train_multi_class.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "train_multi_class.ipynb",
      "version": "0.3.2",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/JonathanLehner/Colab-collection/blob/master/train_multi_class.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jRYJvBj6_YTs",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1hiKr8yyDMDo",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Cb18fTcKDbSI",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 122
        },
        "outputId": "a5886f0b-b0de-44df-f972-eeed29671cea"
      },
      "source": [
        "# connect to google drive, need to copy auth code from new page\n",
        "from google.colab import drive\n",
        "# gdrive not working somehow\n",
        "drive.mount('/content/gdrive')"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3Aietf%3Awg%3Aoauth%3A2.0%3Aoob&scope=email%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdocs.test%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdrive%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdrive.photos.readonly%20https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fpeopleapi.readonly&response_type=code\n",
            "\n",
            "Enter your authorization code:\n",
            "··········\n",
            "Mounted at /content/gdrive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Q8PmhgiD_aLt",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# define variables\n",
        "import os\n",
        "repository_url = 'https://github.com/JonathanLehner/Colab-collection'\n",
        "repository_name = os.path.basename(repository_url)\n",
        "loader_path = './products.py'\n",
        "training_data_url = 'https://github.com/JonathanLehner/Colab-collection/releases/download/0.1/labeled_training_images.zip'\n",
        "training_filename = os.path.basename(training_data_url)\n",
        "training_filename_wo_ext = os.path.splitext(training_filename)[0]\n",
        "\n",
        "training_mode = \"last\" # coco or last\n",
        "last_model_filename = \"mask_rcnn_products_0001.h5\"\n",
        "epochs = 90"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OLnt1EcDFH9l",
        "colab_type": "code",
        "outputId": "a657d819-1e5d-418a-cfa2-aee9d0cff9b6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "print(repository_name)"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Colab-collection\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FV48Y6Hg_aQu",
        "colab_type": "code",
        "outputId": "b30ceef0-2e03-4686-a82e-71783cada527",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        }
      },
      "source": [
        " # clone Mask-RCNN repo\n",
        "%cd /content/\n",
        "import os\n",
        "from os.path import exists, join, basename\n",
        "\n",
        "project_name = \"Mask_RCNN\"\n",
        "if not exists(project_name):\n",
        "  # clone and install\n",
        "  !git clone -q https://github.com/matterport/Mask_RCNN.git\n",
        "  !cd $project_name && pip install -q -r requirements.txt\n",
        "  \n",
        "import sys\n",
        "sys.path.append(project_name)"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content\n",
            "\u001b[K     |████████████████████████████████| 204kB 2.9MB/s \n",
            "\u001b[?25h"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gh3C-p95DefQ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "I4OZxvvG_aXA",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8mjd8ZDzOnzN",
        "colab_type": "code",
        "outputId": "7e803773-468a-403e-ec51-fa10f6b13a06",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 85
        }
      },
      "source": [
        "%cd /content/Mask_RCNN\n",
        "import os\n",
        "import sys\n",
        "import random\n",
        "import math\n",
        "import re\n",
        "import time\n",
        "import numpy as np\n",
        "import cv2\n",
        "import matplotlib\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Root directory of the project\n",
        "ROOT_DIR = os.path.abspath(\"./\")\n",
        "\n",
        "# Import Mask RCNN\n",
        "sys.path.append(ROOT_DIR)  # To find local version of the library\n",
        "from mrcnn.config import Config\n",
        "from mrcnn import utils\n",
        "import mrcnn.model as modellib\n",
        "from mrcnn import visualize\n",
        "from mrcnn.model import log\n",
        "\n",
        "%matplotlib inline \n",
        "\n",
        "# Directory to save logs and trained model\n",
        "MODEL_DIR = os.path.join(ROOT_DIR, \"logs\")\n",
        "\n",
        "# Local path to trained weights file\n",
        "COCO_MODEL_PATH = os.path.join(ROOT_DIR, \"mask_rcnn_coco.h5\")\n",
        "# Download COCO trained weights from Releases if needed\n",
        "if not os.path.exists(COCO_MODEL_PATH):\n",
        "    utils.download_trained_weights(COCO_MODEL_PATH)"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content/Mask_RCNN\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Using TensorFlow backend.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "Downloading pretrained model to /content/Mask_RCNN/mask_rcnn_coco.h5 ...\n",
            "... done downloading pretrained model!\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ArH32hVhZ1bP",
        "colab_type": "code",
        "outputId": "570df6d4-c368-45ae-a07c-221df0f2444b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "%cd /content/Mask_RCNN"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content/Mask_RCNN\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nvDeiiP4wHHq",
        "colab_type": "code",
        "outputId": "97dc0ce1-50b2-4e0d-d3e7-e65b59413122",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        }
      },
      "source": [
        "#clean up in case of repetitions\n",
        "#!rm huerlimann3.zip\n",
        "#!rm -r huerlimann3\n",
        "!rm -r __MACOSX\n",
        "!rm -r /content/Mask_RCNN/datasets"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "rm: cannot remove '__MACOSX': No such file or directory\n",
            "rm: cannot remove '/content/Mask_RCNN/datasets': No such file or directory\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_3Jq7rHL_puW",
        "colab_type": "code",
        "outputId": "d3ad598e-50ef-45e1-b2ac-9a55c585dc21",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "#load and unzip training data\n",
        "os.system('wget %s'%training_data_url)\n",
        "os.system('unzip %s'%training_filename)\n"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UBdjwqod_pyG",
        "colab_type": "code",
        "outputId": "a36eb971-03c4-43c4-f23f-d436cbc28ca2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "!mkdir /content/Mask_RCNN/datasets\n",
        "os.system('mv /content/Mask_RCNN/{0} /content/Mask_RCNN/datasets/{1}'.format(training_filename_wo_ext,training_filename_wo_ext))"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Kz0wAOjWJ0w9",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#!rm -r /content/Mask_RCNN/samples/Colab-collection\n",
        "#print('git clone {0}'.format(repository_url))\n",
        "#!git clone https://github.com/JonathanLehner/Colab-collection"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QabY7ph-FE6C",
        "colab_type": "code",
        "outputId": "e0e90c6c-1ad8-473d-e961-3e79dc4623e3",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 68
        }
      },
      "source": [
        "# load the training script\n",
        "%cd /content/Mask_RCNN/samples/\n",
        "os.system('rm -r {0}'.format(repository_name))\n",
        "\n",
        "print('git clone {0}'.format(repository_url))\n",
        "os.system('git clone {0}'.format(repository_url))"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content/Mask_RCNN/samples\n",
            "git clone https://github.com/JonathanLehner/Colab-collection\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8d9d1s0gJHwi",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UWZ2nzVH4s26",
        "colab_type": "code",
        "outputId": "4fe5da86-a2e7-431c-ecef-c07609d8d06d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        }
      },
      "source": [
        "# how to import products.py file \n",
        "'''os.system('/content/Mask_RCNN/samples/{0}'.format(repository_name))\n",
        "products = __import__(\"products\")\n",
        "print(products)\n",
        "config = products.ProductConfig()\n",
        "PRODUCT_DIR = os.path.join(ROOT_DIR, \"datasets/\"+repository_name)'''\n",
        "\n"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'os.system(\\'/content/Mask_RCNN/samples/{0}\\'.format(repository_name))\\nproducts = __import__(\"products\")\\nprint(products)\\nconfig = products.ProductConfig()\\nPRODUCT_DIR = os.path.join(ROOT_DIR, \"datasets/\"+repository_name)'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qJqB6-2NK7Gq",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 238
        },
        "outputId": "c513cc4a-743f-4d7f-8c29-1806b68beb8c"
      },
      "source": [
        "#until then use https://www.dlology.com/blog/quick-guide-to-run-tensorboard-in-google-colab/\n",
        "!wget https://bin.equinox.io/c/4VmDzA7iaHb/ngrok-stable-linux-amd64.zip\n",
        "!unzip ngrok-stable-linux-amd64.zip"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2019-05-04 19:05:47--  https://bin.equinox.io/c/4VmDzA7iaHb/ngrok-stable-linux-amd64.zip\n",
            "Resolving bin.equinox.io (bin.equinox.io)... 52.21.103.149, 52.203.53.176, 34.206.130.40, ...\n",
            "Connecting to bin.equinox.io (bin.equinox.io)|52.21.103.149|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 14991793 (14M) [application/octet-stream]\n",
            "Saving to: ‘ngrok-stable-linux-amd64.zip’\n",
            "\n",
            "\r          ngrok-sta   0%[                    ]       0  --.-KB/s               \rngrok-stable-linux- 100%[===================>]  14.30M  86.3MB/s    in 0.2s    \n",
            "\n",
            "2019-05-04 19:05:47 (86.3 MB/s) - ‘ngrok-stable-linux-amd64.zip’ saved [14991793/14991793]\n",
            "\n",
            "Archive:  ngrok-stable-linux-amd64.zip\n",
            "  inflating: ngrok                   \n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rPLNmGcmKy8v",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 71
        },
        "outputId": "5479abc6-7055-4a2e-e7ae-b968569e1100"
      },
      "source": [
        "#download the model file from drive\n",
        "!mkdir /content/Mask_RCNN/logs\n",
        "import datetime\n",
        "now = datetime.datetime.now()\n",
        "LOG_DIR = 'products{:%Y%m%dT%H%M}'.format(now)\n",
        "os.system('mkdir /content/Mask_RCNN/logs/{0}'.format(LOG_DIR))\n",
        "print('cp \"/content/gdrive/My Drive/{1}\" /content/Mask_RCNN/logs/{0}/{1}'.format(LOG_DIR, last_model_filename))\n",
        "os.system('cp \"/content/gdrive/My Drive/{1}\" /content/Mask_RCNN/logs/{0}/{1}'.format(LOG_DIR, last_model_filename))"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "cp \"/content/gdrive/My Drive/mask_rcnn_products_0001.h5\" /content/Mask_RCNN/logs/products20190504T1905/mask_rcnn_products_0001.h5\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "g_YxeaY1LwVg",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#!cp \"/content/gdrive/My Drive/mask_rcnn_products_0001.h5\" /content/Mask_RCNN/logs/20190504T1850/mask_rcnn_products_0001.h5\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JkWzMgSdJiD5",
        "colab_type": "code",
        "outputId": "9227129f-70df-4bf3-f2c1-ea873511c1b8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "# this code crashes keras, but will work in the future (hopefully)\n",
        "'''\n",
        "# activate tensorboard\n",
        "# https://github.com/tensorflow/tensorboard/blob/master/docs/r2/tensorboard_in_notebooks.ipynb\n",
        "\n",
        "!pip install -q tf-nightly-2.0-preview\n",
        "\n",
        "# Load the TensorBoard notebook extension\n",
        "%load_ext tensorboard\n",
        "\n",
        "import tensorflow as tf\n",
        "import datetime, os\n",
        "\n",
        "%tensorboard --logdir logs '''\n",
        "\n",
        "\n",
        "\n",
        "import datetime\n",
        "now = datetime.datetime.now()\n",
        "LOG_DIR = '/content/Mask_RCNN/logs/products{:%Y%m%dT%H%M}'.format(now)\n",
        "get_ipython().system_raw(\n",
        "    'tensorboard --logdir {} --host 0.0.0.0 --port 6006 &'\n",
        "    .format(LOG_DIR)\n",
        ")\n",
        "\n",
        "get_ipython().system_raw('./ngrok http 6006 &')\n",
        "\n",
        "! curl -s http://localhost:4040/api/tunnels | python3 -c \\\n",
        "    \"import sys, json; print(json.load(sys.stdin)['tunnels'][0]['public_url'])\"\n"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "http://6b009842.ngrok.io\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "r3h4uhpidx5v",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "\n",
        "\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AJJ6QvULjzYh",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "boNiAsRJ_p0w",
        "colab_type": "code",
        "outputId": "f0d4a032-b00e-4b48-9d9f-fdcb9ee4aa48",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 20437
        }
      },
      "source": [
        "#imgaug is included in MaskRCNN\n",
        "import os\n",
        "# call script with subprocess\n",
        "# train\n",
        "os.chdir('/content/Mask_RCNN/samples/{0}'.format(repository_name))\n",
        "# !pwd\n",
        "# use weights=last to continue training model\n",
        "command_string = 'python3 {0} train --dataset=/content/Mask_RCNN/datasets/{1} --weights={2} --epochs={3} --logs=/content/Mask_RCNN/logs'.format(loader_path, training_filename_wo_ext, training_mode, epochs)\n",
        "\n",
        "import subprocess\n",
        "import shlex\n",
        "args = shlex.split(command_string)\n",
        "print(args)\n",
        "process = subprocess.Popen(args, stdout=subprocess.PIPE, stderr=subprocess.STDOUT, bufsize=1)\n",
        "#inspiration from https://www.endpoint.com/blog/2015/01/28/getting-realtime-output-using-python\n",
        "while True:\n",
        "    output = process.stdout.readline()\n",
        "    if process.poll() is not None:\n",
        "        break\n",
        "    if output != b'':\n",
        "        print(output)\n",
        "    rc = process.poll()\n",
        "\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "['python3', './products.py', 'train', '--dataset=/content/Mask_RCNN/datasets/labeled_training_images', '--weights=last', '--epochs=90', '--logs=/content/Mask_RCNN/logs']\n",
            "b'Using TensorFlow backend.\\n'\n",
            "b'WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\\n'\n",
            "b'Instructions for updating:\\n'\n",
            "b'Colocations handled automatically by placer.\\n'\n",
            "b'2019-05-04 19:06:07.253036: I tensorflow/core/platform/profile_utils/cpu_utils.cc:94] CPU Frequency: 2300000000 Hz\\n'\n",
            "b'2019-05-04 19:06:07.253528: I tensorflow/compiler/xla/service/service.cc:150] XLA service 0x1844a680 executing computations on platform Host. Devices:\\n'\n",
            "b'2019-05-04 19:06:07.253559: I tensorflow/compiler/xla/service/service.cc:158]   StreamExecutor device (0): <undefined>, <undefined>\\n'\n",
            "b'2019-05-04 19:06:07.500471: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:998] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\\n'\n",
            "b'2019-05-04 19:06:07.501329: I tensorflow/compiler/xla/service/service.cc:150] XLA service 0x1844a940 executing computations on platform CUDA. Devices:\\n'\n",
            "b'2019-05-04 19:06:07.501380: I tensorflow/compiler/xla/service/service.cc:158]   StreamExecutor device (0): Tesla T4, Compute Capability 7.5\\n'\n",
            "b'2019-05-04 19:06:07.501947: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1433] Found device 0 with properties: \\n'\n",
            "b'name: Tesla T4 major: 7 minor: 5 memoryClockRate(GHz): 1.59\\n'\n",
            "b'pciBusID: 0000:00:04.0\\n'\n",
            "b'totalMemory: 14.73GiB freeMemory: 14.60GiB\\n'\n",
            "b'2019-05-04 19:06:07.501984: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1512] Adding visible gpu devices: 0\\n'\n",
            "b'2019-05-04 19:06:08.908705: I tensorflow/core/common_runtime/gpu/gpu_device.cc:984] Device interconnect StreamExecutor with strength 1 edge matrix:\\n'\n",
            "b'2019-05-04 19:06:08.908746: I tensorflow/core/common_runtime/gpu/gpu_device.cc:990]      0 \\n'\n",
            "b'2019-05-04 19:06:08.908759: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1003] 0:   N \\n'\n",
            "b'2019-05-04 19:06:08.909538: W tensorflow/core/common_runtime/gpu/gpu_bfc_allocator.cc:42] Overriding allow_growth setting because the TF_FORCE_GPU_ALLOW_GROWTH environment variable is set. Original config value was 0.\\n'\n",
            "b'2019-05-04 19:06:08.909673: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 14115 MB memory) -> physical GPU (device: 0, name: Tesla T4, pci bus id: 0000:00:04.0, compute capability: 7.5)\\n'\n",
            "b'WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/python/ops/math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\\n'\n",
            "b'Instructions for updating:\\n'\n",
            "b'Use tf.cast instead.\\n'\n",
            "b'Weights:  last\\n'\n",
            "b'Dataset:  /content/Mask_RCNN/datasets/labeled_training_images\\n'\n",
            "b'Logs:  /content/Mask_RCNN/logs\\n'\n",
            "b'\\n'\n",
            "b'Configurations:\\n'\n",
            "b'BACKBONE                       resnet101\\n'\n",
            "b'BACKBONE_STRIDES               [4, 8, 16, 32, 64]\\n'\n",
            "b'BATCH_SIZE                     2\\n'\n",
            "b'BBOX_STD_DEV                   [0.1 0.1 0.2 0.2]\\n'\n",
            "b'COMPUTE_BACKBONE_SHAPE         None\\n'\n",
            "b'DETECTION_MAX_INSTANCES        100\\n'\n",
            "b'DETECTION_MIN_CONFIDENCE       0.7\\n'\n",
            "b'DETECTION_NMS_THRESHOLD        0.3\\n'\n",
            "b'FPN_CLASSIF_FC_LAYERS_SIZE     1024\\n'\n",
            "b'GPU_COUNT                      1\\n'\n",
            "b'GRADIENT_CLIP_NORM             5.0\\n'\n",
            "b'IMAGES_PER_GPU                 2\\n'\n",
            "b'IMAGE_CHANNEL_COUNT            3\\n'\n",
            "b'IMAGE_MAX_DIM                  1024\\n'\n",
            "b'IMAGE_META_SIZE                21\\n'\n",
            "b'IMAGE_MIN_DIM                  800\\n'\n",
            "b'IMAGE_MIN_SCALE                0\\n'\n",
            "b'IMAGE_RESIZE_MODE              square\\n'\n",
            "b'IMAGE_SHAPE                    [1024 1024    3]\\n'\n",
            "b'LEARNING_MOMENTUM              0.9\\n'\n",
            "b'LEARNING_RATE                  0.001\\n'\n",
            "b\"LOSS_WEIGHTS                   {'rpn_class_loss': 1.0, 'rpn_bbox_loss': 1.0, 'mrcnn_class_loss': 1.0, 'mrcnn_bbox_loss': 1.0, 'mrcnn_mask_loss': 1.0}\\n\"\n",
            "b'MASK_POOL_SIZE                 14\\n'\n",
            "b'MASK_SHAPE                     [28, 28]\\n'\n",
            "b'MAX_GT_INSTANCES               100\\n'\n",
            "b'MEAN_PIXEL                     [123.7 116.8 103.9]\\n'\n",
            "b'MINI_MASK_SHAPE                (56, 56)\\n'\n",
            "b'NAME                           products\\n'\n",
            "b'NUM_CLASSES                    9\\n'\n",
            "b'POOL_SIZE                      7\\n'\n",
            "b'POST_NMS_ROIS_INFERENCE        1000\\n'\n",
            "b'POST_NMS_ROIS_TRAINING         2000\\n'\n",
            "b'PRE_NMS_LIMIT                  6000\\n'\n",
            "b'ROI_POSITIVE_RATIO             0.33\\n'\n",
            "b'RPN_ANCHOR_RATIOS              [0.5, 1, 2]\\n'\n",
            "b'RPN_ANCHOR_SCALES              (32, 64, 128, 256, 512)\\n'\n",
            "b'RPN_ANCHOR_STRIDE              1\\n'\n",
            "b'RPN_BBOX_STD_DEV               [0.1 0.1 0.2 0.2]\\n'\n",
            "b'RPN_NMS_THRESHOLD              0.7\\n'\n",
            "b'RPN_TRAIN_ANCHORS_PER_IMAGE    256\\n'\n",
            "b'STEPS_PER_EPOCH                100\\n'\n",
            "b'TOP_DOWN_PYRAMID_SIZE          256\\n'\n",
            "b'TRAIN_BN                       False\\n'\n",
            "b'TRAIN_ROIS_PER_IMAGE           200\\n'\n",
            "b'USE_MINI_MASK                  True\\n'\n",
            "b'USE_RPN_ROIS                   True\\n'\n",
            "b'VALIDATION_STEPS               50\\n'\n",
            "b'WEIGHT_DECAY                   0.0001\\n'\n",
            "b'\\n'\n",
            "b'\\n'\n",
            "b'Loading weights  /content/Mask_RCNN/logs/products20190504T1905/mask_rcnn_products_0001.h5\\n'\n",
            "b'Re-starting from epoch 1\\n'\n",
            "b'Training network heads\\n'\n",
            "b'\\n'\n",
            "b'Starting at epoch 1. LR=0.001\\n'\n",
            "b'\\n'\n",
            "b'Checkpoint Path: /content/Mask_RCNN/logs/products20190504T1905/mask_rcnn_products_{epoch:04d}.h5\\n'\n",
            "b'Selecting layers to train\\n'\n",
            "b'fpn_c5p5               (Conv2D)\\n'\n",
            "b'fpn_c4p4               (Conv2D)\\n'\n",
            "b'fpn_c3p3               (Conv2D)\\n'\n",
            "b'fpn_c2p2               (Conv2D)\\n'\n",
            "b'fpn_p5                 (Conv2D)\\n'\n",
            "b'fpn_p2                 (Conv2D)\\n'\n",
            "b'fpn_p3                 (Conv2D)\\n'\n",
            "b'fpn_p4                 (Conv2D)\\n'\n",
            "b'In model:  rpn_model\\n'\n",
            "b'    rpn_conv_shared        (Conv2D)\\n'\n",
            "b'    rpn_class_raw          (Conv2D)\\n'\n",
            "b'    rpn_bbox_pred          (Conv2D)\\n'\n",
            "b'mrcnn_mask_conv1       (TimeDistributed)\\n'\n",
            "b'mrcnn_mask_bn1         (TimeDistributed)\\n'\n",
            "b'mrcnn_mask_conv2       (TimeDistributed)\\n'\n",
            "b'mrcnn_mask_bn2         (TimeDistributed)\\n'\n",
            "b'mrcnn_class_conv1      (TimeDistributed)\\n'\n",
            "b'mrcnn_class_bn1        (TimeDistributed)\\n'\n",
            "b'mrcnn_mask_conv3       (TimeDistributed)\\n'\n",
            "b'mrcnn_mask_bn3         (TimeDistributed)\\n'\n",
            "b'mrcnn_class_conv2      (TimeDistributed)\\n'\n",
            "b'mrcnn_class_bn2        (TimeDistributed)\\n'\n",
            "b'mrcnn_mask_conv4       (TimeDistributed)\\n'\n",
            "b'mrcnn_mask_bn4         (TimeDistributed)\\n'\n",
            "b'mrcnn_bbox_fc          (TimeDistributed)\\n'\n",
            "b'mrcnn_mask_deconv      (TimeDistributed)\\n'\n",
            "b'mrcnn_class_logits     (TimeDistributed)\\n'\n",
            "b'mrcnn_mask             (TimeDistributed)\\n'\n",
            "b'Epoch 2/90\\n'\n",
            "b'/usr/local/lib/python3.6/dist-packages/tensorflow/python/ops/gradients_impl.py:110: UserWarning: Converting sparse IndexedSlices to a dense Tensor of unknown shape. This may consume a large amount of memory.\\n'\n",
            "b'  \"Converting sparse IndexedSlices to a dense Tensor of unknown shape. \"\\n'\n",
            "b'/usr/local/lib/python3.6/dist-packages/keras/engine/training_generator.py:47: UserWarning: Using a generator with `use_multiprocessing=True` and multiple workers may duplicate your data. Please consider using the`keras.utils.Sequence class.\\n'\n",
            "b\"  UserWarning('Using a generator with `use_multiprocessing=True`'\\n\"\n",
            "b'2019-05-04 19:06:42.759625: W ./tensorflow/core/grappler/optimizers/graph_optimizer_stage.h:241] Failed to run optimizer ArithmeticOptimizer, stage RemoveStackStridedSliceSameAxis node proposal_targets/strided_slice. Error: ValidateStridedSliceOp returned partial shapes [1,?,?] and [?,?]\\n'\n",
            "b'2019-05-04 19:06:42.770074: W ./tensorflow/core/grappler/optimizers/graph_optimizer_stage.h:241] Failed to run optimizer ArithmeticOptimizer, stage RemoveStackStridedSliceSameAxis node proposal_targets/strided_slice_37. Error: ValidateStridedSliceOp returned partial shapes [1,?,?] and [?,?]\\n'\n",
            "b'2019-05-04 19:06:53.089588: W ./tensorflow/core/grappler/optimizers/graph_optimizer_stage.h:241] Failed to run optimizer ArithmeticOptimizer, stage RemoveStackStridedSliceSameAxis node proposal_targets/strided_slice. Error: ValidateStridedSliceOp returned partial shapes [1,?,?] and [?,?]\\n'\n",
            "b'2019-05-04 19:06:53.099784: W ./tensorflow/core/grappler/optimizers/graph_optimizer_stage.h:241] Failed to run optimizer ArithmeticOptimizer, stage RemoveStackStridedSliceSameAxis node proposal_targets/strided_slice_37. Error: ValidateStridedSliceOp returned partial shapes [1,?,?] and [?,?]\\n'\n",
            "b'2019-05-04 19:06:56.749579: I tensorflow/stream_executor/dso_loader.cc:152] successfully opened CUDA library libcublas.so.10.0 locally\\n'\n",
            "b'\\n'\n",
            "b'  1/100 [..............................] - ETA: 1:43:31 - loss: 0.6705 - rpn_class_loss: 1.0891e-04 - rpn_bbox_loss: 0.0560 - mrcnn_class_loss: 0.0421 - mrcnn_bbox_loss: 0.4624 - mrcnn_mask_loss: 0.1099\\n'\n",
            "b'  2/100 [..............................] - ETA: 52:12 - loss: 0.6262 - rpn_class_loss: 1.0950e-04 - rpn_bbox_loss: 0.0541 - mrcnn_class_loss: 0.0484 - mrcnn_bbox_loss: 0.4137 - mrcnn_mask_loss: 0.1099  \\n'\n",
            "b'  3/100 [..............................] - ETA: 35:02 - loss: 0.8691 - rpn_class_loss: 0.0032 - rpn_bbox_loss: 0.1196 - mrcnn_class_loss: 0.0773 - mrcnn_bbox_loss: 0.4629 - mrcnn_mask_loss: 0.2060    \\n'\n",
            "b'  4/100 [>.............................] - ETA: 26:26 - loss: 0.9436 - rpn_class_loss: 0.0048 - rpn_bbox_loss: 0.1417 - mrcnn_class_loss: 0.0878 - mrcnn_bbox_loss: 0.4577 - mrcnn_mask_loss: 0.2516\\n'\n",
            "b'  5/100 [>.............................] - ETA: 21:16 - loss: 0.9470 - rpn_class_loss: 0.0051 - rpn_bbox_loss: 0.1656 - mrcnn_class_loss: 0.0891 - mrcnn_bbox_loss: 0.4453 - mrcnn_mask_loss: 0.2420\\n'\n",
            "b'  6/100 [>.............................] - ETA: 17:49 - loss: 0.9318 - rpn_class_loss: 0.0052 - rpn_bbox_loss: 0.1734 - mrcnn_class_loss: 0.0882 - mrcnn_bbox_loss: 0.4302 - mrcnn_mask_loss: 0.2347\\n'\n",
            "b'  7/100 [=>............................] - ETA: 15:21 - loss: 1.0229 - rpn_class_loss: 0.0045 - rpn_bbox_loss: 0.1806 - mrcnn_class_loss: 0.0902 - mrcnn_bbox_loss: 0.4985 - mrcnn_mask_loss: 0.2491\\n'\n",
            "b'  8/100 [=>............................] - ETA: 13:29 - loss: 1.0703 - rpn_class_loss: 0.0040 - rpn_bbox_loss: 0.1840 - mrcnn_class_loss: 0.0924 - mrcnn_bbox_loss: 0.5319 - mrcnn_mask_loss: 0.2580\\n'\n",
            "b'  9/100 [=>............................] - ETA: 12:03 - loss: 1.0466 - rpn_class_loss: 0.0036 - rpn_bbox_loss: 0.1728 - mrcnn_class_loss: 0.0951 - mrcnn_bbox_loss: 0.5320 - mrcnn_mask_loss: 0.2431\\n'\n",
            "b' 10/100 [==>...........................] - ETA: 10:53 - loss: 1.0188 - rpn_class_loss: 0.0033 - rpn_bbox_loss: 0.1629 - mrcnn_class_loss: 0.0971 - mrcnn_bbox_loss: 0.5245 - mrcnn_mask_loss: 0.2309\\n'\n",
            "b' 11/100 [==>...........................] - ETA: 9:56 - loss: 0.9908 - rpn_class_loss: 0.0031 - rpn_bbox_loss: 0.1564 - mrcnn_class_loss: 0.0970 - mrcnn_bbox_loss: 0.5125 - mrcnn_mask_loss: 0.2217 \\n'\n",
            "b' 12/100 [==>...........................] - ETA: 9:08 - loss: 0.9587 - rpn_class_loss: 0.0029 - rpn_bbox_loss: 0.1499 - mrcnn_class_loss: 0.0950 - mrcnn_bbox_loss: 0.4969 - mrcnn_mask_loss: 0.2140\\n'\n",
            "b' 13/100 [==>...........................] - ETA: 8:27 - loss: 0.9965 - rpn_class_loss: 0.0031 - rpn_bbox_loss: 0.1668 - mrcnn_class_loss: 0.1055 - mrcnn_bbox_loss: 0.5017 - mrcnn_mask_loss: 0.2193\\n'\n",
            "b' 14/100 [===>..........................] - ETA: 7:52 - loss: 1.0225 - rpn_class_loss: 0.0031 - rpn_bbox_loss: 0.1783 - mrcnn_class_loss: 0.1135 - mrcnn_bbox_loss: 0.5038 - mrcnn_mask_loss: 0.2238\\n'\n",
            "b' 15/100 [===>..........................] - ETA: 7:21 - loss: 0.9932 - rpn_class_loss: 0.0029 - rpn_bbox_loss: 0.1696 - mrcnn_class_loss: 0.1117 - mrcnn_bbox_loss: 0.4934 - mrcnn_mask_loss: 0.2155\\n'\n",
            "b' 16/100 [===>..........................] - ETA: 6:54 - loss: 0.9637 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.1616 - mrcnn_class_loss: 0.1102 - mrcnn_bbox_loss: 0.4807 - mrcnn_mask_loss: 0.2085\\n'\n",
            "b' 17/100 [====>.........................] - ETA: 6:30 - loss: 1.0600 - rpn_class_loss: 0.0095 - rpn_bbox_loss: 0.2482 - mrcnn_class_loss: 0.1075 - mrcnn_bbox_loss: 0.4887 - mrcnn_mask_loss: 0.2062\\n'\n",
            "b' 18/100 [====>.........................] - ETA: 6:09 - loss: 1.1366 - rpn_class_loss: 0.0152 - rpn_bbox_loss: 0.3190 - mrcnn_class_loss: 0.1050 - mrcnn_bbox_loss: 0.4929 - mrcnn_mask_loss: 0.2045\\n'\n",
            "b' 19/100 [====>.........................] - ETA: 5:50 - loss: 1.1297 - rpn_class_loss: 0.0148 - rpn_bbox_loss: 0.3071 - mrcnn_class_loss: 0.1042 - mrcnn_bbox_loss: 0.5013 - mrcnn_mask_loss: 0.2023\\n'\n",
            "b' 20/100 [=====>........................] - ETA: 5:32 - loss: 1.1204 - rpn_class_loss: 0.0145 - rpn_bbox_loss: 0.2961 - mrcnn_class_loss: 0.1033 - mrcnn_bbox_loss: 0.5062 - mrcnn_mask_loss: 0.2003\\n'\n",
            "b' 21/100 [=====>........................] - ETA: 5:17 - loss: 1.1126 - rpn_class_loss: 0.0138 - rpn_bbox_loss: 0.2857 - mrcnn_class_loss: 0.1030 - mrcnn_bbox_loss: 0.5099 - mrcnn_mask_loss: 0.2002\\n'\n",
            "b' 22/100 [=====>........................] - ETA: 5:02 - loss: 1.0981 - rpn_class_loss: 0.0132 - rpn_bbox_loss: 0.2761 - mrcnn_class_loss: 0.1039 - mrcnn_bbox_loss: 0.5059 - mrcnn_mask_loss: 0.1990\\n'\n",
            "b' 23/100 [=====>........................] - ETA: 4:49 - loss: 1.1735 - rpn_class_loss: 0.0157 - rpn_bbox_loss: 0.3171 - mrcnn_class_loss: 0.1042 - mrcnn_bbox_loss: 0.5200 - mrcnn_mask_loss: 0.2165\\n'\n",
            "b' 24/100 [======>.......................] - ETA: 4:36 - loss: 1.2316 - rpn_class_loss: 0.0177 - rpn_bbox_loss: 0.3451 - mrcnn_class_loss: 0.1047 - mrcnn_bbox_loss: 0.5313 - mrcnn_mask_loss: 0.2329\\n'\n",
            "b' 25/100 [======>.......................] - ETA: 4:25 - loss: 1.2177 - rpn_class_loss: 0.0173 - rpn_bbox_loss: 0.3449 - mrcnn_class_loss: 0.1036 - mrcnn_bbox_loss: 0.5224 - mrcnn_mask_loss: 0.2295\\n'\n",
            "b' 26/100 [======>.......................] - ETA: 4:15 - loss: 1.2001 - rpn_class_loss: 0.0169 - rpn_bbox_loss: 0.3436 - mrcnn_class_loss: 0.1023 - mrcnn_bbox_loss: 0.5113 - mrcnn_mask_loss: 0.2260\\n'\n",
            "b' 27/100 [=======>......................] - ETA: 4:05 - loss: 1.1881 - rpn_class_loss: 0.0163 - rpn_bbox_loss: 0.3330 - mrcnn_class_loss: 0.1021 - mrcnn_bbox_loss: 0.5062 - mrcnn_mask_loss: 0.2305\\n'\n",
            "b' 28/100 [=======>......................] - ETA: 3:55 - loss: 1.1751 - rpn_class_loss: 0.0157 - rpn_bbox_loss: 0.3230 - mrcnn_class_loss: 0.1017 - mrcnn_bbox_loss: 0.5008 - mrcnn_mask_loss: 0.2338\\n'\n",
            "b' 29/100 [=======>......................] - ETA: 3:47 - loss: 1.1642 - rpn_class_loss: 0.0153 - rpn_bbox_loss: 0.3149 - mrcnn_class_loss: 0.0998 - mrcnn_bbox_loss: 0.5039 - mrcnn_mask_loss: 0.2303\\n'\n",
            "b' 30/100 [========>.....................] - ETA: 3:38 - loss: 1.1473 - rpn_class_loss: 0.0149 - rpn_bbox_loss: 0.3072 - mrcnn_class_loss: 0.0976 - mrcnn_bbox_loss: 0.5005 - mrcnn_mask_loss: 0.2270\\n'\n",
            "b' 31/100 [========>.....................] - ETA: 3:31 - loss: 1.1313 - rpn_class_loss: 0.0145 - rpn_bbox_loss: 0.2983 - mrcnn_class_loss: 0.0967 - mrcnn_bbox_loss: 0.4985 - mrcnn_mask_loss: 0.2231\\n'\n",
            "b' 32/100 [========>.....................] - ETA: 3:23 - loss: 1.1119 - rpn_class_loss: 0.0142 - rpn_bbox_loss: 0.2899 - mrcnn_class_loss: 0.0960 - mrcnn_bbox_loss: 0.4923 - mrcnn_mask_loss: 0.2194\\n'\n",
            "b' 33/100 [========>.....................] - ETA: 3:16 - loss: 1.1030 - rpn_class_loss: 0.0139 - rpn_bbox_loss: 0.2835 - mrcnn_class_loss: 0.0962 - mrcnn_bbox_loss: 0.4923 - mrcnn_mask_loss: 0.2171\\n'\n",
            "b' 34/100 [=========>....................] - ETA: 3:10 - loss: 1.0923 - rpn_class_loss: 0.0136 - rpn_bbox_loss: 0.2772 - mrcnn_class_loss: 0.0966 - mrcnn_bbox_loss: 0.4900 - mrcnn_mask_loss: 0.2149\\n'\n",
            "b' 35/100 [=========>....................] - ETA: 3:04 - loss: 1.0930 - rpn_class_loss: 0.0132 - rpn_bbox_loss: 0.2778 - mrcnn_class_loss: 0.0942 - mrcnn_bbox_loss: 0.4945 - mrcnn_mask_loss: 0.2132\\n'\n",
            "b' 36/100 [=========>....................] - ETA: 2:58 - loss: 1.0896 - rpn_class_loss: 0.0129 - rpn_bbox_loss: 0.2772 - mrcnn_class_loss: 0.0922 - mrcnn_bbox_loss: 0.4957 - mrcnn_mask_loss: 0.2115\\n'\n",
