PostTrainingQuantization.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "PostTrainingQuantization.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyNA/xdkO9lo0HQ9seP2Qyfh",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/priyanka36/Inferencing-on-Edge-Devices/blob/main/PostTrainingQuantization.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Fiq-yHP0TzGn",
        "outputId": "74bbef90-4202-4468-a018-693de2254426"
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Mounted at /content/drive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7gnZ20SYRAyl",
        "outputId": "997d985d-767b-4a73-95d7-c07a307d8758"
      },
      "source": [
        "!nvidia-smi\n"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Thu Jul  1 08:55:16 2021       \n",
            "+-----------------------------------------------------------------------------+\n",
            "| NVIDIA-SMI 465.27       Driver Version: 460.32.03    CUDA Version: 11.2     |\n",
            "|-------------------------------+----------------------+----------------------+\n",
            "| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\n",
            "| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\n",
            "|                               |                      |               MIG M. |\n",
            "|===============================+======================+======================|\n",
            "|   0  Tesla T4            Off  | 00000000:00:04.0 Off |                    0 |\n",
            "| N/A   65C    P8    12W /  70W |      0MiB / 15109MiB |      0%      Default |\n",
            "|                               |                      |                  N/A |\n",
            "+-------------------------------+----------------------+----------------------+\n",
            "                                                                               \n",
            "+-----------------------------------------------------------------------------+\n",
            "| Processes:                                                                  |\n",
            "|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |\n",
            "|        ID   ID                                                   Usage      |\n",
            "|=============================================================================|\n",
            "|  No running processes found                                                 |\n",
            "+-----------------------------------------------------------------------------+\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "POpkTOwqRwj0",
        "outputId": "3a8617a8-b2af-4e84-9bc1-24641b47c9de"
      },
      "source": [
        "from __future__ import absolute_import,division,print_function,unicode_literals\n",
        "\n",
        "try:\n",
        "  %tensorflow_version 2.x\n",
        "except Exception:\n",
        "  pass\n",
        "import tensorflow as tf\n",
        "import os\n",
        "import tensorflow_datasets as tfds\n",
        "\n",
        "%load_ext tensorboard"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "The tensorboard extension is already loaded. To reload it, use:\n",
            "  %reload_ext tensorboard\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "riMQKkobURSr",
        "outputId": "ea6b0f1f-7dcf-4320-900d-484fa3eac7a1"
      },
      "source": [
        "!ls -alrt '/content/drive/My Drive/models/'"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "total 19287\n",
            "-rw------- 1 root root 19749728 Jul  1 07:50 final_fmnist_model.hdf5\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vrooC2hqR95G",
        "outputId": "654f824c-3c3d-45de-f2af-c9d1f61fb9bc"
      },
      "source": [
        "model = tf.keras.models.load_model('/content/drive/My Drive/models/final_fmnist_model.hdf5')\n",
        "print(model.summary())"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"sequential_8\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "conv2d_16 (Conv2D)           (None, 28, 28, 64)        320       \n",
            "_________________________________________________________________\n",
            "max_pooling2d_16 (MaxPooling (None, 14, 14, 64)        0         \n",
            "_________________________________________________________________\n",
            "dropout_16 (Dropout)         (None, 14, 14, 64)        0         \n",
            "_________________________________________________________________\n",
            "conv2d_17 (Conv2D)           (None, 14, 14, 128)       32896     \n",
            "_________________________________________________________________\n",
            "max_pooling2d_17 (MaxPooling (None, 7, 7, 128)         0         \n",
            "_________________________________________________________________\n",
            "dropout_17 (Dropout)         (None, 7, 7, 128)         0         \n",
            "_________________________________________________________________\n",
            "flatten_8 (Flatten)          (None, 6272)              0         \n",
            "_________________________________________________________________\n",
            "dense_16 (Dense)             (None, 256)               1605888   \n",
            "_________________________________________________________________\n",
            "activation_16 (Activation)   (None, 256)               0         \n",
            "_________________________________________________________________\n",
            "dense_17 (Dense)             (None, 10)                2570      \n",
            "_________________________________________________________________\n",
            "activation_17 (Activation)   (None, 10)                0         \n",
            "=================================================================\n",
            "Total params: 1,641,674\n",
            "Trainable params: 1,641,674\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n",
            "None\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "y4ypBfNUTGrg",
        "outputId": "49af23f8-6d8a-4ccf-859d-66c12ad5dad2"
      },
      "source": [
        "pwd"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'/content'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "g2weierbTWtQ",
        "outputId": "53640bc2-b337-4576-e71c-3c106b887e6f"
      },
      "source": [
        "converter = tf.lite.TFLiteConverter.from_keras_model(model)\n",
        "tflite_model = converter.convert()"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "INFO:tensorflow:Assets written to: /tmp/tmp58bkqu95/assets\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6-lupv7wV4Y1",
        "outputId": "ae8bb916-05e6-4254-8ff0-6c8c025d327c"
      },
      "source": [
        "model_size = len(tflite_model)/1024\n",
        "print(\"model size = %dKBs \"% model_size)"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "model size = 6416KBs \n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qIDMLjIrWTgc",
        "outputId": "4247530e-a99a-4844-c574-70033082d262"
      },
      "source": [
        "converter.optimizations = [tf.lite.Optimize.OPTIMIZE_FOR_LATENCY]\n",
        "tflite_quantized_model_1 = converter.convert()"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "INFO:tensorflow:Assets written to: /tmp/tmpnagts48o/assets\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "INFO:tensorflow:Assets written to: /tmp/tmpnagts48o/assets\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8oXqU2r_Y6DA",
        "outputId": "3af9ef0f-bf19-495f-bcef-0612b99c891c"
      },
      "source": [
        "(x_train,y_train),(x_test,y_test) = tf.keras.datasets.fashion_mnist.load_data()"
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/train-labels-idx1-ubyte.gz\n",
            "32768/29515 [=================================] - 0s 0us/step\n",
            "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/train-images-idx3-ubyte.gz\n",
            "26427392/26421880 [==============================] - 0s 0us/step\n",
            "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/t10k-labels-idx1-ubyte.gz\n",
            "8192/5148 [===============================================] - 0s 0us/step\n",
            "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/t10k-images-idx3-ubyte.gz\n",
            "4423680/4422102 [==============================] - 0s 0us/step\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "aUqByeIMZKMi",
        "outputId": "8657951a-b592-492e-dc0e-18fac5c9d0a2"
      },
      "source": [
        "x_test.shape"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(10000, 28, 28)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 28
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 442
        },
        "id": "sM5481rSXUA2",
        "outputId": "dc60a9ed-2e1e-479b-b429-a334acca6476"
      },
      "source": [
        "\n",
        "\n",
        "# converter.target_spec.supported_ops=[tf.lite.OpsSet.TFLITE_BUILTINS_INT8]\n",
        "# converter.inference_input_type = tf.uint8\n",
        "# converter.inference_output_type = tf.uint8\n",
        "# #For int 8 we need representative dataset\n",
        "# tflite_quantized_model_2 = converter.convert()"
      ],
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "INFO:tensorflow:Assets written to: /tmp/tmp9xdua2ds/assets\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "INFO:tensorflow:Assets written to: /tmp/tmp9xdua2ds/assets\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "error",
          "ename": "ValueError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-32-6a554e691144>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mx_test\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m   \u001b[0mconverter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrepresentative_dataset\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mx_test\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m \u001b[0mtflite_quantized_model_2\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mconverter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconvert\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/tensorflow/lite/python/lite.py\u001b[0m in \u001b[0;36mconvert\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m   1056\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1057\u001b[0m     result = super(TFLiteKerasModelConverterV2,\n\u001b[0;32m-> 1058\u001b[0;31m                    self).convert(graph_def, input_tensors, output_tensors)\n\u001b[0m\u001b[1;32m   1059\u001b[0m     \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_increase_conversion_success_metric\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1060\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/tensorflow/lite/python/lite.py\u001b[0m in \u001b[0;36mconvert\u001b[0;34m(self, graph_def, input_tensors, output_tensors)\u001b[0m\n\u001b[1;32m    738\u001b[0m     \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_save_conversion_params_metric\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgraph_def\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    739\u001b[0m     quant_mode = QuantizationMode(self.optimizations, self.target_spec,\n\u001b[0;32m--> 740\u001b[0;31m                                   self.representative_dataset, graph_def)\n\u001b[0m\u001b[1;32m    741\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    742\u001b[0m     \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_validate_inference_input_output_types\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mquant_mode\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/tensorflow/lite/python/lite.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, optimizations, target_spec, representative_dataset, graph_def)\u001b[0m\n\u001b[1;32m    235\u001b[0m     \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_graph_def\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgraph_def\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    236\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 237\u001b[0;31m     \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_validate_int8_required\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    238\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    239\u001b[0m   \u001b[0;31m# TODO(b/162537905): Refactor the following quantization functions -\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/tensorflow/lite/python/lite.py\u001b[0m in \u001b[0;36m_validate_int8_required\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    386\u001b[0m                        \"type to be INT8.\")\n\u001b[1;32m    387\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 388\u001b[0;31m     \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_representative_dataset\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    389\u001b[0m       \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_representative_dataset\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mRepresentativeDataset\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    390\u001b[0m         self._representative_dataset = RepresentativeDataset(\n",
            "\u001b[0;31mValueError\u001b[0m: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cRbAtfz8X5bP",
        "outputId": "b799ba8b-c4b9-45cc-f49f-d36277f8d184"
      },
      "source": [
        "x_test.shape"
      ],
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(10000, 28, 28)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 33
