Sign_Language_Training_YOLOv7_on_Custom_Data.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GD9gUQpaBxNa"
      },
      "source": [
        "# How to Train YOLOv7 on a Custom Dataset\n",
        "\n",
        "This tutorial is based on the [YOLOv7 repository](https://github.com/WongKinYiu/yolov7) by WongKinYiu. This notebook shows training on **your own custom objects**. Many thanks to WongKinYiu and AlexeyAB for putting this repository together.\n",
        "\n",
        "\n",
        "### **Accompanying Blog Post**\n",
        "\n",
        "We recommend that you follow along in this notebook while reading the blog post on [how to train YOLOv7](https://blog.roboflow.com/yolov7-custom-dataset-training-tutorial/), concurrently.\n",
        "\n",
        "### **Steps Covered in this Tutorial**\n",
        "\n",
        "To train our detector we take the following steps:\n",
        "\n",
        "* Install YOLOv7 dependencies\n",
        "* Load custom dataset from Roboflow in YOLOv7 format\n",
        "* Run YOLOv7 training\n",
        "* Evaluate YOLOv7 performance\n",
        "* Run YOLOv7 inference on test images\n",
        "* OPTIONAL: Deployment\n",
        "* OPTIONAL: Active Learning\n",
        "\n",
        "\n",
        "### Preparing a Custom Dataset\n",
        "\n",
        "In this tutorial, we will utilize an open source computer vision dataset from one of the 90,000+ available on [Roboflow Universe](https://universe.roboflow.com).\n",
        "\n",
        "If you already have your own images (and, optionally, annotations), you can convert your dataset using [Roboflow](https://roboflow.com), a set of tools developers use to build better computer vision models quickly and accurately. 100k+ developers use roboflow for (automatic) annotation, converting dataset formats (like to YOLOv7), training, deploying, and improving their datasets/models.\n",
        "\n",
        "Follow [the getting started guide here](https://docs.roboflow.com/quick-start) to create and prepare your own custom dataset."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7mGmQbAO5pQb"
      },
      "source": [
        "#Install Dependencies\n",
        "\n",
        "_(Remember to choose GPU in Runtime if not already selected. Runtime --> Change Runtime Type --> Hardware accelerator --> GPU)_"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-cLQL3d3UjvC",
        "outputId": "0e4dbb22-7594-4f04-edd3-a82bb2138b90"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ],
      "source": [
        "## Adding Google Drive\n",
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "tTx72-Sc0qhA",
        "outputId": "8b43a07e-8f62-4e40-fbf2-aa7397afddb4"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com\n",
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            "  Stored in directory: /tmp/pip-ephem-wheel-cache-3pjy1r9c/wheels/4d/33/74/7c0903053e955973d5dc3d21857a29b3f8c0806ad0b05c32a1\n",
            "Successfully built promise pathtools\n",
            "Installing collected packages: pathtools, smmap, shortuuid, setproctitle, sentry-sdk, promise, docker-pycreds, Click, gitdb, GitPython, wandb\n",
            "Successfully installed Click-8.1.3 GitPython-3.1.30 docker-pycreds-0.4.0 gitdb-4.0.10 pathtools-0.1.2 promise-2.3 sentry-sdk-1.12.1 setproctitle-1.3.2 shortuuid-1.0.11 smmap-5.0.0 wandb-0.13.7\n",
            "\u001b[34m\u001b[1mwandb\u001b[0m: Currently logged in as: \u001b[33mahmedharbi\u001b[0m. Use \u001b[1m`wandb login --relogin`\u001b[0m to force relogin\n"
          ]
        }
      ],
      "source": [
        "## Adding Wandb\n",
        "## 162d488a139d40a913f97c285edbe08cbfc884a5\n",
        "!pip install wandb\n",
        "!wandb login"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 506
        },
        "id": "JVN_D5lO03f2",
        "outputId": "cc37b667-0663-4a15-acaf-8ab8e5bd00cd"
      },
      "outputs": [],
      "source": [
        "import wandb\n",
        "\n",
        "# wandb.init(project=\"american_sign_language\", entity=\"ahmedharbi\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zajDgyZUUyu5",
        "outputId": "0caf1da6-8ed9-4676-b814-c3026c18f785"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "/home/mrblack/Projects_DL/SignLanguage_YOLOv7\n"
          ]
        }
      ],
      "source": [
        "#go to a the folder in google drive instead of everytime cloning and installing yolo7\n",
        "%cd ~/Projects_DL/SignLanguage_YOLOv7\n",
        "# !pwd"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nD-uPyQ_2jiN",
        "outputId": "b91e58c5-89f5-4ed7-f537-256b7ad7933c"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "/home/mrblack/Projects_DL/SignLanguage_YOLOv7/yolov7\n",