            "b' 37/100 [==========>...................] - ETA: 2:52 - loss: 1.0814 - rpn_class_loss: 0.0126 - rpn_bbox_loss: 0.2735 - mrcnn_class_loss: 0.0907 - mrcnn_bbox_loss: 0.4952 - mrcnn_mask_loss: 0.2093\\n'\n",
            "b' 38/100 [==========>...................] - ETA: 2:46 - loss: 1.0693 - rpn_class_loss: 0.0123 - rpn_bbox_loss: 0.2693 - mrcnn_class_loss: 0.0895 - mrcnn_bbox_loss: 0.4910 - mrcnn_mask_loss: 0.2071\\n'\n",
            "b' 39/100 [==========>...................] - ETA: 2:41 - loss: 1.0841 - rpn_class_loss: 0.0120 - rpn_bbox_loss: 0.2679 - mrcnn_class_loss: 0.0884 - mrcnn_bbox_loss: 0.5066 - mrcnn_mask_loss: 0.2091\\n'\n",
            "b' 40/100 [===========>..................] - ETA: 2:36 - loss: 1.0974 - rpn_class_loss: 0.0117 - rpn_bbox_loss: 0.2666 - mrcnn_class_loss: 0.0875 - mrcnn_bbox_loss: 0.5208 - mrcnn_mask_loss: 0.2108\\n'\n",
            "b' 41/100 [===========>..................] - ETA: 2:31 - loss: 1.0939 - rpn_class_loss: 0.0115 - rpn_bbox_loss: 0.2614 - mrcnn_class_loss: 0.0873 - mrcnn_bbox_loss: 0.5246 - mrcnn_mask_loss: 0.2091\\n'\n",
            "b' 42/100 [===========>..................] - ETA: 2:27 - loss: 1.0891 - rpn_class_loss: 0.0113 - rpn_bbox_loss: 0.2564 - mrcnn_class_loss: 0.0875 - mrcnn_bbox_loss: 0.5267 - mrcnn_mask_loss: 0.2072\\n'\n",
            "b' 43/100 [===========>..................] - ETA: 2:22 - loss: 1.0930 - rpn_class_loss: 0.0110 - rpn_bbox_loss: 0.2592 - mrcnn_class_loss: 0.0866 - mrcnn_bbox_loss: 0.5273 - mrcnn_mask_loss: 0.2088\\n'\n",
            "b' 44/100 [============>.................] - ETA: 2:18 - loss: 1.0944 - rpn_class_loss: 0.0108 - rpn_bbox_loss: 0.2619 - mrcnn_class_loss: 0.0859 - mrcnn_bbox_loss: 0.5254 - mrcnn_mask_loss: 0.2104\\n'\n",
            "b' 45/100 [============>.................] - ETA: 2:13 - loss: 1.0852 - rpn_class_loss: 0.0106 - rpn_bbox_loss: 0.2617 - mrcnn_class_loss: 0.0850 - mrcnn_bbox_loss: 0.5197 - mrcnn_mask_loss: 0.2081\\n'\n",
            "b' 46/100 [============>.................] - ETA: 2:09 - loss: 1.0744 - rpn_class_loss: 0.0104 - rpn_bbox_loss: 0.2613 - mrcnn_class_loss: 0.0843 - mrcnn_bbox_loss: 0.5125 - mrcnn_mask_loss: 0.2059\\n'\n",
            "b' 47/100 [=============>................] - ETA: 2:05 - loss: 1.0698 - rpn_class_loss: 0.0104 - rpn_bbox_loss: 0.2585 - mrcnn_class_loss: 0.0860 - mrcnn_bbox_loss: 0.5095 - mrcnn_mask_loss: 0.2054\\n'\n",
            "b' 48/100 [=============>................] - ETA: 2:02 - loss: 1.0652 - rpn_class_loss: 0.0104 - rpn_bbox_loss: 0.2555 - mrcnn_class_loss: 0.0877 - mrcnn_bbox_loss: 0.5066 - mrcnn_mask_loss: 0.2050\\n'\n",
            "b' 49/100 [=============>................] - ETA: 1:58 - loss: 1.0660 - rpn_class_loss: 0.0102 - rpn_bbox_loss: 0.2531 - mrcnn_class_loss: 0.0879 - mrcnn_bbox_loss: 0.5095 - mrcnn_mask_loss: 0.2053\\n'\n",
            "b' 50/100 [==============>...............] - ETA: 1:54 - loss: 1.0644 - rpn_class_loss: 0.0100 - rpn_bbox_loss: 0.2504 - mrcnn_class_loss: 0.0877 - mrcnn_bbox_loss: 0.5107 - mrcnn_mask_loss: 0.2056\\n'\n",
            "b' 51/100 [==============>...............] - ETA: 1:51 - loss: 1.0583 - rpn_class_loss: 0.0099 - rpn_bbox_loss: 0.2530 - mrcnn_class_loss: 0.0866 - mrcnn_bbox_loss: 0.5050 - mrcnn_mask_loss: 0.2038\\n'\n",
            "b' 52/100 [==============>...............] - ETA: 1:47 - loss: 1.0492 - rpn_class_loss: 0.0098 - rpn_bbox_loss: 0.2536 - mrcnn_class_loss: 0.0854 - mrcnn_bbox_loss: 0.4985 - mrcnn_mask_loss: 0.2020\\n'\n",
            "b' 53/100 [==============>...............] - ETA: 1:44 - loss: 1.0546 - rpn_class_loss: 0.0097 - rpn_bbox_loss: 0.2512 - mrcnn_class_loss: 0.0848 - mrcnn_bbox_loss: 0.5087 - mrcnn_mask_loss: 0.2002\\n'\n",
            "b' 54/100 [===============>..............] - ETA: 1:41 - loss: 1.0579 - rpn_class_loss: 0.0096 - rpn_bbox_loss: 0.2488 - mrcnn_class_loss: 0.0841 - mrcnn_bbox_loss: 0.5169 - mrcnn_mask_loss: 0.1985\\n'\n",
            "b' 55/100 [===============>..............] - ETA: 1:38 - loss: 1.0486 - rpn_class_loss: 0.0094 - rpn_bbox_loss: 0.2453 - mrcnn_class_loss: 0.0840 - mrcnn_bbox_loss: 0.5128 - mrcnn_mask_loss: 0.1972\\n'\n",
            "b' 56/100 [===============>..............] - ETA: 1:35 - loss: 1.0382 - rpn_class_loss: 0.0092 - rpn_bbox_loss: 0.2418 - mrcnn_class_loss: 0.0839 - mrcnn_bbox_loss: 0.5079 - mrcnn_mask_loss: 0.1954\\n'\n",
            "b' 57/100 [================>.............] - ETA: 1:32 - loss: 1.0273 - rpn_class_loss: 0.0091 - rpn_bbox_loss: 0.2391 - mrcnn_class_loss: 0.0836 - mrcnn_bbox_loss: 0.5024 - mrcnn_mask_loss: 0.1932\\n'\n",
            "b' 58/100 [================>.............] - ETA: 1:29 - loss: 1.0154 - rpn_class_loss: 0.0089 - rpn_bbox_loss: 0.2363 - mrcnn_class_loss: 0.0832 - mrcnn_bbox_loss: 0.4959 - mrcnn_mask_loss: 0.1911\\n'\n",
            "b' 59/100 [================>.............] - ETA: 1:26 - loss: 1.0086 - rpn_class_loss: 0.0088 - rpn_bbox_loss: 0.2335 - mrcnn_class_loss: 0.0833 - mrcnn_bbox_loss: 0.4920 - mrcnn_mask_loss: 0.1909\\n'\n",
            "b' 60/100 [=================>............] - ETA: 1:23 - loss: 1.0011 - rpn_class_loss: 0.0086 - rpn_bbox_loss: 0.2307 - mrcnn_class_loss: 0.0836 - mrcnn_bbox_loss: 0.4875 - mrcnn_mask_loss: 0.1906\\n'\n",
            "b' 61/100 [=================>............] - ETA: 1:20 - loss: 0.9948 - rpn_class_loss: 0.0085 - rpn_bbox_loss: 0.2287 - mrcnn_class_loss: 0.0827 - mrcnn_bbox_loss: 0.4853 - mrcnn_mask_loss: 0.1895\\n'\n",
            "b' 62/100 [=================>............] - ETA: 1:17 - loss: 0.9869 - rpn_class_loss: 0.0083 - rpn_bbox_loss: 0.2267 - mrcnn_class_loss: 0.0818 - mrcnn_bbox_loss: 0.4816 - mrcnn_mask_loss: 0.1884\\n'\n",
            "b' 63/100 [=================>............] - ETA: 1:15 - loss: 0.9784 - rpn_class_loss: 0.0082 - rpn_bbox_loss: 0.2239 - mrcnn_class_loss: 0.0818 - mrcnn_bbox_loss: 0.4778 - mrcnn_mask_loss: 0.1867\\n'\n",
            "b' 64/100 [==================>...........] - ETA: 1:12 - loss: 0.9695 - rpn_class_loss: 0.0081 - rpn_bbox_loss: 0.2211 - mrcnn_class_loss: 0.0817 - mrcnn_bbox_loss: 0.4734 - mrcnn_mask_loss: 0.1851\\n'\n",
            "b' 65/100 [==================>...........] - ETA: 1:10 - loss: 1.0212 - rpn_class_loss: 0.0089 - rpn_bbox_loss: 0.2761 - mrcnn_class_loss: 0.0809 - mrcnn_bbox_loss: 0.4715 - mrcnn_mask_loss: 0.1837\\n'\n",
            "b' 66/100 [==================>...........] - ETA: 1:07 - loss: 1.0663 - rpn_class_loss: 0.0096 - rpn_bbox_loss: 0.3248 - mrcnn_class_loss: 0.0801 - mrcnn_bbox_loss: 0.4694 - mrcnn_mask_loss: 0.1823\\n'\n",
            "b' 67/100 [===================>..........] - ETA: 1:05 - loss: 1.0608 - rpn_class_loss: 0.0095 - rpn_bbox_loss: 0.3203 - mrcnn_class_loss: 0.0807 - mrcnn_bbox_loss: 0.4691 - mrcnn_mask_loss: 0.1812\\n'\n",
            "b' 68/100 [===================>..........] - ETA: 1:02 - loss: 1.0551 - rpn_class_loss: 0.0094 - rpn_bbox_loss: 0.3160 - mrcnn_class_loss: 0.0812 - mrcnn_bbox_loss: 0.4684 - mrcnn_mask_loss: 0.1802\\n'\n",
            "b' 69/100 [===================>..........] - ETA: 1:00 - loss: 1.0503 - rpn_class_loss: 0.0093 - rpn_bbox_loss: 0.3138 - mrcnn_class_loss: 0.0803 - mrcnn_bbox_loss: 0.4679 - mrcnn_mask_loss: 0.1791\\n'\n",
            "b' 70/100 [====================>.........] - ETA: 58s - loss: 1.0452 - rpn_class_loss: 0.0091 - rpn_bbox_loss: 0.3115 - mrcnn_class_loss: 0.0797 - mrcnn_bbox_loss: 0.4670 - mrcnn_mask_loss: 0.1779 \\n'\n",
            "b' 71/100 [====================>.........] - ETA: 55s - loss: 1.0477 - rpn_class_loss: 0.0091 - rpn_bbox_loss: 0.3092 - mrcnn_class_loss: 0.0791 - mrcnn_bbox_loss: 0.4707 - mrcnn_mask_loss: 0.1796\\n'\n",
            "b' 72/100 [====================>.........] - ETA: 53s - loss: 1.0484 - rpn_class_loss: 0.0091 - rpn_bbox_loss: 0.3067 - mrcnn_class_loss: 0.0785 - mrcnn_bbox_loss: 0.4730 - mrcnn_mask_loss: 0.1811\\n'\n",
            "b' 73/100 [====================>.........] - ETA: 51s - loss: 1.0446 - rpn_class_loss: 0.0090 - rpn_bbox_loss: 0.3035 - mrcnn_class_loss: 0.0794 - mrcnn_bbox_loss: 0.4720 - mrcnn_mask_loss: 0.1808\\n'\n",
            "b' 74/100 [=====================>........] - ETA: 49s - loss: 1.0393 - rpn_class_loss: 0.0089 - rpn_bbox_loss: 0.3003 - mrcnn_class_loss: 0.0801 - mrcnn_bbox_loss: 0.4698 - mrcnn_mask_loss: 0.1803\\n'\n",
            "b' 75/100 [=====================>........] - ETA: 46s - loss: 1.0406 - rpn_class_loss: 0.0088 - rpn_bbox_loss: 0.3044 - mrcnn_class_loss: 0.0800 - mrcnn_bbox_loss: 0.4677 - mrcnn_mask_loss: 0.1798\\n'\n",
            "b' 76/100 [=====================>........] - ETA: 44s - loss: 1.0404 - rpn_class_loss: 0.0087 - rpn_bbox_loss: 0.3077 - mrcnn_class_loss: 0.0799 - mrcnn_bbox_loss: 0.4649 - mrcnn_mask_loss: 0.1792\\n'\n",
            "b' 77/100 [======================>.......] - ETA: 42s - loss: 1.0451 - rpn_class_loss: 0.0086 - rpn_bbox_loss: 0.3086 - mrcnn_class_loss: 0.0807 - mrcnn_bbox_loss: 0.4670 - mrcnn_mask_loss: 0.1802\\n'\n",
            "b' 78/100 [======================>.......] - ETA: 40s - loss: 1.0466 - rpn_class_loss: 0.0085 - rpn_bbox_loss: 0.3089 - mrcnn_class_loss: 0.0811 - mrcnn_bbox_loss: 0.4672 - mrcnn_mask_loss: 0.1809\\n'\n",
            "b' 79/100 [======================>.......] - ETA: 38s - loss: 1.0402 - rpn_class_loss: 0.0084 - rpn_bbox_loss: 0.3071 - mrcnn_class_loss: 0.0807 - mrcnn_bbox_loss: 0.4643 - mrcnn_mask_loss: 0.1798\\n'\n",
            "b' 80/100 [=======================>......] - ETA: 36s - loss: 1.0334 - rpn_class_loss: 0.0083 - rpn_bbox_loss: 0.3050 - mrcnn_class_loss: 0.0801 - mrcnn_bbox_loss: 0.4613 - mrcnn_mask_loss: 0.1787\\n'\n",
            "b' 81/100 [=======================>......] - ETA: 34s - loss: 1.0278 - rpn_class_loss: 0.0083 - rpn_bbox_loss: 0.3028 - mrcnn_class_loss: 0.0801 - mrcnn_bbox_loss: 0.4587 - mrcnn_mask_loss: 0.1779\\n'\n",
            "b' 82/100 [=======================>......] - ETA: 32s - loss: 1.0223 - rpn_class_loss: 0.0082 - rpn_bbox_loss: 0.2999 - mrcnn_class_loss: 0.0803 - mrcnn_bbox_loss: 0.4566 - mrcnn_mask_loss: 0.1772\\n'\n",
            "b' 83/100 [=======================>......] - ETA: 30s - loss: 1.0158 - rpn_class_loss: 0.0081 - rpn_bbox_loss: 0.2975 - mrcnn_class_loss: 0.0801 - mrcnn_bbox_loss: 0.4535 - mrcnn_mask_loss: 0.1765\\n'\n",
            "b' 84/100 [========================>.....] - ETA: 28s - loss: 1.0102 - rpn_class_loss: 0.0080 - rpn_bbox_loss: 0.2946 - mrcnn_class_loss: 0.0797 - mrcnn_bbox_loss: 0.4524 - mrcnn_mask_loss: 0.1756\\n'\n",
            "b' 85/100 [========================>.....] - ETA: 26s - loss: 1.0033 - rpn_class_loss: 0.0080 - rpn_bbox_loss: 0.2919 - mrcnn_class_loss: 0.0797 - mrcnn_bbox_loss: 0.4488 - mrcnn_mask_loss: 0.1750\\n'\n",
            "b' 86/100 [========================>.....] - ETA: 24s - loss: 0.9981 - rpn_class_loss: 0.0079 - rpn_bbox_loss: 0.2900 - mrcnn_class_loss: 0.0798 - mrcnn_bbox_loss: 0.4457 - mrcnn_mask_loss: 0.1747\\n'\n",
            "b' 87/100 [=========================>....] - ETA: 22s - loss: 0.9911 - rpn_class_loss: 0.0078 - rpn_bbox_loss: 0.2873 - mrcnn_class_loss: 0.0794 - mrcnn_bbox_loss: 0.4428 - mrcnn_mask_loss: 0.1737\\n'\n",
            "b' 88/100 [=========================>....] - ETA: 20s - loss: 0.9989 - rpn_class_loss: 0.0081 - rpn_bbox_loss: 0.2970 - mrcnn_class_loss: 0.0791 - mrcnn_bbox_loss: 0.4416 - mrcnn_mask_loss: 0.1731\\n'\n",
            "b' 89/100 [=========================>....] - ETA: 19s - loss: 0.9927 - rpn_class_loss: 0.0080 - rpn_bbox_loss: 0.2947 - mrcnn_class_loss: 0.0790 - mrcnn_bbox_loss: 0.4381 - mrcnn_mask_loss: 0.1728\\n'\n",
            "b' 90/100 [==========================>...] - ETA: 17s - loss: 1.0135 - rpn_class_loss: 0.0089 - rpn_bbox_loss: 0.3160 - mrcnn_class_loss: 0.0793 - mrcnn_bbox_loss: 0.4365 - mrcnn_mask_loss: 0.1728\\n'\n",
            "b' 91/100 [==========================>...] - ETA: 15s - loss: 1.0175 - rpn_class_loss: 0.0091 - rpn_bbox_loss: 0.3216 - mrcnn_class_loss: 0.0790 - mrcnn_bbox_loss: 0.4356 - mrcnn_mask_loss: 0.1722\\n'\n",
            "b' 92/100 [==========================>...] - ETA: 13s - loss: 1.0129 - rpn_class_loss: 0.0091 - rpn_bbox_loss: 0.3194 - mrcnn_class_loss: 0.0789 - mrcnn_bbox_loss: 0.4341 - mrcnn_mask_loss: 0.1715\\n'\n",
            "b' 93/100 [==========================>...] - ETA: 11s - loss: 1.0235 - rpn_class_loss: 0.0097 - rpn_bbox_loss: 0.3303 - mrcnn_class_loss: 0.0790 - mrcnn_bbox_loss: 0.4329 - mrcnn_mask_loss: 0.1716\\n'\n",
            "b' 94/100 [===========================>..] - ETA: 10s - loss: 1.0245 - rpn_class_loss: 0.0097 - rpn_bbox_loss: 0.3303 - mrcnn_class_loss: 0.0795 - mrcnn_bbox_loss: 0.4332 - mrcnn_mask_loss: 0.1718\\n'\n",
            "b' 95/100 [===========================>..] - ETA: 8s - loss: 1.0180 - rpn_class_loss: 0.0096 - rpn_bbox_loss: 0.3276 - mrcnn_class_loss: 0.0793 - mrcnn_bbox_loss: 0.4304 - mrcnn_mask_loss: 0.1711 \\n'\n",
            "b' 96/100 [===========================>..] - ETA: 6s - loss: 1.0143 - rpn_class_loss: 0.0096 - rpn_bbox_loss: 0.3253 - mrcnn_class_loss: 0.0797 - mrcnn_bbox_loss: 0.4284 - mrcnn_mask_loss: 0.1713\\n'\n",
            "b' 97/100 [============================>.] - ETA: 5s - loss: 1.0133 - rpn_class_loss: 0.0095 - rpn_bbox_loss: 0.3250 - mrcnn_class_loss: 0.0804 - mrcnn_bbox_loss: 0.4267 - mrcnn_mask_loss: 0.1718\\n'\n",
            "b' 98/100 [============================>.] - ETA: 3s - loss: 1.0123 - rpn_class_loss: 0.0094 - rpn_bbox_loss: 0.3238 - mrcnn_class_loss: 0.0807 - mrcnn_bbox_loss: 0.4266 - mrcnn_mask_loss: 0.1717\\n'\n",
            "b' 99/100 [============================>.] - ETA: 1s - loss: 1.0068 - rpn_class_loss: 0.0094 - rpn_bbox_loss: 0.3214 - mrcnn_class_loss: 0.0808 - mrcnn_bbox_loss: 0.4240 - mrcnn_mask_loss: 0.17142019-05-04 19:09:10.232682: W ./tensorflow/core/grappler/optimizers/graph_optimizer_stage.h:241] Failed to run optimizer ArithmeticOptimizer, stage RemoveStackStridedSliceSameAxis node proposal_targets/strided_slice. Error: ValidateStridedSliceOp returned partial shapes [1,?,?] and [?,?]\\n'\n",
            "b'2019-05-04 19:09:10.235117: W ./tensorflow/core/grappler/optimizers/graph_optimizer_stage.h:241] Failed to run optimizer ArithmeticOptimizer, stage RemoveStackStridedSliceSameAxis node proposal_targets/strided_slice_37. Error: ValidateStridedSliceOp returned partial shapes [1,?,?] and [?,?]\\n'\n",
            "b'2019-05-04 19:09:13.277531: W ./tensorflow/core/grappler/optimizers/graph_optimizer_stage.h:241] Failed to run optimizer ArithmeticOptimizer, stage RemoveStackStridedSliceSameAxis node proposal_targets/strided_slice. Error: ValidateStridedSliceOp returned partial shapes [1,?,?] and [?,?]\\n'\n",
            "b'2019-05-04 19:09:13.278167: W ./tensorflow/core/grappler/optimizers/graph_optimizer_stage.h:241] Failed to run optimizer ArithmeticOptimizer, stage RemoveStackStridedSliceSameAxis node proposal_targets/strided_slice_37. Error: ValidateStridedSliceOp returned partial shapes [1,?,?] and [?,?]\\n'\n",
            "b'\\n'\n",
            "b'100/100 [==============================] - 207s 2s/step - loss: 1.0026 - rpn_class_loss: 0.0093 - rpn_bbox_loss: 0.3190 - mrcnn_class_loss: 0.0804 - mrcnn_bbox_loss: 0.4231 - mrcnn_mask_loss: 0.1709 - val_loss: 0.6956 - val_rpn_class_loss: 0.0034 - val_rpn_bbox_loss: 0.1775 - val_mrcnn_class_loss: 0.0767 - val_mrcnn_bbox_loss: 0.2900 - val_mrcnn_mask_loss: 0.1480\\n'\n",
            "b'Epoch 3/90\\n'\n",
            "b'\\n'\n",
            "b'  1/100 [..............................] - ETA: 1:45 - loss: 0.6426 - rpn_class_loss: 7.3014e-04 - rpn_bbox_loss: 0.1791 - mrcnn_class_loss: 0.0887 - mrcnn_bbox_loss: 0.2308 - mrcnn_mask_loss: 0.1433\\n'\n",
            "b'  2/100 [..............................] - ETA: 1:42 - loss: 0.5813 - rpn_class_loss: 5.2972e-04 - rpn_bbox_loss: 0.1217 - mrcnn_class_loss: 0.0737 - mrcnn_bbox_loss: 0.2498 - mrcnn_mask_loss: 0.1356\\n'\n",
            "b'  3/100 [..............................] - ETA: 1:39 - loss: 0.5422 - rpn_class_loss: 8.6093e-04 - rpn_bbox_loss: 0.0994 - mrcnn_class_loss: 0.0695 - mrcnn_bbox_loss: 0.2403 - mrcnn_mask_loss: 0.1322\\n'\n",
            "b'  4/100 [>.............................] - ETA: 1:37 - loss: 0.5278 - rpn_class_loss: 0.0011 - rpn_bbox_loss: 0.0956 - mrcnn_class_loss: 0.0717 - mrcnn_bbox_loss: 0.2278 - mrcnn_mask_loss: 0.1316    \\n'\n",
            "b'  5/100 [>.............................] - ETA: 1:35 - loss: 0.5058 - rpn_class_loss: 9.2844e-04 - rpn_bbox_loss: 0.0852 - mrcnn_class_loss: 0.0699 - mrcnn_bbox_loss: 0.2172 - mrcnn_mask_loss: 0.1326\\n'\n",
            "b'  6/100 [>.............................] - ETA: 1:35 - loss: 0.5593 - rpn_class_loss: 0.0017 - rpn_bbox_loss: 0.0796 - mrcnn_class_loss: 0.0807 - mrcnn_bbox_loss: 0.2602 - mrcnn_mask_loss: 0.1372    \\n'\n",
            "b'  7/100 [=>............................] - ETA: 1:34 - loss: 0.5331 - rpn_class_loss: 0.0017 - rpn_bbox_loss: 0.0796 - mrcnn_class_loss: 0.0798 - mrcnn_bbox_loss: 0.2374 - mrcnn_mask_loss: 0.1347\\n'\n",
            "b'  8/100 [=>............................] - ETA: 1:33 - loss: 0.5321 - rpn_class_loss: 0.0015 - rpn_bbox_loss: 0.0796 - mrcnn_class_loss: 0.0831 - mrcnn_bbox_loss: 0.2355 - mrcnn_mask_loss: 0.1325\\n'\n",
            "b'  9/100 [=>............................] - ETA: 1:31 - loss: 0.5458 - rpn_class_loss: 0.0019 - rpn_bbox_loss: 0.0755 - mrcnn_class_loss: 0.0856 - mrcnn_bbox_loss: 0.2481 - mrcnn_mask_loss: 0.1347\\n'\n",
            "b' 10/100 [==>...........................] - ETA: 1:30 - loss: 0.5436 - rpn_class_loss: 0.0020 - rpn_bbox_loss: 0.0768 - mrcnn_class_loss: 0.0888 - mrcnn_bbox_loss: 0.2450 - mrcnn_mask_loss: 0.1310\\n'\n",
            "b' 11/100 [==>...........................] - ETA: 1:29 - loss: 0.5341 - rpn_class_loss: 0.0019 - rpn_bbox_loss: 0.0744 - mrcnn_class_loss: 0.0925 - mrcnn_bbox_loss: 0.2363 - mrcnn_mask_loss: 0.1290\\n'\n",
            "b' 12/100 [==>...........................] - ETA: 1:28 - loss: 0.5257 - rpn_class_loss: 0.0020 - rpn_bbox_loss: 0.0734 - mrcnn_class_loss: 0.0945 - mrcnn_bbox_loss: 0.2296 - mrcnn_mask_loss: 0.1261\\n'\n",
            "b' 13/100 [==>...........................] - ETA: 1:27 - loss: 0.5178 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.0746 - mrcnn_class_loss: 0.0942 - mrcnn_bbox_loss: 0.2226 - mrcnn_mask_loss: 0.1244\\n'\n",
            "b' 14/100 [===>..........................] - ETA: 1:26 - loss: 0.5094 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.0742 - mrcnn_class_loss: 0.0951 - mrcnn_bbox_loss: 0.2152 - mrcnn_mask_loss: 0.1228\\n'\n",
            "b' 15/100 [===>..........................] - ETA: 1:25 - loss: 0.5093 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.0756 - mrcnn_class_loss: 0.0919 - mrcnn_bbox_loss: 0.2188 - mrcnn_mask_loss: 0.1207\\n'\n",
            "b' 16/100 [===>..........................] - ETA: 1:24 - loss: 0.5037 - rpn_class_loss: 0.0025 - rpn_bbox_loss: 0.0767 - mrcnn_class_loss: 0.0894 - mrcnn_bbox_loss: 0.2167 - mrcnn_mask_loss: 0.1184\\n'\n",
            "b' 17/100 [====>.........................] - ETA: 1:23 - loss: 0.5440 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.0925 - mrcnn_class_loss: 0.0874 - mrcnn_bbox_loss: 0.2249 - mrcnn_mask_loss: 0.1364\\n'\n",
            "b' 18/100 [====>.........................] - ETA: 1:22 - loss: 0.5769 - rpn_class_loss: 0.0031 - rpn_bbox_loss: 0.1041 - mrcnn_class_loss: 0.0858 - mrcnn_bbox_loss: 0.2298 - mrcnn_mask_loss: 0.1542\\n'\n",
            "b' 19/100 [====>.........................] - ETA: 1:21 - loss: 0.5634 - rpn_class_loss: 0.0029 - rpn_bbox_loss: 0.1026 - mrcnn_class_loss: 0.0837 - mrcnn_bbox_loss: 0.2234 - mrcnn_mask_loss: 0.1508\\n'\n",
            "b' 20/100 [=====>........................] - ETA: 1:20 - loss: 0.5504 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.1008 - mrcnn_class_loss: 0.0823 - mrcnn_bbox_loss: 0.2166 - mrcnn_mask_loss: 0.1478\\n'\n",
            "b' 21/100 [=====>........................] - ETA: 1:19 - loss: 0.5674 - rpn_class_loss: 0.0027 - rpn_bbox_loss: 0.1004 - mrcnn_class_loss: 0.0835 - mrcnn_bbox_loss: 0.2337 - mrcnn_mask_loss: 0.1471\\n'\n",
            "b' 22/100 [=====>........................] - ETA: 1:18 - loss: 0.5751 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.0998 - mrcnn_class_loss: 0.0831 - mrcnn_bbox_loss: 0.2431 - mrcnn_mask_loss: 0.1465\\n'\n",
            "b' 23/100 [=====>........................] - ETA: 1:17 - loss: 0.6081 - rpn_class_loss: 0.0027 - rpn_bbox_loss: 0.1213 - mrcnn_class_loss: 0.0810 - mrcnn_bbox_loss: 0.2555 - mrcnn_mask_loss: 0.1475\\n'\n",
            "b' 24/100 [======>.......................] - ETA: 1:16 - loss: 0.6306 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.1369 - mrcnn_class_loss: 0.0791 - mrcnn_bbox_loss: 0.2636 - mrcnn_mask_loss: 0.1483\\n'\n",
            "b' 25/100 [======>.......................] - ETA: 1:16 - loss: 0.6744 - rpn_class_loss: 0.0044 - rpn_bbox_loss: 0.1594 - mrcnn_class_loss: 0.0822 - mrcnn_bbox_loss: 0.2704 - mrcnn_mask_loss: 0.1581\\n'\n",
            "b' 26/100 [======>.......................] - ETA: 1:15 - loss: 0.7061 - rpn_class_loss: 0.0057 - rpn_bbox_loss: 0.1774 - mrcnn_class_loss: 0.0844 - mrcnn_bbox_loss: 0.2728 - mrcnn_mask_loss: 0.1658\\n'\n",
            "b' 27/100 [=======>......................] - ETA: 1:14 - loss: 0.7023 - rpn_class_loss: 0.0056 - rpn_bbox_loss: 0.1729 - mrcnn_class_loss: 0.0825 - mrcnn_bbox_loss: 0.2746 - mrcnn_mask_loss: 0.1667\\n'\n",
            "b' 28/100 [=======>......................] - ETA: 1:13 - loss: 0.6972 - rpn_class_loss: 0.0054 - rpn_bbox_loss: 0.1685 - mrcnn_class_loss: 0.0810 - mrcnn_bbox_loss: 0.2750 - mrcnn_mask_loss: 0.1672\\n'\n",
            "b' 29/100 [=======>......................] - ETA: 1:12 - loss: 0.7133 - rpn_class_loss: 0.0053 - rpn_bbox_loss: 0.1789 - mrcnn_class_loss: 0.0820 - mrcnn_bbox_loss: 0.2793 - mrcnn_mask_loss: 0.1677\\n'\n",
            "b' 30/100 [========>.....................] - ETA: 1:11 - loss: 0.7233 - rpn_class_loss: 0.0053 - rpn_bbox_loss: 0.1871 - mrcnn_class_loss: 0.0822 - mrcnn_bbox_loss: 0.2811 - mrcnn_mask_loss: 0.1676\\n'\n",
            "b' 31/100 [========>.....................] - ETA: 1:10 - loss: 0.7308 - rpn_class_loss: 0.0051 - rpn_bbox_loss: 0.1838 - mrcnn_class_loss: 0.0831 - mrcnn_bbox_loss: 0.2919 - mrcnn_mask_loss: 0.1669\\n'\n",
            "b' 32/100 [========>.....................] - ETA: 1:09 - loss: 0.7361 - rpn_class_loss: 0.0050 - rpn_bbox_loss: 0.1808 - mrcnn_class_loss: 0.0836 - mrcnn_bbox_loss: 0.3007 - mrcnn_mask_loss: 0.1661\\n'\n",
            "b' 33/100 [========>.....................] - ETA: 1:08 - loss: 0.7433 - rpn_class_loss: 0.0049 - rpn_bbox_loss: 0.1803 - mrcnn_class_loss: 0.0850 - mrcnn_bbox_loss: 0.3067 - mrcnn_mask_loss: 0.1664\\n'\n",
            "b' 34/100 [=========>....................] - ETA: 1:07 - loss: 0.7474 - rpn_class_loss: 0.0048 - rpn_bbox_loss: 0.1796 - mrcnn_class_loss: 0.0863 - mrcnn_bbox_loss: 0.3098 - mrcnn_mask_loss: 0.1668\\n'\n",
            "b' 35/100 [=========>....................] - ETA: 1:06 - loss: 0.7473 - rpn_class_loss: 0.0047 - rpn_bbox_loss: 0.1798 - mrcnn_class_loss: 0.0859 - mrcnn_bbox_loss: 0.3118 - mrcnn_mask_loss: 0.1650\\n'\n",
            "b' 36/100 [=========>....................] - ETA: 1:05 - loss: 0.7462 - rpn_class_loss: 0.0046 - rpn_bbox_loss: 0.1795 - mrcnn_class_loss: 0.0856 - mrcnn_bbox_loss: 0.3132 - mrcnn_mask_loss: 0.1633\\n'\n",
            "b' 37/100 [==========>...................] - ETA: 1:04 - loss: 0.7698 - rpn_class_loss: 0.0051 - rpn_bbox_loss: 0.2013 - mrcnn_class_loss: 0.0847 - mrcnn_bbox_loss: 0.3165 - mrcnn_mask_loss: 0.1621\\n'\n",
            "b' 38/100 [==========>...................] - ETA: 1:03 - loss: 0.7875 - rpn_class_loss: 0.0056 - rpn_bbox_loss: 0.2191 - mrcnn_class_loss: 0.0832 - mrcnn_bbox_loss: 0.3183 - mrcnn_mask_loss: 0.1612\\n'\n",
            "b' 39/100 [==========>...................] - ETA: 1:02 - loss: 0.7768 - rpn_class_loss: 0.0055 - rpn_bbox_loss: 0.2152 - mrcnn_class_loss: 0.0830 - mrcnn_bbox_loss: 0.3135 - mrcnn_mask_loss: 0.1596\\n'\n",
            "b' 40/100 [===========>..................] - ETA: 1:01 - loss: 0.7660 - rpn_class_loss: 0.0054 - rpn_bbox_loss: 0.2113 - mrcnn_class_loss: 0.0829 - mrcnn_bbox_loss: 0.3084 - mrcnn_mask_loss: 0.1580\\n'\n",
            "b' 41/100 [===========>..................] - ETA: 1:00 - loss: 0.7871 - rpn_class_loss: 0.0054 - rpn_bbox_loss: 0.2222 - mrcnn_class_loss: 0.0838 - mrcnn_bbox_loss: 0.3141 - mrcnn_mask_loss: 0.1617\\n'\n",
            "b' 42/100 [===========>..................] - ETA: 59s - loss: 0.8053 - rpn_class_loss: 0.0054 - rpn_bbox_loss: 0.2315 - mrcnn_class_loss: 0.0843 - mrcnn_bbox_loss: 0.3190 - mrcnn_mask_loss: 0.1650 \\n'\n",
            "b' 43/100 [===========>..................] - ETA: 58s - loss: 0.8099 - rpn_class_loss: 0.0053 - rpn_bbox_loss: 0.2290 - mrcnn_class_loss: 0.0876 - mrcnn_bbox_loss: 0.3248 - mrcnn_mask_loss: 0.1632\\n'\n",
            "b' 44/100 [============>.................] - ETA: 57s - loss: 0.8140 - rpn_class_loss: 0.0053 - rpn_bbox_loss: 0.2263 - mrcnn_class_loss: 0.0908 - mrcnn_bbox_loss: 0.3302 - mrcnn_mask_loss: 0.1615\\n'\n",
            "b' 45/100 [============>.................] - ETA: 56s - loss: 0.8376 - rpn_class_loss: 0.0053 - rpn_bbox_loss: 0.2390 - mrcnn_class_loss: 0.0915 - mrcnn_bbox_loss: 0.3364 - mrcnn_mask_loss: 0.1654\\n'\n",
            "b' 46/100 [============>.................] - ETA: 55s - loss: 0.8597 - rpn_class_loss: 0.0054 - rpn_bbox_loss: 0.2494 - mrcnn_class_loss: 0.0926 - mrcnn_bbox_loss: 0.3423 - mrcnn_mask_loss: 0.1700\\n'\n",
            "b' 47/100 [=============>................] - ETA: 54s - loss: 0.8539 - rpn_class_loss: 0.0053 - rpn_bbox_loss: 0.2456 - mrcnn_class_loss: 0.0919 - mrcnn_bbox_loss: 0.3421 - mrcnn_mask_loss: 0.1690\\n'\n",
            "b' 48/100 [=============>................] - ETA: 53s - loss: 0.8465 - rpn_class_loss: 0.0052 - rpn_bbox_loss: 0.2418 - mrcnn_class_loss: 0.0915 - mrcnn_bbox_loss: 0.3400 - mrcnn_mask_loss: 0.1679\\n'\n",
            "b' 49/100 [=============>................] - ETA: 52s - loss: 0.8390 - rpn_class_loss: 0.0052 - rpn_bbox_loss: 0.2385 - mrcnn_class_loss: 0.0912 - mrcnn_bbox_loss: 0.3374 - mrcnn_mask_loss: 0.1668\\n'\n",
            "b' 50/100 [==============>...............] - ETA: 51s - loss: 0.8317 - rpn_class_loss: 0.0051 - rpn_bbox_loss: 0.2352 - mrcnn_class_loss: 0.0912 - mrcnn_bbox_loss: 0.3347 - mrcnn_mask_loss: 0.1655\\n'\n",
            "b' 51/100 [==============>...............] - ETA: 50s - loss: 0.8249 - rpn_class_loss: 0.0050 - rpn_bbox_loss: 0.2319 - mrcnn_class_loss: 0.0917 - mrcnn_bbox_loss: 0.3325 - mrcnn_mask_loss: 0.1638\\n'\n",
            "b' 52/100 [==============>...............] - ETA: 49s - loss: 0.8177 - rpn_class_loss: 0.0049 - rpn_bbox_loss: 0.2287 - mrcnn_class_loss: 0.0923 - mrcnn_bbox_loss: 0.3297 - mrcnn_mask_loss: 0.1622\\n'\n",
            "b' 53/100 [==============>...............] - ETA: 48s - loss: 0.8108 - rpn_class_loss: 0.0048 - rpn_bbox_loss: 0.2257 - mrcnn_class_loss: 0.0921 - mrcnn_bbox_loss: 0.3273 - mrcnn_mask_loss: 0.1609\\n'\n",
            "b' 54/100 [===============>..............] - ETA: 47s - loss: 0.8030 - rpn_class_loss: 0.0048 - rpn_bbox_loss: 0.2227 - mrcnn_class_loss: 0.0919 - mrcnn_bbox_loss: 0.3241 - mrcnn_mask_loss: 0.1596\\n'\n",
            "b' 55/100 [===============>..............] - ETA: 46s - loss: 0.8015 - rpn_class_loss: 0.0047 - rpn_bbox_loss: 0.2229 - mrcnn_class_loss: 0.0923 - mrcnn_bbox_loss: 0.3220 - mrcnn_mask_loss: 0.1595\\n'\n",
            "b' 56/100 [===============>..............] - ETA: 45s - loss: 0.7987 - rpn_class_loss: 0.0047 - rpn_bbox_loss: 0.2225 - mrcnn_class_loss: 0.0927 - mrcnn_bbox_loss: 0.3191 - mrcnn_mask_loss: 0.1596\\n'\n",
            "b' 57/100 [================>.............] - ETA: 44s - loss: 0.7958 - rpn_class_loss: 0.0047 - rpn_bbox_loss: 0.2197 - mrcnn_class_loss: 0.0936 - mrcnn_bbox_loss: 0.3194 - mrcnn_mask_loss: 0.1584\\n'\n",
            "b' 58/100 [================>.............] - ETA: 43s - loss: 0.7933 - rpn_class_loss: 0.0046 - rpn_bbox_loss: 0.2180 - mrcnn_class_loss: 0.0938 - mrcnn_bbox_loss: 0.3194 - mrcnn_mask_loss: 0.1575\\n'\n",
            "b' 59/100 [================>.............] - ETA: 42s - loss: 0.7886 - rpn_class_loss: 0.0046 - rpn_bbox_loss: 0.2152 - mrcnn_class_loss: 0.0943 - mrcnn_bbox_loss: 0.3183 - mrcnn_mask_loss: 0.1564\\n'\n",
            "b' 60/100 [=================>............] - ETA: 41s - loss: 0.7857 - rpn_class_loss: 0.0045 - rpn_bbox_loss: 0.2127 - mrcnn_class_loss: 0.0948 - mrcnn_bbox_loss: 0.3182 - mrcnn_mask_loss: 0.1554\\n'\n",
            "b' 61/100 [=================>............] - ETA: 40s - loss: 0.7808 - rpn_class_loss: 0.0045 - rpn_bbox_loss: 0.2107 - mrcnn_class_loss: 0.0948 - mrcnn_bbox_loss: 0.3163 - mrcnn_mask_loss: 0.1545\\n'\n",
            "b' 62/100 [=================>............] - ETA: 39s - loss: 0.7789 - rpn_class_loss: 0.0044 - rpn_bbox_loss: 0.2091 - mrcnn_class_loss: 0.0946 - mrcnn_bbox_loss: 0.3159 - mrcnn_mask_loss: 0.1549\\n'\n",
            "b' 63/100 [=================>............] - ETA: 38s - loss: 0.7733 - rpn_class_loss: 0.0044 - rpn_bbox_loss: 0.2063 - mrcnn_class_loss: 0.0946 - mrcnn_bbox_loss: 0.3141 - mrcnn_mask_loss: 0.1539\\n'\n",
            "b' 64/100 [==================>...........] - ETA: 37s - loss: 0.7719 - rpn_class_loss: 0.0043 - rpn_bbox_loss: 0.2047 - mrcnn_class_loss: 0.0955 - mrcnn_bbox_loss: 0.3132 - mrcnn_mask_loss: 0.1542\\n'\n",
            "b' 65/100 [==================>...........] - ETA: 36s - loss: 0.7706 - rpn_class_loss: 0.0043 - rpn_bbox_loss: 0.2027 - mrcnn_class_loss: 0.0952 - mrcnn_bbox_loss: 0.3139 - mrcnn_mask_loss: 0.1545\\n'\n",
            "b' 66/100 [==================>...........] - ETA: 35s - loss: 0.7683 - rpn_class_loss: 0.0042 - rpn_bbox_loss: 0.2012 - mrcnn_class_loss: 0.0958 - mrcnn_bbox_loss: 0.3123 - mrcnn_mask_loss: 0.1547\\n'\n",
            "b' 67/100 [===================>..........] - ETA: 34s - loss: 0.7667 - rpn_class_loss: 0.0042 - rpn_bbox_loss: 0.1989 - mrcnn_class_loss: 0.0954 - mrcnn_bbox_loss: 0.3145 - mrcnn_mask_loss: 0.1537\\n'\n",
            "b' 68/100 [===================>..........] - ETA: 32s - loss: 0.7640 - rpn_class_loss: 0.0042 - rpn_bbox_loss: 0.1967 - mrcnn_class_loss: 0.0946 - mrcnn_bbox_loss: 0.3159 - mrcnn_mask_loss: 0.1526\\n'\n",
            "b' 69/100 [===================>..........] - ETA: 31s - loss: 0.7653 - rpn_class_loss: 0.0042 - rpn_bbox_loss: 0.1965 - mrcnn_class_loss: 0.0943 - mrcnn_bbox_loss: 0.3168 - mrcnn_mask_loss: 0.1535\\n'\n",
            "b' 70/100 [====================>.........] - ETA: 30s - loss: 0.7649 - rpn_class_loss: 0.0041 - rpn_bbox_loss: 0.1960 - mrcnn_class_loss: 0.0940 - mrcnn_bbox_loss: 0.3168 - mrcnn_mask_loss: 0.1540\\n'\n",
            "b' 71/100 [====================>.........] - ETA: 29s - loss: 0.7657 - rpn_class_loss: 0.0041 - rpn_bbox_loss: 0.1975 - mrcnn_class_loss: 0.0933 - mrcnn_bbox_loss: 0.3166 - mrcnn_mask_loss: 0.1542\\n'\n",
            "b' 72/100 [====================>.........] - ETA: 28s - loss: 0.7649 - rpn_class_loss: 0.0041 - rpn_bbox_loss: 0.1982 - mrcnn_class_loss: 0.0929 - mrcnn_bbox_loss: 0.3154 - mrcnn_mask_loss: 0.1544\\n'\n",
            "b' 73/100 [====================>.........] - ETA: 27s - loss: 0.7674 - rpn_class_loss: 0.0041 - rpn_bbox_loss: 0.1991 - mrcnn_class_loss: 0.0922 - mrcnn_bbox_loss: 0.3172 - mrcnn_mask_loss: 0.1547\\n'\n",
            "b' 74/100 [=====================>........] - ETA: 26s - loss: 0.7624 - rpn_class_loss: 0.0041 - rpn_bbox_loss: 0.1970 - mrcnn_class_loss: 0.0912 - mrcnn_bbox_loss: 0.3157 - mrcnn_mask_loss: 0.1545\\n'\n",
            "b' 75/100 [=====================>........] - ETA: 25s - loss: 0.7631 - rpn_class_loss: 0.0041 - rpn_bbox_loss: 0.1977 - mrcnn_class_loss: 0.0906 - mrcnn_bbox_loss: 0.3158 - mrcnn_mask_loss: 0.1549\\n'\n",
            "b' 76/100 [=====================>........] - ETA: 24s - loss: 0.7601 - rpn_class_loss: 0.0041 - rpn_bbox_loss: 0.1962 - mrcnn_class_loss: 0.0905 - mrcnn_bbox_loss: 0.3145 - mrcnn_mask_loss: 0.1548\\n'\n",
            "b' 77/100 [======================>.......] - ETA: 23s - loss: 0.7542 - rpn_class_loss: 0.0040 - rpn_bbox_loss: 0.1942 - mrcnn_class_loss: 0.0896 - mrcnn_bbox_loss: 0.3120 - mrcnn_mask_loss: 0.1544\\n'\n",
            "b' 78/100 [======================>.......] - ETA: 22s - loss: 0.7535 - rpn_class_loss: 0.0040 - rpn_bbox_loss: 0.1933 - mrcnn_class_loss: 0.0895 - mrcnn_bbox_loss: 0.3129 - mrcnn_mask_loss: 0.1538\\n'\n",
            "b' 79/100 [======================>.......] - ETA: 21s - loss: 0.7499 - rpn_class_loss: 0.0040 - rpn_bbox_loss: 0.1920 - mrcnn_class_loss: 0.0893 - mrcnn_bbox_loss: 0.3113 - mrcnn_mask_loss: 0.1534\\n'\n",
            "b' 80/100 [=======================>......] - ETA: 20s - loss: 0.7473 - rpn_class_loss: 0.0040 - rpn_bbox_loss: 0.1910 - mrcnn_class_loss: 0.0891 - mrcnn_bbox_loss: 0.3103 - mrcnn_mask_loss: 0.1530\\n'\n",