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0SjAL7C_bk4m"
      },
      "source": [
        "import numpy as np\n",
        "x_test = np.expand_dims(x_test,-1)\n",
        "\n"
      ],
      "execution_count": 36,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Rx0xnn-2brY8"
      },
      "source": [
        "interpreter = tf.lite.Interpreter(model_content=tflite_model)\n",
        "interpreter.allocate_tensors()\n",
        "input_tensor_index = interpreter.get_input_details()[0][\"index\"]\n",
        "output = interpreter.tensor(interpreter.get_output_details()[0][\"index\"])"
      ],
      "execution_count": 37,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TzFHyEvvcmy1",
        "outputId": "71e31edb-f1b9-4102-fc4d-6dad0a6c0f64"
      },
      "source": [
        "interpreter.get_tensor_details()"
      ],
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[{'dtype': numpy.float32,\n",
              "  'index': 0,\n",
              "  'name': 'conv2d_16_input',\n",
              "  'quantization': (0.0, 0),\n",
              "  'quantization_parameters': {'quantized_dimension': 0,\n",
              "   'scales': array([], dtype=float32),\n",
              "   'zero_points': array([], dtype=int32)},\n",
              "  'shape': array([ 1, 28, 28,  1], dtype=int32),\n",
              "  'shape_signature': array([-1, 28, 28,  1], dtype=int32),\n",
              "  'sparsity_parameters': {}},\n",
              " {'dtype': numpy.float32,\n",
              "  'index': 1,\n",
              "  'name': 'sequential_8/conv2d_17/BiasAdd;sequential_8/conv2d_17/Conv2D;sequential_8/conv2d_17/BiasAdd/ReadVariableOp/resource',\n",
              "  'quantization': (0.0, 0),\n",
              "  'quantization_parameters': {'quantized_dimension': 0,\n",
              "   'scales': array([], dtype=float32),\n",
              "   'zero_points': array([], dtype=int32)},\n",
              "  'shape': array([128], dtype=int32),\n",
              "  'shape_signature': array([128], dtype=int32),\n",
              "  'sparsity_parameters': {}},\n",
              " {'dtype': numpy.float32,\n",
              "  'index': 2,\n",
              "  'name': 'sequential_8/conv2d_16/BiasAdd;sequential_8/conv2d_16/Conv2D;sequential_8/conv2d_16/BiasAdd/ReadVariableOp/resource',\n",
              "  'quantization': (0.0, 0),\n",
              "  'quantization_parameters': {'quantized_dimension': 0,\n",
              "   'scales': array([], dtype=float32),\n",
              "   'zero_points': array([], dtype=int32)},\n",
              "  'shape': array([64], dtype=int32),\n",
              "  'shape_signature': array([64], dtype=int32),\n",
              "  'sparsity_parameters': {}},\n",
              " {'dtype': numpy.float32,\n",
              "  'index': 3,\n",
              "  'name': 'sequential_8/conv2d_17/Conv2D',\n",
              "  'quantization': (0.0, 0),\n",
              "  'quantization_parameters': {'quantized_dimension': 0,\n",
              "   'scales': array([], dtype=float32),\n",
              "   'zero_points': array([], dtype=int32)},\n",
              "  'shape': array([128,   2,   2,  64], dtype=int32),\n",
              "  'shape_signature': array([128,   2,   2,  64], dtype=int32),\n",
              "  'sparsity_parameters': {}},\n",
              " {'dtype': numpy.float32,\n",
              "  'index': 4,\n",
              "  'name': 'sequential_8/conv2d_16/Conv2D',\n",
              "  'quantization': (0.0, 0),\n",
              "  'quantization_parameters': {'quantized_dimension': 0,\n",
              "   'scales': array([], dtype=float32),\n",
              "   'zero_points': array([], dtype=int32)},\n",
              "  'shape': array([64,  2,  2,  1], dtype=int32),\n",
              "  'shape_signature': array([64,  2,  2,  1], dtype=int32),\n",
              "  'sparsity_parameters': {}},\n",
              " {'dtype': numpy.float32,\n",
              "  'index': 5,\n",
              "  'name': 'sequential_8/dense_16/BiasAdd/ReadVariableOp/resource',\n",
              "  'quantization': (0.0, 0),\n",
              "  'quantization_parameters': {'quantized_dimension': 0,\n",
              "   'scales': array([], dtype=float32),\n",
              "   'zero_points': array([], dtype=int32)},\n",
              "  'shape': array([256], dtype=int32),\n",
              "  'shape_signature': array([256], dtype=int32),\n",
              "  'sparsity_parameters': {}},\n",
              " {'dtype': numpy.float32,\n",
              "  'index': 6,\n",
              "  'name': 'sequential_8/dense_17/BiasAdd/ReadVariableOp/resource',\n",
              "  'quantization': (0.0, 0),\n",
              "  'quantization_parameters': {'quantized_dimension': 0,\n",
              "   'scales': array([], dtype=float32),\n",
              "   'zero_points': array([], dtype=int32)},\n",
              "  'shape': array([10], dtype=int32),\n",
              "  'shape_signature': array([10], dtype=int32),\n",
              "  'sparsity_parameters': {}},\n",
              " {'dtype': numpy.int32,\n",
              "  'index': 7,\n",
              "  'name': 'sequential_8/flatten_8/Const',\n",
              "  'quantization': (0.0, 0),\n",
              "  'quantization_parameters': {'quantized_dimension': 0,\n",
              "   'scales': array([], dtype=float32),\n",
              "   'zero_points': array([], dtype=int32)},\n",
              "  'shape': array([2], dtype=int32),\n",
              "  'shape_signature': array([2], dtype=int32),\n",
              "  'sparsity_parameters': {}},\n",
              " {'dtype': numpy.float32,\n",
              "  'index': 8,\n",
              "  'name': 'sequential_8/dense_16/MatMul',\n",
              "  'quantization': (0.0, 0),\n",
              "  'quantization_parameters': {'quantized_dimension': 0,\n",
              "   'scales': array([], dtype=float32),\n",
              "   'zero_points': array([], dtype=int32)},\n",
              "  'shape': array([ 256, 6272], dtype=int32),\n",
              "  'shape_signature': array([ 256, 6272], dtype=int32),\n",
              "  'sparsity_parameters': {}},\n",
              " {'dtype': numpy.float32,\n",
              "  'index': 9,\n",
              "  'name': 'sequential_8/dense_17/MatMul',\n",
              "  'quantization': (0.0, 0),\n",
              "  'quantization_parameters': {'quantized_dimension': 0,\n",
              "   'scales': array([], dtype=float32),\n",
              "   'zero_points': array([], dtype=int32)},\n",
              "  'shape': array([ 10, 256], dtype=int32),\n",
              "  'shape_signature': array([ 10, 256], dtype=int32),\n",
              "  'sparsity_parameters': {}},\n",
              " {'dtype': numpy.float32,\n",
              "  'index': 10,\n",
              "  'name': 'sequential_8/conv2d_16/Relu;sequential_8/conv2d_16/BiasAdd;sequential_8/conv2d_16/Conv2D;sequential_8/conv2d_16/BiasAdd/ReadVariableOp/resource',\n",
              "  'quantization': (0.0, 0),\n",
              "  'quantization_parameters': {'quantized_dimension': 0,\n",
              "   'scales': array([], dtype=float32),\n",
              "   'zero_points': array([], dtype=int32)},\n",
              "  'shape': array([ 1, 28, 28, 64], dtype=int32),\n",
              "  'shape_signature': array([-1, 28, 28, 64], dtype=int32),\n",
              "  'sparsity_parameters': {}},\n",
              " {'dtype': numpy.float32,\n",
              "  'index': 11,\n",
              "  'name': 'sequential_8/max_pooling2d_16/MaxPool',\n",
              "  'quantization': (0.0, 0),\n",
              "  'quantization_parameters': {'quantized_dimension': 0,\n",
              "   'scales': array([], dtype=float32),\n",
              "   'zero_points': array([], dtype=int32)},\n",
              "  'shape': array([ 1, 14, 14, 64], dtype=int32),\n",
              "  'shape_signature': array([-1, 14, 14, 64], dtype=int32),\n",
              "  'sparsity_parameters': {}},\n",
              " {'dtype': numpy.float32,\n",
              "  'index': 12,\n",
              "  'name': 'sequential_8/conv2d_17/Relu;sequential_8/conv2d_17/BiasAdd;sequential_8/conv2d_17/Conv2D;sequential_8/conv2d_17/BiasAdd/ReadVariableOp/resource',\n",
              "  'quantization': (0.0, 0),\n",
              "  'quantization_parameters': {'quantized_dimension': 0,\n",
              "   'scales': array([], dtype=float32),\n",
              "   'zero_points': array([], dtype=int32)},\n",
              "  'shape': array([  1,  14,  14, 128], dtype=int32),\n",
              "  'shape_signature': array([ -1,  14,  14, 128], dtype=int32),\n",
              "  'sparsity_parameters': {}},\n",
              " {'dtype': numpy.float32,\n",
              "  'index': 13,\n",
              "  'name': 'sequential_8/max_pooling2d_17/MaxPool',\n",
              "  'quantization': (0.0, 0),\n",
              "  'quantization_parameters': {'quantized_dimension': 0,\n",
              "   'scales': array([], dtype=float32),\n",
              "   'zero_points': array([], dtype=int32)},\n",
              "  'shape': array([  1,   7,   7, 128], dtype=int32),\n",
              "  'shape_signature': array([ -1,   7,   7, 128], dtype=int32),\n",
              "  'sparsity_parameters': {}},\n",
              " {'dtype': numpy.float32,\n",
              "  'index': 14,\n",
              "  'name': 'sequential_8/flatten_8/Reshape',\n",
              "  'quantization': (0.0, 0),\n",
              "  'quantization_parameters': {'quantized_dimension': 0,\n",
              "   'scales': array([], dtype=float32),\n",
              "   'zero_points': array([], dtype=int32)},\n",
              "  'shape': array([   1, 6272], dtype=int32),\n",
              "  'shape_signature': array([  -1, 6272], dtype=int32),\n",
              "  'sparsity_parameters': {}},\n",
              " {'dtype': numpy.float32,\n",
              "  'index': 15,\n",
              "  'name': 'sequential_8/dense_16/MatMul;sequential_8/dense_16/BiasAdd;sequential_8/activation_16/Relu',\n",
              "  'quantization': (0.0, 0),\n",
              "  'quantization_parameters': {'quantized_dimension': 0,\n",
              "   'scales': array([], dtype=float32),\n",
              "   'zero_points': array([], dtype=int32)},\n",
              "  'shape': array([  1, 256], dtype=int32),\n",
              "  'shape_signature': array([ -1, 256], dtype=int32),\n",
              "  'sparsity_parameters': {}},\n",
              " {'dtype': numpy.float32,\n",
              "  'index': 16,\n",
              "  'name': 'sequential_8/dense_17/MatMul;sequential_8/dense_17/BiasAdd',\n",
              "  'quantization': (0.0, 0),\n",
              "  'quantization_parameters': {'quantized_dimension': 0,\n",
              "   'scales': array([], dtype=float32),\n",
              "   'zero_points': array([], dtype=int32)},\n",
              "  'shape': array([ 1, 10], dtype=int32),\n",
              "  'shape_signature': array([-1, 10], dtype=int32),\n",
              "  'sparsity_parameters': {}},\n",
              " {'dtype': numpy.float32,\n",
              "  'index': 17,\n",
              "  'name': 'Identity',\n",
              "  'quantization': (0.0, 0),\n",
              "  'quantization_parameters': {'quantized_dimension': 0,\n",
              "   'scales': array([], dtype=float32),\n",
              "   'zero_points': array([], dtype=int32)},\n",
              "  'shape': array([ 1, 10], dtype=int32),\n",
              "  'shape_signature': array([-1, 10], dtype=int32),\n",
              "  'sparsity_parameters': {}},\n",
              " {'dtype': numpy.float32,\n",
              "  'index': 30,\n",
              "  'name': '',\n",
              "  'quantization': (0.0, 0),\n",
              "  'quantization_parameters': {'quantized_dimension': 0,\n",
              "   'scales': array([], dtype=float32),\n",
              "   'zero_points': array([], dtype=int32)},\n",
              "  'shape': array([ 4, 64], dtype=int32),\n",
              "  'shape_signature': array([ 4, 64], dtype=int32),\n",
              "  'sparsity_parameters': {}},\n",
              " {'dtype': numpy.float32,\n",
              "  'index': 31,\n",
              "  'name': '',\n",
              "  'quantization': (0.0, 0),\n",
              "  'quantization_parameters': {'quantized_dimension': 0,\n",
              "   'scales': array([], dtype=float32),\n",
              "   'zero_points': array([], dtype=int32)},\n",
              "  'shape': array([256, 128], dtype=int32),\n",
              "  'shape_signature': array([256, 128], dtype=int32),\n",
              "  'sparsity_parameters': {}}]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 38
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ra3VS8foct6A",
        "outputId": "286259cc-6e6e-46e8-eb4a-384c3255115d"
      },
      "source": [
        "all_layers = interpreter.get_tensor_details()\n",
        "for layer in all_layers:\n",
        "  print(interpreter.get_tensor(layer['index']))"
      ],
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[[[[0.00000000e+00]\n",
            "   [0.00000000e+00]\n",
            "   [1.14794370e-41]\n",
            "   [0.00000000e+00]\n",
            "   [2.98286150e+13]\n",
            "   [3.06940416e-41]\n",
            "   [1.37607509e-42]\n",
            "   [0.00000000e+00]\n",
            "   [6.27641582e-42]\n",
            "   [0.00000000e+00]\n",
            "   [1.68242618e-37]\n",