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            "\u001b[?25hInstalling collected packages: wcwidth, tensorboard-plugin-wit, pytz, pyasn1, pure-eval, ptyprocess, pickleshare, executing, backcall, zipp, urllib3, traitlets, tqdm, tensorboard-data-server, rsa, pygments, pyasn1-modules, psutil, protobuf, prompt-toolkit, Pillow, pexpect, parso, packaging, oauthlib, numpy, MarkupSafe, kiwisolver, idna, grpcio, fonttools, decorator, cycler, charset-normalizer, certifi, cachetools, asttokens, absl-py, werkzeug, stack-data, scipy, requests, pandas, opencv-python, matplotlib-inline, jedi, importlib-metadata, google-auth, contourpy, requests-oauthlib, matplotlib, markdown, ipython, torchvision, thop, seaborn, google-auth-oauthlib, tensorboard\n",
            "Successfully installed MarkupSafe-2.1.1 Pillow-9.4.0 absl-py-1.3.0 asttokens-2.2.1 backcall-0.2.0 cachetools-5.2.0 certifi-2022.12.7 charset-normalizer-2.1.1 contourpy-1.0.6 cycler-0.11.0 decorator-5.1.1 executing-1.2.0 fonttools-4.38.0 google-auth-2.15.0 google-auth-oauthlib-0.4.6 grpcio-1.51.1 idna-3.4 importlib-metadata-6.0.0 ipython-8.8.0 jedi-0.18.2 kiwisolver-1.4.4 markdown-3.4.1 matplotlib-3.6.2 matplotlib-inline-0.1.6 numpy-1.24.1 oauthlib-3.2.2 opencv-python-4.7.0.68 packaging-22.0 pandas-1.5.2 parso-0.8.3 pexpect-4.8.0 pickleshare-0.7.5 prompt-toolkit-3.0.36 protobuf-3.20.3 psutil-5.9.4 ptyprocess-0.7.0 pure-eval-0.2.2 pyasn1-0.4.8 pyasn1-modules-0.2.8 pygments-2.14.0 pytz-2022.7 requests-2.28.1 requests-oauthlib-1.3.1 rsa-4.9 scipy-1.10.0 seaborn-0.12.2 stack-data-0.6.2 tensorboard-2.11.0 tensorboard-data-server-0.6.1 tensorboard-plugin-wit-1.8.1 thop-0.1.1.post2209072238 torchvision-0.14.1 tqdm-4.64.1 traitlets-5.8.0 urllib3-1.26.13 wcwidth-0.2.5 werkzeug-2.2.2 zipp-3.11.0\n"
          ]
        }
      ],
      "source": [
        "# Download YOLOv7 repository and install requirements\n",
        "# !git clone https://github.com/WongKinYiu/yolov7\n",
        "%cd /home/mrblack/Projects_DL/SignLanguage_YOLOv7/yolov7\n",
        "!pip install -r requirements.txt"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mtJ24mPlyF-S"
      },
      "source": [
        "# Download Correctly Formatted Custom Data\n",
        "\n",
        "Next, we'll download our dataset in the right format. Use the `YOLOv7 PyTorch` export. Note that this model requires YOLO TXT annotations, a custom YAML file, and organized directories. The roboflow export writes this for us and saves it in the correct spot.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "uMKRKDjwy5-d",
        "outputId": "846b0d8f-ff13-4425-b573-fc4111ca0084"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com\n",
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            "  Building wheel for glob2 (setup.py) ... \u001b[?25ldone\n",
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            "Successfully built glob2 wget\n",
            "Installing collected packages: wget, glob2, urllib3, python-dotenv, pyparsing, opencv-python-headless, idna, cycler, chardet, requests-toolbelt, roboflow\n",
            "  Attempting uninstall: urllib3\n",
            "    Found existing installation: urllib3 1.26.13\n",
            "    Uninstalling urllib3-1.26.13:\n",
            "      Successfully uninstalled urllib3-1.26.13\n",
            "  Attempting uninstall: pyparsing\n",
            "    Found existing installation: pyparsing 3.0.9\n",
            "    Uninstalling pyparsing-3.0.9:\n",
            "      Successfully uninstalled pyparsing-3.0.9\n",
            "  Attempting uninstall: idna\n",
            "    Found existing installation: idna 3.4\n",
            "    Uninstalling idna-3.4:\n",
            "      Successfully uninstalled idna-3.4\n",
            "  Attempting uninstall: cycler\n",
            "    Found existing installation: cycler 0.11.0\n",
            "    Uninstalling cycler-0.11.0:\n",
            "      Successfully uninstalled cycler-0.11.0\n",
            "Successfully installed chardet-4.0.0 cycler-0.10.0 glob2-0.7 idna-2.10 opencv-python-headless-4.7.0.68 pyparsing-2.4.7 python-dotenv-0.21.0 requests-toolbelt-0.10.1 roboflow-0.2.22 urllib3-1.26.6 wget-3.2\n"
          ]
        }
      ],
      "source": [
        "!pip install roboflow"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ovKgrVN8ygdW",
        "outputId": "f104f53e-cdd3-44b0-f50a-434dd0d7ecb2"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "loading Roboflow workspace...\n",
            "loading Roboflow project...\n",
            "Downloading Dataset Version Zip in American-Sign-Language-Letters-2 to yolov7pytorch: 100% [21790210 / 21790210] bytes\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Extracting Dataset Version Zip to American-Sign-Language-Letters-2 in yolov7pytorch:: 100%|██████████| 1451/1451 [00:00<00:00, 12667.21it/s]\n"