            "b' 81/100 [=======================>......] - ETA: 19s - loss: 0.7445 - rpn_class_loss: 0.0039 - rpn_bbox_loss: 0.1897 - mrcnn_class_loss: 0.0893 - mrcnn_bbox_loss: 0.3092 - mrcnn_mask_loss: 0.1524\\n'\n",
            "b' 82/100 [=======================>......] - ETA: 18s - loss: 0.7409 - rpn_class_loss: 0.0039 - rpn_bbox_loss: 0.1880 - mrcnn_class_loss: 0.0896 - mrcnn_bbox_loss: 0.3080 - mrcnn_mask_loss: 0.1514\\n'\n",
            "b' 83/100 [=======================>......] - ETA: 17s - loss: 0.7367 - rpn_class_loss: 0.0039 - rpn_bbox_loss: 0.1869 - mrcnn_class_loss: 0.0892 - mrcnn_bbox_loss: 0.3059 - mrcnn_mask_loss: 0.1508\\n'\n",
            "b' 84/100 [========================>.....] - ETA: 16s - loss: 0.7371 - rpn_class_loss: 0.0039 - rpn_bbox_loss: 0.1871 - mrcnn_class_loss: 0.0889 - mrcnn_bbox_loss: 0.3067 - mrcnn_mask_loss: 0.1506\\n'\n",
            "b' 85/100 [========================>.....] - ETA: 15s - loss: 0.7371 - rpn_class_loss: 0.0040 - rpn_bbox_loss: 0.1893 - mrcnn_class_loss: 0.0885 - mrcnn_bbox_loss: 0.3047 - mrcnn_mask_loss: 0.1506\\n'\n",
            "b' 86/100 [========================>.....] - ETA: 14s - loss: 0.7328 - rpn_class_loss: 0.0039 - rpn_bbox_loss: 0.1875 - mrcnn_class_loss: 0.0887 - mrcnn_bbox_loss: 0.3030 - mrcnn_mask_loss: 0.1496\\n'\n",
            "b' 87/100 [=========================>....] - ETA: 13s - loss: 0.7302 - rpn_class_loss: 0.0039 - rpn_bbox_loss: 0.1861 - mrcnn_class_loss: 0.0888 - mrcnn_bbox_loss: 0.3024 - mrcnn_mask_loss: 0.1491\\n'\n",
            "b' 88/100 [=========================>....] - ETA: 12s - loss: 0.7290 - rpn_class_loss: 0.0039 - rpn_bbox_loss: 0.1860 - mrcnn_class_loss: 0.0883 - mrcnn_bbox_loss: 0.3019 - mrcnn_mask_loss: 0.1488\\n'\n",
            "b' 89/100 [=========================>....] - ETA: 11s - loss: 0.7262 - rpn_class_loss: 0.0039 - rpn_bbox_loss: 0.1851 - mrcnn_class_loss: 0.0877 - mrcnn_bbox_loss: 0.3013 - mrcnn_mask_loss: 0.1481\\n'\n",
            "b' 90/100 [==========================>...] - ETA: 10s - loss: 0.7242 - rpn_class_loss: 0.0039 - rpn_bbox_loss: 0.1849 - mrcnn_class_loss: 0.0874 - mrcnn_bbox_loss: 0.2999 - mrcnn_mask_loss: 0.1481\\n'\n",
            "b' 91/100 [==========================>...] - ETA: 9s - loss: 0.7195 - rpn_class_loss: 0.0039 - rpn_bbox_loss: 0.1832 - mrcnn_class_loss: 0.0869 - mrcnn_bbox_loss: 0.2982 - mrcnn_mask_loss: 0.1473 \\n'\n",
            "b' 92/100 [==========================>...] - ETA: 8s - loss: 0.7154 - rpn_class_loss: 0.0039 - rpn_bbox_loss: 0.1819 - mrcnn_class_loss: 0.0869 - mrcnn_bbox_loss: 0.2959 - mrcnn_mask_loss: 0.1468\\n'\n",
            "b' 93/100 [==========================>...] - ETA: 7s - loss: 0.7172 - rpn_class_loss: 0.0038 - rpn_bbox_loss: 0.1813 - mrcnn_class_loss: 0.0869 - mrcnn_bbox_loss: 0.2985 - mrcnn_mask_loss: 0.1467\\n'\n",
            "b' 94/100 [===========================>..] - ETA: 6s - loss: 0.7132 - rpn_class_loss: 0.0038 - rpn_bbox_loss: 0.1800 - mrcnn_class_loss: 0.0865 - mrcnn_bbox_loss: 0.2969 - mrcnn_mask_loss: 0.1460\\n'\n",
            "b' 95/100 [===========================>..] - ETA: 5s - loss: 0.7290 - rpn_class_loss: 0.0050 - rpn_bbox_loss: 0.1945 - mrcnn_class_loss: 0.0865 - mrcnn_bbox_loss: 0.2970 - mrcnn_mask_loss: 0.1460\\n'\n",
            "b' 96/100 [===========================>..] - ETA: 4s - loss: 0.7240 - rpn_class_loss: 0.0050 - rpn_bbox_loss: 0.1927 - mrcnn_class_loss: 0.0861 - mrcnn_bbox_loss: 0.2950 - mrcnn_mask_loss: 0.1452\\n'\n",
            "b' 97/100 [============================>.] - ETA: 3s - loss: 0.7196 - rpn_class_loss: 0.0049 - rpn_bbox_loss: 0.1912 - mrcnn_class_loss: 0.0856 - mrcnn_bbox_loss: 0.2933 - mrcnn_mask_loss: 0.1445\\n'\n",
            "b' 98/100 [============================>.] - ETA: 2s - loss: 0.7182 - rpn_class_loss: 0.0049 - rpn_bbox_loss: 0.1901 - mrcnn_class_loss: 0.0858 - mrcnn_bbox_loss: 0.2931 - mrcnn_mask_loss: 0.1443\\n'\n",
            "b' 99/100 [============================>.] - ETA: 1s - loss: 0.7149 - rpn_class_loss: 0.0048 - rpn_bbox_loss: 0.1889 - mrcnn_class_loss: 0.0859 - mrcnn_bbox_loss: 0.2912 - mrcnn_mask_loss: 0.1440\\n'\n",
            "b'100/100 [==============================] - 132s 1s/step - loss: 0.7205 - rpn_class_loss: 0.0056 - rpn_bbox_loss: 0.1935 - mrcnn_class_loss: 0.0862 - mrcnn_bbox_loss: 0.2913 - mrcnn_mask_loss: 0.1438 - val_loss: 0.5204 - val_rpn_class_loss: 0.0033 - val_rpn_bbox_loss: 0.1558 - val_mrcnn_class_loss: 0.0681 - val_mrcnn_bbox_loss: 0.1832 - val_mrcnn_mask_loss: 0.1100\\n'\n",
            "b'Epoch 4/90\\n'\n",
            "b'\\n'\n",
            "b'  1/100 [..............................] - ETA: 1:37 - loss: 0.2820 - rpn_class_loss: 3.1422e-04 - rpn_bbox_loss: 0.0762 - mrcnn_class_loss: 0.0374 - mrcnn_bbox_loss: 0.0957 - mrcnn_mask_loss: 0.0724\\n'\n",
            "b'  2/100 [..............................] - ETA: 1:39 - loss: 0.2529 - rpn_class_loss: 5.6494e-04 - rpn_bbox_loss: 0.0674 - mrcnn_class_loss: 0.0380 - mrcnn_bbox_loss: 0.0797 - mrcnn_mask_loss: 0.0671\\n'\n",
            "b'  3/100 [..............................] - ETA: 1:37 - loss: 0.3727 - rpn_class_loss: 6.1002e-04 - rpn_bbox_loss: 0.0672 - mrcnn_class_loss: 0.0669 - mrcnn_bbox_loss: 0.1304 - mrcnn_mask_loss: 0.1076\\n'\n",
            "b'  4/100 [>.............................] - ETA: 1:36 - loss: 0.3524 - rpn_class_loss: 6.1394e-04 - rpn_bbox_loss: 0.0598 - mrcnn_class_loss: 0.0707 - mrcnn_bbox_loss: 0.1170 - mrcnn_mask_loss: 0.1042\\n'\n",
            "b'  5/100 [>.............................] - ETA: 1:35 - loss: 0.3845 - rpn_class_loss: 0.0015 - rpn_bbox_loss: 0.0579 - mrcnn_class_loss: 0.0722 - mrcnn_bbox_loss: 0.1502 - mrcnn_mask_loss: 0.1027    \\n'\n",
            "b'  6/100 [>.............................] - ETA: 1:34 - loss: 0.3578 - rpn_class_loss: 0.0013 - rpn_bbox_loss: 0.0583 - mrcnn_class_loss: 0.0640 - mrcnn_bbox_loss: 0.1368 - mrcnn_mask_loss: 0.0974\\n'\n",
            "b'  7/100 [=>............................] - ETA: 1:34 - loss: 0.3737 - rpn_class_loss: 0.0014 - rpn_bbox_loss: 0.0667 - mrcnn_class_loss: 0.0716 - mrcnn_bbox_loss: 0.1384 - mrcnn_mask_loss: 0.0955\\n'\n",
            "b'  8/100 [=>............................] - ETA: 1:33 - loss: 0.3811 - rpn_class_loss: 0.0013 - rpn_bbox_loss: 0.0622 - mrcnn_class_loss: 0.0772 - mrcnn_bbox_loss: 0.1356 - mrcnn_mask_loss: 0.1047\\n'\n",
            "b'  9/100 [=>............................] - ETA: 1:32 - loss: 0.3764 - rpn_class_loss: 0.0016 - rpn_bbox_loss: 0.0620 - mrcnn_class_loss: 0.0796 - mrcnn_bbox_loss: 0.1320 - mrcnn_mask_loss: 0.1011\\n'\n",
            "b' 10/100 [==>...........................] - ETA: 1:31 - loss: 0.3714 - rpn_class_loss: 0.0020 - rpn_bbox_loss: 0.0621 - mrcnn_class_loss: 0.0781 - mrcnn_bbox_loss: 0.1303 - mrcnn_mask_loss: 0.0990\\n'\n",
            "b' 11/100 [==>...........................] - ETA: 1:30 - loss: 0.3672 - rpn_class_loss: 0.0019 - rpn_bbox_loss: 0.0683 - mrcnn_class_loss: 0.0735 - mrcnn_bbox_loss: 0.1267 - mrcnn_mask_loss: 0.0968\\n'\n",
            "b' 12/100 [==>...........................] - ETA: 1:29 - loss: 0.3643 - rpn_class_loss: 0.0019 - rpn_bbox_loss: 0.0681 - mrcnn_class_loss: 0.0717 - mrcnn_bbox_loss: 0.1263 - mrcnn_mask_loss: 0.0964\\n'\n",
            "b' 13/100 [==>...........................] - ETA: 1:28 - loss: 0.3649 - rpn_class_loss: 0.0018 - rpn_bbox_loss: 0.0704 - mrcnn_class_loss: 0.0698 - mrcnn_bbox_loss: 0.1275 - mrcnn_mask_loss: 0.0953\\n'\n",
            "b' 14/100 [===>..........................] - ETA: 1:27 - loss: 0.3590 - rpn_class_loss: 0.0020 - rpn_bbox_loss: 0.0707 - mrcnn_class_loss: 0.0686 - mrcnn_bbox_loss: 0.1239 - mrcnn_mask_loss: 0.0939\\n'\n",
            "b' 15/100 [===>..........................] - ETA: 1:26 - loss: 0.3577 - rpn_class_loss: 0.0019 - rpn_bbox_loss: 0.0692 - mrcnn_class_loss: 0.0693 - mrcnn_bbox_loss: 0.1236 - mrcnn_mask_loss: 0.0939\\n'\n",
            "b' 16/100 [===>..........................] - ETA: 1:25 - loss: 0.3515 - rpn_class_loss: 0.0018 - rpn_bbox_loss: 0.0693 - mrcnn_class_loss: 0.0679 - mrcnn_bbox_loss: 0.1207 - mrcnn_mask_loss: 0.0918\\n'\n",
            "b' 17/100 [====>.........................] - ETA: 1:24 - loss: 0.3578 - rpn_class_loss: 0.0017 - rpn_bbox_loss: 0.0686 - mrcnn_class_loss: 0.0695 - mrcnn_bbox_loss: 0.1255 - mrcnn_mask_loss: 0.0924\\n'\n",
            "b' 18/100 [====>.........................] - ETA: 1:23 - loss: 0.3527 - rpn_class_loss: 0.0017 - rpn_bbox_loss: 0.0673 - mrcnn_class_loss: 0.0681 - mrcnn_bbox_loss: 0.1233 - mrcnn_mask_loss: 0.0922\\n'\n",
            "b' 19/100 [====>.........................] - ETA: 1:22 - loss: 0.3535 - rpn_class_loss: 0.0016 - rpn_bbox_loss: 0.0694 - mrcnn_class_loss: 0.0674 - mrcnn_bbox_loss: 0.1238 - mrcnn_mask_loss: 0.0912\\n'\n",
            "b' 20/100 [=====>........................] - ETA: 1:21 - loss: 0.3500 - rpn_class_loss: 0.0016 - rpn_bbox_loss: 0.0692 - mrcnn_class_loss: 0.0677 - mrcnn_bbox_loss: 0.1208 - mrcnn_mask_loss: 0.0907\\n'\n",
            "b' 21/100 [=====>........................] - ETA: 1:20 - loss: 0.3561 - rpn_class_loss: 0.0017 - rpn_bbox_loss: 0.0740 - mrcnn_class_loss: 0.0680 - mrcnn_bbox_loss: 0.1215 - mrcnn_mask_loss: 0.0909\\n'\n",
            "b' 22/100 [=====>........................] - ETA: 1:19 - loss: 0.3549 - rpn_class_loss: 0.0016 - rpn_bbox_loss: 0.0732 - mrcnn_class_loss: 0.0690 - mrcnn_bbox_loss: 0.1205 - mrcnn_mask_loss: 0.0905\\n'\n",
            "b' 23/100 [=====>........................] - ETA: 1:18 - loss: 0.3694 - rpn_class_loss: 0.0019 - rpn_bbox_loss: 0.0779 - mrcnn_class_loss: 0.0689 - mrcnn_bbox_loss: 0.1250 - mrcnn_mask_loss: 0.0957\\n'\n",
            "b' 24/100 [======>.......................] - ETA: 1:17 - loss: 0.3636 - rpn_class_loss: 0.0018 - rpn_bbox_loss: 0.0775 - mrcnn_class_loss: 0.0676 - mrcnn_bbox_loss: 0.1221 - mrcnn_mask_loss: 0.0945\\n'\n",
            "b' 25/100 [======>.......................] - ETA: 1:16 - loss: 0.3669 - rpn_class_loss: 0.0019 - rpn_bbox_loss: 0.0814 - mrcnn_class_loss: 0.0672 - mrcnn_bbox_loss: 0.1223 - mrcnn_mask_loss: 0.0941\\n'\n",
            "b' 26/100 [======>.......................] - ETA: 1:15 - loss: 0.3649 - rpn_class_loss: 0.0019 - rpn_bbox_loss: 0.0802 - mrcnn_class_loss: 0.0667 - mrcnn_bbox_loss: 0.1221 - mrcnn_mask_loss: 0.0940\\n'\n",
            "b' 27/100 [=======>......................] - ETA: 1:14 - loss: 0.3658 - rpn_class_loss: 0.0019 - rpn_bbox_loss: 0.0805 - mrcnn_class_loss: 0.0664 - mrcnn_bbox_loss: 0.1223 - mrcnn_mask_loss: 0.0947\\n'\n",
            "b' 28/100 [=======>......................] - ETA: 1:13 - loss: 0.3728 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.0819 - mrcnn_class_loss: 0.0671 - mrcnn_bbox_loss: 0.1238 - mrcnn_mask_loss: 0.0979\\n'\n",
            "b' 29/100 [=======>......................] - ETA: 1:12 - loss: 0.3959 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.0882 - mrcnn_class_loss: 0.0677 - mrcnn_bbox_loss: 0.1324 - mrcnn_mask_loss: 0.1053\\n'\n",
            "b' 30/100 [========>.....................] - ETA: 1:11 - loss: 0.3933 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.0872 - mrcnn_class_loss: 0.0675 - mrcnn_bbox_loss: 0.1316 - mrcnn_mask_loss: 0.1046\\n'\n",
            "b' 31/100 [========>.....................] - ETA: 1:10 - loss: 0.3945 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.0862 - mrcnn_class_loss: 0.0693 - mrcnn_bbox_loss: 0.1334 - mrcnn_mask_loss: 0.1033\\n'\n",
            "b' 32/100 [========>.....................] - ETA: 1:09 - loss: 0.3920 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.0855 - mrcnn_class_loss: 0.0687 - mrcnn_bbox_loss: 0.1317 - mrcnn_mask_loss: 0.1039\\n'\n",
            "b' 33/100 [========>.....................] - ETA: 1:08 - loss: 0.3977 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.0850 - mrcnn_class_loss: 0.0680 - mrcnn_bbox_loss: 0.1311 - mrcnn_mask_loss: 0.1114\\n'\n",
            "b' 34/100 [=========>....................] - ETA: 1:07 - loss: 0.4058 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.0857 - mrcnn_class_loss: 0.0680 - mrcnn_bbox_loss: 0.1349 - mrcnn_mask_loss: 0.1150\\n'\n",
            "b' 35/100 [=========>....................] - ETA: 1:06 - loss: 0.4053 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.0863 - mrcnn_class_loss: 0.0679 - mrcnn_bbox_loss: 0.1331 - mrcnn_mask_loss: 0.1156\\n'\n",
            "b' 36/100 [=========>....................] - ETA: 1:05 - loss: 0.4030 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.0852 - mrcnn_class_loss: 0.0688 - mrcnn_bbox_loss: 0.1323 - mrcnn_mask_loss: 0.1144\\n'\n",
            "b' 37/100 [==========>...................] - ETA: 1:04 - loss: 0.4154 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.0847 - mrcnn_class_loss: 0.0707 - mrcnn_bbox_loss: 0.1397 - mrcnn_mask_loss: 0.1179\\n'\n",
            "b' 38/100 [==========>...................] - ETA: 1:03 - loss: 0.4163 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.0840 - mrcnn_class_loss: 0.0703 - mrcnn_bbox_loss: 0.1386 - mrcnn_mask_loss: 0.1208\\n'\n",
            "b' 39/100 [==========>...................] - ETA: 1:02 - loss: 0.4120 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.0830 - mrcnn_class_loss: 0.0692 - mrcnn_bbox_loss: 0.1373 - mrcnn_mask_loss: 0.1201\\n'\n",
            "b' 40/100 [===========>..................] - ETA: 1:01 - loss: 0.4104 - rpn_class_loss: 0.0025 - rpn_bbox_loss: 0.0824 - mrcnn_class_loss: 0.0701 - mrcnn_bbox_loss: 0.1352 - mrcnn_mask_loss: 0.1201\\n'\n",
            "b' 41/100 [===========>..................] - ETA: 1:00 - loss: 0.4116 - rpn_class_loss: 0.0025 - rpn_bbox_loss: 0.0823 - mrcnn_class_loss: 0.0705 - mrcnn_bbox_loss: 0.1372 - mrcnn_mask_loss: 0.1192\\n'\n",
            "b' 42/100 [===========>..................] - ETA: 59s - loss: 0.4179 - rpn_class_loss: 0.0025 - rpn_bbox_loss: 0.0816 - mrcnn_class_loss: 0.0721 - mrcnn_bbox_loss: 0.1398 - mrcnn_mask_loss: 0.1220 \\n'\n",
            "b' 43/100 [===========>..................] - ETA: 58s - loss: 0.4199 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.0839 - mrcnn_class_loss: 0.0713 - mrcnn_bbox_loss: 0.1399 - mrcnn_mask_loss: 0.1222\\n'\n",
            "b' 44/100 [============>.................] - ETA: 57s - loss: 0.4148 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.0824 - mrcnn_class_loss: 0.0703 - mrcnn_bbox_loss: 0.1381 - mrcnn_mask_loss: 0.1216\\n'\n",
            "b' 45/100 [============>.................] - ETA: 56s - loss: 0.4246 - rpn_class_loss: 0.0025 - rpn_bbox_loss: 0.0918 - mrcnn_class_loss: 0.0699 - mrcnn_bbox_loss: 0.1382 - mrcnn_mask_loss: 0.1223\\n'\n",
            "b' 46/100 [============>.................] - ETA: 55s - loss: 0.4225 - rpn_class_loss: 0.0025 - rpn_bbox_loss: 0.0914 - mrcnn_class_loss: 0.0694 - mrcnn_bbox_loss: 0.1381 - mrcnn_mask_loss: 0.1212\\n'\n",
            "b' 47/100 [=============>................] - ETA: 54s - loss: 0.4248 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.0922 - mrcnn_class_loss: 0.0686 - mrcnn_bbox_loss: 0.1405 - mrcnn_mask_loss: 0.1210\\n'\n",
            "b' 48/100 [=============>................] - ETA: 53s - loss: 0.4246 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.0927 - mrcnn_class_loss: 0.0683 - mrcnn_bbox_loss: 0.1401 - mrcnn_mask_loss: 0.1212\\n'\n",
            "b' 49/100 [=============>................] - ETA: 52s - loss: 0.4235 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.0923 - mrcnn_class_loss: 0.0682 - mrcnn_bbox_loss: 0.1401 - mrcnn_mask_loss: 0.1205\\n'\n",
            "b' 50/100 [==============>...............] - ETA: 51s - loss: 0.4294 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.0968 - mrcnn_class_loss: 0.0680 - mrcnn_bbox_loss: 0.1408 - mrcnn_mask_loss: 0.1214\\n'\n",
            "b' 51/100 [==============>...............] - ETA: 50s - loss: 0.4289 - rpn_class_loss: 0.0025 - rpn_bbox_loss: 0.0965 - mrcnn_class_loss: 0.0680 - mrcnn_bbox_loss: 0.1406 - mrcnn_mask_loss: 0.1213\\n'\n",
            "b' 52/100 [==============>...............] - ETA: 49s - loss: 0.4268 - rpn_class_loss: 0.0025 - rpn_bbox_loss: 0.0964 - mrcnn_class_loss: 0.0670 - mrcnn_bbox_loss: 0.1398 - mrcnn_mask_loss: 0.1211\\n'\n",
            "b' 53/100 [==============>...............] - ETA: 48s - loss: 0.4316 - rpn_class_loss: 0.0025 - rpn_bbox_loss: 0.0988 - mrcnn_class_loss: 0.0674 - mrcnn_bbox_loss: 0.1418 - mrcnn_mask_loss: 0.1211\\n'\n",
            "b' 54/100 [===============>..............] - ETA: 47s - loss: 0.4284 - rpn_class_loss: 0.0025 - rpn_bbox_loss: 0.0979 - mrcnn_class_loss: 0.0673 - mrcnn_bbox_loss: 0.1403 - mrcnn_mask_loss: 0.1204\\n'\n",
            "b' 55/100 [===============>..............] - ETA: 46s - loss: 0.4253 - rpn_class_loss: 0.0025 - rpn_bbox_loss: 0.0967 - mrcnn_class_loss: 0.0663 - mrcnn_bbox_loss: 0.1402 - mrcnn_mask_loss: 0.1195\\n'\n",
            "b' 56/100 [===============>..............] - ETA: 45s - loss: 0.4226 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.0954 - mrcnn_class_loss: 0.0660 - mrcnn_bbox_loss: 0.1392 - mrcnn_mask_loss: 0.1194\\n'\n",
            "b' 57/100 [================>.............] - ETA: 44s - loss: 0.4291 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.0973 - mrcnn_class_loss: 0.0659 - mrcnn_bbox_loss: 0.1415 - mrcnn_mask_loss: 0.1218\\n'\n",
            "b' 58/100 [================>.............] - ETA: 43s - loss: 0.4298 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.0978 - mrcnn_class_loss: 0.0662 - mrcnn_bbox_loss: 0.1414 - mrcnn_mask_loss: 0.1218\\n'\n",
            "b' 59/100 [================>.............] - ETA: 42s - loss: 0.4367 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.1020 - mrcnn_class_loss: 0.0666 - mrcnn_bbox_loss: 0.1438 - mrcnn_mask_loss: 0.1215\\n'\n",
            "b' 60/100 [=================>............] - ETA: 41s - loss: 0.4324 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.1008 - mrcnn_class_loss: 0.0657 - mrcnn_bbox_loss: 0.1425 - mrcnn_mask_loss: 0.1206\\n'\n",
            "b' 61/100 [=================>............] - ETA: 39s - loss: 0.4344 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.1018 - mrcnn_class_loss: 0.0660 - mrcnn_bbox_loss: 0.1436 - mrcnn_mask_loss: 0.1202\\n'\n",
            "b' 62/100 [=================>............] - ETA: 38s - loss: 0.4362 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.1029 - mrcnn_class_loss: 0.0658 - mrcnn_bbox_loss: 0.1432 - mrcnn_mask_loss: 0.1215\\n'\n",
            "b' 63/100 [=================>............] - ETA: 37s - loss: 0.4380 - rpn_class_loss: 0.0027 - rpn_bbox_loss: 0.1026 - mrcnn_class_loss: 0.0659 - mrcnn_bbox_loss: 0.1447 - mrcnn_mask_loss: 0.1220\\n'\n",
            "b' 64/100 [==================>...........] - ETA: 36s - loss: 0.4421 - rpn_class_loss: 0.0029 - rpn_bbox_loss: 0.1051 - mrcnn_class_loss: 0.0665 - mrcnn_bbox_loss: 0.1457 - mrcnn_mask_loss: 0.1220\\n'\n",
            "b' 65/100 [==================>...........] - ETA: 35s - loss: 0.4457 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.1053 - mrcnn_class_loss: 0.0685 - mrcnn_bbox_loss: 0.1465 - mrcnn_mask_loss: 0.1227\\n'\n",
            "b' 66/100 [==================>...........] - ETA: 34s - loss: 0.4451 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.1054 - mrcnn_class_loss: 0.0683 - mrcnn_bbox_loss: 0.1463 - mrcnn_mask_loss: 0.1223\\n'\n",
            "b' 67/100 [===================>..........] - ETA: 33s - loss: 0.4418 - rpn_class_loss: 0.0029 - rpn_bbox_loss: 0.1044 - mrcnn_class_loss: 0.0679 - mrcnn_bbox_loss: 0.1451 - mrcnn_mask_loss: 0.1215\\n'\n",
            "b' 68/100 [===================>..........] - ETA: 32s - loss: 0.4405 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.1036 - mrcnn_class_loss: 0.0681 - mrcnn_bbox_loss: 0.1440 - mrcnn_mask_loss: 0.1220\\n'\n",
            "b' 69/100 [===================>..........] - ETA: 31s - loss: 0.4564 - rpn_class_loss: 0.0030 - rpn_bbox_loss: 0.1103 - mrcnn_class_loss: 0.0684 - mrcnn_bbox_loss: 0.1501 - mrcnn_mask_loss: 0.1247\\n'\n",
            "b' 70/100 [====================>.........] - ETA: 30s - loss: 0.4572 - rpn_class_loss: 0.0030 - rpn_bbox_loss: 0.1096 - mrcnn_class_loss: 0.0699 - mrcnn_bbox_loss: 0.1498 - mrcnn_mask_loss: 0.1250\\n'\n",
            "b' 71/100 [====================>.........] - ETA: 29s - loss: 0.4638 - rpn_class_loss: 0.0034 - rpn_bbox_loss: 0.1169 - mrcnn_class_loss: 0.0695 - mrcnn_bbox_loss: 0.1493 - mrcnn_mask_loss: 0.1246\\n'\n",
            "b' 72/100 [====================>.........] - ETA: 28s - loss: 0.4597 - rpn_class_loss: 0.0034 - rpn_bbox_loss: 0.1159 - mrcnn_class_loss: 0.0689 - mrcnn_bbox_loss: 0.1477 - mrcnn_mask_loss: 0.1239\\n'\n",
            "b' 73/100 [====================>.........] - ETA: 27s - loss: 0.4615 - rpn_class_loss: 0.0034 - rpn_bbox_loss: 0.1155 - mrcnn_class_loss: 0.0696 - mrcnn_bbox_loss: 0.1497 - mrcnn_mask_loss: 0.1233\\n'\n",
            "b' 74/100 [=====================>........] - ETA: 26s - loss: 0.4687 - rpn_class_loss: 0.0035 - rpn_bbox_loss: 0.1186 - mrcnn_class_loss: 0.0697 - mrcnn_bbox_loss: 0.1513 - mrcnn_mask_loss: 0.1256\\n'\n",
            "b' 75/100 [=====================>........] - ETA: 25s - loss: 0.4703 - rpn_class_loss: 0.0038 - rpn_bbox_loss: 0.1208 - mrcnn_class_loss: 0.0695 - mrcnn_bbox_loss: 0.1509 - mrcnn_mask_loss: 0.1253\\n'\n",
            "b' 76/100 [=====================>........] - ETA: 24s - loss: 0.4716 - rpn_class_loss: 0.0041 - rpn_bbox_loss: 0.1237 - mrcnn_class_loss: 0.0691 - mrcnn_bbox_loss: 0.1498 - mrcnn_mask_loss: 0.1249\\n'\n",
            "b' 77/100 [======================>.......] - ETA: 23s - loss: 0.4716 - rpn_class_loss: 0.0041 - rpn_bbox_loss: 0.1233 - mrcnn_class_loss: 0.0686 - mrcnn_bbox_loss: 0.1505 - mrcnn_mask_loss: 0.1251\\n'\n",
            "b' 78/100 [======================>.......] - ETA: 22s - loss: 0.4708 - rpn_class_loss: 0.0040 - rpn_bbox_loss: 0.1226 - mrcnn_class_loss: 0.0698 - mrcnn_bbox_loss: 0.1500 - mrcnn_mask_loss: 0.1245\\n'\n",
            "b' 79/100 [======================>.......] - ETA: 21s - loss: 0.4678 - rpn_class_loss: 0.0040 - rpn_bbox_loss: 0.1215 - mrcnn_class_loss: 0.0692 - mrcnn_bbox_loss: 0.1491 - mrcnn_mask_loss: 0.1239\\n'\n",
            "b' 80/100 [=======================>......] - ETA: 20s - loss: 0.4677 - rpn_class_loss: 0.0042 - rpn_bbox_loss: 0.1226 - mrcnn_class_loss: 0.0689 - mrcnn_bbox_loss: 0.1484 - mrcnn_mask_loss: 0.1236\\n'\n",
            "b' 81/100 [=======================>......] - ETA: 19s - loss: 0.4671 - rpn_class_loss: 0.0041 - rpn_bbox_loss: 0.1218 - mrcnn_class_loss: 0.0693 - mrcnn_bbox_loss: 0.1487 - mrcnn_mask_loss: 0.1232\\n'\n",
            "b' 82/100 [=======================>......] - ETA: 18s - loss: 0.4660 - rpn_class_loss: 0.0041 - rpn_bbox_loss: 0.1212 - mrcnn_class_loss: 0.0692 - mrcnn_bbox_loss: 0.1483 - mrcnn_mask_loss: 0.1232\\n'\n",
            "b' 83/100 [=======================>......] - ETA: 17s - loss: 0.4647 - rpn_class_loss: 0.0041 - rpn_bbox_loss: 0.1203 - mrcnn_class_loss: 0.0688 - mrcnn_bbox_loss: 0.1481 - mrcnn_mask_loss: 0.1234\\n'\n",
            "b' 84/100 [========================>.....] - ETA: 16s - loss: 0.4613 - rpn_class_loss: 0.0041 - rpn_bbox_loss: 0.1192 - mrcnn_class_loss: 0.0683 - mrcnn_bbox_loss: 0.1469 - mrcnn_mask_loss: 0.1228\\n'\n",
            "b' 85/100 [========================>.....] - ETA: 15s - loss: 0.4631 - rpn_class_loss: 0.0040 - rpn_bbox_loss: 0.1198 - mrcnn_class_loss: 0.0681 - mrcnn_bbox_loss: 0.1480 - mrcnn_mask_loss: 0.1232\\n'\n",
            "b' 86/100 [========================>.....] - ETA: 14s - loss: 0.4607 - rpn_class_loss: 0.0040 - rpn_bbox_loss: 0.1188 - mrcnn_class_loss: 0.0683 - mrcnn_bbox_loss: 0.1470 - mrcnn_mask_loss: 0.1226\\n'\n",
            "b' 87/100 [=========================>....] - ETA: 13s - loss: 0.4733 - rpn_class_loss: 0.0040 - rpn_bbox_loss: 0.1265 - mrcnn_class_loss: 0.0694 - mrcnn_bbox_loss: 0.1500 - mrcnn_mask_loss: 0.1235\\n'\n",
            "b' 88/100 [=========================>....] - ETA: 12s - loss: 0.4713 - rpn_class_loss: 0.0040 - rpn_bbox_loss: 0.1254 - mrcnn_class_loss: 0.0692 - mrcnn_bbox_loss: 0.1492 - mrcnn_mask_loss: 0.1234\\n'\n",
            "b' 89/100 [=========================>....] - ETA: 11s - loss: 0.4722 - rpn_class_loss: 0.0039 - rpn_bbox_loss: 0.1252 - mrcnn_class_loss: 0.0703 - mrcnn_bbox_loss: 0.1498 - mrcnn_mask_loss: 0.1230\\n'\n",
            "b' 90/100 [==========================>...] - ETA: 10s - loss: 0.4720 - rpn_class_loss: 0.0039 - rpn_bbox_loss: 0.1254 - mrcnn_class_loss: 0.0702 - mrcnn_bbox_loss: 0.1492 - mrcnn_mask_loss: 0.1233\\n'\n",
            "b' 91/100 [==========================>...] - ETA: 9s - loss: 0.4704 - rpn_class_loss: 0.0039 - rpn_bbox_loss: 0.1249 - mrcnn_class_loss: 0.0698 - mrcnn_bbox_loss: 0.1487 - mrcnn_mask_loss: 0.1231 \\n'\n",
            "b' 92/100 [==========================>...] - ETA: 8s - loss: 0.4792 - rpn_class_loss: 0.0039 - rpn_bbox_loss: 0.1310 - mrcnn_class_loss: 0.0705 - mrcnn_bbox_loss: 0.1504 - mrcnn_mask_loss: 0.1236\\n'\n",
            "b' 93/100 [==========================>...] - ETA: 7s - loss: 0.4791 - rpn_class_loss: 0.0038 - rpn_bbox_loss: 0.1304 - mrcnn_class_loss: 0.0708 - mrcnn_bbox_loss: 0.1505 - mrcnn_mask_loss: 0.1236\\n'\n",
            "b' 94/100 [===========================>..] - ETA: 6s - loss: 0.4791 - rpn_class_loss: 0.0038 - rpn_bbox_loss: 0.1297 - mrcnn_class_loss: 0.0718 - mrcnn_bbox_loss: 0.1508 - mrcnn_mask_loss: 0.1231\\n'\n",
            "b' 95/100 [===========================>..] - ETA: 5s - loss: 0.4869 - rpn_class_loss: 0.0040 - rpn_bbox_loss: 0.1318 - mrcnn_class_loss: 0.0739 - mrcnn_bbox_loss: 0.1530 - mrcnn_mask_loss: 0.1243\\n'\n",
            "b' 96/100 [===========================>..] - ETA: 4s - loss: 0.4846 - rpn_class_loss: 0.0040 - rpn_bbox_loss: 0.1309 - mrcnn_class_loss: 0.0736 - mrcnn_bbox_loss: 0.1521 - mrcnn_mask_loss: 0.1240\\n'\n",
            "b' 97/100 [============================>.] - ETA: 3s - loss: 0.4881 - rpn_class_loss: 0.0039 - rpn_bbox_loss: 0.1321 - mrcnn_class_loss: 0.0735 - mrcnn_bbox_loss: 0.1546 - mrcnn_mask_loss: 0.1239\\n'\n",
            "b' 98/100 [============================>.] - ETA: 2s - loss: 0.4871 - rpn_class_loss: 0.0039 - rpn_bbox_loss: 0.1316 - mrcnn_class_loss: 0.0739 - mrcnn_bbox_loss: 0.1539 - mrcnn_mask_loss: 0.1238\\n'\n",
            "b' 99/100 [============================>.] - ETA: 1s - loss: 0.4916 - rpn_class_loss: 0.0039 - rpn_bbox_loss: 0.1328 - mrcnn_class_loss: 0.0738 - mrcnn_bbox_loss: 0.1558 - mrcnn_mask_loss: 0.1254\\n'\n",
            "b'100/100 [==============================] - 132s 1s/step - loss: 0.4971 - rpn_class_loss: 0.0041 - rpn_bbox_loss: 0.1339 - mrcnn_class_loss: 0.0758 - mrcnn_bbox_loss: 0.1567 - mrcnn_mask_loss: 0.1267 - val_loss: 0.4992 - val_rpn_class_loss: 0.0036 - val_rpn_bbox_loss: 0.1165 - val_mrcnn_class_loss: 0.0595 - val_mrcnn_bbox_loss: 0.1862 - val_mrcnn_mask_loss: 0.1333\\n'\n",
            "b'Epoch 5/90\\n'\n",
            "b'\\n'\n",
            "b'  1/100 [..............................] - ETA: 1:43 - loss: 0.4426 - rpn_class_loss: 0.0010 - rpn_bbox_loss: 0.0589 - mrcnn_class_loss: 0.0753 - mrcnn_bbox_loss: 0.2176 - mrcnn_mask_loss: 0.0898\\n'\n",
            "b'  2/100 [..............................] - ETA: 1:41 - loss: 0.4984 - rpn_class_loss: 8.6201e-04 - rpn_bbox_loss: 0.0850 - mrcnn_class_loss: 0.0616 - mrcnn_bbox_loss: 0.2460 - mrcnn_mask_loss: 0.1049\\n'\n",
            "b'  3/100 [..............................] - ETA: 1:39 - loss: 0.4361 - rpn_class_loss: 8.9190e-04 - rpn_bbox_loss: 0.0686 - mrcnn_class_loss: 0.0560 - mrcnn_bbox_loss: 0.2045 - mrcnn_mask_loss: 0.1062\\n'\n",
            "b'  4/100 [>.............................] - ETA: 1:38 - loss: 0.5176 - rpn_class_loss: 0.0013 - rpn_bbox_loss: 0.0903 - mrcnn_class_loss: 0.0595 - mrcnn_bbox_loss: 0.2237 - mrcnn_mask_loss: 0.1428    \\n'\n",
            "b'  5/100 [>.............................] - ETA: 1:37 - loss: 0.5123 - rpn_class_loss: 0.0011 - rpn_bbox_loss: 0.0857 - mrcnn_class_loss: 0.0818 - mrcnn_bbox_loss: 0.2121 - mrcnn_mask_loss: 0.1316\\n'\n",
            "b'  6/100 [>.............................] - ETA: 1:35 - loss: 0.4821 - rpn_class_loss: 0.0011 - rpn_bbox_loss: 0.0751 - mrcnn_class_loss: 0.0823 - mrcnn_bbox_loss: 0.1991 - mrcnn_mask_loss: 0.1245\\n'\n",
            "b'  7/100 [=>............................] - ETA: 1:35 - loss: 0.5023 - rpn_class_loss: 0.0146 - rpn_bbox_loss: 0.1047 - mrcnn_class_loss: 0.0768 - mrcnn_bbox_loss: 0.1883 - mrcnn_mask_loss: 0.1178\\n'\n",
            "b'  8/100 [=>............................] - ETA: 1:34 - loss: 0.4676 - rpn_class_loss: 0.0129 - rpn_bbox_loss: 0.0962 - mrcnn_class_loss: 0.0728 - mrcnn_bbox_loss: 0.1706 - mrcnn_mask_loss: 0.1149\\n'\n",
            "b'  9/100 [=>............................] - ETA: 1:33 - loss: 0.5064 - rpn_class_loss: 0.0119 - rpn_bbox_loss: 0.1158 - mrcnn_class_loss: 0.0693 - mrcnn_bbox_loss: 0.1905 - mrcnn_mask_loss: 0.1189\\n'\n",
            "b' 10/100 [==>...........................] - ETA: 1:32 - loss: 0.4964 - rpn_class_loss: 0.0108 - rpn_bbox_loss: 0.1075 - mrcnn_class_loss: 0.0788 - mrcnn_bbox_loss: 0.1831 - mrcnn_mask_loss: 0.1163\\n'\n",
            "b' 11/100 [==>...........................] - ETA: 1:31 - loss: 0.4957 - rpn_class_loss: 0.0099 - rpn_bbox_loss: 0.1090 - mrcnn_class_loss: 0.0757 - mrcnn_bbox_loss: 0.1787 - mrcnn_mask_loss: 0.1224\\n'\n",
            "b' 12/100 [==>...........................] - ETA: 1:30 - loss: 0.5060 - rpn_class_loss: 0.0154 - rpn_bbox_loss: 0.1080 - mrcnn_class_loss: 0.0746 - mrcnn_bbox_loss: 0.1853 - mrcnn_mask_loss: 0.1227\\n'\n",
            "b' 13/100 [==>...........................] - ETA: 1:29 - loss: 0.5003 - rpn_class_loss: 0.0145 - rpn_bbox_loss: 0.1042 - mrcnn_class_loss: 0.0752 - mrcnn_bbox_loss: 0.1858 - mrcnn_mask_loss: 0.1207\\n'\n",
            "b' 14/100 [===>..........................] - ETA: 1:28 - loss: 0.5014 - rpn_class_loss: 0.0137 - rpn_bbox_loss: 0.1077 - mrcnn_class_loss: 0.0729 - mrcnn_bbox_loss: 0.1853 - mrcnn_mask_loss: 0.1219\\n'\n",
            "b' 15/100 [===>..........................] - ETA: 1:27 - loss: 0.4926 - rpn_class_loss: 0.0128 - rpn_bbox_loss: 0.1049 - mrcnn_class_loss: 0.0742 - mrcnn_bbox_loss: 0.1822 - mrcnn_mask_loss: 0.1185\\n'\n",
            "b' 16/100 [===>..........................] - ETA: 1:26 - loss: 0.4825 - rpn_class_loss: 0.0121 - rpn_bbox_loss: 0.1032 - mrcnn_class_loss: 0.0726 - mrcnn_bbox_loss: 0.1740 - mrcnn_mask_loss: 0.1206\\n'\n",
            "b' 17/100 [====>.........................] - ETA: 1:25 - loss: 0.5304 - rpn_class_loss: 0.0129 - rpn_bbox_loss: 0.1517 - mrcnn_class_loss: 0.0706 - mrcnn_bbox_loss: 0.1747 - mrcnn_mask_loss: 0.1205\\n'\n",
            "b' 18/100 [====>.........................] - ETA: 1:24 - loss: 0.5219 - rpn_class_loss: 0.0124 - rpn_bbox_loss: 0.1460 - mrcnn_class_loss: 0.0719 - mrcnn_bbox_loss: 0.1724 - mrcnn_mask_loss: 0.1191\\n'\n",
            "b' 19/100 [====>.........................] - ETA: 1:23 - loss: 0.5248 - rpn_class_loss: 0.0124 - rpn_bbox_loss: 0.1425 - mrcnn_class_loss: 0.0759 - mrcnn_bbox_loss: 0.1737 - mrcnn_mask_loss: 0.1203\\n'\n",
            "b' 20/100 [=====>........................] - ETA: 1:22 - loss: 0.5105 - rpn_class_loss: 0.0118 - rpn_bbox_loss: 0.1371 - mrcnn_class_loss: 0.0758 - mrcnn_bbox_loss: 0.1680 - mrcnn_mask_loss: 0.1179\\n'\n",
            "b' 21/100 [=====>........................] - ETA: 1:21 - loss: 0.5240 - rpn_class_loss: 0.0113 - rpn_bbox_loss: 0.1396 - mrcnn_class_loss: 0.0752 - mrcnn_bbox_loss: 0.1730 - mrcnn_mask_loss: 0.1249\\n'\n",
            "b' 22/100 [=====>........................] - ETA: 1:20 - loss: 0.5379 - rpn_class_loss: 0.0117 - rpn_bbox_loss: 0.1568 - mrcnn_class_loss: 0.0743 - mrcnn_bbox_loss: 0.1705 - mrcnn_mask_loss: 0.1247\\n'\n",
            "b' 23/100 [=====>........................] - ETA: 1:19 - loss: 0.5309 - rpn_class_loss: 0.0112 - rpn_bbox_loss: 0.1517 - mrcnn_class_loss: 0.0735 - mrcnn_bbox_loss: 0.1681 - mrcnn_mask_loss: 0.1265\\n'\n",
            "b' 24/100 [======>.......................] - ETA: 1:18 - loss: 0.5251 - rpn_class_loss: 0.0112 - rpn_bbox_loss: 0.1467 - mrcnn_class_loss: 0.0762 - mrcnn_bbox_loss: 0.1639 - mrcnn_mask_loss: 0.1271\\n'\n",
            "b' 25/100 [======>.......................] - ETA: 1:17 - loss: 0.5312 - rpn_class_loss: 0.0109 - rpn_bbox_loss: 0.1423 - mrcnn_class_loss: 0.0813 - mrcnn_bbox_loss: 0.1677 - mrcnn_mask_loss: 0.1290\\n'\n",
            "b' 26/100 [======>.......................] - ETA: 1:16 - loss: 0.5348 - rpn_class_loss: 0.0105 - rpn_bbox_loss: 0.1409 - mrcnn_class_loss: 0.0809 - mrcnn_bbox_loss: 0.1690 - mrcnn_mask_loss: 0.1334\\n'\n",
            "b' 27/100 [=======>......................] - ETA: 1:15 - loss: 0.5288 - rpn_class_loss: 0.0101 - rpn_bbox_loss: 0.1368 - mrcnn_class_loss: 0.0826 - mrcnn_bbox_loss: 0.1678 - mrcnn_mask_loss: 0.1314\\n'\n",
            "b' 28/100 [=======>......................] - ETA: 1:13 - loss: 0.5203 - rpn_class_loss: 0.0098 - rpn_bbox_loss: 0.1326 - mrcnn_class_loss: 0.0818 - mrcnn_bbox_loss: 0.1650 - mrcnn_mask_loss: 0.1313\\n'\n",