            "   [1.74537383e-33]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [1.45446220e-30]\n",
            "   [1.47341928e-32]\n",
            "   [           nan]\n",
            "   [1.44181715e-38]\n",
            "   [1.43241030e-33]\n",
            "   [           nan]\n",
            "   [4.34544809e-31]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [2.93498641e-35]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [4.13259593e-39]\n",
            "   [2.54282291e-32]]\n",
            "\n",
            "  [[3.01220399e-38]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [1.26340993e-31]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [5.96576022e-30]\n",
            "   [1.21342219e-32]\n",
            "   [7.12877019e-38]\n",
            "   [5.67140477e-30]\n",
            "   [           nan]\n",
            "   [6.98353272e-29]\n",
            "   [6.34832589e-31]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [1.26389141e-34]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [1.41555836e-32]\n",
            "   [           nan]\n",
            "   [1.78205884e-32]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [9.09038875e-32]\n",
            "   [           nan]\n",
            "   [1.52255248e-30]]\n",
            "\n",
            "  [[1.20513175e-36]\n",
            "   [           nan]\n",
            "   [4.85642457e-30]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [1.51666974e-33]\n",
            "   [1.47671467e-37]\n",
            "   [1.04048741e-31]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [2.46383587e-35]\n",
            "   [           nan]\n",
            "   [2.20405168e-37]\n",
            "   [2.48984204e-30]\n",
            "   [9.13053423e-32]\n",
            "   [1.10206098e-31]\n",
            "   [           nan]\n",
            "   [4.81278127e-29]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [2.25158816e-33]\n",
            "   [6.46119404e-30]\n",
            "   [1.32134187e-29]\n",
            "   [1.13398748e-29]\n",
            "   [1.27842488e-37]]\n",
            "\n",
            "  [[           nan]\n",
            "   [6.25362923e-36]\n",
            "   [7.51946856e-31]\n",
            "   [4.06855125e-33]\n",
            "   [           nan]\n",
            "   [4.76257314e-37]\n",
            "   [2.25039831e-38]\n",
            "   [5.32730684e-38]\n",
            "   [           nan]\n",
            "   [3.31384053e-32]\n",
            "   [1.89382695e-29]\n",
            "   [6.06114135e-39]\n",
            "   [1.44213625e-30]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [3.04240214e-37]\n",
            "   [1.14615791e-32]\n",
            "   [1.12119971e-34]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [6.60670933e-30]\n",
            "   [3.46090218e-35]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [9.70392923e-29]\n",
            "   [5.08707464e-32]]\n",
            "\n",
            "  [[1.56372658e-36]\n",
            "   [1.52882913e-33]\n",
            "   [           nan]\n",
            "   [4.74260212e-33]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [3.73148890e-33]\n",
            "   [4.16000839e-32]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [1.56181160e-38]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [1.72797652e-36]\n",
            "   [           nan]\n",
            "   [3.92037334e-30]\n",
            "   [7.01239915e-34]\n",
            "   [           nan]\n",
            "   [4.27881773e-36]\n",
            "   [2.24996952e-38]\n",
            "   [1.77589554e-34]\n",
            "   [5.20206166e-30]\n",
            "   [           nan]\n",
            "   [8.42642197e-34]\n",
            "   [           nan]\n",
            "   [4.04487398e-36]]\n",
            "\n",
            "  [[           nan]\n",
            "   [1.31910196e-30]\n",
            "   [7.17146708e-37]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [2.73922142e-34]\n",
            "   [7.28041603e-32]\n",
            "   [4.15278598e-34]\n",
            "   [2.12166733e-38]\n",
            "   [1.10250870e-38]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [3.40196228e-30]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [1.31655358e-36]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [1.64774794e-34]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [4.04561133e-32]\n",
            "   [           nan]\n",
            "   [3.11846558e-30]]\n",
            "\n",
            "  [[1.18113661e-34]\n",
            "   [           nan]\n",
            "   [3.93957418e-37]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [6.43583112e-37]\n",
            "   [1.17549424e-37]\n",
            "   [4.24094227e-29]\n",
            "   [           nan]\n",
            "   [1.41015417e-31]\n",
            "   [           nan]\n",
            "   [2.01837435e-31]\n",
            "   [4.60589819e-34]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [2.88088086e-37]\n",
            "   [7.81927499e-32]\n",
            "   [6.16467882e-33]\n",
            "   [           nan]\n",
            "   [5.08877937e-29]\n",
            "   [2.70836617e-33]\n",
            "   [3.07020092e-34]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [8.52297191e-38]\n",
            "   [5.86806734e-34]]\n",
            "\n",
            "  [[           nan]\n",
            "   [7.28863895e-37]\n",
            "   [1.02303084e-36]\n",
            "   [           nan]\n",
            "   [8.24297957e-32]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [3.06222832e-32]\n",
            "   [           nan]\n",
            "   [8.75142473e-31]\n",
            "   [7.02579197e-31]\n",
            "   [1.97242656e-29]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [7.85779370e-31]\n",
            "   [6.58698796e-29]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [2.19817426e-36]\n",
            "   [5.34309191e-35]\n",
            "   [           nan]\n",
            "   [4.09342618e-33]\n",
            "   [9.58487005e-29]\n",
            "   [           nan]\n",
            "   [1.56226442e-28]\n",
            "   [           nan]\n",
            "   [3.29815466e-33]\n",
            "   [6.25927186e-34]]\n",
            "\n",
            "  [[           nan]\n",
            "   [1.44585796e-36]\n",
            "   [2.42682387e-35]\n",
            "   [2.47522578e-29]\n",
            "   [5.40917216e-37]\n",
            "   [           nan]\n",
            "   [3.49903514e-35]\n",
            "   [           nan]\n",
            "   [3.79178271e-34]\n",
            "   [           nan]\n",
            "   [6.07529907e-29]\n",
            "   [9.82224198e-33]\n",
            "   [3.45348325e-38]\n",
            "   [           nan]\n",
            "   [2.15183907e-34]\n",
            "   [5.47424588e-38]\n",
            "   [1.15555789e-32]\n",
            "   [8.71642432e-33]\n",
            "   [3.56365218e-33]\n",
            "   [1.98755947e-31]\n",
            "   [           nan]\n",
            "   [1.19911939e-35]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [1.18329126e-30]\n",
            "   [           nan]]\n",
            "\n",
            "  [[2.40774487e-34]\n",
            "   [1.02921687e-30]\n",
            "   [4.53594990e-29]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [1.53497476e-34]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [1.87757129e-28]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [4.26477889e-30]\n",
            "   [6.93541622e-37]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [4.35873696e-29]\n",
            "   [7.79000069e-30]\n",
            "   [1.85822135e-34]\n",
            "   [2.53954834e-30]\n",
            "   [4.41762077e-29]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]]\n",
            "\n",
            "  [[1.21538325e-28]\n",
            "   [           nan]\n",
            "   [1.56970005e-32]\n",
            "   [           nan]\n",
            "   [1.69940930e-38]\n",
            "   [7.07336369e-34]\n",
            "   [1.12546522e-33]\n",
            "   [           nan]\n",
            "   [8.18443114e-30]\n",
            "   [1.13923054e-37]\n",
            "   [2.98541211e-32]\n",
            "   [           nan]\n",
            "   [1.10937268e-37]\n",
            "   [8.26519325e-39]\n",
            "   [8.37539669e-38]\n",
            "   [1.72650722e-37]\n",
            "   [           nan]\n",
            "   [2.80943132e-36]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [6.62679886e-32]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [2.41039613e-37]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [2.48489014e-32]\n",
            "   [           nan]]\n",
            "\n",
            "  [[           nan]\n",
            "   [1.53458089e-30]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [2.64524649e-36]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [3.07695325e-29]\n",
            "   [2.55787548e-34]\n",
            "   [8.97075575e-34]\n",
            "   [           nan]\n",
            "   [1.14015041e-31]\n",
            "   [           nan]\n",
            "   [5.60196386e-39]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [2.54282915e-34]\n",
            "   [8.88863714e-36]\n",
            "   [           nan]\n",
            "   [5.05556564e-34]\n",
            "   [5.43696405e-37]\n",
            "   [9.20835163e-34]\n",
            "   [           nan]\n",
            "   [4.23735738e-32]\n",
            "   [3.66954293e-29]\n",
            "   [           nan]\n",
            "   [1.39883819e-36]\n",
            "   [4.11505699e-38]]\n",
            "\n",
            "  [[2.25811419e-29]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [2.94908000e-34]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [1.66462583e-30]\n",
            "   [1.00165334e-35]\n",
            "   [3.17502723e-34]\n",
            "   [1.58758242e-29]\n",
            "   [4.61064883e-30]\n",
            "   [1.30039051e-37]\n",
            "   [2.23399261e-36]\n",
            "   [           nan]\n",
            "   [1.60260001e-34]\n",
            "   [1.32889151e-32]\n",
            "   [1.21089604e-36]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [3.03333948e-33]\n",
            "   [4.16949211e-38]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [2.84035165e-35]\n",
            "   [           nan]\n",
            "   [8.01186798e-32]\n",
            "   [1.68087068e-38]]\n",
            "\n",
            "  [[6.84797565e-37]\n",
            "   [8.18143996e-36]\n",
            "   [           nan]\n",
            "   [4.36338651e-30]\n",
            "   [4.37186068e-32]\n",
            "   [4.48207724e-38]\n",
            "   [           nan]\n",
            "   [4.18880565e-38]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [6.84090269e-31]\n",
            "   [4.62270611e-33]\n",
            "   [           nan]\n",
            "   [5.22510361e-33]\n",
            "   [           nan]\n",
            "   [6.81786679e-37]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [3.83211122e-36]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [2.09708178e-35]\n",
            "   [8.36192499e-29]]\n",
            "\n",
            "  [[           nan]\n",
            "   [1.22782631e-29]\n",
            "   [2.30157224e-32]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [6.69561525e-35]\n",
            "   [           nan]\n",
            "   [9.55625017e-39]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [1.63456852e-36]\n",
            "   [           nan]\n",
            "   [1.92592976e-33]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [3.89848446e-31]\n",
            "   [           nan]\n",
            "   [5.66223345e-32]\n",
            "   [2.45619559e-32]\n",
            "   [1.07761296e-33]\n",
            "   [4.27341053e-34]\n",
            "   [           nan]\n",
            "   [6.07422837e-29]\n",
            "   [           nan]\n",
            "   [1.22251398e-35]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]]\n",
            "\n",
            "  [[2.28790300e-34]\n",
            "   [8.23786384e-35]\n",
            "   [6.19379023e-31]\n",
            "   [           nan]\n",
            "   [5.38376377e-36]\n",
            "   [1.73032754e-35]\n",
            "   [3.37037704e-33]\n",
            "   [1.21990453e-37]\n",
            "   [           nan]\n",
            "   [3.10475359e-38]\n",
            "   [           nan]\n",
            "   [1.86488429e-38]\n",
            "   [2.08308564e-30]\n",
            "   [4.70312032e-36]\n",
            "   [           nan]\n",
            "   [2.88962271e-34]\n",
            "   [7.97149931e-38]\n",
            "   [3.59995123e-37]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [4.50756269e-32]\n",
            "   [4.34980756e-37]\n",
            "   [           nan]\n",
            "   [8.97542834e-32]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [1.39629912e-33]]\n",
            "\n",
            "  [[           nan]\n",
            "   [           nan]\n",
            "   [5.15224741e-30]\n",
            "   [           nan]\n",
            "   [3.05741360e-33]\n",
            "   [           nan]\n",
            "   [7.47614335e-36]\n",
            "   [3.21615226e-35]\n",
            "   [7.37626414e-29]\n",
            "   [9.20844012e-32]\n",
            "   [3.97223005e-34]\n",
            "   [           nan]\n",