          ]
        }
      ],
      "source": [
        "# REPLACE with your custom code snippet generated above\n",
        "\n",
        "# !pip install roboflow\n",
        "\n",
        "## Basic Dataset ##\n",
        "\n",
        "# from roboflow import Roboflow\n",
        "# rf = Roboflow(api_key=\"wtTb80vvwZgOIzu6tkYw\")\n",
        "# project = rf.workspace(\"sign-language-asbbx\").project(\"american-sign-language-letters-jxlux\")\n",
        "# dataset = project.version(1).download(\"yolov7\")\n",
        "\n",
        "# ## Augmented Dataset ##\n",
        "# from roboflow import Roboflow\n",
        "# rf = Roboflow(api_key=\"wtTb80vvwZgOIzu6tkYw\")\n",
        "# project = rf.workspace(\"sign-language-asbbx\").project(\"american-sign-language-letters-jxlux\")\n",
        "# # dataset = project.upload(\"American-Sign-Language-Letters-2\")\n",
        "# dataset = project.version(2).download(\"yolov7\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "loading Roboflow workspace...\n",
            "loading Roboflow project...\n",
            "Downloading Dataset Version Zip in American-Sign-Language-Letters-3 to yolov7pytorch: 100% [23646089 / 23646089] bytes\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Extracting Dataset Version Zip to American-Sign-Language-Letters-3 in yolov7pytorch:: 100%|██████████| 1635/1635 [00:00<00:00, 10890.82it/s]\n"
          ]
        }
      ],
      "source": [
        "# from roboflow import Roboflow\n",
        "# rf = Roboflow(api_key=\"wtTb80vvwZgOIzu6tkYw\")\n",
        "# project = rf.workspace(\"sign-language-asbbx\").project(\"american-sign-language-letters-jxlux\")\n",
        "# dataset = project.version(3).download(\"yolov7\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "loading Roboflow workspace...\n",
            "loading Roboflow project...\n",
            "Downloading Dataset Version Zip in American-Sign-Language-Letters-4 to yolov7pytorch: 100% [35513699 / 35513699] bytes\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Extracting Dataset Version Zip to American-Sign-Language-Letters-4 in yolov7pytorch:: 100%|██████████| 2505/2505 [00:00<00:00, 15146.52it/s]\n"
          ]
        }
      ],
      "source": [
        "#Augmented Dataset With Grayscale:\n",
        "from roboflow import Roboflow\n",
        "rf = Roboflow(api_key=\"wtTb80vvwZgOIzu6tkYw\")\n",
        "project = rf.workspace(\"sign-language-asbbx\").project(\"american-sign-language-letters-jxlux\")\n",
        "dataset = project.version(4).download(\"yolov7\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "id": "woRSZWovkkM3"
      },
      "outputs": [],
      "source": [
        "# dataset = \"/home/mrblack/Projects_DL/SignLanguage_YOLOv7/American-Sign-Language-Letters-3\""
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bHfT9gEiBsBd"
      },
      "source": [
        "# Begin Custom Training\n",
        "\n",
        "We're ready to start custom training.\n",
        "\n",
        "NOTE: We will only modify one of the YOLOv7 training defaults in our example: `epochs`. We will adjust from 300 to 100 epochs in our example for speed. If you'd like to change other settings, see details in [our accompanying blog post](https://blog.roboflow.com/yolov7-custom-dataset-training-tutorial/)."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "lQXF75SAzjU8",
        "outputId": "132eff02-82d7-4511-ba5a-618a1b1dcc16"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "/home/mrblack/Projects_DL/SignLanguage_YOLOv7/yolov7\n",
            "/home/mrblack/Projects_DL/SignLanguage_YOLOv7/yolov7\n"
          ]
        }
      ],
      "source": [
        "%cd /home/mrblack/Projects_DL/SignLanguage_YOLOv7/yolov7\n",
        "!pwd"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1iqOPKjr22mL",
        "outputId": "f1ae7e28-fc32-44db-df6e-e79e5120c191"
      },
      "outputs": [],
      "source": [
        "# run this cell to begin training\n",
        "# !pwd\n",
        "# %cd /content/MyDrive/SignLanguageDetection/yolov7\n",
        "\n",
        "## getting the training weights from the last epoch trained: /runs/train/exp2/weights/last.pt\n",
        "## Number of epochs: 530 epochs \n",
        "\n",
        "\n",
        "# !python train.py --batch 10 --epochs 100 --data {/home/mrblack/Projects_DL/SignLanguage_YOLOv7/American-Sign-Language-Letters-3}.data.yaml \\\n",
        "# --weights '/home/mrblack/Projects_DL/SignLanguage_YOLOv7/best.pt' \\\n",
        "# --device 0 --img 640 640 --cfg '/cfg/training/yolov7-tiny.yaml'\n",
        "\n",