            "b' 29/100 [=======>......................] - ETA: 1:12 - loss: 0.5216 - rpn_class_loss: 0.0095 - rpn_bbox_loss: 0.1309 - mrcnn_class_loss: 0.0799 - mrcnn_bbox_loss: 0.1698 - mrcnn_mask_loss: 0.1315\\n'\n",
            "b' 30/100 [========>.....................] - ETA: 1:11 - loss: 0.5230 - rpn_class_loss: 0.0093 - rpn_bbox_loss: 0.1279 - mrcnn_class_loss: 0.0828 - mrcnn_bbox_loss: 0.1707 - mrcnn_mask_loss: 0.1323\\n'\n",
            "b' 31/100 [========>.....................] - ETA: 1:10 - loss: 0.5197 - rpn_class_loss: 0.0091 - rpn_bbox_loss: 0.1267 - mrcnn_class_loss: 0.0807 - mrcnn_bbox_loss: 0.1709 - mrcnn_mask_loss: 0.1323\\n'\n",
            "b' 32/100 [========>.....................] - ETA: 1:09 - loss: 0.5115 - rpn_class_loss: 0.0088 - rpn_bbox_loss: 0.1236 - mrcnn_class_loss: 0.0811 - mrcnn_bbox_loss: 0.1674 - mrcnn_mask_loss: 0.1307\\n'\n",
            "b' 33/100 [========>.....................] - ETA: 1:08 - loss: 0.5058 - rpn_class_loss: 0.0086 - rpn_bbox_loss: 0.1213 - mrcnn_class_loss: 0.0802 - mrcnn_bbox_loss: 0.1662 - mrcnn_mask_loss: 0.1295\\n'\n",
            "b' 34/100 [=========>....................] - ETA: 1:07 - loss: 0.5030 - rpn_class_loss: 0.0084 - rpn_bbox_loss: 0.1195 - mrcnn_class_loss: 0.0788 - mrcnn_bbox_loss: 0.1667 - mrcnn_mask_loss: 0.1295\\n'\n",
            "b' 35/100 [=========>....................] - ETA: 1:06 - loss: 0.5069 - rpn_class_loss: 0.0085 - rpn_bbox_loss: 0.1205 - mrcnn_class_loss: 0.0813 - mrcnn_bbox_loss: 0.1669 - mrcnn_mask_loss: 0.1298\\n'\n",
            "b' 36/100 [=========>....................] - ETA: 1:05 - loss: 0.5010 - rpn_class_loss: 0.0083 - rpn_bbox_loss: 0.1195 - mrcnn_class_loss: 0.0794 - mrcnn_bbox_loss: 0.1645 - mrcnn_mask_loss: 0.1293\\n'\n",
            "b' 37/100 [==========>...................] - ETA: 1:04 - loss: 0.5005 - rpn_class_loss: 0.0081 - rpn_bbox_loss: 0.1171 - mrcnn_class_loss: 0.0825 - mrcnn_bbox_loss: 0.1650 - mrcnn_mask_loss: 0.1278\\n'\n",
            "b' 38/100 [==========>...................] - ETA: 1:03 - loss: 0.4929 - rpn_class_loss: 0.0080 - rpn_bbox_loss: 0.1148 - mrcnn_class_loss: 0.0814 - mrcnn_bbox_loss: 0.1621 - mrcnn_mask_loss: 0.1265\\n'\n",
            "b' 39/100 [==========>...................] - ETA: 1:02 - loss: 0.4974 - rpn_class_loss: 0.0078 - rpn_bbox_loss: 0.1142 - mrcnn_class_loss: 0.0832 - mrcnn_bbox_loss: 0.1646 - mrcnn_mask_loss: 0.1275\\n'\n",
            "b' 40/100 [===========>..................] - ETA: 1:01 - loss: 0.4986 - rpn_class_loss: 0.0078 - rpn_bbox_loss: 0.1150 - mrcnn_class_loss: 0.0854 - mrcnn_bbox_loss: 0.1627 - mrcnn_mask_loss: 0.1277\\n'\n",
            "b' 41/100 [===========>..................] - ETA: 1:00 - loss: 0.4953 - rpn_class_loss: 0.0077 - rpn_bbox_loss: 0.1133 - mrcnn_class_loss: 0.0849 - mrcnn_bbox_loss: 0.1619 - mrcnn_mask_loss: 0.1275\\n'\n",
            "b' 42/100 [===========>..................] - ETA: 59s - loss: 0.4925 - rpn_class_loss: 0.0075 - rpn_bbox_loss: 0.1113 - mrcnn_class_loss: 0.0864 - mrcnn_bbox_loss: 0.1610 - mrcnn_mask_loss: 0.1263 \\n'\n",
            "b' 43/100 [===========>..................] - ETA: 58s - loss: 0.4982 - rpn_class_loss: 0.0074 - rpn_bbox_loss: 0.1160 - mrcnn_class_loss: 0.0869 - mrcnn_bbox_loss: 0.1607 - mrcnn_mask_loss: 0.1271\\n'\n",
            "b' 44/100 [============>.................] - ETA: 57s - loss: 0.4967 - rpn_class_loss: 0.0073 - rpn_bbox_loss: 0.1151 - mrcnn_class_loss: 0.0867 - mrcnn_bbox_loss: 0.1600 - mrcnn_mask_loss: 0.1277\\n'\n",
            "b' 45/100 [============>.................] - ETA: 56s - loss: 0.5005 - rpn_class_loss: 0.0073 - rpn_bbox_loss: 0.1185 - mrcnn_class_loss: 0.0858 - mrcnn_bbox_loss: 0.1599 - mrcnn_mask_loss: 0.1290\\n'\n",
            "b' 46/100 [============>.................] - ETA: 55s - loss: 0.4960 - rpn_class_loss: 0.0072 - rpn_bbox_loss: 0.1165 - mrcnn_class_loss: 0.0850 - mrcnn_bbox_loss: 0.1584 - mrcnn_mask_loss: 0.1289\\n'\n",
            "b' 47/100 [=============>................] - ETA: 54s - loss: 0.4954 - rpn_class_loss: 0.0070 - rpn_bbox_loss: 0.1156 - mrcnn_class_loss: 0.0848 - mrcnn_bbox_loss: 0.1593 - mrcnn_mask_loss: 0.1287\\n'\n",
            "b' 48/100 [=============>................] - ETA: 53s - loss: 0.4971 - rpn_class_loss: 0.0069 - rpn_bbox_loss: 0.1174 - mrcnn_class_loss: 0.0857 - mrcnn_bbox_loss: 0.1584 - mrcnn_mask_loss: 0.1287\\n'\n",
            "b' 49/100 [=============>................] - ETA: 52s - loss: 0.4927 - rpn_class_loss: 0.0068 - rpn_bbox_loss: 0.1158 - mrcnn_class_loss: 0.0851 - mrcnn_bbox_loss: 0.1570 - mrcnn_mask_loss: 0.1279\\n'\n",
            "b' 50/100 [==============>...............] - ETA: 51s - loss: 0.4931 - rpn_class_loss: 0.0068 - rpn_bbox_loss: 0.1163 - mrcnn_class_loss: 0.0843 - mrcnn_bbox_loss: 0.1562 - mrcnn_mask_loss: 0.1295\\n'\n",
            "b' 51/100 [==============>...............] - ETA: 50s - loss: 0.4884 - rpn_class_loss: 0.0067 - rpn_bbox_loss: 0.1150 - mrcnn_class_loss: 0.0831 - mrcnn_bbox_loss: 0.1549 - mrcnn_mask_loss: 0.1287\\n'\n",
            "b' 52/100 [==============>...............] - ETA: 49s - loss: 0.4847 - rpn_class_loss: 0.0066 - rpn_bbox_loss: 0.1136 - mrcnn_class_loss: 0.0828 - mrcnn_bbox_loss: 0.1535 - mrcnn_mask_loss: 0.1282\\n'\n",
            "b' 53/100 [==============>...............] - ETA: 48s - loss: 0.4863 - rpn_class_loss: 0.0065 - rpn_bbox_loss: 0.1137 - mrcnn_class_loss: 0.0826 - mrcnn_bbox_loss: 0.1551 - mrcnn_mask_loss: 0.1284\\n'\n",
            "b' 54/100 [===============>..............] - ETA: 47s - loss: 0.4815 - rpn_class_loss: 0.0064 - rpn_bbox_loss: 0.1122 - mrcnn_class_loss: 0.0820 - mrcnn_bbox_loss: 0.1532 - mrcnn_mask_loss: 0.1276\\n'\n",
            "b' 55/100 [===============>..............] - ETA: 46s - loss: 0.4821 - rpn_class_loss: 0.0063 - rpn_bbox_loss: 0.1129 - mrcnn_class_loss: 0.0817 - mrcnn_bbox_loss: 0.1538 - mrcnn_mask_loss: 0.1273\\n'\n",
            "b' 56/100 [===============>..............] - ETA: 45s - loss: 0.4764 - rpn_class_loss: 0.0062 - rpn_bbox_loss: 0.1116 - mrcnn_class_loss: 0.0806 - mrcnn_bbox_loss: 0.1515 - mrcnn_mask_loss: 0.1265\\n'\n",
            "b' 57/100 [================>.............] - ETA: 44s - loss: 0.4739 - rpn_class_loss: 0.0061 - rpn_bbox_loss: 0.1103 - mrcnn_class_loss: 0.0803 - mrcnn_bbox_loss: 0.1512 - mrcnn_mask_loss: 0.1260\\n'\n",
            "b' 58/100 [================>.............] - ETA: 43s - loss: 0.4722 - rpn_class_loss: 0.0060 - rpn_bbox_loss: 0.1094 - mrcnn_class_loss: 0.0803 - mrcnn_bbox_loss: 0.1503 - mrcnn_mask_loss: 0.1262\\n'\n",
            "b' 59/100 [================>.............] - ETA: 42s - loss: 0.4703 - rpn_class_loss: 0.0059 - rpn_bbox_loss: 0.1094 - mrcnn_class_loss: 0.0799 - mrcnn_bbox_loss: 0.1494 - mrcnn_mask_loss: 0.1257\\n'\n",
            "b' 60/100 [=================>............] - ETA: 41s - loss: 0.4679 - rpn_class_loss: 0.0058 - rpn_bbox_loss: 0.1091 - mrcnn_class_loss: 0.0796 - mrcnn_bbox_loss: 0.1480 - mrcnn_mask_loss: 0.1255\\n'\n",
            "b' 61/100 [=================>............] - ETA: 40s - loss: 0.4661 - rpn_class_loss: 0.0058 - rpn_bbox_loss: 0.1081 - mrcnn_class_loss: 0.0785 - mrcnn_bbox_loss: 0.1484 - mrcnn_mask_loss: 0.1255\\n'\n",
            "b' 62/100 [=================>............] - ETA: 39s - loss: 0.4623 - rpn_class_loss: 0.0057 - rpn_bbox_loss: 0.1068 - mrcnn_class_loss: 0.0781 - mrcnn_bbox_loss: 0.1466 - mrcnn_mask_loss: 0.1252\\n'\n",
            "b' 63/100 [=================>............] - ETA: 38s - loss: 0.4671 - rpn_class_loss: 0.0056 - rpn_bbox_loss: 0.1069 - mrcnn_class_loss: 0.0795 - mrcnn_bbox_loss: 0.1502 - mrcnn_mask_loss: 0.1250\\n'\n",
            "b' 64/100 [==================>...........] - ETA: 37s - loss: 0.4638 - rpn_class_loss: 0.0055 - rpn_bbox_loss: 0.1065 - mrcnn_class_loss: 0.0790 - mrcnn_bbox_loss: 0.1486 - mrcnn_mask_loss: 0.1243\\n'\n",
            "b' 65/100 [==================>...........] - ETA: 36s - loss: 0.4608 - rpn_class_loss: 0.0055 - rpn_bbox_loss: 0.1054 - mrcnn_class_loss: 0.0783 - mrcnn_bbox_loss: 0.1483 - mrcnn_mask_loss: 0.1234\\n'\n",
            "b' 66/100 [==================>...........] - ETA: 34s - loss: 0.4577 - rpn_class_loss: 0.0054 - rpn_bbox_loss: 0.1044 - mrcnn_class_loss: 0.0773 - mrcnn_bbox_loss: 0.1474 - mrcnn_mask_loss: 0.1232\\n'\n",
            "b' 67/100 [===================>..........] - ETA: 33s - loss: 0.4570 - rpn_class_loss: 0.0053 - rpn_bbox_loss: 0.1042 - mrcnn_class_loss: 0.0766 - mrcnn_bbox_loss: 0.1472 - mrcnn_mask_loss: 0.1236\\n'\n",
            "b' 68/100 [===================>..........] - ETA: 32s - loss: 0.4586 - rpn_class_loss: 0.0053 - rpn_bbox_loss: 0.1034 - mrcnn_class_loss: 0.0775 - mrcnn_bbox_loss: 0.1492 - mrcnn_mask_loss: 0.1233\\n'\n",
            "b' 69/100 [===================>..........] - ETA: 31s - loss: 0.4571 - rpn_class_loss: 0.0052 - rpn_bbox_loss: 0.1024 - mrcnn_class_loss: 0.0776 - mrcnn_bbox_loss: 0.1490 - mrcnn_mask_loss: 0.1229\\n'\n",
            "b' 70/100 [====================>.........] - ETA: 30s - loss: 0.4535 - rpn_class_loss: 0.0052 - rpn_bbox_loss: 0.1014 - mrcnn_class_loss: 0.0768 - mrcnn_bbox_loss: 0.1480 - mrcnn_mask_loss: 0.1220\\n'\n",
            "b' 71/100 [====================>.........] - ETA: 29s - loss: 0.4520 - rpn_class_loss: 0.0052 - rpn_bbox_loss: 0.1004 - mrcnn_class_loss: 0.0769 - mrcnn_bbox_loss: 0.1482 - mrcnn_mask_loss: 0.1213\\n'\n",
            "b' 72/100 [====================>.........] - ETA: 28s - loss: 0.4501 - rpn_class_loss: 0.0051 - rpn_bbox_loss: 0.1001 - mrcnn_class_loss: 0.0762 - mrcnn_bbox_loss: 0.1471 - mrcnn_mask_loss: 0.1216\\n'\n",
            "b' 73/100 [====================>.........] - ETA: 27s - loss: 0.4473 - rpn_class_loss: 0.0051 - rpn_bbox_loss: 0.0993 - mrcnn_class_loss: 0.0758 - mrcnn_bbox_loss: 0.1463 - mrcnn_mask_loss: 0.1208\\n'\n",
            "b' 74/100 [=====================>........] - ETA: 26s - loss: 0.4444 - rpn_class_loss: 0.0050 - rpn_bbox_loss: 0.0982 - mrcnn_class_loss: 0.0756 - mrcnn_bbox_loss: 0.1452 - mrcnn_mask_loss: 0.1204\\n'\n",
            "b' 75/100 [=====================>........] - ETA: 25s - loss: 0.4483 - rpn_class_loss: 0.0050 - rpn_bbox_loss: 0.0977 - mrcnn_class_loss: 0.0751 - mrcnn_bbox_loss: 0.1471 - mrcnn_mask_loss: 0.1234\\n'\n",
            "b' 76/100 [=====================>........] - ETA: 24s - loss: 0.4459 - rpn_class_loss: 0.0050 - rpn_bbox_loss: 0.0969 - mrcnn_class_loss: 0.0751 - mrcnn_bbox_loss: 0.1462 - mrcnn_mask_loss: 0.1227\\n'\n",
            "b' 77/100 [======================>.......] - ETA: 23s - loss: 0.4439 - rpn_class_loss: 0.0050 - rpn_bbox_loss: 0.0960 - mrcnn_class_loss: 0.0744 - mrcnn_bbox_loss: 0.1461 - mrcnn_mask_loss: 0.1225\\n'\n",
            "b' 78/100 [======================>.......] - ETA: 22s - loss: 0.4410 - rpn_class_loss: 0.0049 - rpn_bbox_loss: 0.0952 - mrcnn_class_loss: 0.0742 - mrcnn_bbox_loss: 0.1450 - mrcnn_mask_loss: 0.1217\\n'\n",
            "b' 79/100 [======================>.......] - ETA: 21s - loss: 0.4429 - rpn_class_loss: 0.0049 - rpn_bbox_loss: 0.0963 - mrcnn_class_loss: 0.0741 - mrcnn_bbox_loss: 0.1454 - mrcnn_mask_loss: 0.1221\\n'\n",
            "b' 80/100 [=======================>......] - ETA: 20s - loss: 0.4434 - rpn_class_loss: 0.0049 - rpn_bbox_loss: 0.0956 - mrcnn_class_loss: 0.0736 - mrcnn_bbox_loss: 0.1459 - mrcnn_mask_loss: 0.1235\\n'\n",
            "b' 81/100 [=======================>......] - ETA: 19s - loss: 0.4424 - rpn_class_loss: 0.0048 - rpn_bbox_loss: 0.0952 - mrcnn_class_loss: 0.0733 - mrcnn_bbox_loss: 0.1463 - mrcnn_mask_loss: 0.1228\\n'\n",
            "b' 82/100 [=======================>......] - ETA: 18s - loss: 0.4394 - rpn_class_loss: 0.0048 - rpn_bbox_loss: 0.0944 - mrcnn_class_loss: 0.0727 - mrcnn_bbox_loss: 0.1451 - mrcnn_mask_loss: 0.1224\\n'\n",
            "b' 83/100 [=======================>......] - ETA: 17s - loss: 0.4374 - rpn_class_loss: 0.0048 - rpn_bbox_loss: 0.0945 - mrcnn_class_loss: 0.0721 - mrcnn_bbox_loss: 0.1441 - mrcnn_mask_loss: 0.1219\\n'\n",
            "b' 84/100 [========================>.....] - ETA: 16s - loss: 0.4369 - rpn_class_loss: 0.0047 - rpn_bbox_loss: 0.0942 - mrcnn_class_loss: 0.0721 - mrcnn_bbox_loss: 0.1439 - mrcnn_mask_loss: 0.1219\\n'\n",
            "b' 85/100 [========================>.....] - ETA: 15s - loss: 0.4341 - rpn_class_loss: 0.0047 - rpn_bbox_loss: 0.0933 - mrcnn_class_loss: 0.0715 - mrcnn_bbox_loss: 0.1434 - mrcnn_mask_loss: 0.1212\\n'\n",
            "b' 86/100 [========================>.....] - ETA: 14s - loss: 0.4321 - rpn_class_loss: 0.0046 - rpn_bbox_loss: 0.0927 - mrcnn_class_loss: 0.0714 - mrcnn_bbox_loss: 0.1428 - mrcnn_mask_loss: 0.1206\\n'\n",
            "b' 87/100 [=========================>....] - ETA: 13s - loss: 0.4348 - rpn_class_loss: 0.0046 - rpn_bbox_loss: 0.0941 - mrcnn_class_loss: 0.0714 - mrcnn_bbox_loss: 0.1442 - mrcnn_mask_loss: 0.1205\\n'\n",
            "b' 88/100 [=========================>....] - ETA: 12s - loss: 0.4320 - rpn_class_loss: 0.0045 - rpn_bbox_loss: 0.0936 - mrcnn_class_loss: 0.0709 - mrcnn_bbox_loss: 0.1428 - mrcnn_mask_loss: 0.1202\\n'\n",
            "b' 89/100 [=========================>....] - ETA: 11s - loss: 0.4316 - rpn_class_loss: 0.0045 - rpn_bbox_loss: 0.0936 - mrcnn_class_loss: 0.0707 - mrcnn_bbox_loss: 0.1430 - mrcnn_mask_loss: 0.1198\\n'\n",
            "b' 90/100 [==========================>...] - ETA: 10s - loss: 0.4284 - rpn_class_loss: 0.0045 - rpn_bbox_loss: 0.0929 - mrcnn_class_loss: 0.0702 - mrcnn_bbox_loss: 0.1417 - mrcnn_mask_loss: 0.1191\\n'\n",
            "b' 91/100 [==========================>...] - ETA: 9s - loss: 0.4370 - rpn_class_loss: 0.0045 - rpn_bbox_loss: 0.0959 - mrcnn_class_loss: 0.0714 - mrcnn_bbox_loss: 0.1442 - mrcnn_mask_loss: 0.1210 \\n'\n",
            "b' 92/100 [==========================>...] - ETA: 8s - loss: 0.4361 - rpn_class_loss: 0.0045 - rpn_bbox_loss: 0.0959 - mrcnn_class_loss: 0.0712 - mrcnn_bbox_loss: 0.1438 - mrcnn_mask_loss: 0.1207\\n'\n",
            "b' 93/100 [==========================>...] - ETA: 7s - loss: 0.4441 - rpn_class_loss: 0.0045 - rpn_bbox_loss: 0.1049 - mrcnn_class_loss: 0.0707 - mrcnn_bbox_loss: 0.1436 - mrcnn_mask_loss: 0.1205\\n'\n",
            "b' 94/100 [===========================>..] - ETA: 6s - loss: 0.4417 - rpn_class_loss: 0.0045 - rpn_bbox_loss: 0.1042 - mrcnn_class_loss: 0.0704 - mrcnn_bbox_loss: 0.1427 - mrcnn_mask_loss: 0.1201\\n'\n",
            "b' 95/100 [===========================>..] - ETA: 5s - loss: 0.4393 - rpn_class_loss: 0.0044 - rpn_bbox_loss: 0.1035 - mrcnn_class_loss: 0.0699 - mrcnn_bbox_loss: 0.1418 - mrcnn_mask_loss: 0.1197\\n'\n",
            "b' 96/100 [===========================>..] - ETA: 4s - loss: 0.4446 - rpn_class_loss: 0.0044 - rpn_bbox_loss: 0.1055 - mrcnn_class_loss: 0.0708 - mrcnn_bbox_loss: 0.1425 - mrcnn_mask_loss: 0.1214\\n'\n",
            "b' 97/100 [============================>.] - ETA: 3s - loss: 0.4451 - rpn_class_loss: 0.0044 - rpn_bbox_loss: 0.1057 - mrcnn_class_loss: 0.0704 - mrcnn_bbox_loss: 0.1432 - mrcnn_mask_loss: 0.1213\\n'\n",
            "b' 98/100 [============================>.] - ETA: 2s - loss: 0.4490 - rpn_class_loss: 0.0044 - rpn_bbox_loss: 0.1110 - mrcnn_class_loss: 0.0700 - mrcnn_bbox_loss: 0.1427 - mrcnn_mask_loss: 0.1210\\n'\n",
            "b' 99/100 [============================>.] - ETA: 1s - loss: 0.4491 - rpn_class_loss: 0.0044 - rpn_bbox_loss: 0.1109 - mrcnn_class_loss: 0.0703 - mrcnn_bbox_loss: 0.1429 - mrcnn_mask_loss: 0.1206\\n'\n",
            "b'100/100 [==============================] - 132s 1s/step - loss: 0.4463 - rpn_class_loss: 0.0044 - rpn_bbox_loss: 0.1101 - mrcnn_class_loss: 0.0698 - mrcnn_bbox_loss: 0.1420 - mrcnn_mask_loss: 0.1202 - val_loss: 0.5026 - val_rpn_class_loss: 0.0014 - val_rpn_bbox_loss: 0.1895 - val_mrcnn_class_loss: 0.0472 - val_mrcnn_bbox_loss: 0.1558 - val_mrcnn_mask_loss: 0.1086\\n'\n",
            "b'Epoch 6/90\\n'\n",
            "b'\\n'\n",
            "b'  1/100 [..............................] - ETA: 1:40 - loss: 0.4325 - rpn_class_loss: 6.2067e-04 - rpn_bbox_loss: 0.0843 - mrcnn_class_loss: 0.0614 - mrcnn_bbox_loss: 0.1897 - mrcnn_mask_loss: 0.0965\\n'\n",
            "b'  2/100 [..............................] - ETA: 1:40 - loss: 0.4068 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.0916 - mrcnn_class_loss: 0.0402 - mrcnn_bbox_loss: 0.1759 - mrcnn_mask_loss: 0.0967    \\n'\n",
            "b'  3/100 [..............................] - ETA: 1:39 - loss: 0.4799 - rpn_class_loss: 0.0017 - rpn_bbox_loss: 0.1830 - mrcnn_class_loss: 0.0419 - mrcnn_bbox_loss: 0.1577 - mrcnn_mask_loss: 0.0955\\n'\n",
            "b'  4/100 [>.............................] - ETA: 1:38 - loss: 0.4412 - rpn_class_loss: 0.0015 - rpn_bbox_loss: 0.1528 - mrcnn_class_loss: 0.0543 - mrcnn_bbox_loss: 0.1403 - mrcnn_mask_loss: 0.0924\\n'\n",
            "b'  5/100 [>.............................] - ETA: 1:37 - loss: 0.5841 - rpn_class_loss: 0.0020 - rpn_bbox_loss: 0.1344 - mrcnn_class_loss: 0.0659 - mrcnn_bbox_loss: 0.2099 - mrcnn_mask_loss: 0.1719\\n'\n",
            "b'  6/100 [>.............................] - ETA: 1:37 - loss: 0.5381 - rpn_class_loss: 0.0018 - rpn_bbox_loss: 0.1252 - mrcnn_class_loss: 0.0643 - mrcnn_bbox_loss: 0.1861 - mrcnn_mask_loss: 0.1607\\n'\n",
            "b'  7/100 [=>............................] - ETA: 1:36 - loss: 0.5351 - rpn_class_loss: 0.0027 - rpn_bbox_loss: 0.1381 - mrcnn_class_loss: 0.0614 - mrcnn_bbox_loss: 0.1733 - mrcnn_mask_loss: 0.1596\\n'\n",
            "b'  8/100 [=>............................] - ETA: 1:36 - loss: 0.5203 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.1452 - mrcnn_class_loss: 0.0577 - mrcnn_bbox_loss: 0.1644 - mrcnn_mask_loss: 0.1507\\n'\n",
            "b'  9/100 [=>............................] - ETA: 1:35 - loss: 0.4989 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1394 - mrcnn_class_loss: 0.0571 - mrcnn_bbox_loss: 0.1570 - mrcnn_mask_loss: 0.1432\\n'\n",
            "b' 10/100 [==>...........................] - ETA: 1:34 - loss: 0.5268 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.1296 - mrcnn_class_loss: 0.0599 - mrcnn_bbox_loss: 0.1674 - mrcnn_mask_loss: 0.1675\\n'\n",
            "b' 11/100 [==>...........................] - ETA: 1:33 - loss: 0.5283 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.1340 - mrcnn_class_loss: 0.0624 - mrcnn_bbox_loss: 0.1685 - mrcnn_mask_loss: 0.1610\\n'\n",
            "b' 12/100 [==>...........................] - ETA: 1:31 - loss: 0.5175 - rpn_class_loss: 0.0029 - rpn_bbox_loss: 0.1324 - mrcnn_class_loss: 0.0631 - mrcnn_bbox_loss: 0.1597 - mrcnn_mask_loss: 0.1594\\n'\n",
            "b' 13/100 [==>...........................] - ETA: 1:30 - loss: 0.5077 - rpn_class_loss: 0.0027 - rpn_bbox_loss: 0.1294 - mrcnn_class_loss: 0.0622 - mrcnn_bbox_loss: 0.1566 - mrcnn_mask_loss: 0.1568\\n'\n",
            "b' 14/100 [===>..........................] - ETA: 1:29 - loss: 0.4879 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.1242 - mrcnn_class_loss: 0.0613 - mrcnn_bbox_loss: 0.1487 - mrcnn_mask_loss: 0.1511\\n'\n",
            "b' 15/100 [===>..........................] - ETA: 1:28 - loss: 0.4851 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.1236 - mrcnn_class_loss: 0.0582 - mrcnn_bbox_loss: 0.1483 - mrcnn_mask_loss: 0.1526\\n'\n",
            "b' 16/100 [===>..........................] - ETA: 1:27 - loss: 0.4769 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.1228 - mrcnn_class_loss: 0.0583 - mrcnn_bbox_loss: 0.1440 - mrcnn_mask_loss: 0.1494\\n'\n",
            "b' 17/100 [====>.........................] - ETA: 1:25 - loss: 0.5022 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.1241 - mrcnn_class_loss: 0.0698 - mrcnn_bbox_loss: 0.1526 - mrcnn_mask_loss: 0.1534\\n'\n",
            "b' 18/100 [====>.........................] - ETA: 1:24 - loss: 0.4872 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1186 - mrcnn_class_loss: 0.0680 - mrcnn_bbox_loss: 0.1471 - mrcnn_mask_loss: 0.1513\\n'\n",
            "b' 19/100 [====>.........................] - ETA: 1:23 - loss: 0.4819 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.1160 - mrcnn_class_loss: 0.0684 - mrcnn_bbox_loss: 0.1476 - mrcnn_mask_loss: 0.1478\\n'\n",
            "b' 20/100 [=====>........................] - ETA: 1:22 - loss: 0.4725 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.1129 - mrcnn_class_loss: 0.0660 - mrcnn_bbox_loss: 0.1441 - mrcnn_mask_loss: 0.1475\\n'\n",
            "b' 21/100 [=====>........................] - ETA: 1:21 - loss: 0.4987 - rpn_class_loss: 0.0027 - rpn_bbox_loss: 0.1207 - mrcnn_class_loss: 0.0674 - mrcnn_bbox_loss: 0.1523 - mrcnn_mask_loss: 0.1556\\n'\n",
            "b' 22/100 [=====>........................] - ETA: 1:20 - loss: 0.5081 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.1199 - mrcnn_class_loss: 0.0734 - mrcnn_bbox_loss: 0.1556 - mrcnn_mask_loss: 0.1567\\n'\n",
            "b' 23/100 [=====>........................] - ETA: 1:19 - loss: 0.5004 - rpn_class_loss: 0.0027 - rpn_bbox_loss: 0.1177 - mrcnn_class_loss: 0.0713 - mrcnn_bbox_loss: 0.1532 - mrcnn_mask_loss: 0.1556\\n'\n",
            "b' 24/100 [======>.......................] - ETA: 1:18 - loss: 0.4900 - rpn_class_loss: 0.0025 - rpn_bbox_loss: 0.1154 - mrcnn_class_loss: 0.0708 - mrcnn_bbox_loss: 0.1487 - mrcnn_mask_loss: 0.1526\\n'\n",
            "b' 25/100 [======>.......................] - ETA: 1:17 - loss: 0.4945 - rpn_class_loss: 0.0025 - rpn_bbox_loss: 0.1177 - mrcnn_class_loss: 0.0694 - mrcnn_bbox_loss: 0.1530 - mrcnn_mask_loss: 0.1519\\n'\n",
            "b' 26/100 [======>.......................] - ETA: 1:16 - loss: 0.5052 - rpn_class_loss: 0.0029 - rpn_bbox_loss: 0.1220 - mrcnn_class_loss: 0.0701 - mrcnn_bbox_loss: 0.1558 - mrcnn_mask_loss: 0.1545\\n'\n",
            "b' 27/100 [=======>......................] - ETA: 1:15 - loss: 0.4983 - rpn_class_loss: 0.0029 - rpn_bbox_loss: 0.1205 - mrcnn_class_loss: 0.0680 - mrcnn_bbox_loss: 0.1542 - mrcnn_mask_loss: 0.1527\\n'\n",
            "b' 28/100 [=======>......................] - ETA: 1:14 - loss: 0.4892 - rpn_class_loss: 0.0030 - rpn_bbox_loss: 0.1180 - mrcnn_class_loss: 0.0663 - mrcnn_bbox_loss: 0.1504 - mrcnn_mask_loss: 0.1514\\n'\n",
            "b' 29/100 [=======>......................] - ETA: 1:12 - loss: 0.4825 - rpn_class_loss: 0.0029 - rpn_bbox_loss: 0.1169 - mrcnn_class_loss: 0.0646 - mrcnn_bbox_loss: 0.1487 - mrcnn_mask_loss: 0.1494\\n'\n",
            "b' 30/100 [========>.....................] - ETA: 1:11 - loss: 0.4810 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.1171 - mrcnn_class_loss: 0.0635 - mrcnn_bbox_loss: 0.1486 - mrcnn_mask_loss: 0.1489\\n'\n",
            "b' 31/100 [========>.....................] - ETA: 1:10 - loss: 0.4784 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.1153 - mrcnn_class_loss: 0.0645 - mrcnn_bbox_loss: 0.1467 - mrcnn_mask_loss: 0.1491\\n'\n",
            "b' 32/100 [========>.....................] - ETA: 1:09 - loss: 0.4712 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.1131 - mrcnn_class_loss: 0.0629 - mrcnn_bbox_loss: 0.1448 - mrcnn_mask_loss: 0.1475\\n'\n",
            "b' 33/100 [========>.....................] - ETA: 1:08 - loss: 0.4689 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.1124 - mrcnn_class_loss: 0.0629 - mrcnn_bbox_loss: 0.1437 - mrcnn_mask_loss: 0.1471\\n'\n",
            "b' 34/100 [=========>....................] - ETA: 1:07 - loss: 0.4633 - rpn_class_loss: 0.0027 - rpn_bbox_loss: 0.1113 - mrcnn_class_loss: 0.0614 - mrcnn_bbox_loss: 0.1422 - mrcnn_mask_loss: 0.1456\\n'\n",
            "b' 35/100 [=========>....................] - ETA: 1:06 - loss: 0.4608 - rpn_class_loss: 0.0027 - rpn_bbox_loss: 0.1100 - mrcnn_class_loss: 0.0614 - mrcnn_bbox_loss: 0.1420 - mrcnn_mask_loss: 0.1447\\n'\n",
            "b' 36/100 [=========>....................] - ETA: 1:05 - loss: 0.4559 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.1083 - mrcnn_class_loss: 0.0619 - mrcnn_bbox_loss: 0.1392 - mrcnn_mask_loss: 0.1439\\n'\n",
            "b' 37/100 [==========>...................] - ETA: 1:04 - loss: 0.4537 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.1079 - mrcnn_class_loss: 0.0614 - mrcnn_bbox_loss: 0.1390 - mrcnn_mask_loss: 0.1428\\n'\n",
            "b' 38/100 [==========>...................] - ETA: 1:03 - loss: 0.4497 - rpn_class_loss: 0.0025 - rpn_bbox_loss: 0.1075 - mrcnn_class_loss: 0.0608 - mrcnn_bbox_loss: 0.1370 - mrcnn_mask_loss: 0.1418\\n'\n",
            "b' 39/100 [==========>...................] - ETA: 1:02 - loss: 0.4485 - rpn_class_loss: 0.0025 - rpn_bbox_loss: 0.1073 - mrcnn_class_loss: 0.0597 - mrcnn_bbox_loss: 0.1384 - mrcnn_mask_loss: 0.1407\\n'\n",
            "b' 40/100 [===========>..................] - ETA: 1:01 - loss: 0.4441 - rpn_class_loss: 0.0025 - rpn_bbox_loss: 0.1056 - mrcnn_class_loss: 0.0593 - mrcnn_bbox_loss: 0.1368 - mrcnn_mask_loss: 0.1398\\n'\n",
            "b' 41/100 [===========>..................] - ETA: 1:00 - loss: 0.4394 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.1048 - mrcnn_class_loss: 0.0588 - mrcnn_bbox_loss: 0.1349 - mrcnn_mask_loss: 0.1384\\n'\n",
            "b' 42/100 [===========>..................] - ETA: 59s - loss: 0.4345 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.1034 - mrcnn_class_loss: 0.0584 - mrcnn_bbox_loss: 0.1328 - mrcnn_mask_loss: 0.1376 \\n'\n",
            "b' 43/100 [===========>..................] - ETA: 58s - loss: 0.4322 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.1027 - mrcnn_class_loss: 0.0579 - mrcnn_bbox_loss: 0.1323 - mrcnn_mask_loss: 0.1369\\n'\n",
            "b' 44/100 [============>.................] - ETA: 57s - loss: 0.4294 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.1016 - mrcnn_class_loss: 0.0570 - mrcnn_bbox_loss: 0.1324 - mrcnn_mask_loss: 0.1360\\n'\n",
            "b' 45/100 [============>.................] - ETA: 56s - loss: 0.4347 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.1031 - mrcnn_class_loss: 0.0570 - mrcnn_bbox_loss: 0.1335 - mrcnn_mask_loss: 0.1388\\n'\n",
            "b' 46/100 [============>.................] - ETA: 55s - loss: 0.4304 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.1022 - mrcnn_class_loss: 0.0568 - mrcnn_bbox_loss: 0.1317 - mrcnn_mask_loss: 0.1375\\n'\n",
            "b' 47/100 [=============>................] - ETA: 54s - loss: 0.4263 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.1007 - mrcnn_class_loss: 0.0563 - mrcnn_bbox_loss: 0.1300 - mrcnn_mask_loss: 0.1370\\n'\n",
            "b' 48/100 [=============>................] - ETA: 53s - loss: 0.4223 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.0993 - mrcnn_class_loss: 0.0559 - mrcnn_bbox_loss: 0.1286 - mrcnn_mask_loss: 0.1363\\n'\n",
            "b' 49/100 [=============>................] - ETA: 52s - loss: 0.4206 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.0995 - mrcnn_class_loss: 0.0563 - mrcnn_bbox_loss: 0.1273 - mrcnn_mask_loss: 0.1352\\n'\n",
            "b' 50/100 [==============>...............] - ETA: 51s - loss: 0.4221 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.0996 - mrcnn_class_loss: 0.0563 - mrcnn_bbox_loss: 0.1271 - mrcnn_mask_loss: 0.1369\\n'\n",
            "b' 51/100 [==============>...............] - ETA: 50s - loss: 0.4214 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.0988 - mrcnn_class_loss: 0.0577 - mrcnn_bbox_loss: 0.1271 - mrcnn_mask_loss: 0.1357\\n'\n",
            "b' 52/100 [==============>...............] - ETA: 49s - loss: 0.4170 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.0978 - mrcnn_class_loss: 0.0570 - mrcnn_bbox_loss: 0.1254 - mrcnn_mask_loss: 0.1346\\n'\n",
            "b' 53/100 [==============>...............] - ETA: 48s - loss: 0.4241 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.0987 - mrcnn_class_loss: 0.0574 - mrcnn_bbox_loss: 0.1284 - mrcnn_mask_loss: 0.1374\\n'\n",
            "b' 54/100 [===============>..............] - ETA: 47s - loss: 0.4209 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.0980 - mrcnn_class_loss: 0.0577 - mrcnn_bbox_loss: 0.1266 - mrcnn_mask_loss: 0.1364\\n'\n",
            "b' 55/100 [===============>..............] - ETA: 46s - loss: 0.4208 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.0983 - mrcnn_class_loss: 0.0575 - mrcnn_bbox_loss: 0.1277 - mrcnn_mask_loss: 0.1351\\n'\n",
            "b' 56/100 [===============>..............] - ETA: 45s - loss: 0.4182 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.0971 - mrcnn_class_loss: 0.0584 - mrcnn_bbox_loss: 0.1264 - mrcnn_mask_loss: 0.1341\\n'\n",
            "b' 57/100 [================>.............] - ETA: 44s - loss: 0.4171 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.0976 - mrcnn_class_loss: 0.0575 - mrcnn_bbox_loss: 0.1263 - mrcnn_mask_loss: 0.1334\\n'\n",
            "b' 58/100 [================>.............] - ETA: 43s - loss: 0.4189 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.0976 - mrcnn_class_loss: 0.0575 - mrcnn_bbox_loss: 0.1262 - mrcnn_mask_loss: 0.1354\\n'\n",
            "b' 59/100 [================>.............] - ETA: 42s - loss: 0.4255 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1010 - mrcnn_class_loss: 0.0585 - mrcnn_bbox_loss: 0.1274 - mrcnn_mask_loss: 0.1363\\n'\n",
            "b' 60/100 [=================>............] - ETA: 41s - loss: 0.4226 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.1009 - mrcnn_class_loss: 0.0581 - mrcnn_bbox_loss: 0.1261 - mrcnn_mask_loss: 0.1352\\n'\n",
            "b' 61/100 [=================>............] - ETA: 39s - loss: 0.4262 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1044 - mrcnn_class_loss: 0.0572 - mrcnn_bbox_loss: 0.1270 - mrcnn_mask_loss: 0.1354\\n'\n",
            "b' 62/100 [=================>............] - ETA: 38s - loss: 0.4232 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1041 - mrcnn_class_loss: 0.0563 - mrcnn_bbox_loss: 0.1258 - mrcnn_mask_loss: 0.1346\\n'\n",
            "b' 63/100 [=================>............] - ETA: 37s - loss: 0.4263 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1046 - mrcnn_class_loss: 0.0563 - mrcnn_bbox_loss: 0.1265 - mrcnn_mask_loss: 0.1367\\n'\n",
            "b' 64/100 [==================>...........] - ETA: 36s - loss: 0.4290 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1062 - mrcnn_class_loss: 0.0571 - mrcnn_bbox_loss: 0.1263 - mrcnn_mask_loss: 0.1372\\n'\n",
            "b' 65/100 [==================>...........] - ETA: 35s - loss: 0.4367 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1137 - mrcnn_class_loss: 0.0563 - mrcnn_bbox_loss: 0.1275 - mrcnn_mask_loss: 0.1371\\n'\n",
            "b' 66/100 [==================>...........] - ETA: 34s - loss: 0.4356 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1143 - mrcnn_class_loss: 0.0556 - mrcnn_bbox_loss: 0.1266 - mrcnn_mask_loss: 0.1370\\n'\n",
            "b' 67/100 [===================>..........] - ETA: 33s - loss: 0.4349 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1136 - mrcnn_class_loss: 0.0552 - mrcnn_bbox_loss: 0.1270 - mrcnn_mask_loss: 0.1369\\n'\n",
            "b' 68/100 [===================>..........] - ETA: 32s - loss: 0.4351 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.1128 - mrcnn_class_loss: 0.0551 - mrcnn_bbox_loss: 0.1270 - mrcnn_mask_loss: 0.1381\\n'\n",
            "b' 69/100 [===================>..........] - ETA: 31s - loss: 0.4391 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1137 - mrcnn_class_loss: 0.0555 - mrcnn_bbox_loss: 0.1284 - mrcnn_mask_loss: 0.1393\\n'\n",
            "b' 70/100 [====================>.........] - ETA: 30s - loss: 0.4411 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1159 - mrcnn_class_loss: 0.0549 - mrcnn_bbox_loss: 0.1288 - mrcnn_mask_loss: 0.1392\\n'\n",
            "b' 71/100 [====================>.........] - ETA: 29s - loss: 0.4410 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1157 - mrcnn_class_loss: 0.0544 - mrcnn_bbox_loss: 0.1283 - mrcnn_mask_loss: 0.1404\\n'\n",
            "b' 72/100 [====================>.........] - ETA: 28s - loss: 0.4392 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1147 - mrcnn_class_loss: 0.0539 - mrcnn_bbox_loss: 0.1280 - mrcnn_mask_loss: 0.1404\\n'\n",
            "b' 73/100 [====================>.........] - ETA: 27s - loss: 0.4411 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.1139 - mrcnn_class_loss: 0.0535 - mrcnn_bbox_loss: 0.1290 - mrcnn_mask_loss: 0.1426\\n'\n",
            "b' 74/100 [=====================>........] - ETA: 26s - loss: 0.4424 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1143 - mrcnn_class_loss: 0.0538 - mrcnn_bbox_loss: 0.1289 - mrcnn_mask_loss: 0.1432\\n'\n",
            "b' 75/100 [=====================>........] - ETA: 25s - loss: 0.4397 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1140 - mrcnn_class_loss: 0.0531 - mrcnn_bbox_loss: 0.1281 - mrcnn_mask_loss: 0.1423\\n'\n",
            "b' 76/100 [=====================>........] - ETA: 24s - loss: 0.4388 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1137 - mrcnn_class_loss: 0.0529 - mrcnn_bbox_loss: 0.1273 - mrcnn_mask_loss: 0.1428\\n'\n",