            "   [9.44157005e-35]\n",
            "   [1.18019626e-35]\n",
            "   [4.46239924e-30]\n",
            "   [           nan]\n",
            "   [5.29630689e-34]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [1.94256983e-29]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [1.32280405e-36]\n",
            "   [2.03884919e-38]\n",
            "   [1.39638347e-28]\n",
            "   [7.54348165e-30]]\n",
            "\n",
            "  [[1.61645005e-38]\n",
            "   [1.79079203e-38]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [2.97917265e-34]\n",
            "   [2.79185446e-37]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [2.83617944e-37]\n",
            "   [1.10162289e-33]\n",
            "   [1.15288170e-30]\n",
            "   [7.65216624e-29]\n",
            "   [5.51297410e-33]\n",
            "   [1.94904099e-31]\n",
            "   [           nan]\n",
            "   [7.86284957e-35]\n",
            "   [           nan]\n",
            "   [9.93057513e-35]\n",
            "   [1.50376601e-30]\n",
            "   [5.00407830e-35]\n",
            "   [           nan]\n",
            "   [2.55082256e-36]\n",
            "   [           nan]\n",
            "   [6.20890549e-35]\n",
            "   [1.73333677e-33]]\n",
            "\n",
            "  [[           nan]\n",
            "   [           nan]\n",
            "   [4.70231730e-37]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [5.10605303e-38]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [2.58074583e-32]\n",
            "   [           nan]\n",
            "   [5.95231398e-38]\n",
            "   [2.04074443e-35]\n",
            "   [8.60980460e-34]\n",
            "   [1.70098114e-30]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [2.47963462e-33]\n",
            "   [           nan]\n",
            "   [4.97046678e-29]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [7.24149612e-31]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [1.42842518e-36]\n",
            "   [3.64957856e-29]\n",
            "   [2.16731757e-38]]\n",
            "\n",
            "  [[           nan]\n",
            "   [2.17476858e-36]\n",
            "   [7.56724432e-38]\n",
            "   [8.66961834e-33]\n",
            "   [1.00494488e-30]\n",
            "   [3.25482246e-35]\n",
            "   [           nan]\n",
            "   [3.94932637e-33]\n",
            "   [           nan]\n",
            "   [8.13620296e-31]\n",
            "   [7.99011910e-30]\n",
            "   [8.74684959e-36]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [1.04918488e-28]\n",
            "   [1.19046459e-37]\n",
            "   [1.10966660e-35]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [1.48055855e-33]\n",
            "   [4.98334336e-33]\n",
            "   [           nan]\n",
            "   [7.36475564e-31]\n",
            "   [4.52748225e-33]\n",
            "   [4.48516895e-34]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]]\n",
            "\n",
            "  [[           nan]\n",
            "   [4.59719223e-39]\n",
            "   [           nan]\n",
            "   [8.08740056e-35]\n",
            "   [           nan]\n",
            "   [3.32077132e-37]\n",
            "   [           nan]\n",
            "   [1.33011475e-33]\n",
            "   [5.94800106e-36]\n",
            "   [4.85346894e-32]\n",
            "   [2.60112130e-30]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [3.06765029e-38]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [1.22296544e-32]\n",
            "   [1.35416935e-35]\n",
            "   [1.19906846e-28]\n",
            "   [           nan]\n",
            "   [1.01613354e-32]\n",
            "   [2.03162964e-29]\n",
            "   [2.79799084e-30]\n",
            "   [           nan]\n",
            "   [           nan]]\n",
            "\n",
            "  [[5.94727120e-31]\n",
            "   [5.76124999e-36]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [4.71344361e-29]\n",
            "   [           nan]\n",
            "   [2.46561791e-32]\n",
            "   [3.87111889e-32]\n",
            "   [2.72436612e-34]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [2.65778303e-32]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [6.77179164e-35]\n",
            "   [2.38835634e-32]\n",
            "   [           nan]\n",
            "   [2.27798259e-38]\n",
            "   [7.70619934e-33]\n",
            "   [           nan]\n",
            "   [9.21841783e-35]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [4.77630579e-31]\n",
            "   [2.11888073e-33]\n",
            "   [1.25072585e-35]\n",
            "   [           nan]]\n",
            "\n",
            "  [[1.26732971e-38]\n",
            "   [4.05729401e-37]\n",
            "   [           nan]\n",
            "   [3.17383452e-37]\n",
            "   [1.71971665e-28]\n",
            "   [1.22281546e-35]\n",
            "   [4.64476676e-37]\n",
            "   [2.04203955e-32]\n",
            "   [           nan]\n",
            "   [1.26953376e-35]\n",
            "   [1.63749522e-33]\n",
            "   [1.70023491e-34]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [2.06090182e-29]\n",
            "   [           nan]\n",
            "   [1.49875519e-37]\n",
            "   [1.33742874e-37]\n",
            "   [3.90851827e-37]\n",
            "   [           nan]\n",
            "   [2.33221925e-35]\n",
            "   [2.64815349e-33]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [1.08942337e-33]\n",
            "   [1.29774562e-35]\n",
            "   [           nan]\n",
            "   [6.01638735e-30]]\n",
            "\n",
            "  [[5.70684728e-33]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [2.32074544e-32]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [7.86170564e-35]\n",
            "   [2.90315719e-38]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [6.99511826e-37]\n",
            "   [1.54653788e-28]\n",
            "   [2.38772262e-38]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [8.35071129e-35]\n",
            "   [           nan]\n",
            "   [2.36658257e-29]\n",
            "   [8.27547951e-36]\n",
            "   [           nan]\n",
            "   [1.67941079e-31]\n",
            "   [5.92905162e-34]\n",
            "   [4.93650579e-33]\n",
            "   [4.60297227e-32]\n",
            "   [           nan]\n",
            "   [           nan]]\n",
            "\n",
            "  [[3.08167570e-32]\n",
            "   [1.83926295e-32]\n",
            "   [2.22444894e-32]\n",
            "   [           nan]\n",
            "   [1.50636936e-38]\n",
            "   [           nan]\n",
            "   [6.21172137e-33]\n",
            "   [           nan]\n",
            "   [1.21288681e-29]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [3.31019180e-35]\n",
            "   [2.10720917e-33]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [4.75781696e-30]\n",
            "   [1.79139361e-38]\n",
            "   [           nan]\n",
            "   [8.93631400e-31]\n",
            "   [           nan]\n",
            "   [3.41551616e-34]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [2.66305796e-29]\n",
            "   [2.51478603e-30]\n",
            "   [           nan]\n",
            "   [           nan]]\n",
            "\n",
            "  [[           nan]\n",
            "   [7.64071238e-37]\n",
            "   [           nan]\n",
            "   [7.55168722e-32]\n",
            "   [1.49760303e-30]\n",
            "   [           nan]\n",
            "   [2.82891440e-34]\n",
            "   [5.00864590e-36]\n",
            "   [           nan]\n",
            "   [1.79962768e-30]\n",
            "   [1.74549719e-34]\n",
            "   [           nan]\n",
            "   [1.90461510e-36]\n",
            "   [4.27957011e-29]\n",
            "   [6.11256991e-36]\n",
            "   [8.18749758e-30]\n",
            "   [2.39153443e-39]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [2.34000474e-32]\n",
            "   [           nan]\n",
            "   [5.87849750e-39]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [4.46898878e-31]\n",
            "   [1.22267152e-36]\n",
            "   [           nan]\n",
            "   [1.47454000e-34]]\n",
            "\n",
            "  [[5.39876644e-30]\n",
            "   [1.30239531e-31]\n",
            "   [2.12014629e-29]\n",
            "   [2.56379764e-29]\n",
            "   [2.36677681e-29]\n",
            "   [1.88277677e-38]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [3.10031928e-34]\n",
            "   [1.10933557e-29]\n",
            "   [           nan]\n",
            "   [2.65955574e-37]\n",
            "   [1.66773250e-37]\n",
            "   [6.03971584e-31]\n",
            "   [2.35131318e-36]\n",
            "   [3.09757274e-29]\n",
            "   [           nan]\n",
            "   [3.03277507e-36]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [4.04370028e-35]\n",
            "   [2.88958772e-33]]\n",
            "\n",
            "  [[           nan]\n",
            "   [5.26621412e-35]\n",
            "   [1.31324745e-38]\n",
            "   [2.50227821e-35]\n",
            "   [           nan]\n",
            "   [2.10323619e-38]\n",
            "   [           nan]\n",
            "   [1.70874699e-38]\n",
            "   [1.72563311e-31]\n",
            "   [1.06289571e-35]\n",
            "   [5.92232862e-33]\n",
            "   [2.41592293e-29]\n",
            "   [1.84458965e-29]\n",
            "   [           nan]\n",
            "   [6.18762735e-30]\n",
            "   [9.96862544e-36]\n",
            "   [1.51410560e-35]\n",
            "   [           nan]\n",
            "   [           nan]\n",
            "   [5.47339501e-38]\n",
            "   [           nan]\n",
            "   [4.36541776e-34]\n",
            "   [2.99573137e-30]\n",
            "   [           nan]\n",
            "   [9.70799231e-32]\n",
            "   [1.33178761e-38]\n",
            "   [           nan]\n",
            "   [           nan]]]]\n",
            "[-1.04741715e-02 -5.18287765e-03 -1.93020445e-03 -3.67948343e-03\n",
            "  4.71947249e-03 -2.58347369e-03  5.04647905e-04  3.46176443e-03\n",
            " -4.63171769e-03 -1.14826337e-02 -1.00364285e-02 -3.33573623e-03\n",
            " -2.91546714e-03 -3.63170658e-03 -7.48728868e-03  9.13015660e-03\n",
            " -1.17354821e-02 -9.37675033e-03 -9.64689720e-03 -1.40007436e-02\n",
            " -1.12219499e-02 -1.13345915e-02 -5.51982969e-03 -8.13326798e-03\n",
            " -9.16977040e-03 -7.78547116e-03 -1.71330404e-02 -7.57537968e-03\n",
            " -7.59770116e-03 -1.42643685e-02 -1.60733163e-02  1.13284942e-02\n",
            " -2.92135077e-03 -5.07629057e-03  7.40868622e-04  1.02699094e-04\n",
            "  5.95105870e-04 -1.72490173e-03 -1.15527706e-02 -1.22909192e-02\n",
            " -6.25606719e-03 -1.30134802e-02 -3.34071671e-03 -5.72300749e-03\n",
            "  6.36775978e-04  6.92955591e-03 -1.48748665e-03 -7.21164513e-03\n",
            " -1.28063536e-03 -1.42151415e-02 -7.89987855e-03 -5.75743895e-03\n",
            " -4.14032722e-03 -1.67118513e-03  1.22180386e-02 -1.11333644e-02\n",
            " -4.54750983e-03 -9.02108196e-03 -1.01719033e-02 -3.14940838e-03\n",
            " -2.17149907e-04  1.79915931e-02 -9.84325167e-03 -3.94054037e-03\n",
            " -1.19147347e-02  1.71564473e-03 -6.44217012e-04 -7.92675558e-03\n",
            " -1.15365013e-02 -8.27471726e-03 -5.06165251e-03 -2.13061534e-02\n",
            " -4.93960176e-03 -6.22107508e-03 -7.50269182e-03 -7.87727814e-03\n",
            " -7.58657418e-03 -6.20122487e-03 -9.21925530e-03 -6.78971177e-03\n",
            " -4.38159658e-03 -2.84890906e-04 -1.47453358e-03 -7.51546258e-03\n",
            " -3.57891736e-03  1.40606833e-03 -5.17115369e-03 -4.25503217e-03\n",
            "  2.74841115e-03 -3.55253904e-03  8.37750995e-05 -1.49511956e-02\n",
            " -8.74949154e-03 -1.08834691e-02 -6.30582357e-03 -4.50121006e-03\n",
            " -2.27529788e-03 -3.32733872e-03 -1.17828161e-03 -1.02263154e-03\n",
            " -2.57711555e-03  3.18009150e-03 -5.99758420e-03 -1.01007055e-02\n",
            "  4.10013227e-03 -7.23244529e-03 -1.09599726e-02 -5.71861025e-03\n",
            " -6.85092947e-03 -4.45474498e-03 -6.52215770e-03  4.98995837e-03\n",
            "  1.27832294e-02 -3.55233857e-03 -7.78388325e-03  3.86090658e-04\n",
            " -4.23738442e-04 -5.29667828e-03 -7.34065520e-03  2.13862117e-02\n",
            "  1.95875342e-04 -2.99158180e-03 -8.61670822e-03 -1.61467248e-03\n",
            " -4.99003706e-03 -1.11432197e-02 -4.10252390e-03  5.88065293e-03]\n",
            "[-0.00332788  0.00338445  0.00673583  0.00745517  0.         -0.00186977\n",
            "  0.00537081 -0.00070883  0.00167548  0.00913991 -0.00201382 -0.00012448\n",
            "  0.00139798 -0.00523403  0.00742387 -0.00912249 -0.00769108  0.00496959\n",
            " -0.00881181 -0.00531759 -0.00528094  0.00539401  0.00184119 -0.00019429\n",
            " -0.00462126 -0.00696808 -0.00203666  0.00128487  0.00055752 -0.00021992\n",
            " -0.0038012  -0.00706614  0.00803645  0.00118966  0.00787399 -0.00609319\n",
            "  0.0017698   0.00056621 -0.0017901   0.00377418 -0.00217164  0.00062087\n",
            " -0.00417722 -0.01017483 -0.00513469  0.00376634  0.00029107  0.0001231\n",
