SHAPES = [1] + +meta_trial_number = 42 # in distributed training set this to a random number + +activation = "relu" +predecessor_level_connection_affinity_factor_first = 19.613 +predecessor_level_connection_affinity_factor_main = 0.5518 +max_consecutive_lateral_connections = 34 +p_lateral_connection = 0.36014 +num_lateral_connection_tries_per_unit = 11 +learning_rate = 0.095 +epochs = 10 +batch_size = 634 +maximum_levels = 5 +maximum_units_per_level = 5 +maximum_neurons_per_unit = 25 + +cerebros_automl =\ + SimpleCerebrosRandomSearch( + unit_type=DenseUnit, + input_shapes=INPUT_SHAPES, + output_shapes=OUTPUT_SHAPES, + training_data=training_x, + labels=train_labels, + validation_split=0.35, + direction='maximize', + metric_to_rank_by='val_binary_accuracy', + minimum_levels=1, + maximum_levels=maximum_levels, + minimum_units_per_level=1, + maximum_units_per_level=maximum_units_per_level, + minimum_neurons_per_unit=1, + maximum_neurons_per_unit=maximum_neurons_per_unit, + activation=activation, + final_activation='sigmoid', + number_of_architecture_moities_to_try=3, + number_of_tries_per_architecture_moity=2, + number_of_generations=3, + minimum_skip_connection_depth=1, + maximum_skip_connection_depth=7, + predecessor_level_connection_affinity_factor_first=predecessor_level_connection_affinity_factor_first, + predecessor_level_connection_affinity_factor_first_rounding_rule='ceil', + predecessor_level_connection_affinity_factor_main=predecessor_level_connection_affinity_factor_main, + predecessor_level_connection_affinity_factor_main_rounding_rule='ceil', + predecessor_level_connection_affinity_factor_decay_main=zero_7_exp_decay, + seed=8675309, + max_consecutive_lateral_connections=max_consecutive_lateral_connections, + gate_after_n_lateral_connections=3, + gate_activation_function=simple_sigmoid, + p_lateral_connection=p_lateral_connection, + p_lateral_connection_decay=zero_95_exp_decay, + num_lateral_connection_tries_per_unit=num_lateral_connection_tries_per_unit, + learning_rate=learning_rate, + loss=tf.keras.losses.BinaryCrossentropy(), + metrics=[tf.keras.metrics.BinaryAccuracy(), tf.keras.metrics.TrueNegatives(), + tf.keras.metrics.FalseNegatives(), tf.keras.metrics.FalsePositives(), + tf.keras.metrics.TruePositives()], + epochs=epochs, + patience=7, + project_name=f"{PROJECT_NAME}_meta_{meta_trial_number}", + model_graphs='model_graphs', + batch_size=batch_size, + meta_trial_number=meta_trial_number) + +result = cerebros_automl.run_random_search() +best_model_found = cerebros_automl.get_best_model() + +trainable_params = np.sum([np.prod(w.get_shape()) for w in best_model_found.trainable_weights]) +non_trainable_params = np.sum([np.prod(w.get_shape()) for w in best_model_found.non_trainable_weights]) +total_params = trainable_params + non_trainable_params + +print(f"Best model found: {total_params} total parameters ({trainable_params} trainable, {non_trainable_params} non-trainable)") + +print(f"Best accuracy is ({cerebros_automl.metric_to_rank_by}): {result}") + +# best_model_found.compile() +best_model_found.summary() + +y_pred = best_model_found.predict(X_test) +threshold = y_pred.mean() +y_pred = (y_pred > threshold).astype(int) + +cm = confusion_matrix(y_test, y_pred, normalize='all') +print("Confusion matrix") +print(cm) diff --git a/semiprime_ratio_training_data_128_ratio_2_3.csv b/semiprime_ratio_training_data_128_ratio_2_3.csv new file mode 100644 index 00000000..89e8c0d3 --- /dev/null +++ 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