            "b' 77/100 [======================>.......] - ETA: 23s - loss: 0.4371 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.1133 - mrcnn_class_loss: 0.0524 - mrcnn_bbox_loss: 0.1270 - mrcnn_mask_loss: 0.1423\\n'\n",
            "b' 78/100 [======================>.......] - ETA: 22s - loss: 0.4373 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.1121 - mrcnn_class_loss: 0.0520 - mrcnn_bbox_loss: 0.1269 - mrcnn_mask_loss: 0.1440\\n'\n",
            "b' 79/100 [======================>.......] - ETA: 21s - loss: 0.4358 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.1116 - mrcnn_class_loss: 0.0520 - mrcnn_bbox_loss: 0.1268 - mrcnn_mask_loss: 0.1433\\n'\n",
            "b' 80/100 [=======================>......] - ETA: 20s - loss: 0.4327 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.1110 - mrcnn_class_loss: 0.0516 - mrcnn_bbox_loss: 0.1256 - mrcnn_mask_loss: 0.1425\\n'\n",
            "b' 81/100 [=======================>......] - ETA: 19s - loss: 0.4312 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.1103 - mrcnn_class_loss: 0.0514 - mrcnn_bbox_loss: 0.1251 - mrcnn_mask_loss: 0.1422\\n'\n",
            "b' 82/100 [=======================>......] - ETA: 18s - loss: 0.4286 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.1097 - mrcnn_class_loss: 0.0509 - mrcnn_bbox_loss: 0.1241 - mrcnn_mask_loss: 0.1418\\n'\n",
            "b' 83/100 [=======================>......] - ETA: 17s - loss: 0.4270 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1090 - mrcnn_class_loss: 0.0509 - mrcnn_bbox_loss: 0.1237 - mrcnn_mask_loss: 0.1413\\n'\n",
            "b' 84/100 [========================>.....] - ETA: 16s - loss: 0.4247 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1082 - mrcnn_class_loss: 0.0508 - mrcnn_bbox_loss: 0.1228 - mrcnn_mask_loss: 0.1407\\n'\n",
            "b' 85/100 [========================>.....] - ETA: 15s - loss: 0.4492 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.1241 - mrcnn_class_loss: 0.0534 - mrcnn_bbox_loss: 0.1269 - mrcnn_mask_loss: 0.1423\\n'\n",
            "b' 86/100 [========================>.....] - ETA: 14s - loss: 0.4465 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.1229 - mrcnn_class_loss: 0.0534 - mrcnn_bbox_loss: 0.1258 - mrcnn_mask_loss: 0.1418\\n'\n",
            "b' 87/100 [=========================>....] - ETA: 13s - loss: 0.4506 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.1229 - mrcnn_class_loss: 0.0532 - mrcnn_bbox_loss: 0.1280 - mrcnn_mask_loss: 0.1440\\n'\n",
            "b' 88/100 [=========================>....] - ETA: 12s - loss: 0.4482 - rpn_class_loss: 0.0027 - rpn_bbox_loss: 0.1220 - mrcnn_class_loss: 0.0531 - mrcnn_bbox_loss: 0.1271 - mrcnn_mask_loss: 0.1433\\n'\n",
            "b' 89/100 [=========================>....] - ETA: 11s - loss: 0.4488 - rpn_class_loss: 0.0027 - rpn_bbox_loss: 0.1231 - mrcnn_class_loss: 0.0528 - mrcnn_bbox_loss: 0.1271 - mrcnn_mask_loss: 0.1431\\n'\n",
            "b' 90/100 [==========================>...] - ETA: 10s - loss: 0.4639 - rpn_class_loss: 0.0029 - rpn_bbox_loss: 0.1330 - mrcnn_class_loss: 0.0550 - mrcnn_bbox_loss: 0.1288 - mrcnn_mask_loss: 0.1441\\n'\n",
            "b' 91/100 [==========================>...] - ETA: 9s - loss: 0.4624 - rpn_class_loss: 0.0029 - rpn_bbox_loss: 0.1324 - mrcnn_class_loss: 0.0548 - mrcnn_bbox_loss: 0.1287 - mrcnn_mask_loss: 0.1437 \\n'\n",
            "b' 92/100 [==========================>...] - ETA: 8s - loss: 0.4639 - rpn_class_loss: 0.0029 - rpn_bbox_loss: 0.1319 - mrcnn_class_loss: 0.0546 - mrcnn_bbox_loss: 0.1291 - mrcnn_mask_loss: 0.1455\\n'\n",
            "b' 93/100 [==========================>...] - ETA: 7s - loss: 0.4626 - rpn_class_loss: 0.0029 - rpn_bbox_loss: 0.1308 - mrcnn_class_loss: 0.0543 - mrcnn_bbox_loss: 0.1289 - mrcnn_mask_loss: 0.1458\\n'\n",
            "b' 94/100 [===========================>..] - ETA: 6s - loss: 0.4613 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.1304 - mrcnn_class_loss: 0.0540 - mrcnn_bbox_loss: 0.1284 - mrcnn_mask_loss: 0.1457\\n'\n",
            "b' 95/100 [===========================>..] - ETA: 5s - loss: 0.4603 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.1303 - mrcnn_class_loss: 0.0535 - mrcnn_bbox_loss: 0.1283 - mrcnn_mask_loss: 0.1454\\n'\n",
            "b' 96/100 [===========================>..] - ETA: 4s - loss: 0.4577 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.1295 - mrcnn_class_loss: 0.0531 - mrcnn_bbox_loss: 0.1274 - mrcnn_mask_loss: 0.1450\\n'\n",
            "b' 97/100 [============================>.] - ETA: 3s - loss: 0.4586 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.1293 - mrcnn_class_loss: 0.0527 - mrcnn_bbox_loss: 0.1283 - mrcnn_mask_loss: 0.1455\\n'\n",
            "b' 98/100 [============================>.] - ETA: 2s - loss: 0.4567 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.1283 - mrcnn_class_loss: 0.0526 - mrcnn_bbox_loss: 0.1275 - mrcnn_mask_loss: 0.1455\\n'\n",
            "b' 99/100 [============================>.] - ETA: 1s - loss: 0.4629 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.1287 - mrcnn_class_loss: 0.0525 - mrcnn_bbox_loss: 0.1295 - mrcnn_mask_loss: 0.1494\\n'\n",
            "b'100/100 [==============================] - 131s 1s/step - loss: 0.4609 - rpn_class_loss: 0.0027 - rpn_bbox_loss: 0.1284 - mrcnn_class_loss: 0.0521 - mrcnn_bbox_loss: 0.1288 - mrcnn_mask_loss: 0.1489 - val_loss: 0.4663 - val_rpn_class_loss: 0.0044 - val_rpn_bbox_loss: 0.1419 - val_mrcnn_class_loss: 0.0427 - val_mrcnn_bbox_loss: 0.1565 - val_mrcnn_mask_loss: 0.1209\\n'\n",
            "b'Epoch 7/90\\n'\n",
            "b'\\n'\n",
            "b'  1/100 [..............................] - ETA: 1:45 - loss: 0.5535 - rpn_class_loss: 1.7876e-04 - rpn_bbox_loss: 0.0884 - mrcnn_class_loss: 0.0682 - mrcnn_bbox_loss: 0.2719 - mrcnn_mask_loss: 0.1248\\n'\n",
            "b'  2/100 [..............................] - ETA: 1:43 - loss: 0.4470 - rpn_class_loss: 0.0012 - rpn_bbox_loss: 0.0876 - mrcnn_class_loss: 0.0385 - mrcnn_bbox_loss: 0.1686 - mrcnn_mask_loss: 0.1511    \\n'\n",
            "b'  3/100 [..............................] - ETA: 1:42 - loss: 0.3803 - rpn_class_loss: 9.4014e-04 - rpn_bbox_loss: 0.0682 - mrcnn_class_loss: 0.0321 - mrcnn_bbox_loss: 0.1477 - mrcnn_mask_loss: 0.1313\\n'\n",
            "b'  4/100 [>.............................] - ETA: 1:40 - loss: 0.5254 - rpn_class_loss: 9.8484e-04 - rpn_bbox_loss: 0.0875 - mrcnn_class_loss: 0.0361 - mrcnn_bbox_loss: 0.1832 - mrcnn_mask_loss: 0.2176\\n'\n",
            "b'  5/100 [>.............................] - ETA: 1:38 - loss: 0.8143 - rpn_class_loss: 0.0275 - rpn_bbox_loss: 0.3760 - mrcnn_class_loss: 0.0302 - mrcnn_bbox_loss: 0.1892 - mrcnn_mask_loss: 0.1915    \\n'\n",
            "b'  6/100 [>.............................] - ETA: 1:37 - loss: 0.7414 - rpn_class_loss: 0.0229 - rpn_bbox_loss: 0.3225 - mrcnn_class_loss: 0.0364 - mrcnn_bbox_loss: 0.1787 - mrcnn_mask_loss: 0.1808\\n'\n",
            "b'  7/100 [=>............................] - ETA: 1:36 - loss: 0.8615 - rpn_class_loss: 0.0248 - rpn_bbox_loss: 0.4426 - mrcnn_class_loss: 0.0438 - mrcnn_bbox_loss: 0.1695 - mrcnn_mask_loss: 0.1808\\n'\n",
            "b'  8/100 [=>............................] - ETA: 1:36 - loss: 0.7771 - rpn_class_loss: 0.0217 - rpn_bbox_loss: 0.3908 - mrcnn_class_loss: 0.0412 - mrcnn_bbox_loss: 0.1527 - mrcnn_mask_loss: 0.1707\\n'\n",
            "b'  9/100 [=>............................] - ETA: 1:35 - loss: 0.7306 - rpn_class_loss: 0.0196 - rpn_bbox_loss: 0.3524 - mrcnn_class_loss: 0.0411 - mrcnn_bbox_loss: 0.1440 - mrcnn_mask_loss: 0.1735\\n'\n",
            "b' 10/100 [==>...........................] - ETA: 1:33 - loss: 0.7892 - rpn_class_loss: 0.0278 - rpn_bbox_loss: 0.4116 - mrcnn_class_loss: 0.0389 - mrcnn_bbox_loss: 0.1450 - mrcnn_mask_loss: 0.1659\\n'\n",
            "b' 11/100 [==>...........................] - ETA: 1:32 - loss: 0.7524 - rpn_class_loss: 0.0254 - rpn_bbox_loss: 0.3793 - mrcnn_class_loss: 0.0394 - mrcnn_bbox_loss: 0.1504 - mrcnn_mask_loss: 0.1578\\n'\n",
            "b' 12/100 [==>...........................] - ETA: 1:32 - loss: 0.7878 - rpn_class_loss: 0.0256 - rpn_bbox_loss: 0.4044 - mrcnn_class_loss: 0.0460 - mrcnn_bbox_loss: 0.1501 - mrcnn_mask_loss: 0.1618\\n'\n",
            "b' 13/100 [==>...........................] - ETA: 1:31 - loss: 0.7464 - rpn_class_loss: 0.0237 - rpn_bbox_loss: 0.3764 - mrcnn_class_loss: 0.0457 - mrcnn_bbox_loss: 0.1455 - mrcnn_mask_loss: 0.1551\\n'\n",
            "b' 14/100 [===>..........................] - ETA: 1:29 - loss: 0.7106 - rpn_class_loss: 0.0222 - rpn_bbox_loss: 0.3511 - mrcnn_class_loss: 0.0445 - mrcnn_bbox_loss: 0.1382 - mrcnn_mask_loss: 0.1547\\n'\n",
            "b' 15/100 [===>..........................] - ETA: 1:28 - loss: 0.6825 - rpn_class_loss: 0.0207 - rpn_bbox_loss: 0.3321 - mrcnn_class_loss: 0.0427 - mrcnn_bbox_loss: 0.1364 - mrcnn_mask_loss: 0.1506\\n'\n",
            "b' 16/100 [===>..........................] - ETA: 1:27 - loss: 0.6561 - rpn_class_loss: 0.0195 - rpn_bbox_loss: 0.3139 - mrcnn_class_loss: 0.0427 - mrcnn_bbox_loss: 0.1344 - mrcnn_mask_loss: 0.1457\\n'\n",
            "b' 17/100 [====>.........................] - ETA: 1:26 - loss: 0.6375 - rpn_class_loss: 0.0185 - rpn_bbox_loss: 0.3015 - mrcnn_class_loss: 0.0420 - mrcnn_bbox_loss: 0.1344 - mrcnn_mask_loss: 0.1411\\n'\n",
            "b' 18/100 [====>.........................] - ETA: 1:25 - loss: 0.6119 - rpn_class_loss: 0.0175 - rpn_bbox_loss: 0.2867 - mrcnn_class_loss: 0.0419 - mrcnn_bbox_loss: 0.1286 - mrcnn_mask_loss: 0.1372\\n'\n",
            "b' 19/100 [====>.........................] - ETA: 1:24 - loss: 0.6058 - rpn_class_loss: 0.0167 - rpn_bbox_loss: 0.2817 - mrcnn_class_loss: 0.0472 - mrcnn_bbox_loss: 0.1267 - mrcnn_mask_loss: 0.1336\\n'\n",
            "b' 20/100 [=====>........................] - ETA: 1:23 - loss: 0.5872 - rpn_class_loss: 0.0159 - rpn_bbox_loss: 0.2699 - mrcnn_class_loss: 0.0458 - mrcnn_bbox_loss: 0.1234 - mrcnn_mask_loss: 0.1321\\n'\n",
            "b' 21/100 [=====>........................] - ETA: 1:22 - loss: 0.5723 - rpn_class_loss: 0.0152 - rpn_bbox_loss: 0.2611 - mrcnn_class_loss: 0.0453 - mrcnn_bbox_loss: 0.1210 - mrcnn_mask_loss: 0.1297\\n'\n",
            "b' 22/100 [=====>........................] - ETA: 1:21 - loss: 0.5562 - rpn_class_loss: 0.0146 - rpn_bbox_loss: 0.2511 - mrcnn_class_loss: 0.0456 - mrcnn_bbox_loss: 0.1181 - mrcnn_mask_loss: 0.1268\\n'\n",
            "b' 23/100 [=====>........................] - ETA: 1:20 - loss: 0.5441 - rpn_class_loss: 0.0143 - rpn_bbox_loss: 0.2415 - mrcnn_class_loss: 0.0443 - mrcnn_bbox_loss: 0.1193 - mrcnn_mask_loss: 0.1247\\n'\n",
            "b' 24/100 [======>.......................] - ETA: 1:19 - loss: 0.5375 - rpn_class_loss: 0.0138 - rpn_bbox_loss: 0.2357 - mrcnn_class_loss: 0.0481 - mrcnn_bbox_loss: 0.1176 - mrcnn_mask_loss: 0.1224\\n'\n",
            "b' 25/100 [======>.......................] - ETA: 1:18 - loss: 0.5250 - rpn_class_loss: 0.0133 - rpn_bbox_loss: 0.2290 - mrcnn_class_loss: 0.0469 - mrcnn_bbox_loss: 0.1155 - mrcnn_mask_loss: 0.1203\\n'\n",
            "b' 26/100 [======>.......................] - ETA: 1:17 - loss: 0.5139 - rpn_class_loss: 0.0129 - rpn_bbox_loss: 0.2230 - mrcnn_class_loss: 0.0459 - mrcnn_bbox_loss: 0.1136 - mrcnn_mask_loss: 0.1186\\n'\n",
            "b' 27/100 [=======>......................] - ETA: 1:16 - loss: 0.5107 - rpn_class_loss: 0.0124 - rpn_bbox_loss: 0.2187 - mrcnn_class_loss: 0.0457 - mrcnn_bbox_loss: 0.1156 - mrcnn_mask_loss: 0.1182\\n'\n",
            "b' 28/100 [=======>......................] - ETA: 1:15 - loss: 0.5012 - rpn_class_loss: 0.0122 - rpn_bbox_loss: 0.2120 - mrcnn_class_loss: 0.0452 - mrcnn_bbox_loss: 0.1150 - mrcnn_mask_loss: 0.1167\\n'\n",
            "b' 29/100 [=======>......................] - ETA: 1:14 - loss: 0.4951 - rpn_class_loss: 0.0118 - rpn_bbox_loss: 0.2072 - mrcnn_class_loss: 0.0457 - mrcnn_bbox_loss: 0.1142 - mrcnn_mask_loss: 0.1161\\n'\n",
            "b' 30/100 [========>.....................] - ETA: 1:13 - loss: 0.4850 - rpn_class_loss: 0.0115 - rpn_bbox_loss: 0.2026 - mrcnn_class_loss: 0.0446 - mrcnn_bbox_loss: 0.1116 - mrcnn_mask_loss: 0.1147\\n'\n",
            "b' 31/100 [========>.....................] - ETA: 1:12 - loss: 0.4836 - rpn_class_loss: 0.0112 - rpn_bbox_loss: 0.2005 - mrcnn_class_loss: 0.0443 - mrcnn_bbox_loss: 0.1133 - mrcnn_mask_loss: 0.1143\\n'\n",
            "b' 32/100 [========>.....................] - ETA: 1:11 - loss: 0.4769 - rpn_class_loss: 0.0108 - rpn_bbox_loss: 0.1961 - mrcnn_class_loss: 0.0436 - mrcnn_bbox_loss: 0.1121 - mrcnn_mask_loss: 0.1142\\n'\n",
            "b' 33/100 [========>.....................] - ETA: 1:10 - loss: 0.4723 - rpn_class_loss: 0.0105 - rpn_bbox_loss: 0.1932 - mrcnn_class_loss: 0.0440 - mrcnn_bbox_loss: 0.1115 - mrcnn_mask_loss: 0.1131\\n'\n",
            "b' 34/100 [=========>....................] - ETA: 1:09 - loss: 0.4654 - rpn_class_loss: 0.0102 - rpn_bbox_loss: 0.1887 - mrcnn_class_loss: 0.0441 - mrcnn_bbox_loss: 0.1099 - mrcnn_mask_loss: 0.1124\\n'\n",
            "b' 35/100 [=========>....................] - ETA: 1:08 - loss: 0.4609 - rpn_class_loss: 0.0100 - rpn_bbox_loss: 0.1842 - mrcnn_class_loss: 0.0444 - mrcnn_bbox_loss: 0.1092 - mrcnn_mask_loss: 0.1131\\n'\n",
            "b' 36/100 [=========>....................] - ETA: 1:07 - loss: 0.4565 - rpn_class_loss: 0.0097 - rpn_bbox_loss: 0.1818 - mrcnn_class_loss: 0.0440 - mrcnn_bbox_loss: 0.1083 - mrcnn_mask_loss: 0.1127\\n'\n",
            "b' 37/100 [==========>...................] - ETA: 1:06 - loss: 0.4602 - rpn_class_loss: 0.0095 - rpn_bbox_loss: 0.1788 - mrcnn_class_loss: 0.0442 - mrcnn_bbox_loss: 0.1117 - mrcnn_mask_loss: 0.1160\\n'\n",
            "b' 38/100 [==========>...................] - ETA: 1:05 - loss: 0.4538 - rpn_class_loss: 0.0092 - rpn_bbox_loss: 0.1754 - mrcnn_class_loss: 0.0442 - mrcnn_bbox_loss: 0.1101 - mrcnn_mask_loss: 0.1150\\n'\n",
            "b' 39/100 [==========>...................] - ETA: 1:04 - loss: 0.4531 - rpn_class_loss: 0.0090 - rpn_bbox_loss: 0.1761 - mrcnn_class_loss: 0.0445 - mrcnn_bbox_loss: 0.1095 - mrcnn_mask_loss: 0.1140\\n'\n",
            "b' 40/100 [===========>..................] - ETA: 1:03 - loss: 0.4481 - rpn_class_loss: 0.0088 - rpn_bbox_loss: 0.1728 - mrcnn_class_loss: 0.0445 - mrcnn_bbox_loss: 0.1082 - mrcnn_mask_loss: 0.1139\\n'\n",
            "b' 41/100 [===========>..................] - ETA: 1:02 - loss: 0.4489 - rpn_class_loss: 0.0086 - rpn_bbox_loss: 0.1709 - mrcnn_class_loss: 0.0438 - mrcnn_bbox_loss: 0.1116 - mrcnn_mask_loss: 0.1139\\n'\n",
            "b' 42/100 [===========>..................] - ETA: 1:01 - loss: 0.4487 - rpn_class_loss: 0.0085 - rpn_bbox_loss: 0.1686 - mrcnn_class_loss: 0.0440 - mrcnn_bbox_loss: 0.1113 - mrcnn_mask_loss: 0.1163\\n'\n",
            "b' 43/100 [===========>..................] - ETA: 1:00 - loss: 0.4552 - rpn_class_loss: 0.0083 - rpn_bbox_loss: 0.1726 - mrcnn_class_loss: 0.0434 - mrcnn_bbox_loss: 0.1148 - mrcnn_mask_loss: 0.1161\\n'\n",
            "b' 44/100 [============>.................] - ETA: 59s - loss: 0.4496 - rpn_class_loss: 0.0081 - rpn_bbox_loss: 0.1693 - mrcnn_class_loss: 0.0436 - mrcnn_bbox_loss: 0.1133 - mrcnn_mask_loss: 0.1152 \\n'\n",
            "b' 45/100 [============>.................] - ETA: 58s - loss: 0.4471 - rpn_class_loss: 0.0079 - rpn_bbox_loss: 0.1677 - mrcnn_class_loss: 0.0429 - mrcnn_bbox_loss: 0.1137 - mrcnn_mask_loss: 0.1149\\n'\n",
            "b' 46/100 [============>.................] - ETA: 57s - loss: 0.4436 - rpn_class_loss: 0.0078 - rpn_bbox_loss: 0.1655 - mrcnn_class_loss: 0.0423 - mrcnn_bbox_loss: 0.1136 - mrcnn_mask_loss: 0.1144\\n'\n",
            "b' 47/100 [=============>................] - ETA: 56s - loss: 0.4397 - rpn_class_loss: 0.0076 - rpn_bbox_loss: 0.1628 - mrcnn_class_loss: 0.0423 - mrcnn_bbox_loss: 0.1134 - mrcnn_mask_loss: 0.1134\\n'\n",
            "b' 48/100 [=============>................] - ETA: 54s - loss: 0.4407 - rpn_class_loss: 0.0075 - rpn_bbox_loss: 0.1637 - mrcnn_class_loss: 0.0419 - mrcnn_bbox_loss: 0.1143 - mrcnn_mask_loss: 0.1133\\n'\n",
            "b' 49/100 [=============>................] - ETA: 53s - loss: 0.4540 - rpn_class_loss: 0.0075 - rpn_bbox_loss: 0.1691 - mrcnn_class_loss: 0.0418 - mrcnn_bbox_loss: 0.1152 - mrcnn_mask_loss: 0.1204\\n'\n",
            "b' 50/100 [==============>...............] - ETA: 52s - loss: 0.4495 - rpn_class_loss: 0.0074 - rpn_bbox_loss: 0.1672 - mrcnn_class_loss: 0.0412 - mrcnn_bbox_loss: 0.1138 - mrcnn_mask_loss: 0.1199\\n'\n",
            "b' 51/100 [==============>...............] - ETA: 51s - loss: 0.4461 - rpn_class_loss: 0.0072 - rpn_bbox_loss: 0.1652 - mrcnn_class_loss: 0.0405 - mrcnn_bbox_loss: 0.1137 - mrcnn_mask_loss: 0.1194\\n'\n",
            "b' 52/100 [==============>...............] - ETA: 50s - loss: 0.4416 - rpn_class_loss: 0.0071 - rpn_bbox_loss: 0.1627 - mrcnn_class_loss: 0.0408 - mrcnn_bbox_loss: 0.1125 - mrcnn_mask_loss: 0.1185\\n'\n",
            "b' 53/100 [==============>...............] - ETA: 49s - loss: 0.4413 - rpn_class_loss: 0.0070 - rpn_bbox_loss: 0.1612 - mrcnn_class_loss: 0.0411 - mrcnn_bbox_loss: 0.1139 - mrcnn_mask_loss: 0.1181\\n'\n",
            "b' 54/100 [===============>..............] - ETA: 48s - loss: 0.4459 - rpn_class_loss: 0.0070 - rpn_bbox_loss: 0.1620 - mrcnn_class_loss: 0.0409 - mrcnn_bbox_loss: 0.1132 - mrcnn_mask_loss: 0.1227\\n'\n",
            "b' 55/100 [===============>..............] - ETA: 47s - loss: 0.4462 - rpn_class_loss: 0.0069 - rpn_bbox_loss: 0.1595 - mrcnn_class_loss: 0.0422 - mrcnn_bbox_loss: 0.1146 - mrcnn_mask_loss: 0.1229\\n'\n",
            "b' 56/100 [===============>..............] - ETA: 46s - loss: 0.4416 - rpn_class_loss: 0.0068 - rpn_bbox_loss: 0.1573 - mrcnn_class_loss: 0.0416 - mrcnn_bbox_loss: 0.1135 - mrcnn_mask_loss: 0.1223\\n'\n",
            "b' 57/100 [================>.............] - ETA: 45s - loss: 0.4573 - rpn_class_loss: 0.0067 - rpn_bbox_loss: 0.1636 - mrcnn_class_loss: 0.0432 - mrcnn_bbox_loss: 0.1207 - mrcnn_mask_loss: 0.1230\\n'\n",
            "b' 58/100 [================>.............] - ETA: 44s - loss: 0.4543 - rpn_class_loss: 0.0067 - rpn_bbox_loss: 0.1619 - mrcnn_class_loss: 0.0435 - mrcnn_bbox_loss: 0.1196 - mrcnn_mask_loss: 0.1226\\n'\n",
            "b' 59/100 [================>.............] - ETA: 43s - loss: 0.4518 - rpn_class_loss: 0.0066 - rpn_bbox_loss: 0.1598 - mrcnn_class_loss: 0.0431 - mrcnn_bbox_loss: 0.1205 - mrcnn_mask_loss: 0.1218\\n'\n",
            "b' 60/100 [=================>............] - ETA: 42s - loss: 0.4503 - rpn_class_loss: 0.0065 - rpn_bbox_loss: 0.1574 - mrcnn_class_loss: 0.0444 - mrcnn_bbox_loss: 0.1200 - mrcnn_mask_loss: 0.1219\\n'\n",
            "b' 61/100 [=================>............] - ETA: 41s - loss: 0.4493 - rpn_class_loss: 0.0064 - rpn_bbox_loss: 0.1555 - mrcnn_class_loss: 0.0448 - mrcnn_bbox_loss: 0.1212 - mrcnn_mask_loss: 0.1213\\n'\n",
            "b' 62/100 [=================>............] - ETA: 40s - loss: 0.4594 - rpn_class_loss: 0.0064 - rpn_bbox_loss: 0.1580 - mrcnn_class_loss: 0.0471 - mrcnn_bbox_loss: 0.1257 - mrcnn_mask_loss: 0.1222\\n'\n",
            "b' 63/100 [=================>............] - ETA: 38s - loss: 0.4605 - rpn_class_loss: 0.0063 - rpn_bbox_loss: 0.1589 - mrcnn_class_loss: 0.0469 - mrcnn_bbox_loss: 0.1265 - mrcnn_mask_loss: 0.1219\\n'\n",
            "b' 64/100 [==================>...........] - ETA: 37s - loss: 0.4567 - rpn_class_loss: 0.0063 - rpn_bbox_loss: 0.1569 - mrcnn_class_loss: 0.0465 - mrcnn_bbox_loss: 0.1258 - mrcnn_mask_loss: 0.1211\\n'\n",
            "b' 65/100 [==================>...........] - ETA: 36s - loss: 0.4565 - rpn_class_loss: 0.0062 - rpn_bbox_loss: 0.1558 - mrcnn_class_loss: 0.0465 - mrcnn_bbox_loss: 0.1265 - mrcnn_mask_loss: 0.1215\\n'\n",
            "b' 66/100 [==================>...........] - ETA: 35s - loss: 0.4538 - rpn_class_loss: 0.0061 - rpn_bbox_loss: 0.1538 - mrcnn_class_loss: 0.0465 - mrcnn_bbox_loss: 0.1264 - mrcnn_mask_loss: 0.1209\\n'\n",
            "b' 67/100 [===================>..........] - ETA: 34s - loss: 0.4510 - rpn_class_loss: 0.0060 - rpn_bbox_loss: 0.1524 - mrcnn_class_loss: 0.0465 - mrcnn_bbox_loss: 0.1256 - mrcnn_mask_loss: 0.1204\\n'\n",
            "b' 68/100 [===================>..........] - ETA: 33s - loss: 0.4502 - rpn_class_loss: 0.0059 - rpn_bbox_loss: 0.1525 - mrcnn_class_loss: 0.0461 - mrcnn_bbox_loss: 0.1254 - mrcnn_mask_loss: 0.1202\\n'\n",
            "b' 69/100 [===================>..........] - ETA: 32s - loss: 0.4477 - rpn_class_loss: 0.0059 - rpn_bbox_loss: 0.1510 - mrcnn_class_loss: 0.0462 - mrcnn_bbox_loss: 0.1246 - mrcnn_mask_loss: 0.1201\\n'\n",
            "b' 70/100 [====================>.........] - ETA: 31s - loss: 0.4462 - rpn_class_loss: 0.0058 - rpn_bbox_loss: 0.1498 - mrcnn_class_loss: 0.0459 - mrcnn_bbox_loss: 0.1246 - mrcnn_mask_loss: 0.1201\\n'\n",
            "b' 71/100 [====================>.........] - ETA: 30s - loss: 0.4466 - rpn_class_loss: 0.0057 - rpn_bbox_loss: 0.1485 - mrcnn_class_loss: 0.0460 - mrcnn_bbox_loss: 0.1250 - mrcnn_mask_loss: 0.1215\\n'\n",
            "b' 72/100 [====================>.........] - ETA: 29s - loss: 0.4430 - rpn_class_loss: 0.0057 - rpn_bbox_loss: 0.1468 - mrcnn_class_loss: 0.0460 - mrcnn_bbox_loss: 0.1237 - mrcnn_mask_loss: 0.1209\\n'\n",
            "b' 73/100 [====================>.........] - ETA: 28s - loss: 0.4554 - rpn_class_loss: 0.0059 - rpn_bbox_loss: 0.1508 - mrcnn_class_loss: 0.0472 - mrcnn_bbox_loss: 0.1287 - mrcnn_mask_loss: 0.1228\\n'\n",
            "b' 74/100 [=====================>........] - ETA: 27s - loss: 0.4518 - rpn_class_loss: 0.0059 - rpn_bbox_loss: 0.1490 - mrcnn_class_loss: 0.0472 - mrcnn_bbox_loss: 0.1275 - mrcnn_mask_loss: 0.1224\\n'\n",
            "b' 75/100 [=====================>........] - ETA: 26s - loss: 0.4525 - rpn_class_loss: 0.0058 - rpn_bbox_loss: 0.1489 - mrcnn_class_loss: 0.0473 - mrcnn_bbox_loss: 0.1281 - mrcnn_mask_loss: 0.1223\\n'\n",
            "b' 76/100 [=====================>........] - ETA: 25s - loss: 0.4508 - rpn_class_loss: 0.0057 - rpn_bbox_loss: 0.1475 - mrcnn_class_loss: 0.0472 - mrcnn_bbox_loss: 0.1274 - mrcnn_mask_loss: 0.1230\\n'\n",
            "b' 77/100 [======================>.......] - ETA: 24s - loss: 0.4518 - rpn_class_loss: 0.0058 - rpn_bbox_loss: 0.1477 - mrcnn_class_loss: 0.0473 - mrcnn_bbox_loss: 0.1277 - mrcnn_mask_loss: 0.1233\\n'\n",
            "b' 78/100 [======================>.......] - ETA: 23s - loss: 0.4592 - rpn_class_loss: 0.0060 - rpn_bbox_loss: 0.1502 - mrcnn_class_loss: 0.0484 - mrcnn_bbox_loss: 0.1301 - mrcnn_mask_loss: 0.1246\\n'\n",
            "b' 79/100 [======================>.......] - ETA: 22s - loss: 0.4631 - rpn_class_loss: 0.0059 - rpn_bbox_loss: 0.1517 - mrcnn_class_loss: 0.0486 - mrcnn_bbox_loss: 0.1312 - mrcnn_mask_loss: 0.1257\\n'\n",
            "b' 80/100 [=======================>......] - ETA: 20s - loss: 0.4612 - rpn_class_loss: 0.0058 - rpn_bbox_loss: 0.1507 - mrcnn_class_loss: 0.0486 - mrcnn_bbox_loss: 0.1303 - mrcnn_mask_loss: 0.1258\\n'\n",
            "b' 81/100 [=======================>......] - ETA: 19s - loss: 0.4728 - rpn_class_loss: 0.0059 - rpn_bbox_loss: 0.1579 - mrcnn_class_loss: 0.0499 - mrcnn_bbox_loss: 0.1322 - mrcnn_mask_loss: 0.1270\\n'\n",
            "b' 82/100 [=======================>......] - ETA: 18s - loss: 0.4726 - rpn_class_loss: 0.0059 - rpn_bbox_loss: 0.1572 - mrcnn_class_loss: 0.0499 - mrcnn_bbox_loss: 0.1322 - mrcnn_mask_loss: 0.1274\\n'\n",
            "b' 83/100 [=======================>......] - ETA: 17s - loss: 0.4712 - rpn_class_loss: 0.0058 - rpn_bbox_loss: 0.1572 - mrcnn_class_loss: 0.0495 - mrcnn_bbox_loss: 0.1318 - mrcnn_mask_loss: 0.1268\\n'\n",
            "b' 84/100 [========================>.....] - ETA: 16s - loss: 0.4724 - rpn_class_loss: 0.0058 - rpn_bbox_loss: 0.1578 - mrcnn_class_loss: 0.0498 - mrcnn_bbox_loss: 0.1313 - mrcnn_mask_loss: 0.1277\\n'\n",
            "b' 85/100 [========================>.....] - ETA: 15s - loss: 0.4707 - rpn_class_loss: 0.0057 - rpn_bbox_loss: 0.1567 - mrcnn_class_loss: 0.0496 - mrcnn_bbox_loss: 0.1308 - mrcnn_mask_loss: 0.1279\\n'\n",
            "b' 86/100 [========================>.....] - ETA: 14s - loss: 0.4819 - rpn_class_loss: 0.0058 - rpn_bbox_loss: 0.1622 - mrcnn_class_loss: 0.0509 - mrcnn_bbox_loss: 0.1335 - mrcnn_mask_loss: 0.1296\\n'\n",
            "b' 87/100 [=========================>....] - ETA: 13s - loss: 0.4790 - rpn_class_loss: 0.0057 - rpn_bbox_loss: 0.1611 - mrcnn_class_loss: 0.0506 - mrcnn_bbox_loss: 0.1327 - mrcnn_mask_loss: 0.1289\\n'\n",
            "b' 88/100 [=========================>....] - ETA: 12s - loss: 0.4771 - rpn_class_loss: 0.0056 - rpn_bbox_loss: 0.1609 - mrcnn_class_loss: 0.0504 - mrcnn_bbox_loss: 0.1318 - mrcnn_mask_loss: 0.1284\\n'\n",
            "b' 89/100 [=========================>....] - ETA: 11s - loss: 0.4765 - rpn_class_loss: 0.0056 - rpn_bbox_loss: 0.1601 - mrcnn_class_loss: 0.0508 - mrcnn_bbox_loss: 0.1323 - mrcnn_mask_loss: 0.1276\\n'\n",
            "b' 90/100 [==========================>...] - ETA: 10s - loss: 0.4740 - rpn_class_loss: 0.0056 - rpn_bbox_loss: 0.1588 - mrcnn_class_loss: 0.0506 - mrcnn_bbox_loss: 0.1315 - mrcnn_mask_loss: 0.1276\\n'\n",
            "b' 91/100 [==========================>...] - ETA: 9s - loss: 0.4739 - rpn_class_loss: 0.0055 - rpn_bbox_loss: 0.1589 - mrcnn_class_loss: 0.0510 - mrcnn_bbox_loss: 0.1313 - mrcnn_mask_loss: 0.1271 \\n'\n",
            "b' 92/100 [==========================>...] - ETA: 8s - loss: 0.4704 - rpn_class_loss: 0.0055 - rpn_bbox_loss: 0.1576 - mrcnn_class_loss: 0.0506 - mrcnn_bbox_loss: 0.1302 - mrcnn_mask_loss: 0.1265\\n'\n",
            "b' 93/100 [==========================>...] - ETA: 7s - loss: 0.4697 - rpn_class_loss: 0.0054 - rpn_bbox_loss: 0.1579 - mrcnn_class_loss: 0.0502 - mrcnn_bbox_loss: 0.1299 - mrcnn_mask_loss: 0.1262\\n'\n",
            "b' 94/100 [===========================>..] - ETA: 6s - loss: 0.4675 - rpn_class_loss: 0.0054 - rpn_bbox_loss: 0.1569 - mrcnn_class_loss: 0.0504 - mrcnn_bbox_loss: 0.1292 - mrcnn_mask_loss: 0.1255\\n'\n",
            "b' 95/100 [===========================>..] - ETA: 5s - loss: 0.4652 - rpn_class_loss: 0.0053 - rpn_bbox_loss: 0.1558 - mrcnn_class_loss: 0.0500 - mrcnn_bbox_loss: 0.1286 - mrcnn_mask_loss: 0.1254\\n'\n",
            "b' 96/100 [===========================>..] - ETA: 4s - loss: 0.4637 - rpn_class_loss: 0.0053 - rpn_bbox_loss: 0.1552 - mrcnn_class_loss: 0.0503 - mrcnn_bbox_loss: 0.1279 - mrcnn_mask_loss: 0.1250\\n'\n",
            "b' 97/100 [============================>.] - ETA: 3s - loss: 0.4612 - rpn_class_loss: 0.0052 - rpn_bbox_loss: 0.1539 - mrcnn_class_loss: 0.0499 - mrcnn_bbox_loss: 0.1275 - mrcnn_mask_loss: 0.1246\\n'\n",
            "b' 98/100 [============================>.] - ETA: 2s - loss: 0.4589 - rpn_class_loss: 0.0052 - rpn_bbox_loss: 0.1530 - mrcnn_class_loss: 0.0496 - mrcnn_bbox_loss: 0.1267 - mrcnn_mask_loss: 0.1243\\n'\n",
            "b' 99/100 [============================>.] - ETA: 1s - loss: 0.4574 - rpn_class_loss: 0.0052 - rpn_bbox_loss: 0.1520 - mrcnn_class_loss: 0.0500 - mrcnn_bbox_loss: 0.1264 - mrcnn_mask_loss: 0.1238\\n'\n",
            "b'100/100 [==============================] - 134s 1s/step - loss: 0.4547 - rpn_class_loss: 0.0051 - rpn_bbox_loss: 0.1508 - mrcnn_class_loss: 0.0495 - mrcnn_bbox_loss: 0.1256 - mrcnn_mask_loss: 0.1237 - val_loss: 0.4680 - val_rpn_class_loss: 0.0044 - val_rpn_bbox_loss: 0.1381 - val_mrcnn_class_loss: 0.0352 - val_mrcnn_bbox_loss: 0.1567 - val_mrcnn_mask_loss: 0.1336\\n'\n",
            "b'Epoch 8/90\\n'\n",
            "b'\\n'\n",
            "b'  1/100 [..............................] - ETA: 1:39 - loss: 0.3904 - rpn_class_loss: 0.0012 - rpn_bbox_loss: 0.1019 - mrcnn_class_loss: 0.0327 - mrcnn_bbox_loss: 0.1288 - mrcnn_mask_loss: 0.1257\\n'\n",
            "b'  2/100 [..............................] - ETA: 1:40 - loss: 0.2786 - rpn_class_loss: 8.2947e-04 - rpn_bbox_loss: 0.0600 - mrcnn_class_loss: 0.0243 - mrcnn_bbox_loss: 0.0882 - mrcnn_mask_loss: 0.1052\\n'\n",
            "b'  3/100 [..............................] - ETA: 1:40 - loss: 0.2644 - rpn_class_loss: 8.4696e-04 - rpn_bbox_loss: 0.0533 - mrcnn_class_loss: 0.0376 - mrcnn_bbox_loss: 0.0825 - mrcnn_mask_loss: 0.0902\\n'\n",
            "b'  4/100 [>.............................] - ETA: 1:39 - loss: 0.2576 - rpn_class_loss: 0.0012 - rpn_bbox_loss: 0.0454 - mrcnn_class_loss: 0.0487 - mrcnn_bbox_loss: 0.0762 - mrcnn_mask_loss: 0.0861    \\n'\n",
            "b'  5/100 [>.............................] - ETA: 1:38 - loss: 0.2884 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.0504 - mrcnn_class_loss: 0.0462 - mrcnn_bbox_loss: 0.0934 - mrcnn_mask_loss: 0.0959\\n'\n",
            "b'  6/100 [>.............................] - ETA: 1:36 - loss: 0.2989 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.0583 - mrcnn_class_loss: 0.0436 - mrcnn_bbox_loss: 0.0937 - mrcnn_mask_loss: 0.1008\\n'\n",
            "b'  7/100 [=>............................] - ETA: 1:36 - loss: 0.3771 - rpn_class_loss: 0.0025 - rpn_bbox_loss: 0.0766 - mrcnn_class_loss: 0.0637 - mrcnn_bbox_loss: 0.1129 - mrcnn_mask_loss: 0.1214\\n'\n",
            "b'  8/100 [=>............................] - ETA: 1:35 - loss: 0.3522 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.0719 - mrcnn_class_loss: 0.0625 - mrcnn_bbox_loss: 0.1021 - mrcnn_mask_loss: 0.1133\\n'\n",
            "b'  9/100 [=>............................] - ETA: 1:34 - loss: 0.3715 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.0797 - mrcnn_class_loss: 0.0579 - mrcnn_bbox_loss: 0.1126 - mrcnn_mask_loss: 0.1192\\n'\n",
            "b' 10/100 [==>...........................] - ETA: 1:33 - loss: 0.3619 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.0765 - mrcnn_class_loss: 0.0556 - mrcnn_bbox_loss: 0.1074 - mrcnn_mask_loss: 0.1195\\n'\n",
            "b' 11/100 [==>...........................] - ETA: 1:32 - loss: 0.3546 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.0768 - mrcnn_class_loss: 0.0533 - mrcnn_bbox_loss: 0.1062 - mrcnn_mask_loss: 0.1157\\n'\n",
            "b' 12/100 [==>...........................] - ETA: 1:31 - loss: 0.3951 - rpn_class_loss: 0.0027 - rpn_bbox_loss: 0.0808 - mrcnn_class_loss: 0.0676 - mrcnn_bbox_loss: 0.1158 - mrcnn_mask_loss: 0.1282\\n'\n",
            "b' 13/100 [==>...........................] - ETA: 1:30 - loss: 0.4293 - rpn_class_loss: 0.0025 - rpn_bbox_loss: 0.1026 - mrcnn_class_loss: 0.0635 - mrcnn_bbox_loss: 0.1294 - mrcnn_mask_loss: 0.1314\\n'\n",
            "b' 14/100 [===>..........................] - ETA: 1:28 - loss: 0.4238 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.1012 - mrcnn_class_loss: 0.0600 - mrcnn_bbox_loss: 0.1270 - mrcnn_mask_loss: 0.1333\\n'\n",
            "b' 15/100 [===>..........................] - ETA: 1:27 - loss: 0.4133 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.1003 - mrcnn_class_loss: 0.0572 - mrcnn_bbox_loss: 0.1229 - mrcnn_mask_loss: 0.1305\\n'\n",
            "b' 16/100 [===>..........................] - ETA: 1:26 - loss: 0.4013 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.0991 - mrcnn_class_loss: 0.0552 - mrcnn_bbox_loss: 0.1183 - mrcnn_mask_loss: 0.1264\\n'\n",
            "b' 17/100 [====>.........................] - ETA: 1:25 - loss: 0.4140 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1023 - mrcnn_class_loss: 0.0552 - mrcnn_bbox_loss: 0.1262 - mrcnn_mask_loss: 0.1282\\n'\n",
            "b' 18/100 [====>.........................] - ETA: 1:24 - loss: 0.4236 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.1105 - mrcnn_class_loss: 0.0539 - mrcnn_bbox_loss: 0.1268 - mrcnn_mask_loss: 0.1304\\n'\n",
            "b' 19/100 [====>.........................] - ETA: 1:23 - loss: 0.4152 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.1077 - mrcnn_class_loss: 0.0535 - mrcnn_bbox_loss: 0.1248 - mrcnn_mask_loss: 0.1272\\n'\n",
            "b' 20/100 [=====>........................] - ETA: 1:22 - loss: 0.4037 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.1039 - mrcnn_class_loss: 0.0517 - mrcnn_bbox_loss: 0.1208 - mrcnn_mask_loss: 0.1252\\n'\n",
            "b' 21/100 [=====>........................] - ETA: 1:21 - loss: 0.3969 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.1024 - mrcnn_class_loss: 0.0506 - mrcnn_bbox_loss: 0.1193 - mrcnn_mask_loss: 0.1225\\n'\n",
            "b' 22/100 [=====>........................] - ETA: 1:20 - loss: 0.3988 - rpn_class_loss: 0.0020 - rpn_bbox_loss: 0.1033 - mrcnn_class_loss: 0.0515 - mrcnn_bbox_loss: 0.1192 - mrcnn_mask_loss: 0.1228\\n'\n",
            "b' 23/100 [=====>........................] - ETA: 1:19 - loss: 0.3986 - rpn_class_loss: 0.0020 - rpn_bbox_loss: 0.1025 - mrcnn_class_loss: 0.0508 - mrcnn_bbox_loss: 0.1196 - mrcnn_mask_loss: 0.1237\\n'\n",