            "  0.01145795  0.00137205  0.00381634 -0.0047511   0.00238249  0.00168764\n",
            " -0.0003036  -0.00817443  0.0013744   0.00949987 -0.00033954 -0.00460559\n",
            "  0.00090199 -0.01067993 -0.00455978 -0.00840808]\n",
            "[[[[ 0.01374996  0.02091547 -0.04422319 ...  0.04928655 -0.04690198\n",
            "    -0.01639156]\n",
            "   [ 0.08242434 -0.03499711  0.0453368  ...  0.02568704  0.07921823\n",
            "    -0.05502935]]\n",
            "\n",
            "  [[-0.08378022 -0.0031411   0.08000837 ...  0.06039966  0.0446779\n",
            "     0.00170318]\n",
            "   [ 0.04080989 -0.07170689  0.01464107 ...  0.04791307  0.03069508\n",
            "    -0.07455005]]]\n",
            "\n",
            "\n",
            " [[[-0.04909238 -0.02261668 -0.02035385 ... -0.05834075 -0.08958143\n",
            "     0.02483726]\n",
            "   [ 0.02223219 -0.03215751  0.04424119 ...  0.02130568 -0.01626367\n",
            "     0.07876387]]\n",
            "\n",
            "  [[ 0.02003859  0.02553994 -0.06449626 ... -0.00572397 -0.08316528\n",
            "    -0.02939688]\n",
            "   [-0.05553281  0.05309746 -0.05582154 ...  0.09652305  0.03360945\n",
            "    -0.09153378]]]\n",
            "\n",
            "\n",
            " [[[ 0.02670698  0.02904401 -0.05348701 ... -0.00538566  0.04612274\n",
            "    -0.03049409]\n",
            "   [ 0.02999908  0.00176817 -0.01503313 ... -0.02395104 -0.03928709\n",
            "    -0.07899439]]\n",
            "\n",
            "  [[-0.07357724 -0.05382362  0.02829941 ...  0.09157794 -0.05788481\n",
            "    -0.07807155]\n",
            "   [-0.01458304 -0.09044752 -0.03287561 ...  0.0532704  -0.06364457\n",
            "    -0.05852655]]]\n",
            "\n",
            "\n",
            " ...\n",
            "\n",
            "\n",
            " [[[ 0.05255822 -0.01036198 -0.00019203 ... -0.05118608  0.04248223\n",
            "    -0.08944996]\n",
            "   [ 0.00117439  0.10662346 -0.00929541 ...  0.04486793 -0.02637074\n",
            "    -0.0112221 ]]\n",
            "\n",
            "  [[ 0.05258875 -0.05738797  0.09464191 ...  0.05042605  0.02721906\n",
            "     0.080251  ]\n",
            "   [-0.05723707  0.00461732 -0.01726208 ... -0.08169471 -0.0221106\n",
            "    -0.07140255]]]\n",
            "\n",
            "\n",
            " [[[ 0.07010861 -0.07626479 -0.04657713 ...  0.08525438 -0.06571791\n",
            "     0.05120639]\n",
            "   [ 0.01098596  0.03317433 -0.08621591 ... -0.00039658  0.00405181\n",
            "     0.05702221]]\n",
            "\n",
            "  [[ 0.06359053 -0.09110442  0.00670632 ... -0.04640168  0.01820579\n",
            "     0.00812621]\n",
            "   [-0.04979709  0.0081905  -0.00396762 ... -0.02045673 -0.07515378\n",
            "     0.05044475]]]\n",
            "\n",
            "\n",
            " [[[ 0.09220871  0.08694154  0.07800038 ... -0.06620321  0.06886952\n",
            "    -0.05323074]\n",
            "   [-0.02106607  0.00735345  0.0952932  ... -0.06466564  0.06158614\n",
            "     0.06478001]]\n",
            "\n",
            "  [[-0.00080164  0.08168504 -0.01961183 ... -0.01326489 -0.07617511\n",
            "     0.04297451]\n",
            "   [ 0.07346048  0.04573498 -0.03727232 ... -0.06202384  0.06070102\n",
            "     0.00384897]]]]\n",
            "[[[[ 9.86925736e-02]\n",
            "   [ 2.98267286e-02]]\n",
            "\n",
            "  [[ 4.37196232e-02]\n",
            "   [-1.40711233e-01]]]\n",
            "\n",
            "\n",
            " [[[ 4.43199426e-02]\n",
            "   [-1.61124170e-01]]\n",
            "\n",
            "  [[-1.10318717e-02]\n",
            "   [ 7.15076476e-02]]]\n",
            "\n",
            "\n",
            " [[[-1.67607442e-01]\n",
            "   [ 1.83373392e-01]]\n",
            "\n",
            "  [[-4.54201028e-02]\n",
            "   [-9.33299214e-03]]]\n",
            "\n",
            "\n",
            " [[[-1.47585377e-01]\n",
            "   [ 8.01695138e-02]]\n",
            "\n",
            "  [[-8.43922719e-02]\n",
            "   [ 6.27569705e-02]]]\n",
            "\n",
            "\n",
            " [[[-1.31749466e-01]\n",
            "   [-7.63799697e-02]]\n",
            "\n",
            "  [[-5.36900908e-02]\n",
            "   [-6.40397444e-02]]]\n",
            "\n",
            "\n",
            " [[[-5.25575504e-03]\n",
            "   [ 1.43497707e-02]]\n",
            "\n",
            "  [[ 1.40562266e-01]\n",
            "   [ 4.33172137e-02]]]\n",
            "\n",
            "\n",
            " [[[-1.47669613e-01]\n",
            "   [ 1.58315048e-01]]\n",
            "\n",
            "  [[-1.07060678e-01]\n",
            "   [ 5.20897284e-02]]]\n",
            "\n",
            "\n",
            " [[[ 1.50190175e-01]\n",
            "   [-6.11394038e-03]]\n",
            "\n",
            "  [[-1.43390716e-05]\n",
            "   [-1.40756205e-01]]]\n",
            "\n",
            "\n",
            " [[[-7.64958113e-02]\n",
            "   [ 1.10639006e-01]]\n",
            "\n",
            "  [[-1.50361642e-01]\n",
            "   [ 1.02423884e-01]]]\n",
            "\n",
            "\n",
            " [[[-1.11359641e-01]\n",
            "   [-4.06587170e-03]]\n",
            "\n",
            "  [[ 1.61710292e-01]\n",
            "   [-1.45726472e-01]]]\n",
            "\n",
            "\n",
            " [[[ 1.41096950e-01]\n",
            "   [-8.56816322e-02]]\n",
            "\n",
            "  [[ 6.56961054e-02]\n",
            "   [-1.85267571e-02]]]\n",
            "\n",
            "\n",
            " [[[-1.05591036e-01]\n",
            "   [ 7.90010095e-02]]\n",
            "\n",
            "  [[ 4.01157141e-02]\n",
            "   [-2.15309113e-02]]]\n",
            "\n",
            "\n",
            " [[[-6.07868358e-02]\n",
            "   [-1.05114348e-01]]\n",
            "\n",
            "  [[ 4.84826937e-02]\n",
            "   [ 1.09172702e-01]]]\n",
            "\n",
            "\n",
            " [[[ 9.05142650e-02]\n",
            "   [ 1.10603236e-01]]\n",
            "\n",
            "  [[ 6.00502118e-02]\n",
            "   [ 9.37070400e-02]]]\n",
            "\n",
            "\n",
            " [[[ 3.80504057e-02]\n",
            "   [-1.20297998e-01]]\n",
            "\n",
            "  [[ 8.31985474e-02]\n",
            "   [-8.28516632e-02]]]\n",
            "\n",
            "\n",
            " [[[-2.26850417e-02]\n",
            "   [ 1.28105342e-01]]\n",
            "\n",
            "  [[ 9.08242166e-02]\n",
            "   [ 1.15379151e-02]]]\n",
            "\n",
            "\n",
            " [[[ 1.02694929e-01]\n",
            "   [ 1.81352291e-02]]\n",
            "\n",
            "  [[ 8.81058052e-02]\n",
            "   [-1.07284589e-02]]]\n",
            "\n",
            "\n",
            " [[[-4.13282625e-02]\n",
            "   [-5.70193790e-02]]\n",
            "\n",
            "  [[-1.27065107e-01]\n",
            "   [ 1.90510020e-01]]]\n",
            "\n",
            "\n",
            " [[[-3.12601356e-03]\n",
            "   [-5.56243537e-03]]\n",
            "\n",
            "  [[-1.40037328e-01]\n",
            "   [-8.67978707e-02]]]\n",
            "\n",
            "\n",
            " [[[ 1.33791625e-01]\n",
            "   [ 3.83977368e-02]]\n",
            "\n",
            "  [[ 1.03883162e-01]\n",
            "   [-1.44179328e-03]]]\n",
            "\n",
            "\n",
            " [[[-1.54466838e-01]\n",
            "   [-7.41650909e-03]]\n",
            "\n",
            "  [[ 8.64369571e-02]\n",
            "   [ 1.49916977e-01]]]\n",
            "\n",
            "\n",
            " [[[ 1.00688748e-01]\n",
            "   [ 4.00643386e-02]]\n",
            "\n",
            "  [[-1.06889203e-01]\n",
            "   [-1.19835161e-01]]]\n",
            "\n",
            "\n",
            " [[[-5.96382953e-02]\n",
            "   [ 5.32421805e-02]]\n",
            "\n",
            "  [[-7.72517323e-02]\n",
            "   [ 5.74662723e-02]]]\n",
            "\n",
            "\n",
            " [[[ 1.01178378e-01]\n",
            "   [-3.94847207e-02]]\n",
            "\n",
            "  [[ 3.21778134e-02]\n",
            "   [-1.10937327e-01]]]\n",
            "\n",
            "\n",
            " [[[-3.34381722e-02]\n",
            "   [ 8.13967362e-02]]\n",
            "\n",
            "  [[ 1.45877019e-01]\n",
            "   [-1.69975072e-01]]]\n",
            "\n",
            "\n",
            " [[[-1.28150349e-02]\n",
            "   [ 8.96756649e-02]]\n",
            "\n",
            "  [[-1.85891017e-02]\n",
            "   [ 8.79986510e-02]]]\n",
            "\n",
            "\n",
            " [[[-7.56364539e-02]\n",
            "   [ 7.69482478e-02]]\n",
            "\n",
            "  [[-1.26064951e-02]\n",
            "   [ 1.48128241e-01]]]\n",
            "\n",
            "\n",
            " [[[-3.81029844e-02]\n",
            "   [-7.45831355e-02]]\n",
            "\n",
            "  [[ 4.24948568e-03]\n",
            "   [ 9.82483998e-02]]]\n",
            "\n",
            "\n",
            " [[[-1.38270542e-01]\n",
            "   [ 1.13164939e-01]]\n",
            "\n",
            "  [[-1.82883926e-02]\n",
            "   [ 3.75189595e-02]]]\n",
            "\n",
            "\n",
            " [[[ 1.58543140e-01]\n",
            "   [-1.68288931e-01]]\n",
            "\n",
            "  [[ 3.41326594e-02]\n",
            "   [-3.17563824e-02]]]\n",
            "\n",
            "\n",
            " [[[ 7.28337914e-02]\n",
            "   [ 5.89193329e-02]]\n",
            "\n",
            "  [[ 1.37283891e-01]\n",
            "   [ 9.13860053e-02]]]\n",
            "\n",
            "\n",
            " [[[ 1.89479832e-02]\n",
            "   [ 1.38248026e-01]]\n",
            "\n",
            "  [[ 4.68618721e-02]\n",
            "   [ 6.21593446e-02]]]\n",
            "\n",
            "\n",
            " [[[-1.22430503e-01]\n",
            "   [-8.42863172e-02]]\n",
            "\n",
            "  [[-6.49148673e-02]\n",
            "   [ 1.95045382e-01]]]\n",
            "\n",
            "\n",
            " [[[-1.48578003e-01]\n",
            "   [ 1.27550915e-01]]\n",
            "\n",
            "  [[ 2.28047650e-03]\n",
            "   [ 1.37595944e-02]]]\n",
            "\n",
            "\n",
            " [[[-1.65098429e-01]\n",
            "   [ 1.77062526e-01]]\n",
            "\n",
            "  [[-1.19781457e-01]\n",
            "   [ 2.16922630e-02]]]\n",
            "\n",
            "\n",
            " [[[ 4.24408540e-02]\n",
            "   [-1.32732457e-02]]\n",
            "\n",
            "  [[ 5.45363575e-02]\n",
            "   [ 1.14088215e-01]]]\n",
            "\n",
            "\n",
            " [[[-1.38437524e-01]\n",
            "   [-1.96472593e-02]]\n",
            "\n",
            "  [[ 7.98567235e-02]\n",
            "   [ 1.04742639e-01]]]\n",
            "\n",
            "\n",
            " [[[-8.86130631e-02]\n",
            "   [ 3.41647640e-02]]\n",
            "\n",
            "  [[ 1.43686816e-01]\n",
            "   [ 5.28949825e-03]]]\n",
            "\n",
            "\n",
            " [[[ 1.42155722e-01]\n",
            "   [ 1.34516329e-01]]\n",
            "\n",
            "  [[-2.14674026e-02]\n",
            "   [ 1.12456232e-01]]]\n",
            "\n",
            "\n",
            " [[[-1.25124618e-01]\n",
            "   [ 1.19128667e-01]]\n",
            "\n",
            "  [[-1.84752308e-02]\n",
            "   [-4.78272736e-02]]]\n",
            "\n",
            "\n",
            " [[[ 1.16248138e-01]\n",
            "   [-8.05403441e-02]]\n",
            "\n",
            "  [[ 7.91385677e-03]\n",
            "   [ 1.84431970e-02]]]\n",
            "\n",
            "\n",
            " [[[ 3.89858633e-02]\n",
            "   [ 8.38710740e-02]]\n",
            "\n",
            "  [[-1.62861526e-01]\n",
            "   [-1.54626992e-04]]]\n",
            "\n",
            "\n",
            " [[[ 8.44733119e-02]\n",
            "   [-9.44635198e-02]]\n",
            "\n",
            "  [[-2.31730938e-02]\n",
            "   [ 4.34503518e-02]]]\n",
            "\n",
            "\n",
            " [[[ 6.61339834e-02]\n",
            "   [ 7.73530230e-02]]\n",
            "\n",
            "  [[-6.12170771e-02]\n",
            "   [-2.13873405e-02]]]\n",
            "\n",
            "\n",
            " [[[ 1.05948791e-01]\n",
            "   [ 1.27695829e-01]]\n",
            "\n",
            "  [[ 7.21894801e-02]\n",
            "   [ 1.17056780e-01]]]\n",
            "\n",
            "\n",
            " [[[ 8.07781816e-02]\n",
            "   [-8.66319090e-02]]\n",
            "\n",
            "  [[-1.76833998e-02]\n",
            "   [-1.15020573e-01]]]\n",
            "\n",
            "\n",
            " [[[-3.59908193e-02]\n",
            "   [ 9.94764362e-03]]\n",
            "\n",
            "  [[-1.43409029e-01]\n",
            "   [ 1.50373861e-01]]]\n",
            "\n",
            "\n",
            " [[[-1.26584306e-01]\n",
            "   [ 1.54671088e-01]]\n",
            "\n",
            "  [[-9.37125012e-02]\n",
            "   [ 4.59013432e-02]]]\n",
            "\n",
            "\n",
            " [[[-1.55460164e-01]\n",