        "\n",
        "# !python train.py --batch 40 --epochs 100 --data {dataset.location}/data.yaml \\\n",
        "# --weights '/home/mrblack/Projects_DL/SignLanguage_YOLOv7/yolov7/runs/train/exp2/weights/best.pt' \\\n",
        "# --device 0 --img 640 640 --cfg '/cfg/training/yolov7-tiny.yaml'\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "YOLOR 🚀 v0.1-115-g072f76c torch 1.13.1+cu117 CUDA:0 (NVIDIA GeForce RTX 3070 Laptop GPU, 7982.3125MB)\n",
            "\n",
            "Namespace(adam=False, artifact_alias='latest', batch_size=8, bbox_interval=-1, bucket='', cache_images=False, cfg='./cfg/training/yolov7.yaml', data='/home/mrblack/Projects_DL/SignLanguage_YOLOv7/yolov7/American-Sign-Language-Letters-4/data.yaml', device='0', entity=None, epochs=200, evolve=False, exist_ok=False, freeze=[0], global_rank=-1, hyp='data/hyp.scratch.p5.yaml', image_weights=False, img_size=[640, 640], label_smoothing=0.0, linear_lr=False, local_rank=-1, multi_scale=False, name='exp', noautoanchor=False, nosave=False, notest=False, project='runs/train', quad=False, rect=False, resume=False, save_dir='runs/train/exp12', save_period=-1, single_cls=False, sync_bn=False, total_batch_size=8, upload_dataset=False, v5_metric=False, weights='/home/mrblack/Projects_DL/SignLanguage_YOLOv7/yolov7/runs/train/exp11/weights/best.pt', workers=8, world_size=1)\n",
            "\u001b[34m\u001b[1mtensorboard: \u001b[0mStart with 'tensorboard --logdir runs/train', view at http://localhost:6006/\n",
            "\u001b[34m\u001b[1mhyperparameters: \u001b[0mlr0=0.01, lrf=0.1, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.3, cls_pw=1.0, obj=0.7, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.2, scale=0.9, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.15, copy_paste=0.0, paste_in=0.15, loss_ota=1\n",
            "\u001b[34m\u001b[1mwandb: \u001b[0mInstall Weights & Biases for YOLOR logging with 'pip install wandb' (recommended)\n",
            "Overriding model.yaml nc=80 with nc=26\n",
            "\n",
            "                 from  n    params  module                                  arguments                     \n",
            "  0                -1  1       928  models.common.Conv                      [3, 32, 3, 1]                 \n",
            "  1                -1  1     18560  models.common.Conv                      [32, 64, 3, 2]                \n",
            "  2                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            "  3                -1  1     73984  models.common.Conv                      [64, 128, 3, 2]               \n",
            "  4                -1  1      8320  models.common.Conv                      [128, 64, 1, 1]               \n",
            "  5                -2  1      8320  models.common.Conv                      [128, 64, 1, 1]               \n",
            "  6                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            "  7                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            "  8                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            "  9                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            " 10  [-1, -3, -5, -6]  1         0  models.common.Concat                    [1]                           \n",
            " 11                -1  1     66048  models.common.Conv                      [256, 256, 1, 1]              \n",
            " 12                -1  1         0  models.common.MP                        []                            \n",
            " 13                -1  1     33024  models.common.Conv                      [256, 128, 1, 1]              \n",
            " 14                -3  1     33024  models.common.Conv                      [256, 128, 1, 1]              \n",
            " 15                -1  1    147712  models.common.Conv                      [128, 128, 3, 2]              \n",
            " 16          [-1, -3]  1         0  models.common.Concat                    [1]                           \n",
            " 17                -1  1     33024  models.common.Conv                      [256, 128, 1, 1]              \n",
            " 18                -2  1     33024  models.common.Conv                      [256, 128, 1, 1]              \n",
            " 19                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 20                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 21                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 22                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 23  [-1, -3, -5, -6]  1         0  models.common.Concat                    [1]                           \n",