            "b' 24/100 [======>.......................] - ETA: 1:18 - loss: 0.3893 - rpn_class_loss: 0.0020 - rpn_bbox_loss: 0.1000 - mrcnn_class_loss: 0.0500 - mrcnn_bbox_loss: 0.1164 - mrcnn_mask_loss: 0.1210\\n'\n",
            "b' 25/100 [======>.......................] - ETA: 1:17 - loss: 0.3876 - rpn_class_loss: 0.0019 - rpn_bbox_loss: 0.0974 - mrcnn_class_loss: 0.0495 - mrcnn_bbox_loss: 0.1184 - mrcnn_mask_loss: 0.1205\\n'\n",
            "b' 26/100 [======>.......................] - ETA: 1:16 - loss: 0.3794 - rpn_class_loss: 0.0019 - rpn_bbox_loss: 0.0954 - mrcnn_class_loss: 0.0486 - mrcnn_bbox_loss: 0.1156 - mrcnn_mask_loss: 0.1179\\n'\n",
            "b' 27/100 [=======>......................] - ETA: 1:14 - loss: 0.4104 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.1070 - mrcnn_class_loss: 0.0494 - mrcnn_bbox_loss: 0.1232 - mrcnn_mask_loss: 0.1288\\n'\n",
            "b' 28/100 [=======>......................] - ETA: 1:13 - loss: 0.4057 - rpn_class_loss: 0.0020 - rpn_bbox_loss: 0.1059 - mrcnn_class_loss: 0.0487 - mrcnn_bbox_loss: 0.1204 - mrcnn_mask_loss: 0.1286\\n'\n",
            "b' 29/100 [=======>......................] - ETA: 1:12 - loss: 0.4025 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.1061 - mrcnn_class_loss: 0.0484 - mrcnn_bbox_loss: 0.1182 - mrcnn_mask_loss: 0.1277\\n'\n",
            "b' 30/100 [========>.....................] - ETA: 1:11 - loss: 0.3958 - rpn_class_loss: 0.0020 - rpn_bbox_loss: 0.1036 - mrcnn_class_loss: 0.0479 - mrcnn_bbox_loss: 0.1155 - mrcnn_mask_loss: 0.1268\\n'\n",
            "b' 31/100 [========>.....................] - ETA: 1:10 - loss: 0.4026 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.1030 - mrcnn_class_loss: 0.0470 - mrcnn_bbox_loss: 0.1214 - mrcnn_mask_loss: 0.1291\\n'\n",
            "b' 32/100 [========>.....................] - ETA: 1:09 - loss: 0.4189 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1091 - mrcnn_class_loss: 0.0482 - mrcnn_bbox_loss: 0.1242 - mrcnn_mask_loss: 0.1352\\n'\n",
            "b' 33/100 [========>.....................] - ETA: 1:08 - loss: 0.4228 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1091 - mrcnn_class_loss: 0.0490 - mrcnn_bbox_loss: 0.1251 - mrcnn_mask_loss: 0.1374\\n'\n",
            "b' 34/100 [=========>....................] - ETA: 1:07 - loss: 0.4160 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1071 - mrcnn_class_loss: 0.0486 - mrcnn_bbox_loss: 0.1220 - mrcnn_mask_loss: 0.1361\\n'\n",
            "b' 35/100 [=========>....................] - ETA: 1:06 - loss: 0.4123 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1062 - mrcnn_class_loss: 0.0481 - mrcnn_bbox_loss: 0.1204 - mrcnn_mask_loss: 0.1353\\n'\n",
            "b' 36/100 [=========>....................] - ETA: 1:05 - loss: 0.4162 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1052 - mrcnn_class_loss: 0.0476 - mrcnn_bbox_loss: 0.1239 - mrcnn_mask_loss: 0.1373\\n'\n",
            "b' 37/100 [==========>...................] - ETA: 1:04 - loss: 0.4111 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1035 - mrcnn_class_loss: 0.0466 - mrcnn_bbox_loss: 0.1231 - mrcnn_mask_loss: 0.1358\\n'\n",
            "b' 38/100 [==========>...................] - ETA: 1:03 - loss: 0.4121 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1026 - mrcnn_class_loss: 0.0470 - mrcnn_bbox_loss: 0.1232 - mrcnn_mask_loss: 0.1372\\n'\n",
            "b' 39/100 [==========>...................] - ETA: 1:02 - loss: 0.4157 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.1060 - mrcnn_class_loss: 0.0458 - mrcnn_bbox_loss: 0.1258 - mrcnn_mask_loss: 0.1360\\n'\n",
            "b' 40/100 [===========>..................] - ETA: 1:01 - loss: 0.4098 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.1043 - mrcnn_class_loss: 0.0453 - mrcnn_bbox_loss: 0.1232 - mrcnn_mask_loss: 0.1348\\n'\n",
            "b' 41/100 [===========>..................] - ETA: 1:00 - loss: 0.4096 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.1044 - mrcnn_class_loss: 0.0444 - mrcnn_bbox_loss: 0.1249 - mrcnn_mask_loss: 0.1338\\n'\n",
            "b' 42/100 [===========>..................] - ETA: 59s - loss: 0.4051 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.1040 - mrcnn_class_loss: 0.0435 - mrcnn_bbox_loss: 0.1230 - mrcnn_mask_loss: 0.1326 \\n'\n",
            "b' 43/100 [===========>..................] - ETA: 58s - loss: 0.4107 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.1063 - mrcnn_class_loss: 0.0427 - mrcnn_bbox_loss: 0.1260 - mrcnn_mask_loss: 0.1337\\n'\n",
            "b' 44/100 [============>.................] - ETA: 57s - loss: 0.4105 - rpn_class_loss: 0.0020 - rpn_bbox_loss: 0.1073 - mrcnn_class_loss: 0.0418 - mrcnn_bbox_loss: 0.1268 - mrcnn_mask_loss: 0.1326\\n'\n",
            "b' 45/100 [============>.................] - ETA: 56s - loss: 0.4101 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.1064 - mrcnn_class_loss: 0.0419 - mrcnn_bbox_loss: 0.1278 - mrcnn_mask_loss: 0.1320\\n'\n",
            "b' 46/100 [============>.................] - ETA: 55s - loss: 0.4070 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.1047 - mrcnn_class_loss: 0.0412 - mrcnn_bbox_loss: 0.1277 - mrcnn_mask_loss: 0.1312\\n'\n",
            "b' 47/100 [=============>................] - ETA: 54s - loss: 0.4110 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.1057 - mrcnn_class_loss: 0.0419 - mrcnn_bbox_loss: 0.1309 - mrcnn_mask_loss: 0.1304\\n'\n",
            "b' 48/100 [=============>................] - ETA: 53s - loss: 0.4127 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.1068 - mrcnn_class_loss: 0.0416 - mrcnn_bbox_loss: 0.1312 - mrcnn_mask_loss: 0.1310\\n'\n",
            "b' 49/100 [=============>................] - ETA: 52s - loss: 0.4173 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.1106 - mrcnn_class_loss: 0.0420 - mrcnn_bbox_loss: 0.1315 - mrcnn_mask_loss: 0.1311\\n'\n",
            "b' 50/100 [==============>...............] - ETA: 51s - loss: 0.4141 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1090 - mrcnn_class_loss: 0.0420 - mrcnn_bbox_loss: 0.1305 - mrcnn_mask_loss: 0.1304\\n'\n",
            "b' 51/100 [==============>...............] - ETA: 50s - loss: 0.4140 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.1098 - mrcnn_class_loss: 0.0417 - mrcnn_bbox_loss: 0.1306 - mrcnn_mask_loss: 0.1297\\n'\n",
            "b' 52/100 [==============>...............] - ETA: 49s - loss: 0.4132 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.1095 - mrcnn_class_loss: 0.0423 - mrcnn_bbox_loss: 0.1299 - mrcnn_mask_loss: 0.1293\\n'\n",
            "b' 53/100 [==============>...............] - ETA: 48s - loss: 0.4097 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.1088 - mrcnn_class_loss: 0.0417 - mrcnn_bbox_loss: 0.1285 - mrcnn_mask_loss: 0.1286\\n'\n",
            "b' 54/100 [===============>..............] - ETA: 47s - loss: 0.4104 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1105 - mrcnn_class_loss: 0.0419 - mrcnn_bbox_loss: 0.1273 - mrcnn_mask_loss: 0.1284\\n'\n",
            "b' 55/100 [===============>..............] - ETA: 46s - loss: 0.4062 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.1092 - mrcnn_class_loss: 0.0413 - mrcnn_bbox_loss: 0.1262 - mrcnn_mask_loss: 0.1273\\n'\n",
            "b' 56/100 [===============>..............] - ETA: 45s - loss: 0.4033 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1085 - mrcnn_class_loss: 0.0411 - mrcnn_bbox_loss: 0.1248 - mrcnn_mask_loss: 0.1267\\n'\n",
            "b' 57/100 [================>.............] - ETA: 44s - loss: 0.4217 - rpn_class_loss: 0.0033 - rpn_bbox_loss: 0.1266 - mrcnn_class_loss: 0.0405 - mrcnn_bbox_loss: 0.1251 - mrcnn_mask_loss: 0.1262\\n'\n",
            "b' 58/100 [================>.............] - ETA: 43s - loss: 0.4190 - rpn_class_loss: 0.0033 - rpn_bbox_loss: 0.1261 - mrcnn_class_loss: 0.0399 - mrcnn_bbox_loss: 0.1241 - mrcnn_mask_loss: 0.1255\\n'\n",
            "b' 59/100 [================>.............] - ETA: 42s - loss: 0.4163 - rpn_class_loss: 0.0033 - rpn_bbox_loss: 0.1265 - mrcnn_class_loss: 0.0393 - mrcnn_bbox_loss: 0.1226 - mrcnn_mask_loss: 0.1247\\n'\n",
            "b' 60/100 [=================>............] - ETA: 41s - loss: 0.4121 - rpn_class_loss: 0.0032 - rpn_bbox_loss: 0.1252 - mrcnn_class_loss: 0.0389 - mrcnn_bbox_loss: 0.1211 - mrcnn_mask_loss: 0.1237\\n'\n",
            "b' 61/100 [=================>............] - ETA: 40s - loss: 0.4083 - rpn_class_loss: 0.0032 - rpn_bbox_loss: 0.1239 - mrcnn_class_loss: 0.0386 - mrcnn_bbox_loss: 0.1197 - mrcnn_mask_loss: 0.1229\\n'\n",
            "b' 62/100 [=================>............] - ETA: 39s - loss: 0.4170 - rpn_class_loss: 0.0040 - rpn_bbox_loss: 0.1315 - mrcnn_class_loss: 0.0385 - mrcnn_bbox_loss: 0.1195 - mrcnn_mask_loss: 0.1235\\n'\n",
            "b' 63/100 [=================>............] - ETA: 38s - loss: 0.4183 - rpn_class_loss: 0.0040 - rpn_bbox_loss: 0.1301 - mrcnn_class_loss: 0.0404 - mrcnn_bbox_loss: 0.1206 - mrcnn_mask_loss: 0.1231\\n'\n",
            "b' 64/100 [==================>...........] - ETA: 37s - loss: 0.4152 - rpn_class_loss: 0.0039 - rpn_bbox_loss: 0.1291 - mrcnn_class_loss: 0.0404 - mrcnn_bbox_loss: 0.1194 - mrcnn_mask_loss: 0.1224\\n'\n",
            "b' 65/100 [==================>...........] - ETA: 36s - loss: 0.4182 - rpn_class_loss: 0.0039 - rpn_bbox_loss: 0.1287 - mrcnn_class_loss: 0.0404 - mrcnn_bbox_loss: 0.1213 - mrcnn_mask_loss: 0.1238\\n'\n",
            "b' 66/100 [==================>...........] - ETA: 35s - loss: 0.4144 - rpn_class_loss: 0.0039 - rpn_bbox_loss: 0.1275 - mrcnn_class_loss: 0.0400 - mrcnn_bbox_loss: 0.1201 - mrcnn_mask_loss: 0.1229\\n'\n",
            "b' 67/100 [===================>..........] - ETA: 33s - loss: 0.4192 - rpn_class_loss: 0.0039 - rpn_bbox_loss: 0.1299 - mrcnn_class_loss: 0.0405 - mrcnn_bbox_loss: 0.1218 - mrcnn_mask_loss: 0.1231\\n'\n",
            "b' 68/100 [===================>..........] - ETA: 32s - loss: 0.4192 - rpn_class_loss: 0.0038 - rpn_bbox_loss: 0.1288 - mrcnn_class_loss: 0.0424 - mrcnn_bbox_loss: 0.1216 - mrcnn_mask_loss: 0.1226\\n'\n",
            "b' 69/100 [===================>..........] - ETA: 31s - loss: 0.4187 - rpn_class_loss: 0.0038 - rpn_bbox_loss: 0.1276 - mrcnn_class_loss: 0.0422 - mrcnn_bbox_loss: 0.1225 - mrcnn_mask_loss: 0.1226\\n'\n",
            "b' 70/100 [====================>.........] - ETA: 30s - loss: 0.4194 - rpn_class_loss: 0.0038 - rpn_bbox_loss: 0.1265 - mrcnn_class_loss: 0.0425 - mrcnn_bbox_loss: 0.1233 - mrcnn_mask_loss: 0.1234\\n'\n",
            "b' 71/100 [====================>.........] - ETA: 29s - loss: 0.4201 - rpn_class_loss: 0.0038 - rpn_bbox_loss: 0.1267 - mrcnn_class_loss: 0.0421 - mrcnn_bbox_loss: 0.1243 - mrcnn_mask_loss: 0.1233\\n'\n",
            "b' 72/100 [====================>.........] - ETA: 28s - loss: 0.4218 - rpn_class_loss: 0.0037 - rpn_bbox_loss: 0.1276 - mrcnn_class_loss: 0.0425 - mrcnn_bbox_loss: 0.1246 - mrcnn_mask_loss: 0.1234\\n'\n",
            "b' 73/100 [====================>.........] - ETA: 27s - loss: 0.4188 - rpn_class_loss: 0.0037 - rpn_bbox_loss: 0.1262 - mrcnn_class_loss: 0.0422 - mrcnn_bbox_loss: 0.1242 - mrcnn_mask_loss: 0.1225\\n'\n",
            "b' 74/100 [=====================>........] - ETA: 26s - loss: 0.4165 - rpn_class_loss: 0.0036 - rpn_bbox_loss: 0.1252 - mrcnn_class_loss: 0.0419 - mrcnn_bbox_loss: 0.1235 - mrcnn_mask_loss: 0.1223\\n'\n",
            "b' 75/100 [=====================>........] - ETA: 25s - loss: 0.4164 - rpn_class_loss: 0.0036 - rpn_bbox_loss: 0.1248 - mrcnn_class_loss: 0.0419 - mrcnn_bbox_loss: 0.1242 - mrcnn_mask_loss: 0.1218\\n'\n",
            "b' 76/100 [=====================>........] - ETA: 24s - loss: 0.4152 - rpn_class_loss: 0.0036 - rpn_bbox_loss: 0.1245 - mrcnn_class_loss: 0.0414 - mrcnn_bbox_loss: 0.1238 - mrcnn_mask_loss: 0.1218\\n'\n",
            "b' 77/100 [======================>.......] - ETA: 23s - loss: 0.4160 - rpn_class_loss: 0.0035 - rpn_bbox_loss: 0.1245 - mrcnn_class_loss: 0.0426 - mrcnn_bbox_loss: 0.1238 - mrcnn_mask_loss: 0.1215\\n'\n",
            "b' 78/100 [======================>.......] - ETA: 22s - loss: 0.4127 - rpn_class_loss: 0.0035 - rpn_bbox_loss: 0.1232 - mrcnn_class_loss: 0.0424 - mrcnn_bbox_loss: 0.1229 - mrcnn_mask_loss: 0.1208\\n'\n",
            "b' 79/100 [======================>.......] - ETA: 21s - loss: 0.4104 - rpn_class_loss: 0.0035 - rpn_bbox_loss: 0.1222 - mrcnn_class_loss: 0.0425 - mrcnn_bbox_loss: 0.1221 - mrcnn_mask_loss: 0.1201\\n'\n",
            "b' 80/100 [=======================>......] - ETA: 20s - loss: 0.4092 - rpn_class_loss: 0.0034 - rpn_bbox_loss: 0.1215 - mrcnn_class_loss: 0.0423 - mrcnn_bbox_loss: 0.1222 - mrcnn_mask_loss: 0.1199\\n'\n",
            "b' 81/100 [=======================>......] - ETA: 19s - loss: 0.4214 - rpn_class_loss: 0.0042 - rpn_bbox_loss: 0.1303 - mrcnn_class_loss: 0.0427 - mrcnn_bbox_loss: 0.1228 - mrcnn_mask_loss: 0.1214\\n'\n",
            "b' 82/100 [=======================>......] - ETA: 18s - loss: 0.4203 - rpn_class_loss: 0.0041 - rpn_bbox_loss: 0.1294 - mrcnn_class_loss: 0.0437 - mrcnn_bbox_loss: 0.1220 - mrcnn_mask_loss: 0.1211\\n'\n",
            "b' 83/100 [=======================>......] - ETA: 17s - loss: 0.4185 - rpn_class_loss: 0.0041 - rpn_bbox_loss: 0.1286 - mrcnn_class_loss: 0.0440 - mrcnn_bbox_loss: 0.1211 - mrcnn_mask_loss: 0.1207\\n'\n",
            "b' 84/100 [========================>.....] - ETA: 16s - loss: 0.4156 - rpn_class_loss: 0.0040 - rpn_bbox_loss: 0.1272 - mrcnn_class_loss: 0.0442 - mrcnn_bbox_loss: 0.1202 - mrcnn_mask_loss: 0.1200\\n'\n",
            "b' 85/100 [========================>.....] - ETA: 15s - loss: 0.4138 - rpn_class_loss: 0.0040 - rpn_bbox_loss: 0.1264 - mrcnn_class_loss: 0.0439 - mrcnn_bbox_loss: 0.1199 - mrcnn_mask_loss: 0.1196\\n'\n",
            "b' 86/100 [========================>.....] - ETA: 14s - loss: 0.4186 - rpn_class_loss: 0.0046 - rpn_bbox_loss: 0.1289 - mrcnn_class_loss: 0.0446 - mrcnn_bbox_loss: 0.1196 - mrcnn_mask_loss: 0.1210\\n'\n",
            "b' 87/100 [=========================>....] - ETA: 13s - loss: 0.4171 - rpn_class_loss: 0.0045 - rpn_bbox_loss: 0.1280 - mrcnn_class_loss: 0.0444 - mrcnn_bbox_loss: 0.1194 - mrcnn_mask_loss: 0.1208\\n'\n",
            "b' 88/100 [=========================>....] - ETA: 12s - loss: 0.4155 - rpn_class_loss: 0.0045 - rpn_bbox_loss: 0.1272 - mrcnn_class_loss: 0.0445 - mrcnn_bbox_loss: 0.1185 - mrcnn_mask_loss: 0.1208\\n'\n",
            "b' 89/100 [=========================>....] - ETA: 11s - loss: 0.4170 - rpn_class_loss: 0.0045 - rpn_bbox_loss: 0.1285 - mrcnn_class_loss: 0.0443 - mrcnn_bbox_loss: 0.1181 - mrcnn_mask_loss: 0.1215\\n'\n",
            "b' 90/100 [==========================>...] - ETA: 10s - loss: 0.4144 - rpn_class_loss: 0.0045 - rpn_bbox_loss: 0.1274 - mrcnn_class_loss: 0.0441 - mrcnn_bbox_loss: 0.1174 - mrcnn_mask_loss: 0.1211\\n'\n",
            "b' 91/100 [==========================>...] - ETA: 9s - loss: 0.4126 - rpn_class_loss: 0.0044 - rpn_bbox_loss: 0.1266 - mrcnn_class_loss: 0.0439 - mrcnn_bbox_loss: 0.1170 - mrcnn_mask_loss: 0.1207 \\n'\n",
            "b' 92/100 [==========================>...] - ETA: 8s - loss: 0.4106 - rpn_class_loss: 0.0044 - rpn_bbox_loss: 0.1256 - mrcnn_class_loss: 0.0437 - mrcnn_bbox_loss: 0.1163 - mrcnn_mask_loss: 0.1206\\n'\n",
            "b' 93/100 [==========================>...] - ETA: 7s - loss: 0.4097 - rpn_class_loss: 0.0043 - rpn_bbox_loss: 0.1251 - mrcnn_class_loss: 0.0437 - mrcnn_bbox_loss: 0.1162 - mrcnn_mask_loss: 0.1203\\n'\n",
            "b' 94/100 [===========================>..] - ETA: 6s - loss: 0.4092 - rpn_class_loss: 0.0044 - rpn_bbox_loss: 0.1249 - mrcnn_class_loss: 0.0436 - mrcnn_bbox_loss: 0.1156 - mrcnn_mask_loss: 0.1208\\n'\n",
            "b' 95/100 [===========================>..] - ETA: 5s - loss: 0.4093 - rpn_class_loss: 0.0043 - rpn_bbox_loss: 0.1251 - mrcnn_class_loss: 0.0434 - mrcnn_bbox_loss: 0.1155 - mrcnn_mask_loss: 0.1209\\n'\n",
            "b' 96/100 [===========================>..] - ETA: 4s - loss: 0.4069 - rpn_class_loss: 0.0043 - rpn_bbox_loss: 0.1240 - mrcnn_class_loss: 0.0433 - mrcnn_bbox_loss: 0.1148 - mrcnn_mask_loss: 0.1205\\n'\n",
            "b' 97/100 [============================>.] - ETA: 3s - loss: 0.4055 - rpn_class_loss: 0.0042 - rpn_bbox_loss: 0.1235 - mrcnn_class_loss: 0.0433 - mrcnn_bbox_loss: 0.1145 - mrcnn_mask_loss: 0.1199\\n'\n",
            "b' 98/100 [============================>.] - ETA: 2s - loss: 0.4036 - rpn_class_loss: 0.0042 - rpn_bbox_loss: 0.1229 - mrcnn_class_loss: 0.0431 - mrcnn_bbox_loss: 0.1138 - mrcnn_mask_loss: 0.1196\\n'\n",
            "b' 99/100 [============================>.] - ETA: 1s - loss: 0.4036 - rpn_class_loss: 0.0042 - rpn_bbox_loss: 0.1222 - mrcnn_class_loss: 0.0435 - mrcnn_bbox_loss: 0.1138 - mrcnn_mask_loss: 0.1199\\n'\n",
            "b'100/100 [==============================] - 135s 1s/step - loss: 0.4025 - rpn_class_loss: 0.0042 - rpn_bbox_loss: 0.1219 - mrcnn_class_loss: 0.0433 - mrcnn_bbox_loss: 0.1132 - mrcnn_mask_loss: 0.1199 - val_loss: 0.3949 - val_rpn_class_loss: 0.0017 - val_rpn_bbox_loss: 0.1111 - val_mrcnn_class_loss: 0.0460 - val_mrcnn_bbox_loss: 0.1178 - val_mrcnn_mask_loss: 0.1183\\n'\n",
            "b'Epoch 9/90\\n'\n",
            "b'\\n'\n",
            "b'  1/100 [..............................] - ETA: 1:42 - loss: 0.5626 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.1728 - mrcnn_class_loss: 0.0171 - mrcnn_bbox_loss: 0.2575 - mrcnn_mask_loss: 0.1128\\n'\n",
            "b'  2/100 [..............................] - ETA: 1:44 - loss: 0.3727 - rpn_class_loss: 0.0015 - rpn_bbox_loss: 0.1036 - mrcnn_class_loss: 0.0270 - mrcnn_bbox_loss: 0.1503 - mrcnn_mask_loss: 0.0902\\n'\n",
            "b'  3/100 [..............................] - ETA: 1:45 - loss: 0.3210 - rpn_class_loss: 0.0012 - rpn_bbox_loss: 0.0815 - mrcnn_class_loss: 0.0216 - mrcnn_bbox_loss: 0.1306 - mrcnn_mask_loss: 0.0862\\n'\n",
            "b'  4/100 [>.............................] - ETA: 1:44 - loss: 0.3173 - rpn_class_loss: 0.0014 - rpn_bbox_loss: 0.0706 - mrcnn_class_loss: 0.0322 - mrcnn_bbox_loss: 0.1145 - mrcnn_mask_loss: 0.0985\\n'\n",
            "b'  5/100 [>.............................] - ETA: 1:42 - loss: 0.3076 - rpn_class_loss: 0.0012 - rpn_bbox_loss: 0.0720 - mrcnn_class_loss: 0.0319 - mrcnn_bbox_loss: 0.1075 - mrcnn_mask_loss: 0.0949\\n'\n",
            "b'  6/100 [>.............................] - ETA: 1:42 - loss: 0.3199 - rpn_class_loss: 0.0014 - rpn_bbox_loss: 0.0780 - mrcnn_class_loss: 0.0285 - mrcnn_bbox_loss: 0.1154 - mrcnn_mask_loss: 0.0966\\n'\n",
            "b'  7/100 [=>............................] - ETA: 1:40 - loss: 0.3489 - rpn_class_loss: 0.0013 - rpn_bbox_loss: 0.0873 - mrcnn_class_loss: 0.0300 - mrcnn_bbox_loss: 0.1242 - mrcnn_mask_loss: 0.1062\\n'\n",
            "b'  8/100 [=>............................] - ETA: 1:39 - loss: 0.3245 - rpn_class_loss: 0.0011 - rpn_bbox_loss: 0.0784 - mrcnn_class_loss: 0.0272 - mrcnn_bbox_loss: 0.1142 - mrcnn_mask_loss: 0.1035\\n'\n",
            "b'  9/100 [=>............................] - ETA: 1:37 - loss: 0.3496 - rpn_class_loss: 0.0011 - rpn_bbox_loss: 0.0906 - mrcnn_class_loss: 0.0365 - mrcnn_bbox_loss: 0.1157 - mrcnn_mask_loss: 0.1056\\n'\n",
            "b' 10/100 [==>...........................] - ETA: 1:37 - loss: 0.3350 - rpn_class_loss: 0.0010 - rpn_bbox_loss: 0.0878 - mrcnn_class_loss: 0.0355 - mrcnn_bbox_loss: 0.1073 - mrcnn_mask_loss: 0.1034\\n'\n",
            "b' 11/100 [==>...........................] - ETA: 1:35 - loss: 0.3723 - rpn_class_loss: 0.0017 - rpn_bbox_loss: 0.1061 - mrcnn_class_loss: 0.0447 - mrcnn_bbox_loss: 0.1143 - mrcnn_mask_loss: 0.1055\\n'\n",
            "b' 12/100 [==>...........................] - ETA: 1:34 - loss: 0.3765 - rpn_class_loss: 0.0016 - rpn_bbox_loss: 0.1066 - mrcnn_class_loss: 0.0441 - mrcnn_bbox_loss: 0.1132 - mrcnn_mask_loss: 0.1111\\n'\n",
            "b' 13/100 [==>...........................] - ETA: 1:33 - loss: 0.3855 - rpn_class_loss: 0.0015 - rpn_bbox_loss: 0.1074 - mrcnn_class_loss: 0.0436 - mrcnn_bbox_loss: 0.1168 - mrcnn_mask_loss: 0.1162\\n'\n",
            "b' 14/100 [===>..........................] - ETA: 1:32 - loss: 0.3883 - rpn_class_loss: 0.0015 - rpn_bbox_loss: 0.1096 - mrcnn_class_loss: 0.0473 - mrcnn_bbox_loss: 0.1139 - mrcnn_mask_loss: 0.1161\\n'\n",
            "b' 15/100 [===>..........................] - ETA: 1:31 - loss: 0.4252 - rpn_class_loss: 0.0015 - rpn_bbox_loss: 0.1106 - mrcnn_class_loss: 0.0565 - mrcnn_bbox_loss: 0.1391 - mrcnn_mask_loss: 0.1175\\n'\n",
            "b' 16/100 [===>..........................] - ETA: 1:30 - loss: 0.4258 - rpn_class_loss: 0.0019 - rpn_bbox_loss: 0.1124 - mrcnn_class_loss: 0.0587 - mrcnn_bbox_loss: 0.1360 - mrcnn_mask_loss: 0.1168\\n'\n",
            "b' 17/100 [====>.........................] - ETA: 1:29 - loss: 0.4243 - rpn_class_loss: 0.0019 - rpn_bbox_loss: 0.1107 - mrcnn_class_loss: 0.0574 - mrcnn_bbox_loss: 0.1376 - mrcnn_mask_loss: 0.1168\\n'\n",
            "b' 18/100 [====>.........................] - ETA: 1:28 - loss: 0.4236 - rpn_class_loss: 0.0018 - rpn_bbox_loss: 0.1100 - mrcnn_class_loss: 0.0561 - mrcnn_bbox_loss: 0.1359 - mrcnn_mask_loss: 0.1198\\n'\n",
            "b' 19/100 [====>.........................] - ETA: 1:27 - loss: 0.4354 - rpn_class_loss: 0.0020 - rpn_bbox_loss: 0.1093 - mrcnn_class_loss: 0.0633 - mrcnn_bbox_loss: 0.1382 - mrcnn_mask_loss: 0.1227\\n'\n",
            "b' 20/100 [=====>........................] - ETA: 1:25 - loss: 0.4461 - rpn_class_loss: 0.0020 - rpn_bbox_loss: 0.1073 - mrcnn_class_loss: 0.0675 - mrcnn_bbox_loss: 0.1457 - mrcnn_mask_loss: 0.1236\\n'\n",
            "b' 21/100 [=====>........................] - ETA: 1:24 - loss: 0.4492 - rpn_class_loss: 0.0019 - rpn_bbox_loss: 0.1092 - mrcnn_class_loss: 0.0661 - mrcnn_bbox_loss: 0.1472 - mrcnn_mask_loss: 0.1248\\n'\n",
            "b' 22/100 [=====>........................] - ETA: 1:23 - loss: 0.4412 - rpn_class_loss: 0.0019 - rpn_bbox_loss: 0.1063 - mrcnn_class_loss: 0.0648 - mrcnn_bbox_loss: 0.1440 - mrcnn_mask_loss: 0.1242\\n'\n",
            "b' 23/100 [=====>........................] - ETA: 1:22 - loss: 0.4398 - rpn_class_loss: 0.0019 - rpn_bbox_loss: 0.1053 - mrcnn_class_loss: 0.0667 - mrcnn_bbox_loss: 0.1435 - mrcnn_mask_loss: 0.1224\\n'\n",
            "b' 24/100 [======>.......................] - ETA: 1:21 - loss: 0.4409 - rpn_class_loss: 0.0020 - rpn_bbox_loss: 0.1044 - mrcnn_class_loss: 0.0679 - mrcnn_bbox_loss: 0.1422 - mrcnn_mask_loss: 0.1244\\n'\n",
            "b' 25/100 [======>.......................] - ETA: 1:20 - loss: 0.4639 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1145 - mrcnn_class_loss: 0.0719 - mrcnn_bbox_loss: 0.1474 - mrcnn_mask_loss: 0.1279\\n'\n",
            "b' 26/100 [======>.......................] - ETA: 1:19 - loss: 0.4606 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1140 - mrcnn_class_loss: 0.0699 - mrcnn_bbox_loss: 0.1461 - mrcnn_mask_loss: 0.1285\\n'\n",
            "b' 27/100 [=======>......................] - ETA: 1:18 - loss: 0.4628 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.1204 - mrcnn_class_loss: 0.0683 - mrcnn_bbox_loss: 0.1439 - mrcnn_mask_loss: 0.1278\\n'\n",
            "b' 28/100 [=======>......................] - ETA: 1:16 - loss: 0.4564 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.1180 - mrcnn_class_loss: 0.0689 - mrcnn_bbox_loss: 0.1413 - mrcnn_mask_loss: 0.1259\\n'\n",
            "b' 29/100 [=======>......................] - ETA: 1:15 - loss: 0.4557 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1174 - mrcnn_class_loss: 0.0701 - mrcnn_bbox_loss: 0.1419 - mrcnn_mask_loss: 0.1241\\n'\n",
            "b' 30/100 [========>.....................] - ETA: 1:14 - loss: 0.4645 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.1183 - mrcnn_class_loss: 0.0733 - mrcnn_bbox_loss: 0.1448 - mrcnn_mask_loss: 0.1258\\n'\n",
            "b' 31/100 [========>.....................] - ETA: 1:13 - loss: 0.4612 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.1165 - mrcnn_class_loss: 0.0734 - mrcnn_bbox_loss: 0.1438 - mrcnn_mask_loss: 0.1252\\n'\n",
            "b' 32/100 [========>.....................] - ETA: 1:12 - loss: 0.4583 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.1167 - mrcnn_class_loss: 0.0728 - mrcnn_bbox_loss: 0.1418 - mrcnn_mask_loss: 0.1248\\n'\n",
            "b' 33/100 [========>.....................] - ETA: 1:11 - loss: 0.4594 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.1158 - mrcnn_class_loss: 0.0729 - mrcnn_bbox_loss: 0.1431 - mrcnn_mask_loss: 0.1252\\n'\n",
            "b' 34/100 [=========>....................] - ETA: 1:10 - loss: 0.4561 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.1148 - mrcnn_class_loss: 0.0739 - mrcnn_bbox_loss: 0.1416 - mrcnn_mask_loss: 0.1235\\n'\n",
            "b' 35/100 [=========>....................] - ETA: 1:09 - loss: 0.4699 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.1321 - mrcnn_class_loss: 0.0725 - mrcnn_bbox_loss: 0.1405 - mrcnn_mask_loss: 0.1220\\n'\n",
            "b' 36/100 [=========>....................] - ETA: 1:08 - loss: 0.4648 - rpn_class_loss: 0.0027 - rpn_bbox_loss: 0.1299 - mrcnn_class_loss: 0.0728 - mrcnn_bbox_loss: 0.1380 - mrcnn_mask_loss: 0.1214\\n'\n",
            "b' 37/100 [==========>...................] - ETA: 1:07 - loss: 0.4619 - rpn_class_loss: 0.0027 - rpn_bbox_loss: 0.1304 - mrcnn_class_loss: 0.0710 - mrcnn_bbox_loss: 0.1369 - mrcnn_mask_loss: 0.1209\\n'\n",
            "b' 38/100 [==========>...................] - ETA: 1:06 - loss: 0.4592 - rpn_class_loss: 0.0027 - rpn_bbox_loss: 0.1290 - mrcnn_class_loss: 0.0704 - mrcnn_bbox_loss: 0.1358 - mrcnn_mask_loss: 0.1212\\n'\n",
            "b' 39/100 [==========>...................] - ETA: 1:05 - loss: 0.4548 - rpn_class_loss: 0.0027 - rpn_bbox_loss: 0.1273 - mrcnn_class_loss: 0.0699 - mrcnn_bbox_loss: 0.1336 - mrcnn_mask_loss: 0.1213\\n'\n",
            "b' 40/100 [===========>..................] - ETA: 1:04 - loss: 0.4589 - rpn_class_loss: 0.0030 - rpn_bbox_loss: 0.1344 - mrcnn_class_loss: 0.0691 - mrcnn_bbox_loss: 0.1323 - mrcnn_mask_loss: 0.1200\\n'\n",
            "b' 41/100 [===========>..................] - ETA: 1:03 - loss: 0.4551 - rpn_class_loss: 0.0030 - rpn_bbox_loss: 0.1336 - mrcnn_class_loss: 0.0688 - mrcnn_bbox_loss: 0.1306 - mrcnn_mask_loss: 0.1190\\n'\n",
            "b' 42/100 [===========>..................] - ETA: 1:02 - loss: 0.4506 - rpn_class_loss: 0.0029 - rpn_bbox_loss: 0.1332 - mrcnn_class_loss: 0.0676 - mrcnn_bbox_loss: 0.1285 - mrcnn_mask_loss: 0.1184\\n'\n",
            "b' 43/100 [===========>..................] - ETA: 1:01 - loss: 0.4465 - rpn_class_loss: 0.0029 - rpn_bbox_loss: 0.1306 - mrcnn_class_loss: 0.0680 - mrcnn_bbox_loss: 0.1278 - mrcnn_mask_loss: 0.1172\\n'\n",
            "b' 44/100 [============>.................] - ETA: 1:00 - loss: 0.4421 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.1281 - mrcnn_class_loss: 0.0677 - mrcnn_bbox_loss: 0.1262 - mrcnn_mask_loss: 0.1172\\n'\n",
            "b' 45/100 [============>.................] - ETA: 59s - loss: 0.4417 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.1271 - mrcnn_class_loss: 0.0675 - mrcnn_bbox_loss: 0.1280 - mrcnn_mask_loss: 0.1163 \\n'\n",
            "b' 46/100 [============>.................] - ETA: 57s - loss: 0.4369 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.1259 - mrcnn_class_loss: 0.0666 - mrcnn_bbox_loss: 0.1261 - mrcnn_mask_loss: 0.1154\\n'\n",
            "b' 47/100 [=============>................] - ETA: 56s - loss: 0.4346 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.1248 - mrcnn_class_loss: 0.0670 - mrcnn_bbox_loss: 0.1254 - mrcnn_mask_loss: 0.1146\\n'\n",
            "b' 48/100 [=============>................] - ETA: 55s - loss: 0.4291 - rpn_class_loss: 0.0027 - rpn_bbox_loss: 0.1231 - mrcnn_class_loss: 0.0663 - mrcnn_bbox_loss: 0.1233 - mrcnn_mask_loss: 0.1137\\n'\n",
            "b' 49/100 [=============>................] - ETA: 54s - loss: 0.4463 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.1274 - mrcnn_class_loss: 0.0705 - mrcnn_bbox_loss: 0.1292 - mrcnn_mask_loss: 0.1165\\n'\n",
            "b' 50/100 [==============>...............] - ETA: 53s - loss: 0.4430 - rpn_class_loss: 0.0027 - rpn_bbox_loss: 0.1262 - mrcnn_class_loss: 0.0700 - mrcnn_bbox_loss: 0.1284 - mrcnn_mask_loss: 0.1157\\n'\n",
            "b' 51/100 [==============>...............] - ETA: 52s - loss: 0.4445 - rpn_class_loss: 0.0027 - rpn_bbox_loss: 0.1263 - mrcnn_class_loss: 0.0694 - mrcnn_bbox_loss: 0.1296 - mrcnn_mask_loss: 0.1164\\n'\n",
            "b' 52/100 [==============>...............] - ETA: 51s - loss: 0.4407 - rpn_class_loss: 0.0027 - rpn_bbox_loss: 0.1247 - mrcnn_class_loss: 0.0694 - mrcnn_bbox_loss: 0.1283 - mrcnn_mask_loss: 0.1156\\n'\n",
            "b' 53/100 [==============>...............] - ETA: 50s - loss: 0.4366 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.1233 - mrcnn_class_loss: 0.0684 - mrcnn_bbox_loss: 0.1275 - mrcnn_mask_loss: 0.1147\\n'\n",
            "b' 54/100 [===============>..............] - ETA: 49s - loss: 0.4467 - rpn_class_loss: 0.0027 - rpn_bbox_loss: 0.1258 - mrcnn_class_loss: 0.0709 - mrcnn_bbox_loss: 0.1306 - mrcnn_mask_loss: 0.1166\\n'\n",
            "b' 55/100 [===============>..............] - ETA: 48s - loss: 0.4442 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.1243 - mrcnn_class_loss: 0.0707 - mrcnn_bbox_loss: 0.1298 - mrcnn_mask_loss: 0.1167\\n'\n",
            "b' 56/100 [===============>..............] - ETA: 47s - loss: 0.4433 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.1239 - mrcnn_class_loss: 0.0698 - mrcnn_bbox_loss: 0.1299 - mrcnn_mask_loss: 0.1171\\n'\n",
            "b' 57/100 [================>.............] - ETA: 46s - loss: 0.4539 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.1264 - mrcnn_class_loss: 0.0711 - mrcnn_bbox_loss: 0.1355 - mrcnn_mask_loss: 0.1183\\n'\n",
            "b' 58/100 [================>.............] - ETA: 45s - loss: 0.4490 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.1249 - mrcnn_class_loss: 0.0700 - mrcnn_bbox_loss: 0.1342 - mrcnn_mask_loss: 0.1173\\n'\n",
            "b' 59/100 [================>.............] - ETA: 44s - loss: 0.4475 - rpn_class_loss: 0.0025 - rpn_bbox_loss: 0.1249 - mrcnn_class_loss: 0.0691 - mrcnn_bbox_loss: 0.1335 - mrcnn_mask_loss: 0.1174\\n'\n",
            "b' 60/100 [=================>............] - ETA: 42s - loss: 0.4439 - rpn_class_loss: 0.0025 - rpn_bbox_loss: 0.1234 - mrcnn_class_loss: 0.0686 - mrcnn_bbox_loss: 0.1321 - mrcnn_mask_loss: 0.1173\\n'\n",
            "b' 61/100 [=================>............] - ETA: 41s - loss: 0.4422 - rpn_class_loss: 0.0025 - rpn_bbox_loss: 0.1221 - mrcnn_class_loss: 0.0684 - mrcnn_bbox_loss: 0.1325 - mrcnn_mask_loss: 0.1168\\n'\n",
            "b' 62/100 [=================>............] - ETA: 40s - loss: 0.4462 - rpn_class_loss: 0.0025 - rpn_bbox_loss: 0.1220 - mrcnn_class_loss: 0.0688 - mrcnn_bbox_loss: 0.1353 - mrcnn_mask_loss: 0.1177\\n'\n",
            "b' 63/100 [=================>............] - ETA: 39s - loss: 0.4441 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.1210 - mrcnn_class_loss: 0.0684 - mrcnn_bbox_loss: 0.1350 - mrcnn_mask_loss: 0.1173\\n'\n",
            "b' 64/100 [==================>...........] - ETA: 38s - loss: 0.4409 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.1202 - mrcnn_class_loss: 0.0675 - mrcnn_bbox_loss: 0.1336 - mrcnn_mask_loss: 0.1171\\n'\n",
            "b' 65/100 [==================>...........] - ETA: 37s - loss: 0.4415 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.1199 - mrcnn_class_loss: 0.0673 - mrcnn_bbox_loss: 0.1335 - mrcnn_mask_loss: 0.1184\\n'\n",
            "b' 66/100 [==================>...........] - ETA: 36s - loss: 0.4379 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.1187 - mrcnn_class_loss: 0.0666 - mrcnn_bbox_loss: 0.1323 - mrcnn_mask_loss: 0.1179\\n'\n",
            "b' 67/100 [===================>..........] - ETA: 35s - loss: 0.4410 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.1180 - mrcnn_class_loss: 0.0672 - mrcnn_bbox_loss: 0.1345 - mrcnn_mask_loss: 0.1190\\n'\n",
            "b' 68/100 [===================>..........] - ETA: 34s - loss: 0.4377 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.1166 - mrcnn_class_loss: 0.0666 - mrcnn_bbox_loss: 0.1337 - mrcnn_mask_loss: 0.1186\\n'\n",
            "b' 69/100 [===================>..........] - ETA: 33s - loss: 0.4359 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.1154 - mrcnn_class_loss: 0.0666 - mrcnn_bbox_loss: 0.1335 - mrcnn_mask_loss: 0.1181\\n'\n",
            "b' 70/100 [====================>.........] - ETA: 32s - loss: 0.4344 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.1146 - mrcnn_class_loss: 0.0660 - mrcnn_bbox_loss: 0.1327 - mrcnn_mask_loss: 0.1187\\n'\n",
            "b' 71/100 [====================>.........] - ETA: 30s - loss: 0.4334 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.1143 - mrcnn_class_loss: 0.0655 - mrcnn_bbox_loss: 0.1328 - mrcnn_mask_loss: 0.1185\\n'\n",