            "   [ 1.54649436e-01]]\n",
            "\n",
            "  [[-1.50460482e-01]\n",
            "   [-1.23892769e-01]]]\n",
            "\n",
            "\n",
            " [[[ 1.64732620e-01]\n",
            "   [-1.55127332e-01]]\n",
            "\n",
            "  [[-1.18416980e-01]\n",
            "   [-8.19939151e-02]]]\n",
            "\n",
            "\n",
            " [[[-1.47836983e-01]\n",
            "   [ 1.49675056e-01]]\n",
            "\n",
            "  [[-6.22801185e-02]\n",
            "   [ 2.55288668e-02]]]\n",
            "\n",
            "\n",
            " [[[ 5.75641543e-03]\n",
            "   [-3.21413577e-02]]\n",
            "\n",
            "  [[ 4.26962003e-02]\n",
            "   [ 5.34963980e-02]]]\n",
            "\n",
            "\n",
            " [[[ 7.69319236e-02]\n",
            "   [ 9.06980410e-02]]\n",
            "\n",
            "  [[-8.90650451e-02]\n",
            "   [-1.04678534e-01]]]\n",
            "\n",
            "\n",
            " [[[-6.12218641e-02]\n",
            "   [-5.02446294e-02]]\n",
            "\n",
            "  [[ 6.52468726e-02]\n",
            "   [ 2.71564368e-02]]]\n",
            "\n",
            "\n",
            " [[[ 8.12488645e-02]\n",
            "   [ 4.04538251e-02]]\n",
            "\n",
            "  [[-7.43975192e-02]\n",
            "   [-7.33455420e-02]]]\n",
            "\n",
            "\n",
            " [[[ 1.30961284e-01]\n",
            "   [ 5.76231182e-02]]\n",
            "\n",
            "  [[ 8.43960494e-02]\n",
            "   [ 3.22362669e-02]]]\n",
            "\n",
            "\n",
            " [[[ 2.71400493e-02]\n",
            "   [ 9.05991420e-02]]\n",
            "\n",
            "  [[ 3.82641666e-02]\n",
            "   [-8.52993056e-02]]]\n",
            "\n",
            "\n",
            " [[[-1.14356697e-01]\n",
            "   [ 1.08254358e-01]]\n",
            "\n",
            "  [[-1.45228669e-01]\n",
            "   [-1.16240688e-01]]]\n",
            "\n",
            "\n",
            " [[[ 1.43835068e-01]\n",
            "   [ 3.28086200e-03]]\n",
            "\n",
            "  [[-1.55860022e-01]\n",
            "   [-2.14673753e-04]]]\n",
            "\n",
            "\n",
            " [[[ 2.20171884e-02]\n",
            "   [ 5.74507937e-02]]\n",
            "\n",
            "  [[-9.70201939e-02]\n",
            "   [ 5.11113107e-02]]]\n",
            "\n",
            "\n",
            " [[[ 1.23044699e-01]\n",
            "   [-5.99849969e-02]]\n",
            "\n",
            "  [[ 8.11859220e-02]\n",
            "   [-1.56681627e-01]]]\n",
            "\n",
            "\n",
            " [[[ 1.49412781e-01]\n",
            "   [ 6.17667809e-02]]\n",
            "\n",
            "  [[ 1.40337646e-01]\n",
            "   [ 1.14738204e-01]]]\n",
            "\n",
            "\n",
            " [[[ 4.69665304e-02]\n",
            "   [-1.42851457e-01]]\n",
            "\n",
            "  [[ 9.38697159e-02]\n",
            "   [ 4.42115702e-02]]]\n",
            "\n",
            "\n",
            " [[[-1.52616424e-03]\n",
            "   [-2.22152490e-02]]\n",
            "\n",
            "  [[-1.28767624e-01]\n",
            "   [-1.27672151e-01]]]]\n",
            "[ 9.13628470e-03 -5.99815743e-03 -2.49314122e-03 -6.00267248e-03\n",
            " -1.22152185e-02 -5.64114610e-03 -5.28635737e-03 -7.64591759e-03\n",
            " -6.00061845e-03  3.14213219e-03 -5.99977374e-03  9.86298360e-03\n",
            " -6.00286340e-03 -1.77070266e-03  1.43592730e-02  2.12296983e-03\n",
            "  2.93834303e-02 -2.54476210e-03 -4.66630189e-03 -5.55591937e-03\n",
            "  2.61305794e-02 -5.79557102e-03  2.74295430e-03  5.87768527e-03\n",
            "  2.78555788e-03  5.11149061e-04 -4.31080721e-03  4.95076599e-03\n",
            " -5.97802550e-03 -2.93165725e-03  6.21360354e-03  7.47182453e-03\n",
            "  5.85266901e-03  1.39342633e-03 -9.12961084e-03 -3.53244599e-04\n",
            "  1.10562583e-02 -5.33430697e-03 -6.96369726e-03  1.85426716e-02\n",
            "  1.44303264e-02  8.67633522e-03  1.14314873e-02  1.03992131e-02\n",
            "  5.39875356e-04 -6.27184170e-04  9.01761465e-03 -1.57754142e-02\n",
            "  3.08539835e-03  2.34847958e-03  5.62184444e-03 -1.85840507e-03\n",
            "  1.63723226e-03  3.24433157e-03 -2.97013344e-03  2.19271122e-03\n",
            " -4.19467688e-03  6.65876688e-03 -3.75496980e-04  1.54045047e-02\n",
            " -7.92369712e-03 -8.62977747e-03 -6.00073673e-03  2.05311482e-03\n",
            " -6.00198610e-03  1.26140518e-02  1.63992979e-02  5.63186035e-03\n",
            "  5.88526810e-03 -7.47644529e-03 -6.00130064e-03  8.04363191e-03\n",
            "  1.35281542e-03 -6.60808990e-03  6.54409733e-03 -6.00245455e-03\n",
            " -6.48609782e-03 -5.99694904e-03  4.57544625e-03  1.58052724e-02\n",
            " -4.17049089e-03  8.91040638e-03 -5.14245499e-03  1.54063618e-02\n",
            " -6.04903977e-03 -5.09364530e-03  3.56728584e-03 -6.00394979e-03\n",
            " -2.43882579e-03 -4.25875047e-03  1.03724552e-02  1.51612738e-03\n",
            " -6.00380497e-03 -2.62426300e-04 -5.99713298e-03  9.16999206e-03\n",
            " -6.00361591e-03  1.25213189e-03 -6.00409787e-03 -4.10583522e-03\n",
            "  1.04499720e-02 -1.12410949e-03  9.26412828e-03 -1.15855802e-02\n",
            "  3.14138527e-03  9.76698473e-03  5.29362680e-03  4.21165116e-03\n",
            "  6.97155204e-03  6.54047308e-03 -6.00425061e-03 -3.09384335e-03\n",
            "  1.82195232e-04 -1.01213739e-03  9.90709476e-03  1.66590512e-02\n",
            "  1.67537313e-02  2.36676494e-03 -5.69679029e-03  9.62772872e-03\n",
            " -6.19839784e-03  6.14667265e-03 -7.78072048e-03 -3.09391040e-03\n",
            "  6.68277324e-04 -1.29314765e-04  7.27758370e-03  9.26628988e-03\n",
            "  1.24448189e-03 -8.46762210e-03 -3.11704585e-03  8.93014483e-03\n",
            " -4.66495147e-03  4.33529727e-03 -2.34354869e-03  9.88805480e-03\n",
            " -4.48629446e-03 -1.39798236e-03  3.48036084e-03  9.00192838e-03\n",
            " -1.29676214e-03  1.18032815e-02  1.01227341e-02 -5.34824561e-04\n",
            " -3.59205878e-03  3.27034155e-03  7.53293559e-03  8.24335404e-03\n",
            " -2.04558228e-03 -1.16580736e-03 -2.58381129e-03 -5.99415554e-03\n",
            " -6.00382686e-03 -6.00281917e-03  1.83381867e-02  4.16608108e-03\n",
            "  2.23661005e-03  2.55053435e-02 -5.83758159e-03 -5.99708920e-03\n",
            " -7.80379924e-04 -2.96464819e-03 -3.39994533e-03 -4.60275449e-03\n",
            " -5.88503573e-03 -2.00887653e-03  1.12541122e-02  6.92657754e-03\n",
            "  2.89408397e-03 -6.00359496e-03  1.95322577e-02 -4.10145568e-03\n",
            " -8.39828514e-03 -6.72542676e-03  1.33553781e-02 -6.00122102e-03\n",
            "  1.56212328e-02 -6.00131042e-03 -7.11131096e-03  1.63421277e-02\n",
            " -5.99852810e-03  1.05173432e-03  4.81818849e-03 -3.18443344e-05\n",
            " -7.13286642e-03  3.84276058e-03  6.89909328e-03 -5.99265145e-03\n",
            "  3.97321722e-03 -5.99639025e-03  2.99039995e-03 -1.74655998e-03\n",
            "  9.01504979e-03  7.64379394e-04 -1.42863509e-03  8.23678076e-03\n",
            "  6.85602101e-03 -1.94092654e-03 -5.53920586e-03  8.14551488e-03\n",
            "  4.41034499e-04 -3.57485493e-03  8.95367656e-03  6.29836868e-04\n",
            "  1.26182800e-02  3.64405429e-03  8.87637865e-03  1.35596907e-02\n",
            "  7.90126342e-03  4.91828611e-03 -2.85668648e-05  1.68708116e-02\n",
            "  7.55058788e-03  8.55689961e-03  1.53303798e-02  6.10708818e-03\n",
            " -6.00287225e-03  1.08165117e-02  9.30159818e-03  8.90657213e-03\n",
            " -3.25505226e-03  8.23546853e-03  1.33752858e-03  4.26661782e-03\n",
            " -5.25318086e-03  4.58715344e-03 -9.85206664e-03  5.51514421e-03\n",
            " -6.00234326e-03 -3.90266767e-03 -6.00295886e-03  9.84538463e-04\n",
            " -6.00407878e-03 -6.00266922e-03  8.87587480e-03  2.21635886e-02\n",
            "  3.71283386e-03  3.34456144e-03 -6.00159913e-03  9.27236304e-03\n",
            "  2.26540165e-03 -8.44250992e-03 -6.75077783e-03 -3.08188051e-03\n",
            " -4.16669063e-03  4.18489100e-03  5.57452533e-03 -2.40986003e-03\n",
            " -7.99678091e-04  5.43357339e-03  2.63215229e-03  6.20038994e-03\n",
            " -3.30957468e-03 -2.07874342e-03 -5.49247256e-03 -8.44823103e-03]\n",
            "[ 0.00186731 -0.00146368 -0.00354188  0.0030482  -0.0108856   0.0118225\n",
            "  0.0024831   0.00761815 -0.00843089 -0.0055123 ]\n",
            "[  -1 6272]\n",
            "[[ 7.2359960e-03 -3.1631660e-02 -2.9283863e-02 ...  1.8706758e-02\n",
            "  -2.1936605e-03  1.7670656e-02]\n",
            " [-2.0670006e-02  4.1487761e-05  2.6424110e-02 ... -3.0537238e-03\n",
            "  -1.3528733e-02  4.4490304e-03]\n",
            " [-8.9578424e-03  9.7045377e-03 -2.1218592e-02 ... -7.0803389e-03\n",
            "   9.9746175e-03 -2.5001094e-02]\n",
            " ...\n",
            " [-1.5270505e-03  1.5201600e-03  6.5345212e-04 ...  3.1211515e-04\n",
            "   2.7853891e-02 -1.6650332e-02]\n",
            " [-3.6382161e-03 -1.2229004e-02  2.0878680e-02 ... -2.8457930e-02\n",
            "  -2.1257529e-03  7.7096038e-03]\n",
            " [-3.6456950e-02  1.0741229e-04 -3.5465427e-02 ... -1.8690094e-02\n",
            "  -2.6084121e-02 -3.5010085e-02]]\n",
            "[[-0.02067918  0.08171704 -0.0157236  ... -0.06949896 -0.09754933\n",
            "   0.06969538]\n",
            " [ 0.08657424  0.12472747  0.00195696 ... -0.00279821 -0.10097444\n",
            "  -0.1298566 ]\n",
            " [-0.01439278 -0.0194773   0.08517994 ...  0.1255331   0.13291132\n",
            "  -0.08473554]\n",
            " ...\n",
            " [ 0.0372654  -0.01236773  0.07857105 ... -0.03465967  0.00725152\n",
            "  -0.04508406]\n",
            " [ 0.00813795 -0.03572354 -0.07777862 ...  0.09782027 -0.00520308\n",
            "  -0.13294818]\n",
            " [-0.13691276  0.05674059 -0.09762915 ... -0.15865892 -0.1277402\n",
            "  -0.0807539 ]]\n",
            "[[[[           nan  5.4167021e-35  3.4305625e-34 ...  8.9370102e-32\n",
            "     3.3597634e-31  1.0111832e-36]\n",
            "   [ 1.6456919e-35  1.6017631e-28  7.6580606e-33 ...  3.2265039e-33\n",
            "     5.9490202e-36  4.4768470e-29]\n",
            "   [ 3.1188948e-30            nan  7.7639042e-34 ...            nan\n",
            "     6.8424924e-31  5.2406553e-32]\n",
            "   ...\n",
            "   [ 1.4670168e-35  5.7129022e-36  8.3777945e-33 ...  7.3762266e-37\n",
            "     8.7065217e-32  1.6485959e-31]\n",
            "   [ 1.1122938e-28  3.5745257e-31  1.1961829e-34 ...            nan\n",
            "     2.1982428e-36            nan]\n",
            "   [ 9.8263967e-39            nan            nan ...            nan\n",
            "               nan            nan]]\n",
            "\n",
            "  [[           nan  6.2080790e-38            nan ...  1.8808016e-35\n",
            "     7.4629781e-34  1.8341015e-29]\n",
            "   [ 6.2785310e-32            nan  2.9371690e-33 ...            nan\n",
            "     8.2299402e-37  1.0552218e-29]\n",
            "   [           nan  5.7021498e-37            nan ...            nan\n",
            "               nan  4.5622497e-31]\n",
            "   ...\n",
            "   [-3.6168896e-34  4.5774816e-41 -3.2564209e+02 ...  4.5774816e-41\n",
            "     6.7016187e+25 -2.1706258e-31]\n",
            "   [-3.5629491e-34  4.5774816e-41 -3.5618691e-34 ...  4.5774816e-41\n",
            "    -3.5028887e-34  4.5774816e-41]\n",
            "   [-1.7236668e+01 -1.1718980e-34 -3.4669847e-34 ...  2.1045306e+35\n",
            "    -3.3385619e-34  4.5774816e-41]]\n",
            "\n",
            "  [[-3.3805050e-34  4.5774816e-41  5.7915085e+10 ...  4.5774816e-41\n",
            "     1.6696491e+35 -7.9264131e+14]\n",
            "   [-3.3012253e-34  4.5774816e-41 -3.3264617e-34 ...  4.5774816e-41\n",
            "    -3.2601564e-34  4.5774816e-41]\n",
            "   [-4.7577116e-33  1.5940439e+06 -3.3011224e-34 ...  1.0521587e-12\n",
            "    -3.1894945e-34  4.5774816e-41]\n",
            "   ...\n",
            "   [-1.7662905e-35  4.5774816e-41 -1.7637489e-35 ...  4.5774816e-41\n",
            "    -1.6709124e-35  4.5774816e-41]\n",
            "   [ 7.6561366e-05  3.1821830e+08 -1.7625665e-35 ... -5.5165615e+01\n",
            "    -1.6220697e-35  4.5774816e-41]\n",
            "   [-1.6221018e-35  4.5774816e-41 -1.9188604e-04 ...  4.5774816e-41\n",
            "    -3.4551897e-06  4.4833545e-02]]\n",
            "\n",
            "  ...\n",
            "\n",
            "  [[-1.1804225e-35  4.5774816e-41  3.3436916e+00 ...  4.5774816e-41\n",
            "     3.2151824e-01 -1.6794422e-01]\n",
            "   [-9.5565050e-36  4.5774816e-41 -1.0525737e-35 ...  4.5774816e-41\n",
            "    -1.0261802e-35  4.5774816e-41]\n",
            "   [ 5.4929409e-02  9.3884622e-13 -9.8477384e-36 ...  8.0447042e-01\n",
            "    -9.6085413e-36  4.5774816e-41]\n",
            "   ...\n",
            "   [ 3.1881010e+32  4.5774816e-41  3.1867764e+32 ...  4.5774816e-41\n",
            "     3.1399204e+32  4.5774816e-41]\n",
            "   [ 6.0652496e-19  3.2303657e-30 -4.0975626e-38 ...  2.3826088e+29\n",
            "     2.6698869e+32  4.5774816e-41]\n",
            "   [ 2.6604291e+32  4.5774816e-41 -1.7758779e+22 ...  4.5774816e-41\n",
            "     1.7718305e+35 -1.0374838e+29]]\n",
            "\n",
            "  [[ 6.2830347e+32  4.5774816e-41  2.6604105e+32 ...  4.5774816e-41\n",
            "     4.1078487e+31  4.5774816e-41]\n",
            "   [ 2.3474170e+04 -5.2688678e-20 -4.0879979e-38 ...  1.3878618e-34\n",
            "     4.0281021e+31  4.5774816e-41]\n",
            "   [ 4.0269764e+31  4.5774816e-41 -1.1948576e+01 ...  4.5774816e-41\n",
            "    -2.0237634e-10  1.8160613e+19]\n",
            "   ...\n",
            "   [ 7.4274118e-05  8.2567198e-08  3.0536097e+27 ...  7.7220902e+25\n",
            "     1.7902279e+27  4.5774816e-41]\n",
            "   [ 1.7883531e+27  4.5774816e-41 -1.3480877e-22 ...  4.5774816e-41\n",
            "     1.6500688e+36            nan]\n",
            "   [-5.4927453e-35  4.5774816e-41  9.7015707e+26 ...  4.5774816e-41\n",
            "     9.5791905e+26  4.5774816e-41]]\n",
            "\n",
            "  [[ 1.9867316e+16  1.7454912e-15 -4.2827179e-38 ...  2.5819135e-24\n",
            "     9.3555747e+26  4.5774816e-41]\n",
            "   [ 9.3667077e+26  4.5774816e-41 -2.3526943e+29 ...  4.5774816e-41\n",
            "    -4.4139406e+22 -9.3972370e-27]\n",
            "   [ 2.3128749e+25  4.5774816e-41  2.3158891e+25 ...  4.5774816e-41\n",
            "     1.8920881e+25  4.5774816e-41]\n",
            "   ...\n",
            "   [ 4.3332843e+23  4.5774816e-41 -3.6677351e+13 ...  4.5774816e-41\n",
            "     2.4376844e+07  9.7756304e-25]\n",
            "   [ 9.1853054e+20  4.5774816e-41  9.1818151e+20 ...  4.5774816e-41\n",
            "     9.0493642e+20  4.5774816e-41]\n",
            "   [ 1.3478847e-08  2.2066557e-28  9.0910000e+20 ...  3.9093811e-03\n",
            "     8.6309573e+20  4.5774816e-41]]]]\n",
            "[[[[-4.26738654e-38  4.57748156e-41 -2.34806955e-01 ...  4.57748156e-41\n",
            "    -3.00907442e-25 -1.24887865e+17]\n",
            "   [ 4.84437575e+20  4.57748156e-41  4.84153285e+20 ...  4.57748156e-41\n",
            "     4.90126184e+20  4.57748156e-41]\n",
            "   [-1.28006886e+09  1.52096895e-14  4.90087904e+20 ... -2.49923975e-12\n",
            "     4.77121478e+20  4.57748156e-41]\n",
            "   ...\n",
            "   [-2.89597920e+28 -2.20005281e+24  1.60367103e+21 ... -7.87646251e+13\n",
            "     3.07184109e-07  4.57748156e-41]\n",
            "   [ 3.07696155e-07  4.57748156e-41 -5.91944005e-09 ...  4.57748156e-41\n",
            "    -5.48866801e-08 -2.73450755e-32]\n",
            "   [ 3.07760729e-07  4.57748156e-41  3.11099484e-07 ...  4.57748156e-41\n",
            "     1.82627218e-07  4.57748156e-41]]\n",
            "\n",
            "  [[-2.93379594e-06 -4.87462373e-08  2.24701353e-07 ... -7.75320915e+28\n",
            "     1.11601480e-07  4.57748156e-41]\n",
            "   [ 8.56499582e-08  4.57748156e-41 -2.36113425e-02 ...  4.57748156e-41\n",
            "    -5.47366624e-28 -9.61170095e-39]\n",
            "   [ 8.71191332e-07  4.57748156e-41  5.24071879e-08 ...  4.57748156e-41\n",
            "     5.07909022e-08  4.57748156e-41]\n",
            "   ...\n",
            "   [ 3.39196404e-09  4.57748156e-41  3.39203510e-09 ...  4.57748156e-41\n",
            "     1.98453520e-09  4.57748156e-41]\n",
            "   [ 4.12429942e-35 -2.98395939e+01  1.93123029e-09 ...  4.02520905e-04\n",
            "     1.97626449e-09  4.57748156e-41]\n",
            "   [ 1.97631422e-09  4.57748156e-41 -1.17287430e-12 ...  4.57748156e-41\n",
            "     4.51196086e+18 -1.26646055e+16]]\n",
            "\n",
            "  [[ 1.86241955e-09  4.57748156e-41  1.86250837e-09 ...  4.57748156e-41\n",
            "     1.11509689e-06  4.57748156e-41]\n",
            "   [ 5.49428628e-11 -5.58281250e+06  2.51349570e+23 ... -2.25010610e+23\n",
            "     1.09407772e-09  4.57748156e-41]\n",
            "   [ 1.09743148e-09  4.57748156e-41 -6.22164261e+35 ...  4.57748156e-41\n",
            "     1.54447446e-14  3.37799762e-30]\n",
            "   ...\n",
            "   [ 8.18666912e-10  4.57748156e-41  8.74209800e-38 ...  4.57748156e-41\n",
            "    -7.91622271e-32 -7.98170703e+03]\n",
            "   [ 7.76769760e-10  4.57748156e-41  7.82624632e-10 ...  4.57748156e-41\n",
            "     7.64129204e-10  4.57748156e-41]\n",
            "   [ 3.69137955e-24 -5.09870938e+36  7.88752175e-10 ...  5.49396446e+14\n",
            "     7.73158426e-10  4.57748156e-41]]\n",
            "\n",
            "  ...\n",
            "\n",
            "  [[ 8.86437767e-16  4.57748156e-41  8.93855235e-16 ...  4.57748156e-41\n",
            "     5.42125650e-16  4.57748156e-41]\n",
            "   [ 8.60672495e-37 -4.90721792e-01  5.37531343e-16 ...  6.16264106e+12\n",
            "     5.09966350e-16  4.57748156e-41]\n",
            "   [ 5.02575988e-16  4.57748156e-41 -2.53489628e-19 ...  4.57748156e-41\n",
            "    -3.75840598e-23 -5.44967598e-31]\n",
            "   ...\n",
            "   [ 2.17047322e-16  4.57748156e-41 -1.33039430e-01 ...  4.57748156e-41\n",
            "    -6.70409800e-13  2.52708543e-09]\n",
            "   [ 2.18950605e-16  4.57748156e-41  2.18953570e-16 ...  4.57748156e-41\n",
            "     1.52336546e-16  4.57748156e-41]\n",
            "   [ 5.99362813e-02 -2.93147496e-05  3.25977817e-19 ...  6.81005444e+30\n",
            "     3.28475489e-19  4.57748156e-41]]\n",
            "\n",
            "  [[ 3.28213273e-19  4.57748156e-41 -2.61543497e+38 ...  4.57748156e-41\n",
            "    -2.18805030e-06 -2.16015289e-21]\n",
            "   [ 3.30896233e-19  4.57748156e-41  3.30825509e-19 ...  4.57748156e-41\n",
            "     2.12120335e-19  4.57748156e-41]\n",
            "   [-2.05770011e-33 -3.34146380e+07  2.12122403e-19 ...  6.25990171e-16\n",
            "     1.09417177e-19  4.57748156e-41]\n",
            "   ...\n",
            "   [ 8.87965374e-13  4.31314250e+06  1.04602055e-19 ... -2.72296729e-05\n",
            "     1.04826428e-19  4.57748156e-41]\n",
            "   [ 1.07757335e-19  4.57748156e-41  3.86337793e-12 ...  4.57748156e-41\n",
            "     2.27091849e-04  5.57394387e+34]\n",
            "   [ 1.07745341e-19  4.57748156e-41  1.07748030e-19 ...  4.57748156e-41\n",
            "     1.04952159e-19  4.57748156e-41]]\n",
            "\n",
            "  [[ 1.60161518e-02 -1.73683663e-08  1.04950712e-19 ...  4.24057858e-39\n",
            "     1.04843798e-19  4.57748156e-41]\n",
            "   [ 1.05343622e-19  4.57748156e-41  7.14877062e+05 ...  4.57748156e-41\n",
            "    -3.02389081e+23 -3.04959158e-19]\n",
            "   [ 1.05339693e-19  4.57748156e-41  1.05345484e-19 ...  4.57748156e-41\n",
            "     1.05550418e-19  4.57748156e-41]\n",
            "   ...\n",
            "   [ 1.02285742e-19  4.57748156e-41  1.02287190e-19 ...  4.57748156e-41\n",
            "     1.02457796e-19  4.57748156e-41]\n",
            "   [ 6.27810628e+19 -1.40221478e+32  9.98776129e-20 ... -3.39198156e+15\n",
            "     1.00564586e-19  4.57748156e-41]\n",
            "   [ 1.00959358e-19  4.57748156e-41  7.75335840e-20 ...  4.57748156e-41\n",
            "     9.94127622e+21 -2.57250826e+27]]]]\n",
            "[[[[            nan  5.41670208e-35  3.43056248e-34 ...  3.22650387e-33\n",
            "     5.94902022e-36  4.47684703e-29]\n",
            "   [ 3.11889477e-30             nan  7.76390417e-34 ...             nan\n",
            "                nan  2.87760988e-35]\n",
            "   [            nan             nan             nan ...             nan\n",
            "                nan             nan]\n",
            "   ...\n",
            "   [ 1.11152592e-38  8.85927701e-33  7.80528177e-36 ...  7.61361354e-34\n",
            "                nan  2.58892686e-31]\n",
            "   [ 1.20381576e-32             nan             nan ...  7.37622660e-37\n",
            "     8.70652167e-32  1.64859591e-31]\n",
            "   [ 1.11229376e-28  3.57452574e-31  1.19618294e-34 ...             nan\n",
            "                nan             nan]]\n",
            "\n",
            "  [[            nan  6.20807898e-38             nan ...             nan\n",
            "     8.22994023e-37  1.05522183e-29]\n",
            "   [            nan  5.70214981e-37             nan ...             nan\n",
            "                nan             nan]\n",
            "   [ 2.93873565e-37  2.84761364e-39             nan ...             nan\n",
            "                nan  2.25694897e-36]\n",
            "   ...\n",
            "   [            nan  9.39169936e-34  6.73417755e-35 ...  4.57748156e-41\n",
            "    -3.74638498e-34  4.57748156e-41]\n",
            "   [-1.62534893e+23  4.41421271e-34 -3.64348515e-34 ...  4.57748156e-41\n",
            "     6.70161865e+25 -2.17062579e-31]\n",
            "   [-3.56294909e-34  4.57748156e-41 -3.56186911e-34 ...  2.10453055e+35\n",
            "    -3.33856191e-34  4.57748156e-41]]\n",
            "\n",
            "  [[-3.38050502e-34  4.57748156e-41  5.79150848e+10 ...  4.57748156e-41\n",
            "    -3.26015644e-34  4.57748156e-41]\n",
            "   [-4.75771163e-33  1.59404388e+06 -3.30112242e-34 ...  4.57748156e-41\n",
            "     3.24307088e-24  6.58001800e+06]\n",
            "   [-2.61129825e-34  4.57748156e-41 -2.62665315e-34 ...  2.61039546e-09\n",
            "    -3.55673366e-34  4.57748156e-41]\n",
            "   ...\n",
            "   [-3.05526135e-35  4.57748156e-41 -3.02561685e-35 ... -4.47160437e+20\n",
            "    -1.81375794e-35  4.57748156e-41]\n",
            "   [-1.81948847e-35  4.57748156e-41 -2.31429186e+15 ...  4.57748156e-41\n",
            "    -1.67091241e-35  4.57748156e-41]\n",
            "   [ 7.65613659e-05  3.18218304e+08 -1.76256654e-35 ...  4.57748156e-41\n",
            "    -3.45518970e-06  4.48335446e-02]]\n",
            "\n",
            "  ...\n",
            "\n",
            "  [[ 4.96441945e-15  4.57748156e-41 -2.28507524e-08 ...  4.57748156e-41\n",
            "     3.48963683e-15  4.57748156e-41]\n",
            "   [ 5.75353735e+13 -4.61165606e-15  3.48960972e-15 ...  4.57748156e-41\n",
            "    -6.19393091e-38  6.73538699e-12]\n",
            "   [ 3.38554664e-15  4.57748156e-41  3.38559408e-15 ...  4.16386215e-35\n",
            "     2.28653834e-15  4.57748156e-41]\n",
            "   ...\n",
            "   [ 8.86437767e-16  4.57748156e-41  8.93855235e-16 ...  6.16264106e+12\n",
            "     5.09966350e-16  4.57748156e-41]\n",
            "   [ 5.02575988e-16  4.57748156e-41 -2.53489628e-19 ...  4.57748156e-41\n",
            "     3.02477583e-16  4.57748156e-41]\n",
            "   [ 1.01967020e+11  4.53503651e-10  3.02471654e-16 ...  4.57748156e-41\n",
            "     1.35313752e+30  5.88254813e-32]]\n",
            "\n",
            "  [[ 3.08551656e-16  4.57748156e-41  2.25945615e-16 ... -1.19418460e-29\n",
            "     2.19938458e-16  4.57748156e-41]\n",
            "   [ 2.20154663e-16  4.57748156e-41  7.38212519e+17 ...  4.57748156e-41\n",
            "     2.21261735e-16  4.57748156e-41]\n",
            "   [ 2.22585035e-33 -5.64580081e+20  2.21407424e-16 ...  4.57748156e-41\n",
            "    -6.70409800e-13  2.52708543e-09]\n",
            "   ...\n",
            "   [ 1.60161518e-02 -1.73683663e-08  1.04950712e-19 ...  4.57748156e-41\n",
            "    -3.02389081e+23 -3.04959158e-19]\n",
            "   [ 1.05339693e-19  4.57748156e-41  1.05345484e-19 ...  5.13881159e+00\n",
            "     1.05676356e-19  4.57748156e-41]\n",
            "   [ 1.05991098e-19  4.57748156e-41 -1.38857638e+09 ...  4.57748156e-41\n",
            "     1.03182199e-19  4.57748156e-41]]\n",
            "\n",
            "  [[ 1.64177523e-31 -1.14816492e+11  1.03188817e-19 ...  4.57748156e-41\n",
            "     3.98451720e+07  2.29212208e+08]\n",
            "   [ 1.04142349e-19  4.57748156e-41  1.04143797e-19 ...  2.69249291e-24\n",
            "     1.01690586e-19  4.57748156e-41]\n",
            "   [ 1.01692034e-19  4.57748156e-41 -1.60253045e+26 ...  4.57748156e-41\n",
            "     1.02457796e-19  4.57748156e-41]\n",
            "   ...\n",
            "   [ 9.62700714e-20  4.57748156e-41  3.14830034e-15 ...  4.57748156e-41\n",
            "     9.65064383e-20  4.57748156e-41]\n",
            "   [ 3.95777369e-32 -2.99573684e+00  9.67234698e-20 ...  4.57748156e-41\n",
            "     3.19941990e-25 -1.31726430e+33]\n",
            "   [ 9.69538396e-20  4.57748156e-41  1.62162238e+21 ... -8.57549659e+36\n",
            "     9.72185374e-20  4.57748156e-41]]]]\n",
            "[[[[ 9.72376659e-20  4.57748156e-41 -3.30264986e+38 ...  4.57748156e-41\n",
            "     9.74525261e-20  4.57748156e-41]\n",
            "   [-3.86105955e+31 -1.79190747e-02  9.74516989e-20 ...  4.57748156e-41\n",
            "     8.82966266e+11  8.99770078e-23]\n",
            "   [ 5.16224292e-20  4.57748156e-41  9.75854954e-20 ... -2.78441353e+27\n",
            "     5.17355978e-20  4.57748156e-41]\n",
            "   ...\n",
            "   [-1.74750681e-35  5.87754876e+35  9.71882419e-20 ...  4.57748156e-41\n",
            "    -2.44754217e-10 -1.08248218e-32]\n",
            "   [ 5.19542320e-20  4.57748156e-41  5.19549558e-20 ... -3.84077086e+18\n",
            "     5.19567135e-20  4.57748156e-41]\n",