            "b' 72/100 [====================>.........] - ETA: 29s - loss: 0.4342 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.1136 - mrcnn_class_loss: 0.0657 - mrcnn_bbox_loss: 0.1333 - mrcnn_mask_loss: 0.1193\\n'\n",
            "b' 73/100 [====================>.........] - ETA: 28s - loss: 0.4367 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.1135 - mrcnn_class_loss: 0.0661 - mrcnn_bbox_loss: 0.1345 - mrcnn_mask_loss: 0.1204\\n'\n",
            "b' 74/100 [=====================>........] - ETA: 27s - loss: 0.4339 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1122 - mrcnn_class_loss: 0.0660 - mrcnn_bbox_loss: 0.1336 - mrcnn_mask_loss: 0.1199\\n'\n",
            "b' 75/100 [=====================>........] - ETA: 26s - loss: 0.4312 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1116 - mrcnn_class_loss: 0.0654 - mrcnn_bbox_loss: 0.1329 - mrcnn_mask_loss: 0.1191\\n'\n",
            "b' 76/100 [=====================>........] - ETA: 25s - loss: 0.4291 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1108 - mrcnn_class_loss: 0.0649 - mrcnn_bbox_loss: 0.1324 - mrcnn_mask_loss: 0.1189\\n'\n",
            "b' 77/100 [======================>.......] - ETA: 24s - loss: 0.4291 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.1116 - mrcnn_class_loss: 0.0646 - mrcnn_bbox_loss: 0.1322 - mrcnn_mask_loss: 0.1184\\n'\n",
            "b' 78/100 [======================>.......] - ETA: 23s - loss: 0.4287 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.1111 - mrcnn_class_loss: 0.0643 - mrcnn_bbox_loss: 0.1320 - mrcnn_mask_loss: 0.1189\\n'\n",
            "b' 79/100 [======================>.......] - ETA: 22s - loss: 0.4306 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.1118 - mrcnn_class_loss: 0.0653 - mrcnn_bbox_loss: 0.1323 - mrcnn_mask_loss: 0.1189\\n'\n",
            "b' 80/100 [=======================>......] - ETA: 21s - loss: 0.4280 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.1111 - mrcnn_class_loss: 0.0647 - mrcnn_bbox_loss: 0.1317 - mrcnn_mask_loss: 0.1182\\n'\n",
            "b' 81/100 [=======================>......] - ETA: 20s - loss: 0.4270 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.1102 - mrcnn_class_loss: 0.0644 - mrcnn_bbox_loss: 0.1320 - mrcnn_mask_loss: 0.1180\\n'\n",
            "b' 82/100 [=======================>......] - ETA: 19s - loss: 0.4262 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.1103 - mrcnn_class_loss: 0.0643 - mrcnn_bbox_loss: 0.1316 - mrcnn_mask_loss: 0.1176\\n'\n",
            "b' 83/100 [=======================>......] - ETA: 18s - loss: 0.4282 - rpn_class_loss: 0.0025 - rpn_bbox_loss: 0.1110 - mrcnn_class_loss: 0.0656 - mrcnn_bbox_loss: 0.1317 - mrcnn_mask_loss: 0.1174\\n'\n",
            "b' 84/100 [========================>.....] - ETA: 17s - loss: 0.4279 - rpn_class_loss: 0.0025 - rpn_bbox_loss: 0.1110 - mrcnn_class_loss: 0.0660 - mrcnn_bbox_loss: 0.1311 - mrcnn_mask_loss: 0.1173\\n'\n",
            "b' 85/100 [========================>.....] - ETA: 16s - loss: 0.4328 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.1165 - mrcnn_class_loss: 0.0655 - mrcnn_bbox_loss: 0.1308 - mrcnn_mask_loss: 0.1174\\n'\n",
            "b' 86/100 [========================>.....] - ETA: 14s - loss: 0.4307 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.1157 - mrcnn_class_loss: 0.0650 - mrcnn_bbox_loss: 0.1300 - mrcnn_mask_loss: 0.1174\\n'\n",
            "b' 87/100 [=========================>....] - ETA: 13s - loss: 0.4307 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.1152 - mrcnn_class_loss: 0.0652 - mrcnn_bbox_loss: 0.1301 - mrcnn_mask_loss: 0.1176\\n'\n",
            "b' 88/100 [=========================>....] - ETA: 12s - loss: 0.4306 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.1146 - mrcnn_class_loss: 0.0664 - mrcnn_bbox_loss: 0.1295 - mrcnn_mask_loss: 0.1174\\n'\n",
            "b' 89/100 [=========================>....] - ETA: 11s - loss: 0.4296 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.1141 - mrcnn_class_loss: 0.0660 - mrcnn_bbox_loss: 0.1294 - mrcnn_mask_loss: 0.1175\\n'\n",
            "b' 90/100 [==========================>...] - ETA: 10s - loss: 0.4320 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.1177 - mrcnn_class_loss: 0.0655 - mrcnn_bbox_loss: 0.1286 - mrcnn_mask_loss: 0.1177\\n'\n",
            "b' 91/100 [==========================>...] - ETA: 9s - loss: 0.4361 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.1187 - mrcnn_class_loss: 0.0652 - mrcnn_bbox_loss: 0.1304 - mrcnn_mask_loss: 0.1189 \\n'\n",
            "b' 92/100 [==========================>...] - ETA: 8s - loss: 0.4345 - rpn_class_loss: 0.0029 - rpn_bbox_loss: 0.1179 - mrcnn_class_loss: 0.0651 - mrcnn_bbox_loss: 0.1296 - mrcnn_mask_loss: 0.1190\\n'\n",
            "b' 93/100 [==========================>...] - ETA: 7s - loss: 0.4342 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.1173 - mrcnn_class_loss: 0.0652 - mrcnn_bbox_loss: 0.1299 - mrcnn_mask_loss: 0.1190\\n'\n",
            "b' 94/100 [===========================>..] - ETA: 6s - loss: 0.4320 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.1165 - mrcnn_class_loss: 0.0646 - mrcnn_bbox_loss: 0.1292 - mrcnn_mask_loss: 0.1189\\n'\n",
            "b' 95/100 [===========================>..] - ETA: 5s - loss: 0.4298 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.1157 - mrcnn_class_loss: 0.0640 - mrcnn_bbox_loss: 0.1285 - mrcnn_mask_loss: 0.1188\\n'\n",
            "b' 96/100 [===========================>..] - ETA: 4s - loss: 0.4310 - rpn_class_loss: 0.0029 - rpn_bbox_loss: 0.1159 - mrcnn_class_loss: 0.0637 - mrcnn_bbox_loss: 0.1288 - mrcnn_mask_loss: 0.1197\\n'\n",
            "b' 97/100 [============================>.] - ETA: 3s - loss: 0.4307 - rpn_class_loss: 0.0029 - rpn_bbox_loss: 0.1156 - mrcnn_class_loss: 0.0633 - mrcnn_bbox_loss: 0.1290 - mrcnn_mask_loss: 0.1198\\n'\n",
            "b' 98/100 [============================>.] - ETA: 2s - loss: 0.4299 - rpn_class_loss: 0.0029 - rpn_bbox_loss: 0.1152 - mrcnn_class_loss: 0.0635 - mrcnn_bbox_loss: 0.1286 - mrcnn_mask_loss: 0.1197\\n'\n",
            "b' 99/100 [============================>.] - ETA: 1s - loss: 0.4295 - rpn_class_loss: 0.0029 - rpn_bbox_loss: 0.1147 - mrcnn_class_loss: 0.0631 - mrcnn_bbox_loss: 0.1288 - mrcnn_mask_loss: 0.1200\\n'\n",
            "b'100/100 [==============================] - 137s 1s/step - loss: 0.4269 - rpn_class_loss: 0.0029 - rpn_bbox_loss: 0.1139 - mrcnn_class_loss: 0.0625 - mrcnn_bbox_loss: 0.1279 - mrcnn_mask_loss: 0.1197 - val_loss: 0.4505 - val_rpn_class_loss: 0.0025 - val_rpn_bbox_loss: 0.1410 - val_mrcnn_class_loss: 0.0469 - val_mrcnn_bbox_loss: 0.1422 - val_mrcnn_mask_loss: 0.1179\\n'\n",
            "b'Epoch 10/90\\n'\n",
            "b'\\n'\n",
            "b'  1/100 [..............................] - ETA: 1:38 - loss: 0.2895 - rpn_class_loss: 2.4169e-04 - rpn_bbox_loss: 0.0917 - mrcnn_class_loss: 0.0640 - mrcnn_bbox_loss: 0.0545 - mrcnn_mask_loss: 0.0790\\n'\n",
            "b'  2/100 [..............................] - ETA: 1:40 - loss: 0.2806 - rpn_class_loss: 3.4583e-04 - rpn_bbox_loss: 0.0638 - mrcnn_class_loss: 0.0410 - mrcnn_bbox_loss: 0.0825 - mrcnn_mask_loss: 0.0929\\n'\n",
            "b'  3/100 [..............................] - ETA: 1:39 - loss: 0.2790 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.0793 - mrcnn_class_loss: 0.0318 - mrcnn_bbox_loss: 0.0781 - mrcnn_mask_loss: 0.0878    \\n'\n",
            "b'  4/100 [>.............................] - ETA: 1:39 - loss: 0.2958 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.0786 - mrcnn_class_loss: 0.0295 - mrcnn_bbox_loss: 0.0852 - mrcnn_mask_loss: 0.0998\\n'\n",
            "b'  5/100 [>.............................] - ETA: 1:39 - loss: 0.3624 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.0948 - mrcnn_class_loss: 0.0483 - mrcnn_bbox_loss: 0.1062 - mrcnn_mask_loss: 0.1108\\n'\n",
            "b'  6/100 [>.............................] - ETA: 1:37 - loss: 0.3345 - rpn_class_loss: 0.0019 - rpn_bbox_loss: 0.0829 - mrcnn_class_loss: 0.0521 - mrcnn_bbox_loss: 0.0937 - mrcnn_mask_loss: 0.1040\\n'\n",
            "b'  7/100 [=>............................] - ETA: 1:36 - loss: 0.3227 - rpn_class_loss: 0.0019 - rpn_bbox_loss: 0.0803 - mrcnn_class_loss: 0.0466 - mrcnn_bbox_loss: 0.0913 - mrcnn_mask_loss: 0.1026\\n'\n",
            "b'  8/100 [=>............................] - ETA: 1:35 - loss: 0.3037 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.0766 - mrcnn_class_loss: 0.0430 - mrcnn_bbox_loss: 0.0835 - mrcnn_mask_loss: 0.0983\\n'\n",
            "b'  9/100 [=>............................] - ETA: 1:35 - loss: 0.3216 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.0729 - mrcnn_class_loss: 0.0442 - mrcnn_bbox_loss: 0.1051 - mrcnn_mask_loss: 0.0972\\n'\n",
            "b' 10/100 [==>...........................] - ETA: 1:33 - loss: 0.3377 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.0780 - mrcnn_class_loss: 0.0486 - mrcnn_bbox_loss: 0.1062 - mrcnn_mask_loss: 0.1028\\n'\n",
            "b' 11/100 [==>...........................] - ETA: 1:33 - loss: 0.4071 - rpn_class_loss: 0.0029 - rpn_bbox_loss: 0.1064 - mrcnn_class_loss: 0.0569 - mrcnn_bbox_loss: 0.1248 - mrcnn_mask_loss: 0.1162\\n'\n",
            "b' 12/100 [==>...........................] - ETA: 1:32 - loss: 0.3880 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.1023 - mrcnn_class_loss: 0.0529 - mrcnn_bbox_loss: 0.1165 - mrcnn_mask_loss: 0.1135\\n'\n",
            "b' 13/100 [==>...........................] - ETA: 1:31 - loss: 0.3867 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.1030 - mrcnn_class_loss: 0.0508 - mrcnn_bbox_loss: 0.1184 - mrcnn_mask_loss: 0.1118\\n'\n",
            "b' 14/100 [===>..........................] - ETA: 1:29 - loss: 0.3788 - rpn_class_loss: 0.0027 - rpn_bbox_loss: 0.0982 - mrcnn_class_loss: 0.0513 - mrcnn_bbox_loss: 0.1176 - mrcnn_mask_loss: 0.1089\\n'\n",
            "b' 15/100 [===>..........................] - ETA: 1:28 - loss: 0.4198 - rpn_class_loss: 0.0031 - rpn_bbox_loss: 0.1151 - mrcnn_class_loss: 0.0573 - mrcnn_bbox_loss: 0.1312 - mrcnn_mask_loss: 0.1131\\n'\n",
            "b' 16/100 [===>..........................] - ETA: 1:27 - loss: 0.4454 - rpn_class_loss: 0.0033 - rpn_bbox_loss: 0.1211 - mrcnn_class_loss: 0.0624 - mrcnn_bbox_loss: 0.1376 - mrcnn_mask_loss: 0.1210\\n'\n",
            "b' 17/100 [====>.........................] - ETA: 1:26 - loss: 0.4860 - rpn_class_loss: 0.0042 - rpn_bbox_loss: 0.1244 - mrcnn_class_loss: 0.0705 - mrcnn_bbox_loss: 0.1559 - mrcnn_mask_loss: 0.1310\\n'\n",
            "b' 18/100 [====>.........................] - ETA: 1:25 - loss: 0.4721 - rpn_class_loss: 0.0041 - rpn_bbox_loss: 0.1202 - mrcnn_class_loss: 0.0688 - mrcnn_bbox_loss: 0.1506 - mrcnn_mask_loss: 0.1285\\n'\n",
            "b' 19/100 [====>.........................] - ETA: 1:24 - loss: 0.4906 - rpn_class_loss: 0.0039 - rpn_bbox_loss: 0.1222 - mrcnn_class_loss: 0.0677 - mrcnn_bbox_loss: 0.1528 - mrcnn_mask_loss: 0.1440\\n'\n",
            "b' 20/100 [=====>........................] - ETA: 1:23 - loss: 0.5081 - rpn_class_loss: 0.0041 - rpn_bbox_loss: 0.1282 - mrcnn_class_loss: 0.0718 - mrcnn_bbox_loss: 0.1560 - mrcnn_mask_loss: 0.1481\\n'\n",
            "b' 21/100 [=====>........................] - ETA: 1:22 - loss: 0.5058 - rpn_class_loss: 0.0039 - rpn_bbox_loss: 0.1283 - mrcnn_class_loss: 0.0696 - mrcnn_bbox_loss: 0.1591 - mrcnn_mask_loss: 0.1448\\n'\n",
            "b' 22/100 [=====>........................] - ETA: 1:21 - loss: 0.5125 - rpn_class_loss: 0.0045 - rpn_bbox_loss: 0.1276 - mrcnn_class_loss: 0.0732 - mrcnn_bbox_loss: 0.1597 - mrcnn_mask_loss: 0.1476\\n'\n",
            "b' 23/100 [=====>........................] - ETA: 1:20 - loss: 0.5101 - rpn_class_loss: 0.0043 - rpn_bbox_loss: 0.1266 - mrcnn_class_loss: 0.0734 - mrcnn_bbox_loss: 0.1591 - mrcnn_mask_loss: 0.1466\\n'\n",
            "b' 24/100 [======>.......................] - ETA: 1:19 - loss: 0.5152 - rpn_class_loss: 0.0042 - rpn_bbox_loss: 0.1268 - mrcnn_class_loss: 0.0733 - mrcnn_bbox_loss: 0.1578 - mrcnn_mask_loss: 0.1532\\n'\n",
            "b' 25/100 [======>.......................] - ETA: 1:18 - loss: 0.5175 - rpn_class_loss: 0.0042 - rpn_bbox_loss: 0.1265 - mrcnn_class_loss: 0.0738 - mrcnn_bbox_loss: 0.1580 - mrcnn_mask_loss: 0.1550\\n'\n",
            "b' 26/100 [======>.......................] - ETA: 1:17 - loss: 0.5123 - rpn_class_loss: 0.0041 - rpn_bbox_loss: 0.1267 - mrcnn_class_loss: 0.0720 - mrcnn_bbox_loss: 0.1572 - mrcnn_mask_loss: 0.1523\\n'\n",
            "b' 27/100 [=======>......................] - ETA: 1:16 - loss: 0.5202 - rpn_class_loss: 0.0039 - rpn_bbox_loss: 0.1313 - mrcnn_class_loss: 0.0717 - mrcnn_bbox_loss: 0.1592 - mrcnn_mask_loss: 0.1541\\n'\n",
            "b' 28/100 [=======>......................] - ETA: 1:15 - loss: 0.5123 - rpn_class_loss: 0.0038 - rpn_bbox_loss: 0.1287 - mrcnn_class_loss: 0.0721 - mrcnn_bbox_loss: 0.1553 - mrcnn_mask_loss: 0.1523\\n'\n",
            "b' 29/100 [=======>......................] - ETA: 1:14 - loss: 0.5031 - rpn_class_loss: 0.0037 - rpn_bbox_loss: 0.1254 - mrcnn_class_loss: 0.0709 - mrcnn_bbox_loss: 0.1532 - mrcnn_mask_loss: 0.1498\\n'\n",
            "b' 30/100 [========>.....................] - ETA: 1:13 - loss: 0.4974 - rpn_class_loss: 0.0037 - rpn_bbox_loss: 0.1229 - mrcnn_class_loss: 0.0700 - mrcnn_bbox_loss: 0.1507 - mrcnn_mask_loss: 0.1501\\n'\n",
            "b' 31/100 [========>.....................] - ETA: 1:12 - loss: 0.4937 - rpn_class_loss: 0.0036 - rpn_bbox_loss: 0.1213 - mrcnn_class_loss: 0.0693 - mrcnn_bbox_loss: 0.1505 - mrcnn_mask_loss: 0.1490\\n'\n",
            "b' 32/100 [========>.....................] - ETA: 1:11 - loss: 0.4944 - rpn_class_loss: 0.0035 - rpn_bbox_loss: 0.1220 - mrcnn_class_loss: 0.0683 - mrcnn_bbox_loss: 0.1500 - mrcnn_mask_loss: 0.1506\\n'\n",
            "b' 33/100 [========>.....................] - ETA: 1:10 - loss: 0.4874 - rpn_class_loss: 0.0035 - rpn_bbox_loss: 0.1206 - mrcnn_class_loss: 0.0672 - mrcnn_bbox_loss: 0.1470 - mrcnn_mask_loss: 0.1490\\n'\n",
            "b' 34/100 [=========>....................] - ETA: 1:09 - loss: 0.4788 - rpn_class_loss: 0.0034 - rpn_bbox_loss: 0.1179 - mrcnn_class_loss: 0.0666 - mrcnn_bbox_loss: 0.1437 - mrcnn_mask_loss: 0.1472\\n'\n",
            "b' 35/100 [=========>....................] - ETA: 1:08 - loss: 0.4772 - rpn_class_loss: 0.0036 - rpn_bbox_loss: 0.1210 - mrcnn_class_loss: 0.0655 - mrcnn_bbox_loss: 0.1411 - mrcnn_mask_loss: 0.1459\\n'\n",
            "b' 36/100 [=========>....................] - ETA: 1:07 - loss: 0.4705 - rpn_class_loss: 0.0035 - rpn_bbox_loss: 0.1190 - mrcnn_class_loss: 0.0647 - mrcnn_bbox_loss: 0.1385 - mrcnn_mask_loss: 0.1448\\n'\n",
            "b' 37/100 [==========>...................] - ETA: 1:06 - loss: 0.4674 - rpn_class_loss: 0.0035 - rpn_bbox_loss: 0.1190 - mrcnn_class_loss: 0.0637 - mrcnn_bbox_loss: 0.1379 - mrcnn_mask_loss: 0.1433\\n'\n",
            "b' 38/100 [==========>...................] - ETA: 1:04 - loss: 0.4614 - rpn_class_loss: 0.0034 - rpn_bbox_loss: 0.1177 - mrcnn_class_loss: 0.0626 - mrcnn_bbox_loss: 0.1354 - mrcnn_mask_loss: 0.1422\\n'\n",
            "b' 39/100 [==========>...................] - ETA: 1:03 - loss: 0.4557 - rpn_class_loss: 0.0034 - rpn_bbox_loss: 0.1170 - mrcnn_class_loss: 0.0612 - mrcnn_bbox_loss: 0.1341 - mrcnn_mask_loss: 0.1401\\n'\n",
            "b' 40/100 [===========>..................] - ETA: 1:02 - loss: 0.4516 - rpn_class_loss: 0.0036 - rpn_bbox_loss: 0.1166 - mrcnn_class_loss: 0.0603 - mrcnn_bbox_loss: 0.1321 - mrcnn_mask_loss: 0.1390\\n'\n",
            "b' 41/100 [===========>..................] - ETA: 1:01 - loss: 0.4477 - rpn_class_loss: 0.0035 - rpn_bbox_loss: 0.1149 - mrcnn_class_loss: 0.0590 - mrcnn_bbox_loss: 0.1323 - mrcnn_mask_loss: 0.1380\\n'\n",
            "b' 42/100 [===========>..................] - ETA: 1:00 - loss: 0.4418 - rpn_class_loss: 0.0034 - rpn_bbox_loss: 0.1134 - mrcnn_class_loss: 0.0581 - mrcnn_bbox_loss: 0.1301 - mrcnn_mask_loss: 0.1368\\n'\n",
            "b' 43/100 [===========>..................] - ETA: 59s - loss: 0.4387 - rpn_class_loss: 0.0034 - rpn_bbox_loss: 0.1119 - mrcnn_class_loss: 0.0579 - mrcnn_bbox_loss: 0.1300 - mrcnn_mask_loss: 0.1356 \\n'\n",
            "b' 44/100 [============>.................] - ETA: 58s - loss: 0.4320 - rpn_class_loss: 0.0034 - rpn_bbox_loss: 0.1103 - mrcnn_class_loss: 0.0568 - mrcnn_bbox_loss: 0.1277 - mrcnn_mask_loss: 0.1338\\n'\n",
            "b' 45/100 [============>.................] - ETA: 57s - loss: 0.4282 - rpn_class_loss: 0.0033 - rpn_bbox_loss: 0.1085 - mrcnn_class_loss: 0.0560 - mrcnn_bbox_loss: 0.1274 - mrcnn_mask_loss: 0.1330\\n'\n",
            "b' 46/100 [============>.................] - ETA: 56s - loss: 0.4237 - rpn_class_loss: 0.0032 - rpn_bbox_loss: 0.1075 - mrcnn_class_loss: 0.0549 - mrcnn_bbox_loss: 0.1258 - mrcnn_mask_loss: 0.1321\\n'\n",
            "b' 47/100 [=============>................] - ETA: 55s - loss: 0.4221 - rpn_class_loss: 0.0032 - rpn_bbox_loss: 0.1063 - mrcnn_class_loss: 0.0541 - mrcnn_bbox_loss: 0.1261 - mrcnn_mask_loss: 0.1324\\n'\n",
            "b' 48/100 [=============>................] - ETA: 54s - loss: 0.4176 - rpn_class_loss: 0.0031 - rpn_bbox_loss: 0.1051 - mrcnn_class_loss: 0.0537 - mrcnn_bbox_loss: 0.1244 - mrcnn_mask_loss: 0.1313\\n'\n",
            "b' 49/100 [=============>................] - ETA: 53s - loss: 0.4150 - rpn_class_loss: 0.0031 - rpn_bbox_loss: 0.1043 - mrcnn_class_loss: 0.0527 - mrcnn_bbox_loss: 0.1234 - mrcnn_mask_loss: 0.1315\\n'\n",
            "b' 50/100 [==============>...............] - ETA: 52s - loss: 0.4110 - rpn_class_loss: 0.0030 - rpn_bbox_loss: 0.1029 - mrcnn_class_loss: 0.0520 - mrcnn_bbox_loss: 0.1223 - mrcnn_mask_loss: 0.1307\\n'\n",
            "b' 51/100 [==============>...............] - ETA: 51s - loss: 0.4116 - rpn_class_loss: 0.0030 - rpn_bbox_loss: 0.1023 - mrcnn_class_loss: 0.0519 - mrcnn_bbox_loss: 0.1238 - mrcnn_mask_loss: 0.1306\\n'\n",
            "b' 52/100 [==============>...............] - ETA: 50s - loss: 0.4079 - rpn_class_loss: 0.0030 - rpn_bbox_loss: 0.1010 - mrcnn_class_loss: 0.0511 - mrcnn_bbox_loss: 0.1224 - mrcnn_mask_loss: 0.1305\\n'\n",
            "b' 53/100 [==============>...............] - ETA: 49s - loss: 0.4063 - rpn_class_loss: 0.0029 - rpn_bbox_loss: 0.1002 - mrcnn_class_loss: 0.0503 - mrcnn_bbox_loss: 0.1238 - mrcnn_mask_loss: 0.1291\\n'\n",
            "b' 54/100 [===============>..............] - ETA: 48s - loss: 0.4032 - rpn_class_loss: 0.0029 - rpn_bbox_loss: 0.0988 - mrcnn_class_loss: 0.0495 - mrcnn_bbox_loss: 0.1227 - mrcnn_mask_loss: 0.1292\\n'\n",
            "b' 55/100 [===============>..............] - ETA: 46s - loss: 0.4004 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.0984 - mrcnn_class_loss: 0.0490 - mrcnn_bbox_loss: 0.1216 - mrcnn_mask_loss: 0.1285\\n'\n",
            "b' 56/100 [===============>..............] - ETA: 45s - loss: 0.3991 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.0978 - mrcnn_class_loss: 0.0490 - mrcnn_bbox_loss: 0.1210 - mrcnn_mask_loss: 0.1285\\n'\n",
            "b' 57/100 [================>.............] - ETA: 44s - loss: 0.3967 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.0968 - mrcnn_class_loss: 0.0489 - mrcnn_bbox_loss: 0.1206 - mrcnn_mask_loss: 0.1277\\n'\n",
            "b' 58/100 [================>.............] - ETA: 43s - loss: 0.3930 - rpn_class_loss: 0.0027 - rpn_bbox_loss: 0.0959 - mrcnn_class_loss: 0.0483 - mrcnn_bbox_loss: 0.1198 - mrcnn_mask_loss: 0.1264\\n'\n",
            "b' 59/100 [================>.............] - ETA: 42s - loss: 0.3943 - rpn_class_loss: 0.0027 - rpn_bbox_loss: 0.0959 - mrcnn_class_loss: 0.0479 - mrcnn_bbox_loss: 0.1203 - mrcnn_mask_loss: 0.1275\\n'\n",
            "b' 60/100 [=================>............] - ETA: 41s - loss: 0.3911 - rpn_class_loss: 0.0027 - rpn_bbox_loss: 0.0951 - mrcnn_class_loss: 0.0474 - mrcnn_bbox_loss: 0.1194 - mrcnn_mask_loss: 0.1266\\n'\n",
            "b' 61/100 [=================>............] - ETA: 40s - loss: 0.3918 - rpn_class_loss: 0.0027 - rpn_bbox_loss: 0.0945 - mrcnn_class_loss: 0.0476 - mrcnn_bbox_loss: 0.1196 - mrcnn_mask_loss: 0.1274\\n'\n",
            "b' 62/100 [=================>............] - ETA: 39s - loss: 0.3891 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.0935 - mrcnn_class_loss: 0.0475 - mrcnn_bbox_loss: 0.1188 - mrcnn_mask_loss: 0.1266\\n'\n",
            "b' 63/100 [=================>............] - ETA: 38s - loss: 0.3893 - rpn_class_loss: 0.0027 - rpn_bbox_loss: 0.0931 - mrcnn_class_loss: 0.0478 - mrcnn_bbox_loss: 0.1191 - mrcnn_mask_loss: 0.1267\\n'\n",
            "b' 64/100 [==================>...........] - ETA: 37s - loss: 0.3888 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.0927 - mrcnn_class_loss: 0.0473 - mrcnn_bbox_loss: 0.1188 - mrcnn_mask_loss: 0.1275\\n'\n",
            "b' 65/100 [==================>...........] - ETA: 36s - loss: 0.3917 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.0941 - mrcnn_class_loss: 0.0467 - mrcnn_bbox_loss: 0.1212 - mrcnn_mask_loss: 0.1272\\n'\n",
            "b' 66/100 [==================>...........] - ETA: 35s - loss: 0.3908 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.0934 - mrcnn_class_loss: 0.0468 - mrcnn_bbox_loss: 0.1202 - mrcnn_mask_loss: 0.1278\\n'\n",
            "b' 67/100 [===================>..........] - ETA: 34s - loss: 0.3934 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.0929 - mrcnn_class_loss: 0.0472 - mrcnn_bbox_loss: 0.1224 - mrcnn_mask_loss: 0.1284\\n'\n",
            "b' 68/100 [===================>..........] - ETA: 33s - loss: 0.3923 - rpn_class_loss: 0.0027 - rpn_bbox_loss: 0.0922 - mrcnn_class_loss: 0.0475 - mrcnn_bbox_loss: 0.1217 - mrcnn_mask_loss: 0.1282\\n'\n",
            "b' 69/100 [===================>..........] - ETA: 32s - loss: 0.3926 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.0922 - mrcnn_class_loss: 0.0474 - mrcnn_bbox_loss: 0.1219 - mrcnn_mask_loss: 0.1285\\n'\n",
            "b' 70/100 [====================>.........] - ETA: 31s - loss: 0.3915 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.0923 - mrcnn_class_loss: 0.0468 - mrcnn_bbox_loss: 0.1214 - mrcnn_mask_loss: 0.1284\\n'\n",
            "b' 71/100 [====================>.........] - ETA: 30s - loss: 0.3890 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.0920 - mrcnn_class_loss: 0.0462 - mrcnn_bbox_loss: 0.1204 - mrcnn_mask_loss: 0.1278\\n'\n",
            "b' 72/100 [====================>.........] - ETA: 29s - loss: 0.3894 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.0916 - mrcnn_class_loss: 0.0465 - mrcnn_bbox_loss: 0.1206 - mrcnn_mask_loss: 0.1282\\n'\n",
            "b' 73/100 [====================>.........] - ETA: 28s - loss: 0.3944 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.0946 - mrcnn_class_loss: 0.0459 - mrcnn_bbox_loss: 0.1230 - mrcnn_mask_loss: 0.1283\\n'\n",
            "b' 74/100 [=====================>........] - ETA: 27s - loss: 0.3933 - rpn_class_loss: 0.0026 - rpn_bbox_loss: 0.0941 - mrcnn_class_loss: 0.0457 - mrcnn_bbox_loss: 0.1225 - mrcnn_mask_loss: 0.1284\\n'\n",
            "b' 75/100 [=====================>........] - ETA: 26s - loss: 0.3936 - rpn_class_loss: 0.0025 - rpn_bbox_loss: 0.0937 - mrcnn_class_loss: 0.0457 - mrcnn_bbox_loss: 0.1240 - mrcnn_mask_loss: 0.1275\\n'\n",
            "b' 76/100 [=====================>........] - ETA: 25s - loss: 0.3907 - rpn_class_loss: 0.0025 - rpn_bbox_loss: 0.0928 - mrcnn_class_loss: 0.0454 - mrcnn_bbox_loss: 0.1229 - mrcnn_mask_loss: 0.1271\\n'\n",
            "b' 77/100 [======================>.......] - ETA: 23s - loss: 0.3914 - rpn_class_loss: 0.0025 - rpn_bbox_loss: 0.0924 - mrcnn_class_loss: 0.0451 - mrcnn_bbox_loss: 0.1243 - mrcnn_mask_loss: 0.1271\\n'\n",
            "b' 78/100 [======================>.......] - ETA: 22s - loss: 0.3909 - rpn_class_loss: 0.0025 - rpn_bbox_loss: 0.0927 - mrcnn_class_loss: 0.0447 - mrcnn_bbox_loss: 0.1240 - mrcnn_mask_loss: 0.1271\\n'\n",
            "b' 79/100 [======================>.......] - ETA: 21s - loss: 0.3914 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.0924 - mrcnn_class_loss: 0.0448 - mrcnn_bbox_loss: 0.1248 - mrcnn_mask_loss: 0.1271\\n'\n",
            "b' 80/100 [=======================>......] - ETA: 20s - loss: 0.3897 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.0918 - mrcnn_class_loss: 0.0448 - mrcnn_bbox_loss: 0.1244 - mrcnn_mask_loss: 0.1263\\n'\n",
            "b' 81/100 [=======================>......] - ETA: 19s - loss: 0.3881 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.0916 - mrcnn_class_loss: 0.0444 - mrcnn_bbox_loss: 0.1237 - mrcnn_mask_loss: 0.1260\\n'\n",
            "b' 82/100 [=======================>......] - ETA: 18s - loss: 0.3866 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.0910 - mrcnn_class_loss: 0.0442 - mrcnn_bbox_loss: 0.1232 - mrcnn_mask_loss: 0.1259\\n'\n",
            "b' 83/100 [=======================>......] - ETA: 17s - loss: 0.3865 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.0914 - mrcnn_class_loss: 0.0447 - mrcnn_bbox_loss: 0.1227 - mrcnn_mask_loss: 0.1253\\n'\n",
            "b' 84/100 [========================>.....] - ETA: 16s - loss: 0.3853 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.0909 - mrcnn_class_loss: 0.0445 - mrcnn_bbox_loss: 0.1225 - mrcnn_mask_loss: 0.1251\\n'\n",
            "b' 85/100 [========================>.....] - ETA: 15s - loss: 0.3863 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.0920 - mrcnn_class_loss: 0.0446 - mrcnn_bbox_loss: 0.1228 - mrcnn_mask_loss: 0.1247\\n'\n",
            "b' 86/100 [========================>.....] - ETA: 14s - loss: 0.3837 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.0914 - mrcnn_class_loss: 0.0442 - mrcnn_bbox_loss: 0.1216 - mrcnn_mask_loss: 0.1242\\n'\n",
            "b' 87/100 [=========================>....] - ETA: 13s - loss: 0.3831 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.0919 - mrcnn_class_loss: 0.0438 - mrcnn_bbox_loss: 0.1214 - mrcnn_mask_loss: 0.1237\\n'\n",
            "b' 88/100 [=========================>....] - ETA: 12s - loss: 0.3821 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.0917 - mrcnn_class_loss: 0.0442 - mrcnn_bbox_loss: 0.1209 - mrcnn_mask_loss: 0.1231\\n'\n",
            "b' 89/100 [=========================>....] - ETA: 11s - loss: 0.3847 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.0941 - mrcnn_class_loss: 0.0437 - mrcnn_bbox_loss: 0.1214 - mrcnn_mask_loss: 0.1232\\n'\n",
            "b' 90/100 [==========================>...] - ETA: 10s - loss: 0.3838 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.0942 - mrcnn_class_loss: 0.0439 - mrcnn_bbox_loss: 0.1207 - mrcnn_mask_loss: 0.1227\\n'\n",
            "b' 91/100 [==========================>...] - ETA: 9s - loss: 0.3822 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.0934 - mrcnn_class_loss: 0.0436 - mrcnn_bbox_loss: 0.1203 - mrcnn_mask_loss: 0.1226 \\n'\n",
            "b' 92/100 [==========================>...] - ETA: 8s - loss: 0.3803 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.0932 - mrcnn_class_loss: 0.0433 - mrcnn_bbox_loss: 0.1194 - mrcnn_mask_loss: 0.1222\\n'\n",
            "b' 93/100 [==========================>...] - ETA: 7s - loss: 0.3808 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.0926 - mrcnn_class_loss: 0.0431 - mrcnn_bbox_loss: 0.1210 - mrcnn_mask_loss: 0.1219\\n'\n",
            "b' 94/100 [===========================>..] - ETA: 6s - loss: 0.3808 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.0930 - mrcnn_class_loss: 0.0427 - mrcnn_bbox_loss: 0.1211 - mrcnn_mask_loss: 0.1218\\n'\n",
            "b' 95/100 [===========================>..] - ETA: 5s - loss: 0.3797 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.0924 - mrcnn_class_loss: 0.0424 - mrcnn_bbox_loss: 0.1211 - mrcnn_mask_loss: 0.1217\\n'\n",
            "b' 96/100 [===========================>..] - ETA: 4s - loss: 0.3777 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.0918 - mrcnn_class_loss: 0.0421 - mrcnn_bbox_loss: 0.1201 - mrcnn_mask_loss: 0.1215\\n'\n",
            "b' 97/100 [============================>.] - ETA: 3s - loss: 0.3768 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.0916 - mrcnn_class_loss: 0.0422 - mrcnn_bbox_loss: 0.1196 - mrcnn_mask_loss: 0.1212\\n'\n",
            "b' 98/100 [============================>.] - ETA: 2s - loss: 0.3755 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.0911 - mrcnn_class_loss: 0.0422 - mrcnn_bbox_loss: 0.1193 - mrcnn_mask_loss: 0.1208\\n'\n",
            "b' 99/100 [============================>.] - ETA: 1s - loss: 0.3774 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.0925 - mrcnn_class_loss: 0.0420 - mrcnn_bbox_loss: 0.1195 - mrcnn_mask_loss: 0.1213\\n'\n",
            "b'100/100 [==============================] - 134s 1s/step - loss: 0.3754 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.0920 - mrcnn_class_loss: 0.0417 - mrcnn_bbox_loss: 0.1186 - mrcnn_mask_loss: 0.1210 - val_loss: 0.3554 - val_rpn_class_loss: 0.0032 - val_rpn_bbox_loss: 0.1089 - val_mrcnn_class_loss: 0.0350 - val_mrcnn_bbox_loss: 0.0997 - val_mrcnn_mask_loss: 0.1087\\n'\n",
            "b'Epoch 11/90\\n'\n",
            "b'\\n'\n",
            "b'  1/100 [..............................] - ETA: 1:43 - loss: 0.2765 - rpn_class_loss: 1.4568e-04 - rpn_bbox_loss: 0.0281 - mrcnn_class_loss: 0.0823 - mrcnn_bbox_loss: 0.0857 - mrcnn_mask_loss: 0.0802\\n'\n",
            "b'  2/100 [..............................] - ETA: 1:42 - loss: 0.2229 - rpn_class_loss: 1.0981e-04 - rpn_bbox_loss: 0.0258 - mrcnn_class_loss: 0.0638 - mrcnn_bbox_loss: 0.0579 - mrcnn_mask_loss: 0.0753\\n'\n",
            "b'  3/100 [..............................] - ETA: 1:40 - loss: 0.2114 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.0250 - mrcnn_class_loss: 0.0483 - mrcnn_bbox_loss: 0.0628 - mrcnn_mask_loss: 0.0730    \\n'\n",
            "b'  4/100 [>.............................] - ETA: 1:39 - loss: 0.2571 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.0495 - mrcnn_class_loss: 0.0426 - mrcnn_bbox_loss: 0.0676 - mrcnn_mask_loss: 0.0950\\n'\n",
            "b'  5/100 [>.............................] - ETA: 1:38 - loss: 0.3531 - rpn_class_loss: 0.0072 - rpn_bbox_loss: 0.0574 - mrcnn_class_loss: 0.0584 - mrcnn_bbox_loss: 0.1193 - mrcnn_mask_loss: 0.1107\\n'\n",
            "b'  6/100 [>.............................] - ETA: 1:37 - loss: 0.3288 - rpn_class_loss: 0.0060 - rpn_bbox_loss: 0.0544 - mrcnn_class_loss: 0.0597 - mrcnn_bbox_loss: 0.1042 - mrcnn_mask_loss: 0.1045\\n'\n",
            "b'  7/100 [=>............................] - ETA: 1:35 - loss: 0.3252 - rpn_class_loss: 0.0052 - rpn_bbox_loss: 0.0558 - mrcnn_class_loss: 0.0612 - mrcnn_bbox_loss: 0.1045 - mrcnn_mask_loss: 0.0985\\n'\n",
            "b'  8/100 [=>............................] - ETA: 1:34 - loss: 0.3041 - rpn_class_loss: 0.0053 - rpn_bbox_loss: 0.0537 - mrcnn_class_loss: 0.0558 - mrcnn_bbox_loss: 0.0948 - mrcnn_mask_loss: 0.0944\\n'\n",
            "b'  9/100 [=>............................] - ETA: 1:33 - loss: 0.3021 - rpn_class_loss: 0.0048 - rpn_bbox_loss: 0.0581 - mrcnn_class_loss: 0.0509 - mrcnn_bbox_loss: 0.0948 - mrcnn_mask_loss: 0.0936\\n'\n",
            "b' 10/100 [==>...........................] - ETA: 1:32 - loss: 0.3272 - rpn_class_loss: 0.0066 - rpn_bbox_loss: 0.0586 - mrcnn_class_loss: 0.0574 - mrcnn_bbox_loss: 0.1046 - mrcnn_mask_loss: 0.1000\\n'\n",
            "b' 11/100 [==>...........................] - ETA: 1:31 - loss: 0.3767 - rpn_class_loss: 0.0073 - rpn_bbox_loss: 0.0959 - mrcnn_class_loss: 0.0537 - mrcnn_bbox_loss: 0.1151 - mrcnn_mask_loss: 0.1047\\n'\n",
            "b' 12/100 [==>...........................] - ETA: 1:30 - loss: 0.3619 - rpn_class_loss: 0.0067 - rpn_bbox_loss: 0.0918 - mrcnn_class_loss: 0.0535 - mrcnn_bbox_loss: 0.1090 - mrcnn_mask_loss: 0.1008\\n'\n",
            "b' 13/100 [==>...........................] - ETA: 1:29 - loss: 0.3475 - rpn_class_loss: 0.0062 - rpn_bbox_loss: 0.0872 - mrcnn_class_loss: 0.0506 - mrcnn_bbox_loss: 0.1049 - mrcnn_mask_loss: 0.0986\\n'\n",
            "b' 14/100 [===>..........................] - ETA: 1:28 - loss: 0.3386 - rpn_class_loss: 0.0058 - rpn_bbox_loss: 0.0853 - mrcnn_class_loss: 0.0482 - mrcnn_bbox_loss: 0.1023 - mrcnn_mask_loss: 0.0970\\n'\n",
            "b' 15/100 [===>..........................] - ETA: 1:27 - loss: 0.3539 - rpn_class_loss: 0.0058 - rpn_bbox_loss: 0.0914 - mrcnn_class_loss: 0.0481 - mrcnn_bbox_loss: 0.1088 - mrcnn_mask_loss: 0.0999\\n'\n",
            "b' 16/100 [===>..........................] - ETA: 1:26 - loss: 0.4030 - rpn_class_loss: 0.0062 - rpn_bbox_loss: 0.1080 - mrcnn_class_loss: 0.0513 - mrcnn_bbox_loss: 0.1289 - mrcnn_mask_loss: 0.1086\\n'\n",
            "b' 17/100 [====>.........................] - ETA: 1:25 - loss: 0.3898 - rpn_class_loss: 0.0059 - rpn_bbox_loss: 0.1032 - mrcnn_class_loss: 0.0491 - mrcnn_bbox_loss: 0.1240 - mrcnn_mask_loss: 0.1077\\n'\n",