            "   [ 5.19592985e-20  4.57748156e-41 -8.59845527e+15 ...  4.57748156e-41\n",
            "     5.20377772e-20  4.57748156e-41]]\n",
            "\n",
            "  [[-6.55196233e-21 -2.31404829e-05  5.20968173e-20 ...  4.57748156e-41\n",
            "    -2.77249702e+13 -3.81176934e+09]\n",
            "   [ 5.21161526e-20  4.57748156e-41  5.21168764e-20 ...  3.93999654e+30\n",
            "     5.11044073e-20  4.57748156e-41]\n",
            "   [ 5.10660468e-20  4.57748156e-41 -7.57625437e+00 ...  4.57748156e-41\n",
            "     4.91082137e-20  4.57748156e-41]\n",
            "   ...\n",
            "   [ 4.84878282e-20  4.57748156e-41  4.85098519e-20 ... -4.02467676e+03\n",
            "     4.76825679e-20  4.57748156e-41]\n",
            "   [ 4.69432752e-20  4.57748156e-41 -3.63256464e+13 ...  4.57748156e-41\n",
            "     3.81321474e-20  4.57748156e-41]\n",
            "   [-9.76818304e+20 -5.41845812e-16  3.80415711e-20 ...  4.57748156e-41\n",
            "     5.50804575e-24 -8.13202628e-23]]\n",
            "\n",
            "  [[ 3.74624930e-20  4.57748156e-41  3.77034610e-20 ...  1.45953406e+25\n",
            "     2.66301234e-20  4.57748156e-41]\n",
            "   [ 2.67583364e-20  4.57748156e-41 -9.58160793e+32 ...  4.57748156e-41\n",
            "     6.38253006e-10  4.57748156e-41]\n",
            "   [-8.92254290e+10  5.51667367e+33  2.53960992e-20 ...  4.57748156e-41\n",
            "    -7.78185852e+29  1.66250949e+26]\n",
            "   ...\n",
            "   [ 2.41228873e-20  4.57748156e-41  1.31276439e-08 ...  4.57748156e-41\n",
            "     2.38891053e-20  4.57748156e-41]\n",
            "   [ 2.45182245e+38  4.26597390e-25  2.49941669e-20 ...  4.57748156e-41\n",
            "    -6.46692058e-07  3.51886885e+25]\n",
            "   [ 2.53418413e-20  4.57748156e-41  2.34696214e-20 ... -4.18281104e+03\n",
            "     2.49381771e-20  4.57748156e-41]]\n",
            "\n",
            "  ...\n",
            "\n",
            "  [[-2.40208735e-30 -9.60581960e+10  8.51508770e-21 ...  4.57748156e-41\n",
            "    -2.44351349e-06  4.47126407e-31]\n",
            "   [ 8.03863167e-21  4.57748156e-41  8.03881261e-21 ... -2.38705119e+38\n",
            "     7.91181454e-21  4.57748156e-41]\n",
            "   [ 7.91207303e-21  4.57748156e-41  9.03328055e+35 ...  4.57748156e-41\n",
            "     7.11213768e-21  4.57748156e-41]\n",
            "   ...\n",
            "   [ 6.94767091e-21  4.57748156e-41  6.65799614e-21 ...  3.97481041e-11\n",
            "    -1.89185917e+11  4.57734143e-41]\n",
            "   [-1.88244820e+11  4.57734143e-41 -1.31907256e+29 ...  4.57734143e-41\n",
            "    -2.10828781e+00  4.57734143e-41]\n",
            "   [ 7.61330304e-11  2.91240839e-25 -1.55509796e+01 ...  4.57734143e-41\n",
            "     7.60519375e-36  1.03543726e-35]]\n",
            "\n",
            "  [[-2.08814621e+00  4.57734143e-41 -7.62647390e-02 ...  9.02383906e-26\n",
            "    -7.52207041e-02  4.57734143e-41]\n",
            "   [-7.52223730e-02  4.57734143e-41 -6.47959678e-06 ...  4.57734143e-41\n",
            "    -7.22995996e-02  4.57734143e-41]\n",
            "   [ 8.59723865e+18 -8.33743616e+08 -7.23100901e-02 ...  4.57734143e-41\n",
            "     3.02554025e-29  5.78095216e-09]\n",
            "   ...\n",
            "   [-6.40727282e-02  4.57734143e-41 -2.85923775e-33 ...  0.00000000e+00\n",
            "     0.00000000e+00  0.00000000e+00]\n",
            "   [ 0.00000000e+00  0.00000000e+00  0.00000000e+00 ...  0.00000000e+00\n",
            "     0.00000000e+00  0.00000000e+00]\n",
            "   [ 0.00000000e+00  0.00000000e+00  0.00000000e+00 ...  0.00000000e+00\n",
            "     0.00000000e+00  0.00000000e+00]]\n",
            "\n",
            "  [[ 0.00000000e+00  0.00000000e+00  0.00000000e+00 ...  0.00000000e+00\n",
            "     0.00000000e+00  0.00000000e+00]\n",
            "   [ 0.00000000e+00  0.00000000e+00  0.00000000e+00 ...  0.00000000e+00\n",
            "     0.00000000e+00  0.00000000e+00]\n",
            "   [ 0.00000000e+00  0.00000000e+00  0.00000000e+00 ...  0.00000000e+00\n",
            "     0.00000000e+00  0.00000000e+00]\n",
            "   ...\n",
            "   [ 0.00000000e+00  0.00000000e+00  0.00000000e+00 ...  0.00000000e+00\n",
            "     0.00000000e+00  0.00000000e+00]\n",
            "   [ 0.00000000e+00  0.00000000e+00  0.00000000e+00 ...  0.00000000e+00\n",
            "     0.00000000e+00  0.00000000e+00]\n",
            "   [ 0.00000000e+00  0.00000000e+00  0.00000000e+00 ...  0.00000000e+00\n",
            "     0.00000000e+00  0.00000000e+00]]]]\n",
            "[[           nan  5.4167021e-35  3.4305625e-34 ...  1.2195848e-05\n",
            "  -5.3196170e-36  4.5774816e-41]]\n",
            "[[-5.31388305e-36  4.57748156e-41 -1.01387976e+03 -5.55309666e-33\n",
            "  -5.32713606e-36  4.57748156e-41 -5.31439963e-36  4.57748156e-41\n",
            "  -1.57827741e+26  1.62772130e+37 -5.32716476e-36  4.57748156e-41\n",
            "  -5.31443407e-36  4.57748156e-41  3.92185235e+00  1.64335703e+21\n",
            "  -5.34362628e-36  4.57748156e-41 -5.34166329e-36  4.57748156e-41\n",
            "   2.67400495e+35  7.91517064e+20 -5.33514297e-36  4.57748156e-41\n",
            "  -5.34197324e-36  4.57748156e-41  2.02423953e-38 -1.21354031e-13\n",
            "  -5.33511427e-36  4.57748156e-41 -5.34211099e-36  4.57748156e-41\n",
            "  -2.11228638e-14  2.59400742e+27 -7.89862179e-36  4.57748156e-41\n",
            "  -5.31433075e-36  4.57748156e-41  2.78234416e-14  3.54761907e+18\n",
            "  -5.31996142e-36  4.57748156e-41 -5.35440547e-36  4.57748156e-41\n",
            "   2.71022716e+23  1.89638078e+28 -5.35594945e-36  4.57748156e-41\n",
            "  -5.35447434e-36  4.57748156e-41 -1.65224635e-32 -9.90338990e-19\n",
            "  -5.31953094e-36  4.57748156e-41 -5.35474985e-36  4.57748156e-41\n",
            "   6.44592475e-03 -1.97963160e-13 -9.70229390e-36  4.57748156e-41\n",
            "  -9.70856167e-36  4.57748156e-41  1.72656571e+15  3.65645087e-06\n",
            "  -9.70640353e-36  4.57748156e-41 -5.35564525e-36  4.57748156e-41\n",
            "   1.28818028e+36 -1.32209488e-08 -4.20698408e-37  4.57748156e-41\n",
            "  -5.35567968e-36  4.57748156e-41  7.45619875e+27 -9.26537357e-14\n",
            "  -9.70223650e-36  4.57748156e-41 -5.35554193e-36  4.57748156e-41\n",
            "   4.07644302e-01 -7.33760317e-05 -9.69105553e-36  4.57748156e-41\n",
            "  -4.21951819e-37  4.57748156e-41  1.58555575e+22 -2.51360570e-27\n",
            "  -1.07883749e-34  4.57748156e-41 -4.21973343e-37  4.57748156e-41\n",
            "  -1.10295120e+08  1.07234344e-09 -9.70217910e-36  4.57748156e-41\n",
            "  -4.21969038e-37  4.57748156e-41 -2.78160496e-31  3.01766499e-16\n",
            "  -4.24018835e-37  4.57748156e-41 -4.24125737e-37  4.57748156e-41\n",
            "   8.34067175e-29 -1.02768087e-20 -4.25027591e-37  4.57748156e-41\n",
            "  -4.24160176e-37  4.57748156e-41 -1.09247726e+11  6.83896743e-37\n",
            "  -4.24022422e-37  4.57748156e-41 -4.24203224e-37  4.57748156e-41\n",
            "   7.87198700e+06  3.80273870e-23 -4.23075369e-37  4.57748156e-41\n",
            "  -4.26308265e-37  4.57748156e-41  1.11875784e-21 -6.93690436e-06\n",
            "  -4.26813361e-37  4.57748156e-41 -4.26450323e-37  4.57748156e-41\n",
            "   3.66514478e-34  4.27781015e-06 -4.26820535e-37  4.57748156e-41\n",
            "  -4.26454628e-37  4.57748156e-41 -1.41904392e+01 -7.57383928e-02\n",
            "  -4.26827710e-37  4.57748156e-41 -4.28243985e-37  4.57748156e-41\n",
            "   3.19737635e+37  2.37498362e+26 -4.26049978e-37  4.57748156e-41\n",
            "  -4.28312862e-37  4.57748156e-41  8.20817125e+05 -3.18284832e+20\n",
            "  -4.29784382e-37  4.57748156e-41 -4.30528393e-37  4.57748156e-41\n",
            "  -3.07511194e-25  1.89380432e+21 -3.41644117e-35  4.57748156e-41\n",
            "  -4.30640318e-37  4.57748156e-41 -4.03306917e-36 -1.80093640e+03\n",
            "  -4.31844224e-37  4.57748156e-41 -4.30700585e-37  4.57748156e-41\n",
            "   9.31625306e-35  7.71267363e-22 -4.30630273e-37  4.57748156e-41\n",
            "  -4.30674756e-37  4.57748156e-41 -1.82145935e+18  2.49073125e+17\n",
            "  -3.20280701e-34  4.57748156e-41 -4.30627403e-37  4.57748156e-41\n",
            "   2.82326122e+20  1.03354856e+08 -1.17517178e-35  4.57748156e-41\n",
            "  -4.11089402e-37  4.57748156e-41 -6.95581184e-38  1.44514710e-01\n",
            "  -3.18877822e-34  4.57748156e-41 -3.17829795e-34  4.57748156e-41\n",
            "  -4.81319885e+02  9.84196993e+28 -4.15839019e-37  4.57748156e-41\n",
            "  -4.15544858e-37  4.57748156e-41  2.17093771e-06  1.26110922e-20\n",
            "  -4.15902156e-37  4.57748156e-41 -4.15562077e-37  4.57748156e-41\n",
            "  -1.07491038e+06 -1.13250826e+10 -5.76446818e-35  4.57748156e-41\n",
            "  -4.17548020e-37  4.57748156e-41 -1.97346899e-32 -2.85397105e-11\n",
            "  -4.18346558e-37  4.57748156e-41 -4.17591068e-37  4.57748156e-41\n",
            "   2.60136037e-33 -1.01962802e-03 -4.18723227e-37  4.57748156e-41\n",
            "  -3.39481750e-37  4.57748156e-41  3.92996667e+26 -4.91973367e+23\n",
            "  -3.40183072e-37  4.57748156e-41 -3.39503274e-37  4.57748156e-41\n",
            "   1.30232015e+35  3.01974797e+38 -3.40133925e-37  4.57748156e-41\n",
            "  -3.39505426e-37  4.57748156e-41 -3.83476667e-19  2.90298865e+26\n",
            "  -4.18726097e-37  4.57748156e-41 -1.05443795e-35  4.57748156e-41\n",
            "   1.87068872e-22  4.75930409e-17 -1.04275877e-35  4.57748156e-41\n",
            "  -1.00096673e-35  4.57748156e-41 -2.79578209e+18 -1.48958113e-14\n",
            "  -3.42848812e-37  4.57748156e-41 -1.05456193e-35  4.57748156e-41\n",
            "   9.48838443e-21 -4.78575379e-03 -3.42840203e-37  4.57748156e-41\n",
            "  -1.00095295e-35  4.57748156e-41 -4.24300559e+22 -1.82123011e+23]]\n",
            "[[          nan 5.4167021e-35 3.4305625e-34           nan           nan\n",
            "            nan 7.0170564e-38 2.1817398e-35 6.2624411e-30           nan]]\n",
            "[[          nan           nan 9.7726017e-38 4.0408128e-38 6.4887281e-36\n",
            "            nan 6.0859380e-32 1.7981375e-34 4.2317793e-36 1.4498444e-29]]\n",
            "[[-1.0976062e-10 -4.4790141e-34 -3.3272971e-16 -3.2792007e-06\n",
            "  -5.9164862e-28  1.3351236e+09  3.9664474e+36  3.8489241e-03\n",
            "  -1.0975931e-10 -4.4790141e-34 -3.3272971e-16 -3.2792007e-06\n",
            "  -5.9164862e-28  1.3351236e+09  3.9664474e+36  2.1156338e+25\n",
            "   2.8805826e+32  1.1350456e-32  1.2370188e+17 -1.2786664e-09\n",
            "  -1.7373390e-28  2.3164751e+19  1.9250982e+26 -1.1943390e-29\n",
            "   1.6851888e+13            nan  3.1929799e+36 -1.0979846e+30\n",
            "   2.1733780e-26 -1.6112528e+00  1.6240070e+17  3.9136065e-03\n",
            "  -3.5732193e-20  4.8874897e-01  3.2785560e-32  7.2262322e+31\n",
            "   7.2398292e-28  1.0905745e-40  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00]\n",
            " [ 0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00]\n",
            " [ 0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00]\n",
            " [ 0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00\n",
            "   0.0000000e+00  0.0000000e+00  0.0000000e+00  0.0000000e+00]]\n",
            "[[ 0.0000000e+00  0.0000000e+00  9.9922961e-38 ... -1.2321902e+23\n",
            "   4.4472205e+16 -7.8969804e-04]\n",
            " [-7.5915690e-11 -2.2872625e-29  6.3298749e-32 ...  8.0371512e-37\n",
            "  -2.4138365e-31  1.1000092e-19]\n",
            " [-6.8046781e+05  2.7607577e-18 -2.4847863e+00 ... -3.3390227e-01\n",
            "  -7.5444771e+12 -9.9113036e+17]\n",
            " ...\n",
            " [ 3.6024291e+32  5.7555682e+17 -1.8621340e+11 ... -7.4910869e+37\n",
            "  -3.5232707e-30 -1.1567519e-22]\n",
            " [ 1.6247253e+13 -8.5192108e+23  3.9621801e-38 ... -3.9321299e-06\n",
            "   2.7333162e-27  2.8361306e+08]\n",
            " [-3.0490308e+26 -4.9775036e-08 -5.0558880e-34 ...  2.1858091e+05\n",
            "  -3.0085416e-36  8.1811298e+34]]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Xg_YEv8jc_v6"
      },
      "source": [
        "prediction_output=[]\n",
        "\n",
        "for test_image in x_test:\n",
        "\n",
        "  test_image = np.expand_dims(test_image,axis=0).astype(np.float)\n",
        "  interpreter.set_tensor(input_tensor_index,test_image)\n",
        "  interpreter.invoke()\n",
        "  out = np.argmax(output()[0])\n",
        "  prediction_output.append(out)\n",
        "  "
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xS9IAUiAgZsJ"
      },
      "source": [
        "accurate_count = 0\n",
        "for index in range(len(prediction_output)):\n",
        "  if prediction_output[index] == y_test[index]\n",
        "  accurate_count +=1\n",
        "accuracy = accurate_count*1.0/len(prediction_output)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IMkLTS0PhG8i"
      },
      "source": [
        "index = 0\n",
        "for test_image in x_test[:10]:\n",
        "  img = np.expand_dims(test_image,axis=0)\n",
        "  "
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}