            "b' 18/100 [====>.........................] - ETA: 1:25 - loss: 0.3761 - rpn_class_loss: 0.0056 - rpn_bbox_loss: 0.0995 - mrcnn_class_loss: 0.0468 - mrcnn_bbox_loss: 0.1185 - mrcnn_mask_loss: 0.1056\\n'\n",
            "b' 19/100 [====>.........................] - ETA: 1:23 - loss: 0.3671 - rpn_class_loss: 0.0053 - rpn_bbox_loss: 0.0970 - mrcnn_class_loss: 0.0449 - mrcnn_bbox_loss: 0.1148 - mrcnn_mask_loss: 0.1050\\n'\n",
            "b' 20/100 [=====>........................] - ETA: 1:22 - loss: 0.3674 - rpn_class_loss: 0.0053 - rpn_bbox_loss: 0.0963 - mrcnn_class_loss: 0.0457 - mrcnn_bbox_loss: 0.1137 - mrcnn_mask_loss: 0.1064\\n'\n",
            "b' 21/100 [=====>........................] - ETA: 1:21 - loss: 0.3636 - rpn_class_loss: 0.0051 - rpn_bbox_loss: 0.0942 - mrcnn_class_loss: 0.0448 - mrcnn_bbox_loss: 0.1124 - mrcnn_mask_loss: 0.1072\\n'\n",
            "b' 22/100 [=====>........................] - ETA: 1:20 - loss: 0.3529 - rpn_class_loss: 0.0048 - rpn_bbox_loss: 0.0910 - mrcnn_class_loss: 0.0432 - mrcnn_bbox_loss: 0.1081 - mrcnn_mask_loss: 0.1058\\n'\n",
            "b' 23/100 [=====>........................] - ETA: 1:19 - loss: 0.3501 - rpn_class_loss: 0.0047 - rpn_bbox_loss: 0.0887 - mrcnn_class_loss: 0.0423 - mrcnn_bbox_loss: 0.1091 - mrcnn_mask_loss: 0.1053\\n'\n",
            "b' 24/100 [======>.......................] - ETA: 1:18 - loss: 0.3405 - rpn_class_loss: 0.0045 - rpn_bbox_loss: 0.0860 - mrcnn_class_loss: 0.0408 - mrcnn_bbox_loss: 0.1056 - mrcnn_mask_loss: 0.1036\\n'\n",
            "b' 25/100 [======>.......................] - ETA: 1:17 - loss: 0.3484 - rpn_class_loss: 0.0044 - rpn_bbox_loss: 0.0838 - mrcnn_class_loss: 0.0416 - mrcnn_bbox_loss: 0.1079 - mrcnn_mask_loss: 0.1107\\n'\n",
            "b' 26/100 [======>.......................] - ETA: 1:16 - loss: 0.3433 - rpn_class_loss: 0.0042 - rpn_bbox_loss: 0.0820 - mrcnn_class_loss: 0.0411 - mrcnn_bbox_loss: 0.1059 - mrcnn_mask_loss: 0.1100\\n'\n",
            "b' 27/100 [=======>......................] - ETA: 1:15 - loss: 0.3441 - rpn_class_loss: 0.0041 - rpn_bbox_loss: 0.0831 - mrcnn_class_loss: 0.0405 - mrcnn_bbox_loss: 0.1074 - mrcnn_mask_loss: 0.1091\\n'\n",
            "b' 28/100 [=======>......................] - ETA: 1:14 - loss: 0.3387 - rpn_class_loss: 0.0040 - rpn_bbox_loss: 0.0811 - mrcnn_class_loss: 0.0401 - mrcnn_bbox_loss: 0.1052 - mrcnn_mask_loss: 0.1083\\n'\n",
            "b' 29/100 [=======>......................] - ETA: 1:13 - loss: 0.3481 - rpn_class_loss: 0.0040 - rpn_bbox_loss: 0.0863 - mrcnn_class_loss: 0.0408 - mrcnn_bbox_loss: 0.1082 - mrcnn_mask_loss: 0.1089\\n'\n",
            "b' 30/100 [========>.....................] - ETA: 1:12 - loss: 0.3479 - rpn_class_loss: 0.0039 - rpn_bbox_loss: 0.0841 - mrcnn_class_loss: 0.0409 - mrcnn_bbox_loss: 0.1065 - mrcnn_mask_loss: 0.1124\\n'\n",
            "b' 31/100 [========>.....................] - ETA: 1:11 - loss: 0.3528 - rpn_class_loss: 0.0038 - rpn_bbox_loss: 0.0832 - mrcnn_class_loss: 0.0405 - mrcnn_bbox_loss: 0.1117 - mrcnn_mask_loss: 0.1136\\n'\n",
            "b' 32/100 [========>.....................] - ETA: 1:10 - loss: 0.3483 - rpn_class_loss: 0.0037 - rpn_bbox_loss: 0.0817 - mrcnn_class_loss: 0.0399 - mrcnn_bbox_loss: 0.1099 - mrcnn_mask_loss: 0.1131\\n'\n",
            "b' 33/100 [========>.....................] - ETA: 1:09 - loss: 0.3452 - rpn_class_loss: 0.0036 - rpn_bbox_loss: 0.0804 - mrcnn_class_loss: 0.0393 - mrcnn_bbox_loss: 0.1083 - mrcnn_mask_loss: 0.1136\\n'\n",
            "b' 34/100 [=========>....................] - ETA: 1:08 - loss: 0.3470 - rpn_class_loss: 0.0036 - rpn_bbox_loss: 0.0822 - mrcnn_class_loss: 0.0391 - mrcnn_bbox_loss: 0.1083 - mrcnn_mask_loss: 0.1138\\n'\n",
            "b' 35/100 [=========>....................] - ETA: 1:07 - loss: 0.3614 - rpn_class_loss: 0.0035 - rpn_bbox_loss: 0.0894 - mrcnn_class_loss: 0.0383 - mrcnn_bbox_loss: 0.1137 - mrcnn_mask_loss: 0.1165\\n'\n",
            "b' 36/100 [=========>....................] - ETA: 1:06 - loss: 0.3622 - rpn_class_loss: 0.0034 - rpn_bbox_loss: 0.0890 - mrcnn_class_loss: 0.0383 - mrcnn_bbox_loss: 0.1142 - mrcnn_mask_loss: 0.1172\\n'\n",
            "b' 37/100 [==========>...................] - ETA: 1:05 - loss: 0.3637 - rpn_class_loss: 0.0034 - rpn_bbox_loss: 0.0910 - mrcnn_class_loss: 0.0381 - mrcnn_bbox_loss: 0.1144 - mrcnn_mask_loss: 0.1168\\n'\n",
            "b' 38/100 [==========>...................] - ETA: 1:04 - loss: 0.3599 - rpn_class_loss: 0.0033 - rpn_bbox_loss: 0.0898 - mrcnn_class_loss: 0.0374 - mrcnn_bbox_loss: 0.1124 - mrcnn_mask_loss: 0.1169\\n'\n",
            "b' 39/100 [==========>...................] - ETA: 1:03 - loss: 0.3829 - rpn_class_loss: 0.0035 - rpn_bbox_loss: 0.0931 - mrcnn_class_loss: 0.0384 - mrcnn_bbox_loss: 0.1219 - mrcnn_mask_loss: 0.1259\\n'\n",
            "b' 40/100 [===========>..................] - ETA: 1:02 - loss: 0.3886 - rpn_class_loss: 0.0035 - rpn_bbox_loss: 0.0980 - mrcnn_class_loss: 0.0377 - mrcnn_bbox_loss: 0.1225 - mrcnn_mask_loss: 0.1270\\n'\n",
            "b' 41/100 [===========>..................] - ETA: 1:00 - loss: 0.3846 - rpn_class_loss: 0.0034 - rpn_bbox_loss: 0.0963 - mrcnn_class_loss: 0.0372 - mrcnn_bbox_loss: 0.1209 - mrcnn_mask_loss: 0.1267\\n'\n",
            "b' 42/100 [===========>..................] - ETA: 59s - loss: 0.3822 - rpn_class_loss: 0.0034 - rpn_bbox_loss: 0.0964 - mrcnn_class_loss: 0.0370 - mrcnn_bbox_loss: 0.1194 - mrcnn_mask_loss: 0.1260 \\n'\n",
            "b' 43/100 [===========>..................] - ETA: 58s - loss: 0.3789 - rpn_class_loss: 0.0033 - rpn_bbox_loss: 0.0957 - mrcnn_class_loss: 0.0363 - mrcnn_bbox_loss: 0.1181 - mrcnn_mask_loss: 0.1255\\n'\n",
            "b' 44/100 [============>.................] - ETA: 57s - loss: 0.3907 - rpn_class_loss: 0.0035 - rpn_bbox_loss: 0.0974 - mrcnn_class_loss: 0.0365 - mrcnn_bbox_loss: 0.1225 - mrcnn_mask_loss: 0.1307\\n'\n",
            "b' 45/100 [============>.................] - ETA: 56s - loss: 0.3874 - rpn_class_loss: 0.0035 - rpn_bbox_loss: 0.0966 - mrcnn_class_loss: 0.0360 - mrcnn_bbox_loss: 0.1212 - mrcnn_mask_loss: 0.1302\\n'\n",
            "b' 46/100 [============>.................] - ETA: 55s - loss: 0.3829 - rpn_class_loss: 0.0034 - rpn_bbox_loss: 0.0952 - mrcnn_class_loss: 0.0356 - mrcnn_bbox_loss: 0.1191 - mrcnn_mask_loss: 0.1295\\n'\n",
            "b' 47/100 [=============>................] - ETA: 54s - loss: 0.3827 - rpn_class_loss: 0.0034 - rpn_bbox_loss: 0.0945 - mrcnn_class_loss: 0.0358 - mrcnn_bbox_loss: 0.1182 - mrcnn_mask_loss: 0.1308\\n'\n",
            "b' 48/100 [=============>................] - ETA: 53s - loss: 0.3788 - rpn_class_loss: 0.0033 - rpn_bbox_loss: 0.0935 - mrcnn_class_loss: 0.0355 - mrcnn_bbox_loss: 0.1164 - mrcnn_mask_loss: 0.1301\\n'\n",
            "b' 49/100 [=============>................] - ETA: 52s - loss: 0.3773 - rpn_class_loss: 0.0032 - rpn_bbox_loss: 0.0926 - mrcnn_class_loss: 0.0351 - mrcnn_bbox_loss: 0.1162 - mrcnn_mask_loss: 0.1300\\n'\n",
            "b' 50/100 [==============>...............] - ETA: 51s - loss: 0.3738 - rpn_class_loss: 0.0032 - rpn_bbox_loss: 0.0917 - mrcnn_class_loss: 0.0346 - mrcnn_bbox_loss: 0.1147 - mrcnn_mask_loss: 0.1295\\n'\n",
            "b' 51/100 [==============>...............] - ETA: 50s - loss: 0.3729 - rpn_class_loss: 0.0032 - rpn_bbox_loss: 0.0919 - mrcnn_class_loss: 0.0341 - mrcnn_bbox_loss: 0.1148 - mrcnn_mask_loss: 0.1291\\n'\n",
            "b' 52/100 [==============>...............] - ETA: 49s - loss: 0.3711 - rpn_class_loss: 0.0031 - rpn_bbox_loss: 0.0908 - mrcnn_class_loss: 0.0344 - mrcnn_bbox_loss: 0.1135 - mrcnn_mask_loss: 0.1292\\n'\n",
            "b' 53/100 [==============>...............] - ETA: 48s - loss: 0.3716 - rpn_class_loss: 0.0033 - rpn_bbox_loss: 0.0912 - mrcnn_class_loss: 0.0343 - mrcnn_bbox_loss: 0.1139 - mrcnn_mask_loss: 0.1289\\n'\n",
            "b' 54/100 [===============>..............] - ETA: 47s - loss: 0.3682 - rpn_class_loss: 0.0032 - rpn_bbox_loss: 0.0901 - mrcnn_class_loss: 0.0337 - mrcnn_bbox_loss: 0.1125 - mrcnn_mask_loss: 0.1287\\n'\n",
            "b' 55/100 [===============>..............] - ETA: 46s - loss: 0.3693 - rpn_class_loss: 0.0032 - rpn_bbox_loss: 0.0898 - mrcnn_class_loss: 0.0334 - mrcnn_bbox_loss: 0.1143 - mrcnn_mask_loss: 0.1286\\n'\n",
            "b' 56/100 [===============>..............] - ETA: 45s - loss: 0.3664 - rpn_class_loss: 0.0032 - rpn_bbox_loss: 0.0892 - mrcnn_class_loss: 0.0330 - mrcnn_bbox_loss: 0.1130 - mrcnn_mask_loss: 0.1280\\n'\n",
            "b' 57/100 [================>.............] - ETA: 44s - loss: 0.3658 - rpn_class_loss: 0.0031 - rpn_bbox_loss: 0.0886 - mrcnn_class_loss: 0.0327 - mrcnn_bbox_loss: 0.1141 - mrcnn_mask_loss: 0.1273\\n'\n",
            "b' 58/100 [================>.............] - ETA: 43s - loss: 0.3658 - rpn_class_loss: 0.0033 - rpn_bbox_loss: 0.0883 - mrcnn_class_loss: 0.0329 - mrcnn_bbox_loss: 0.1139 - mrcnn_mask_loss: 0.1273\\n'\n",
            "b' 59/100 [================>.............] - ETA: 42s - loss: 0.3680 - rpn_class_loss: 0.0035 - rpn_bbox_loss: 0.0882 - mrcnn_class_loss: 0.0338 - mrcnn_bbox_loss: 0.1151 - mrcnn_mask_loss: 0.1274\\n'\n",
            "b' 60/100 [=================>............] - ETA: 41s - loss: 0.3664 - rpn_class_loss: 0.0034 - rpn_bbox_loss: 0.0875 - mrcnn_class_loss: 0.0337 - mrcnn_bbox_loss: 0.1144 - mrcnn_mask_loss: 0.1273\\n'\n",
            "b' 61/100 [=================>............] - ETA: 40s - loss: 0.3665 - rpn_class_loss: 0.0034 - rpn_bbox_loss: 0.0880 - mrcnn_class_loss: 0.0337 - mrcnn_bbox_loss: 0.1141 - mrcnn_mask_loss: 0.1273\\n'\n",
            "b' 62/100 [=================>............] - ETA: 39s - loss: 0.3634 - rpn_class_loss: 0.0033 - rpn_bbox_loss: 0.0871 - mrcnn_class_loss: 0.0334 - mrcnn_bbox_loss: 0.1130 - mrcnn_mask_loss: 0.1266\\n'\n",
            "b' 63/100 [=================>............] - ETA: 38s - loss: 0.3681 - rpn_class_loss: 0.0033 - rpn_bbox_loss: 0.0882 - mrcnn_class_loss: 0.0348 - mrcnn_bbox_loss: 0.1138 - mrcnn_mask_loss: 0.1281\\n'\n",
            "b' 64/100 [==================>...........] - ETA: 37s - loss: 0.3675 - rpn_class_loss: 0.0034 - rpn_bbox_loss: 0.0875 - mrcnn_class_loss: 0.0350 - mrcnn_bbox_loss: 0.1133 - mrcnn_mask_loss: 0.1283\\n'\n",
            "b' 65/100 [==================>...........] - ETA: 36s - loss: 0.3667 - rpn_class_loss: 0.0034 - rpn_bbox_loss: 0.0887 - mrcnn_class_loss: 0.0346 - mrcnn_bbox_loss: 0.1125 - mrcnn_mask_loss: 0.1276\\n'\n",
            "b' 66/100 [==================>...........] - ETA: 35s - loss: 0.3658 - rpn_class_loss: 0.0034 - rpn_bbox_loss: 0.0886 - mrcnn_class_loss: 0.0345 - mrcnn_bbox_loss: 0.1119 - mrcnn_mask_loss: 0.1274\\n'\n",
            "b' 67/100 [===================>..........] - ETA: 34s - loss: 0.3644 - rpn_class_loss: 0.0033 - rpn_bbox_loss: 0.0889 - mrcnn_class_loss: 0.0340 - mrcnn_bbox_loss: 0.1112 - mrcnn_mask_loss: 0.1268\\n'\n",
            "b' 68/100 [===================>..........] - ETA: 33s - loss: 0.3677 - rpn_class_loss: 0.0033 - rpn_bbox_loss: 0.0895 - mrcnn_class_loss: 0.0355 - mrcnn_bbox_loss: 0.1114 - mrcnn_mask_loss: 0.1279\\n'\n",
            "b' 69/100 [===================>..........] - ETA: 31s - loss: 0.3929 - rpn_class_loss: 0.0036 - rpn_bbox_loss: 0.1057 - mrcnn_class_loss: 0.0351 - mrcnn_bbox_loss: 0.1181 - mrcnn_mask_loss: 0.1304\\n'\n",
            "b' 70/100 [====================>.........] - ETA: 30s - loss: 0.3899 - rpn_class_loss: 0.0035 - rpn_bbox_loss: 0.1049 - mrcnn_class_loss: 0.0347 - mrcnn_bbox_loss: 0.1170 - mrcnn_mask_loss: 0.1297\\n'\n",
            "b' 71/100 [====================>.........] - ETA: 29s - loss: 0.3906 - rpn_class_loss: 0.0035 - rpn_bbox_loss: 0.1049 - mrcnn_class_loss: 0.0345 - mrcnn_bbox_loss: 0.1180 - mrcnn_mask_loss: 0.1297\\n'\n",
            "b' 72/100 [====================>.........] - ETA: 28s - loss: 0.3874 - rpn_class_loss: 0.0035 - rpn_bbox_loss: 0.1041 - mrcnn_class_loss: 0.0341 - mrcnn_bbox_loss: 0.1167 - mrcnn_mask_loss: 0.1291\\n'\n",
            "b' 73/100 [====================>.........] - ETA: 27s - loss: 0.3847 - rpn_class_loss: 0.0034 - rpn_bbox_loss: 0.1033 - mrcnn_class_loss: 0.0337 - mrcnn_bbox_loss: 0.1158 - mrcnn_mask_loss: 0.1284\\n'\n",
            "b' 74/100 [=====================>........] - ETA: 26s - loss: 0.3996 - rpn_class_loss: 0.0036 - rpn_bbox_loss: 0.1129 - mrcnn_class_loss: 0.0333 - mrcnn_bbox_loss: 0.1194 - mrcnn_mask_loss: 0.1303\\n'\n",
            "b' 75/100 [=====================>........] - ETA: 25s - loss: 0.4040 - rpn_class_loss: 0.0037 - rpn_bbox_loss: 0.1142 - mrcnn_class_loss: 0.0339 - mrcnn_bbox_loss: 0.1208 - mrcnn_mask_loss: 0.1315\\n'\n",
            "b' 76/100 [=====================>........] - ETA: 24s - loss: 0.4019 - rpn_class_loss: 0.0036 - rpn_bbox_loss: 0.1129 - mrcnn_class_loss: 0.0338 - mrcnn_bbox_loss: 0.1202 - mrcnn_mask_loss: 0.1313\\n'\n",
            "b' 77/100 [======================>.......] - ETA: 23s - loss: 0.4006 - rpn_class_loss: 0.0036 - rpn_bbox_loss: 0.1118 - mrcnn_class_loss: 0.0337 - mrcnn_bbox_loss: 0.1207 - mrcnn_mask_loss: 0.1308\\n'\n",
            "b' 78/100 [======================>.......] - ETA: 22s - loss: 0.3974 - rpn_class_loss: 0.0035 - rpn_bbox_loss: 0.1109 - mrcnn_class_loss: 0.0334 - mrcnn_bbox_loss: 0.1195 - mrcnn_mask_loss: 0.1300\\n'\n",
            "b' 79/100 [======================>.......] - ETA: 21s - loss: 0.3980 - rpn_class_loss: 0.0035 - rpn_bbox_loss: 0.1103 - mrcnn_class_loss: 0.0334 - mrcnn_bbox_loss: 0.1205 - mrcnn_mask_loss: 0.1303\\n'\n",
            "b' 80/100 [=======================>......] - ETA: 20s - loss: 0.3996 - rpn_class_loss: 0.0036 - rpn_bbox_loss: 0.1109 - mrcnn_class_loss: 0.0338 - mrcnn_bbox_loss: 0.1201 - mrcnn_mask_loss: 0.1312\\n'\n",
            "b' 81/100 [=======================>......] - ETA: 19s - loss: 0.3989 - rpn_class_loss: 0.0035 - rpn_bbox_loss: 0.1104 - mrcnn_class_loss: 0.0335 - mrcnn_bbox_loss: 0.1210 - mrcnn_mask_loss: 0.1304\\n'\n",
            "b' 82/100 [=======================>......] - ETA: 18s - loss: 0.3963 - rpn_class_loss: 0.0035 - rpn_bbox_loss: 0.1093 - mrcnn_class_loss: 0.0335 - mrcnn_bbox_loss: 0.1202 - mrcnn_mask_loss: 0.1298\\n'\n",
            "b' 83/100 [=======================>......] - ETA: 17s - loss: 0.3962 - rpn_class_loss: 0.0035 - rpn_bbox_loss: 0.1100 - mrcnn_class_loss: 0.0333 - mrcnn_bbox_loss: 0.1202 - mrcnn_mask_loss: 0.1293\\n'\n",
            "b' 84/100 [========================>.....] - ETA: 16s - loss: 0.3945 - rpn_class_loss: 0.0034 - rpn_bbox_loss: 0.1092 - mrcnn_class_loss: 0.0332 - mrcnn_bbox_loss: 0.1194 - mrcnn_mask_loss: 0.1293\\n'\n",
            "b' 85/100 [========================>.....] - ETA: 15s - loss: 0.3932 - rpn_class_loss: 0.0035 - rpn_bbox_loss: 0.1085 - mrcnn_class_loss: 0.0330 - mrcnn_bbox_loss: 0.1195 - mrcnn_mask_loss: 0.1287\\n'\n",
            "b' 86/100 [========================>.....] - ETA: 14s - loss: 0.3912 - rpn_class_loss: 0.0034 - rpn_bbox_loss: 0.1078 - mrcnn_class_loss: 0.0329 - mrcnn_bbox_loss: 0.1192 - mrcnn_mask_loss: 0.1279\\n'\n",
            "b' 87/100 [=========================>....] - ETA: 13s - loss: 0.3891 - rpn_class_loss: 0.0034 - rpn_bbox_loss: 0.1072 - mrcnn_class_loss: 0.0327 - mrcnn_bbox_loss: 0.1185 - mrcnn_mask_loss: 0.1274\\n'\n",
            "b' 88/100 [=========================>....] - ETA: 12s - loss: 0.3869 - rpn_class_loss: 0.0034 - rpn_bbox_loss: 0.1067 - mrcnn_class_loss: 0.0326 - mrcnn_bbox_loss: 0.1174 - mrcnn_mask_loss: 0.1268\\n'\n",
            "b' 89/100 [=========================>....] - ETA: 11s - loss: 0.3875 - rpn_class_loss: 0.0033 - rpn_bbox_loss: 0.1079 - mrcnn_class_loss: 0.0327 - mrcnn_bbox_loss: 0.1176 - mrcnn_mask_loss: 0.1260\\n'\n",
            "b' 90/100 [==========================>...] - ETA: 10s - loss: 0.3857 - rpn_class_loss: 0.0034 - rpn_bbox_loss: 0.1071 - mrcnn_class_loss: 0.0325 - mrcnn_bbox_loss: 0.1173 - mrcnn_mask_loss: 0.1254\\n'\n",
            "b' 91/100 [==========================>...] - ETA: 9s - loss: 0.3853 - rpn_class_loss: 0.0033 - rpn_bbox_loss: 0.1063 - mrcnn_class_loss: 0.0335 - mrcnn_bbox_loss: 0.1173 - mrcnn_mask_loss: 0.1249 \\n'\n",
            "b' 92/100 [==========================>...] - ETA: 8s - loss: 0.3829 - rpn_class_loss: 0.0033 - rpn_bbox_loss: 0.1054 - mrcnn_class_loss: 0.0333 - mrcnn_bbox_loss: 0.1166 - mrcnn_mask_loss: 0.1243\\n'\n",
            "b' 93/100 [==========================>...] - ETA: 7s - loss: 0.3805 - rpn_class_loss: 0.0033 - rpn_bbox_loss: 0.1046 - mrcnn_class_loss: 0.0331 - mrcnn_bbox_loss: 0.1158 - mrcnn_mask_loss: 0.1237\\n'\n",
            "b' 94/100 [===========================>..] - ETA: 6s - loss: 0.3791 - rpn_class_loss: 0.0032 - rpn_bbox_loss: 0.1045 - mrcnn_class_loss: 0.0331 - mrcnn_bbox_loss: 0.1153 - mrcnn_mask_loss: 0.1231\\n'\n",
            "b' 95/100 [===========================>..] - ETA: 5s - loss: 0.3791 - rpn_class_loss: 0.0032 - rpn_bbox_loss: 0.1040 - mrcnn_class_loss: 0.0330 - mrcnn_bbox_loss: 0.1155 - mrcnn_mask_loss: 0.1233\\n'\n",
            "b' 96/100 [===========================>..] - ETA: 4s - loss: 0.3783 - rpn_class_loss: 0.0032 - rpn_bbox_loss: 0.1034 - mrcnn_class_loss: 0.0339 - mrcnn_bbox_loss: 0.1150 - mrcnn_mask_loss: 0.1227\\n'\n",
            "b' 97/100 [============================>.] - ETA: 3s - loss: 0.3792 - rpn_class_loss: 0.0032 - rpn_bbox_loss: 0.1046 - mrcnn_class_loss: 0.0339 - mrcnn_bbox_loss: 0.1150 - mrcnn_mask_loss: 0.1225\\n'\n",
            "b' 98/100 [============================>.] - ETA: 2s - loss: 0.3765 - rpn_class_loss: 0.0032 - rpn_bbox_loss: 0.1038 - mrcnn_class_loss: 0.0336 - mrcnn_bbox_loss: 0.1141 - mrcnn_mask_loss: 0.1219\\n'\n",
            "b' 99/100 [============================>.] - ETA: 1s - loss: 0.3766 - rpn_class_loss: 0.0031 - rpn_bbox_loss: 0.1037 - mrcnn_class_loss: 0.0334 - mrcnn_bbox_loss: 0.1143 - mrcnn_mask_loss: 0.1221\\n'\n",
            "b'100/100 [==============================] - 133s 1s/step - loss: 0.3759 - rpn_class_loss: 0.0032 - rpn_bbox_loss: 0.1032 - mrcnn_class_loss: 0.0334 - mrcnn_bbox_loss: 0.1138 - mrcnn_mask_loss: 0.1224 - val_loss: 0.4157 - val_rpn_class_loss: 0.0028 - val_rpn_bbox_loss: 0.1296 - val_mrcnn_class_loss: 0.0308 - val_mrcnn_bbox_loss: 0.1248 - val_mrcnn_mask_loss: 0.1278\\n'\n",
            "b'Epoch 12/90\\n'\n",
            "b'\\n'\n",
            "b'  1/100 [..............................] - ETA: 1:44 - loss: 0.3766 - rpn_class_loss: 0.0028 - rpn_bbox_loss: 0.1097 - mrcnn_class_loss: 0.0039 - mrcnn_bbox_loss: 0.1365 - mrcnn_mask_loss: 0.1237\\n'\n",
            "b'  2/100 [..............................] - ETA: 1:41 - loss: 0.3643 - rpn_class_loss: 0.0017 - rpn_bbox_loss: 0.1344 - mrcnn_class_loss: 0.0230 - mrcnn_bbox_loss: 0.0989 - mrcnn_mask_loss: 0.1062\\n'\n",
            "b'  3/100 [..............................] - ETA: 1:41 - loss: 0.5553 - rpn_class_loss: 0.0018 - rpn_bbox_loss: 0.2373 - mrcnn_class_loss: 0.0419 - mrcnn_bbox_loss: 0.1294 - mrcnn_mask_loss: 0.1449\\n'\n",
            "b'  4/100 [>.............................] - ETA: 1:40 - loss: 0.4824 - rpn_class_loss: 0.0014 - rpn_bbox_loss: 0.1906 - mrcnn_class_loss: 0.0375 - mrcnn_bbox_loss: 0.1127 - mrcnn_mask_loss: 0.1402\\n'\n",
            "b'  5/100 [>.............................] - ETA: 1:39 - loss: 0.4556 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1639 - mrcnn_class_loss: 0.0332 - mrcnn_bbox_loss: 0.1122 - mrcnn_mask_loss: 0.1441\\n'\n",
            "b'  6/100 [>.............................] - ETA: 1:40 - loss: 0.4176 - rpn_class_loss: 0.0023 - rpn_bbox_loss: 0.1460 - mrcnn_class_loss: 0.0295 - mrcnn_bbox_loss: 0.1013 - mrcnn_mask_loss: 0.1385\\n'\n",
            "b'  7/100 [=>............................] - ETA: 1:38 - loss: 0.3973 - rpn_class_loss: 0.0020 - rpn_bbox_loss: 0.1336 - mrcnn_class_loss: 0.0268 - mrcnn_bbox_loss: 0.0980 - mrcnn_mask_loss: 0.1369\\n'\n",
            "b'  8/100 [=>............................] - ETA: 1:37 - loss: 0.4425 - rpn_class_loss: 0.0020 - rpn_bbox_loss: 0.1551 - mrcnn_class_loss: 0.0336 - mrcnn_bbox_loss: 0.1071 - mrcnn_mask_loss: 0.1447\\n'\n",
            "b'  9/100 [=>............................] - ETA: 1:36 - loss: 0.4272 - rpn_class_loss: 0.0020 - rpn_bbox_loss: 0.1447 - mrcnn_class_loss: 0.0330 - mrcnn_bbox_loss: 0.1070 - mrcnn_mask_loss: 0.1407\\n'\n",
            "b' 10/100 [==>...........................] - ETA: 1:34 - loss: 0.4160 - rpn_class_loss: 0.0024 - rpn_bbox_loss: 0.1356 - mrcnn_class_loss: 0.0340 - mrcnn_bbox_loss: 0.1055 - mrcnn_mask_loss: 0.1386\\n'\n",
            "b' 11/100 [==>...........................] - ETA: 1:33 - loss: 0.4310 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1489 - mrcnn_class_loss: 0.0323 - mrcnn_bbox_loss: 0.1078 - mrcnn_mask_loss: 0.1398\\n'\n",
            "b' 12/100 [==>...........................] - ETA: 1:33 - loss: 0.4138 - rpn_class_loss: 0.0020 - rpn_bbox_loss: 0.1412 - mrcnn_class_loss: 0.0314 - mrcnn_bbox_loss: 0.1032 - mrcnn_mask_loss: 0.1360\\n'\n",
            "b' 13/100 [==>...........................] - ETA: 1:32 - loss: 0.4221 - rpn_class_loss: 0.0019 - rpn_bbox_loss: 0.1534 - mrcnn_class_loss: 0.0302 - mrcnn_bbox_loss: 0.1029 - mrcnn_mask_loss: 0.1337\\n'\n",
            "b' 14/100 [===>..........................] - ETA: 1:30 - loss: 0.4078 - rpn_class_loss: 0.0019 - rpn_bbox_loss: 0.1444 - mrcnn_class_loss: 0.0297 - mrcnn_bbox_loss: 0.0990 - mrcnn_mask_loss: 0.1327\\n'\n",
            "b' 15/100 [===>..........................] - ETA: 1:29 - loss: 0.4096 - rpn_class_loss: 0.0020 - rpn_bbox_loss: 0.1444 - mrcnn_class_loss: 0.0284 - mrcnn_bbox_loss: 0.1033 - mrcnn_mask_loss: 0.1316\\n'\n",
            "b' 16/100 [===>..........................] - ETA: 1:28 - loss: 0.4077 - rpn_class_loss: 0.0019 - rpn_bbox_loss: 0.1432 - mrcnn_class_loss: 0.0273 - mrcnn_bbox_loss: 0.1032 - mrcnn_mask_loss: 0.1321\\n'\n",
            "b' 17/100 [====>.........................] - ETA: 1:27 - loss: 0.4004 - rpn_class_loss: 0.0018 - rpn_bbox_loss: 0.1397 - mrcnn_class_loss: 0.0274 - mrcnn_bbox_loss: 0.1013 - mrcnn_mask_loss: 0.1302\\n'\n",
            "b' 18/100 [====>.........................] - ETA: 1:26 - loss: 0.3938 - rpn_class_loss: 0.0017 - rpn_bbox_loss: 0.1378 - mrcnn_class_loss: 0.0266 - mrcnn_bbox_loss: 0.0987 - mrcnn_mask_loss: 0.1289\\n'\n",
            "b' 19/100 [====>.........................] - ETA: 1:25 - loss: 0.3802 - rpn_class_loss: 0.0017 - rpn_bbox_loss: 0.1317 - mrcnn_class_loss: 0.0255 - mrcnn_bbox_loss: 0.0959 - mrcnn_mask_loss: 0.1253\\n'\n",
            "b' 20/100 [=====>........................] - ETA: 1:24 - loss: 0.3765 - rpn_class_loss: 0.0017 - rpn_bbox_loss: 0.1305 - mrcnn_class_loss: 0.0250 - mrcnn_bbox_loss: 0.0948 - mrcnn_mask_loss: 0.1246\\n'\n",
            "b' 21/100 [=====>........................] - ETA: 1:23 - loss: 0.3762 - rpn_class_loss: 0.0017 - rpn_bbox_loss: 0.1293 - mrcnn_class_loss: 0.0245 - mrcnn_bbox_loss: 0.0950 - mrcnn_mask_loss: 0.1257\\n'\n",
            "b' 22/100 [=====>........................] - ETA: 1:22 - loss: 0.3699 - rpn_class_loss: 0.0016 - rpn_bbox_loss: 0.1272 - mrcnn_class_loss: 0.0248 - mrcnn_bbox_loss: 0.0926 - mrcnn_mask_loss: 0.1237\\n'\n",
            "b' 23/100 [=====>........................] - ETA: 1:21 - loss: 0.3666 - rpn_class_loss: 0.0017 - rpn_bbox_loss: 0.1238 - mrcnn_class_loss: 0.0273 - mrcnn_bbox_loss: 0.0914 - mrcnn_mask_loss: 0.1224\\n'\n",
            "b' 24/100 [======>.......................] - ETA: 1:20 - loss: 0.3556 - rpn_class_loss: 0.0016 - rpn_bbox_loss: 0.1195 - mrcnn_class_loss: 0.0263 - mrcnn_bbox_loss: 0.0884 - mrcnn_mask_loss: 0.1197\\n'\n",
            "b' 25/100 [======>.......................] - ETA: 1:19 - loss: 0.3612 - rpn_class_loss: 0.0016 - rpn_bbox_loss: 0.1188 - mrcnn_class_loss: 0.0315 - mrcnn_bbox_loss: 0.0892 - mrcnn_mask_loss: 0.1201\\n'\n",
            "b' 26/100 [======>.......................] - ETA: 1:18 - loss: 0.3599 - rpn_class_loss: 0.0015 - rpn_bbox_loss: 0.1181 - mrcnn_class_loss: 0.0309 - mrcnn_bbox_loss: 0.0885 - mrcnn_mask_loss: 0.1209\\n'\n",
            "b' 27/100 [=======>......................] - ETA: 1:17 - loss: 0.3613 - rpn_class_loss: 0.0015 - rpn_bbox_loss: 0.1158 - mrcnn_class_loss: 0.0326 - mrcnn_bbox_loss: 0.0895 - mrcnn_mask_loss: 0.1220\\n'\n",
            "b' 28/100 [=======>......................] - ETA: 1:16 - loss: 0.3571 - rpn_class_loss: 0.0015 - rpn_bbox_loss: 0.1128 - mrcnn_class_loss: 0.0346 - mrcnn_bbox_loss: 0.0878 - mrcnn_mask_loss: 0.1203\\n'\n",
            "b' 29/100 [=======>......................] - ETA: 1:14 - loss: 0.3535 - rpn_class_loss: 0.0015 - rpn_bbox_loss: 0.1098 - mrcnn_class_loss: 0.0341 - mrcnn_bbox_loss: 0.0883 - mrcnn_mask_loss: 0.1198\\n'\n",
            "b' 30/100 [========>.....................] - ETA: 1:13 - loss: 0.3546 - rpn_class_loss: 0.0014 - rpn_bbox_loss: 0.1086 - mrcnn_class_loss: 0.0370 - mrcnn_bbox_loss: 0.0876 - mrcnn_mask_loss: 0.1200\\n'\n",
            "b' 31/100 [========>.....................] - ETA: 1:12 - loss: 0.3525 - rpn_class_loss: 0.0014 - rpn_bbox_loss: 0.1075 - mrcnn_class_loss: 0.0362 - mrcnn_bbox_loss: 0.0885 - mrcnn_mask_loss: 0.1189\\n'\n",
            "b' 32/100 [========>.....................] - ETA: 1:11 - loss: 0.3497 - rpn_class_loss: 0.0014 - rpn_bbox_loss: 0.1050 - mrcnn_class_loss: 0.0365 - mrcnn_bbox_loss: 0.0874 - mrcnn_mask_loss: 0.1194\\n'\n",
            "b' 33/100 [========>.....................] - ETA: 1:10 - loss: 0.3676 - rpn_class_loss: 0.0014 - rpn_bbox_loss: 0.1076 - mrcnn_class_loss: 0.0369 - mrcnn_bbox_loss: 0.0950 - mrcnn_mask_loss: 0.1267\\n'\n",
            "b' 34/100 [=========>....................] - ETA: 1:09 - loss: 0.3627 - rpn_class_loss: 0.0014 - rpn_bbox_loss: 0.1052 - mrcnn_class_loss: 0.0363 - mrcnn_bbox_loss: 0.0938 - mrcnn_mask_loss: 0.1260\\n'\n",
            "b' 35/100 [=========>....................] - ETA: 1:08 - loss: 0.4030 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1371 - mrcnn_class_loss: 0.0374 - mrcnn_bbox_loss: 0.1005 - mrcnn_mask_loss: 0.1258\\n'\n",
            "b' 36/100 [=========>....................] - ETA: 1:07 - loss: 0.3977 - rpn_class_loss: 0.0021 - rpn_bbox_loss: 0.1348 - mrcnn_class_loss: 0.0365 - mrcnn_bbox_loss: 0.0996 - mrcnn_mask_loss: 0.1247\\n'\n",
            "b' 37/100 [==========>...................] - ETA: 1:06 - loss: 0.4023 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1368 - mrcnn_class_loss: 0.0367 - mrcnn_bbox_loss: 0.1021 - mrcnn_mask_loss: 0.1245\\n'\n",
            "b' 38/100 [==========>...................] - ETA: 1:05 - loss: 0.4121 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1366 - mrcnn_class_loss: 0.0372 - mrcnn_bbox_loss: 0.1067 - mrcnn_mask_loss: 0.1294\\n'\n",
            "b' 39/100 [==========>...................] - ETA: 1:04 - loss: 0.4126 - rpn_class_loss: 0.0022 - rpn_bbox_loss: 0.1362 - mrcnn_class_loss: 0.0371 - mrcnn_bbox_loss: 0.1084 - mrcnn_mask_loss: 0.1287\\n'\n",
            "b' 40/100 [===========>..................] - ETA: 1:02 - loss: 0.4310 - rpn_class_loss: 0.0027 - rpn_bbox_loss: 0.1512 - mrcnn_class_loss: 0.0376 - mrcnn_bbox_loss: 0.1111 - mrcnn_mask_loss: 0.1284\\n'\n",
            "b' 41/100 [===========>..................] - ETA: 1:01 - loss: 0.4273 - rpn_class_loss: 0.0027 - rpn_bbox_loss: 0.1493 - mrcnn_class_loss: 0.0374 - mrcnn_bbox_loss: 0.1102 - mrcnn_mask_loss: 0.1277\\n'\n",
            "b' 42/100 [===========>..................] - ETA: 1:00 - loss: 0.4264 - rpn_class_loss: 0.0027 - rpn_bbox_loss: 0.1496 - mrcnn_class_loss: 0.0375 - mrcnn_bbox_loss: 0.1094 - mrcnn_mask_loss: 0.1271\\n'\n",
            "b' 43/100 [===========>..................] - ETA: 59s - loss: 0.4336 - rpn_class_loss: 0.0039 - rpn_bbox_loss: 0.1542 - mrcnn_class_loss: 0.0384 - mrcnn_bbox_loss: 0.1098 - mrcnn_mask_loss: 0.1274 \\n'\n",
            "b' 44/100 [============>.................] - ETA: 58s - loss: 0.4303 - rpn_class_loss: 0.0039 - rpn_bbox_loss: 0.1520 - mrcnn_class_loss: 0.0383 - mrcnn_bbox_loss: 0.1096 - mrcnn_mask_loss: 0.1265\\n'\n",
            "b' 45/100 [============>.................] - ETA: 57s - loss: 0.4271 - rpn_class_loss: 0.0039 - rpn_bbox_loss: 0.1510 - mrcnn_class_loss: 0.0378 - mrcnn_bbox_loss: 0.1089 - mrcnn_mask_loss: 0.1255\\n'\n",
            "b' 46/100 [============>.................] - ETA: 56s - loss: 0.4230 - rpn_class_loss: 0.0038 - rpn_bbox_loss: 0.1487 - mrcnn_class_loss: 0.0379 - mrcnn_bbox_loss: 0.1079 - mrcnn_mask_loss: 0.1247\\n'\n",
            "b' 47/100 [=============>................] - ETA: 55s - loss: 0.4225 - rpn_class_loss: 0.0037 - rpn_bbox_loss: 0.1479 - mrcnn_class_loss: 0.0382 - mrcnn_bbox_loss: 0.1082 - mrcnn_mask_loss: 0.1245\\n'\n",
            "b' 48/100 [=============>................] - ETA: 54s - loss: 0.4280 - rpn_class_loss: 0.0046 - rpn_bbox_loss: 0.1493 - mrcnn_class_loss: 0.0393 - mrcnn_bbox_loss: 0.1097 - mrcnn_mask_loss: 0.1251\\n'\n",
            "b' 49/100 [=============>................] - ETA: 53s - loss: 0.4236 - rpn_class_loss: 0.0045 - rpn_bbox_loss: 0.1471 - mrcnn_class_loss: 0.0389 - mrcnn_bbox_loss: 0.1091 - mrcnn_mask_loss: 0.1240\\n'\n",
            "b' 50/100 [==============>...............] - ETA: 52s - loss: 0.4195 - rpn_class_loss: 0.0045 - rpn_bbox_loss: 0.1455 - mrcnn_class_loss: 0.0386 - mrcnn_bbox_loss: 0.1079 - mrcnn_mask_loss: 0.1231\\n'\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eLGgqlKAGyHT",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#need to kill aborted process to release GPU memory again\n",
        "!ps\n",
        "#!kill 501\n",
        "\n",
        "#this doesn't work: process.terminate()\n",
        "#neither does this: get_ipython().system_raw('kill -9 $(sudo lsof -t -i:%d)' % 6006)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xZM6tSKkCtAa",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "w3b07COHBrd1",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XHKfymSwhFHl",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# find newest model file\n",
        "# we save a model in drive to allow easier use of tensorboard\n",
        "!ls /content/Mask_RCNN/logs/\n",
        "from os import walk\n",
        "\n",
        "logs = []\n",
        "for (dirpath, dirnames, filenames) in walk(\"/content/Mask_RCNN/logs/\"):\n",
        "    logs.extend(dirnames)\n",
        "    break\n",
        "\n",
        "print(logs)\n",
        "logs.sort(reverse=True) # get the most recent log\n",
        "last_log = logs[0]\n",
        "\n",
        "files = []\n",
        "for (dirpath, dirnames, filenames) in walk(\"/content/Mask_RCNN/logs/\"+last_log):\n",
        "    files.extend(filenames)\n",
        "    break\n",
        "    \n",
        "checkpoints = sorted(filter(lambda f: f.startswith(\"mask_rcnn\"), files), reverse=True)\n",
        "print(checkpoints)\n",
        "\n",
        "last_model = checkpoints[0]\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2q7kSIUFusfS",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# create zipfile of all logs\n",
        "# https://stackoverflow.com/questions/1855095/how-to-create-a-zip-archive-of-a-directory\n",
        "# import shutil\n",
        "# shutil.make_archive('/content/logs.zip', 'zip', '/content/Mask_RCNN/logs/')\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "48HzsXfVDABx",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#download the model file\n",
        "from google.colab import drive\n",
        "#gdrive not working somehow\n",
        "drive.mount('/content/gdrive')\n",
        "print('cp /content/Mask_RCNN/logs/{0}/{1} \"/content/gdrive/My Drive/{1}\"'.format(last_log, last_model, last_model))\n",
        "os.system('cp /content/Mask_RCNN/logs/{0}/{1} \"/content/gdrive/My Drive/{1}\"'.format(last_log, last_model, last_model))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zSxyYPJOE5k2",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# copy the line from the top to do the actual transfer --> seems to work better like this\n",
        "!cp /content/Mask_RCNN/logs/products20190504T1822/mask_rcnn_products_0001.h5 \"/content/gdrive/My Drive/mask_rcnn_products_0001.h5\""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tHy13oFaEpvB",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#somehow not working for big files, only directly with cp works\n",
        "os.system('cp /content/Mask_RCNN/logs/{0}/{1} /content/gdrive/My Drive/{1}'.format(last_log, last_model, last_model))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Nrg6Zp3jEqLx",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# https://stackoverflow.com/questions/49428332/how-to-download-large-files-like-weights-of-a-model-from-colaboratory\n",
        "# from google.colab import files\n",
        "# files.download('/content/Mask_RCNN/logs/{0}/{1}'.format(last_log, last_model))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zGkSyuLRRCQB",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#copy needs \"\"\n",
        "#!cp /content/Mask_RCNN/logs/products20190430T2145/mask_rcnn_products_0030.h5 \"/content/gdrive/My Drive/\"\n"
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}