            " 24                -1  1    263168  models.common.Conv                      [512, 512, 1, 1]              \n",
            " 25                -1  1         0  models.common.MP                        []                            \n",
            " 26                -1  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n",
            " 27                -3  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n",
            " 28                -1  1    590336  models.common.Conv                      [256, 256, 3, 2]              \n",
            " 29          [-1, -3]  1         0  models.common.Concat                    [1]                           \n",
            " 30                -1  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n",
            " 31                -2  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n",
            " 32                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 33                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 34                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 35                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 36  [-1, -3, -5, -6]  1         0  models.common.Concat                    [1]                           \n",
            " 37                -1  1   1050624  models.common.Conv                      [1024, 1024, 1, 1]            \n",
            " 38                -1  1         0  models.common.MP                        []                            \n",
            " 39                -1  1    525312  models.common.Conv                      [1024, 512, 1, 1]             \n",
            " 40                -3  1    525312  models.common.Conv                      [1024, 512, 1, 1]             \n",
            " 41                -1  1   2360320  models.common.Conv                      [512, 512, 3, 2]              \n",
            " 42          [-1, -3]  1         0  models.common.Concat                    [1]                           \n",
            " 43                -1  1    262656  models.common.Conv                      [1024, 256, 1, 1]             \n",
            " 44                -2  1    262656  models.common.Conv                      [1024, 256, 1, 1]             \n",
            " 45                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 46                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 47                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 48                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 49  [-1, -3, -5, -6]  1         0  models.common.Concat                    [1]                           \n",
            " 50                -1  1   1050624  models.common.Conv                      [1024, 1024, 1, 1]            \n",
            " 51                -1  1   7609344  models.common.SPPCSPC                   [1024, 512, 1]                \n",
            " 52                -1  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n",
            " 53                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
            " 54                37  1    262656  models.common.Conv                      [1024, 256, 1, 1]             \n",
            " 55          [-1, -2]  1         0  models.common.Concat                    [1]                           \n",
            " 56                -1  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n",
            " 57                -2  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n",
            " 58                -1  1    295168  models.common.Conv                      [256, 128, 3, 1]              \n",
            " 59                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 60                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 61                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 62[-1, -2, -3, -4, -5, -6]  1         0  models.common.Concat                    [1]                           \n",
            " 63                -1  1    262656  models.common.Conv                      [1024, 256, 1, 1]             \n",
            " 64                -1  1     33024  models.common.Conv                      [256, 128, 1, 1]              \n",
            " 65                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
            " 66                24  1     65792  models.common.Conv                      [512, 128, 1, 1]              \n",
            " 67          [-1, -2]  1         0  models.common.Concat                    [1]                           \n",
            " 68                -1  1     33024  models.common.Conv                      [256, 128, 1, 1]              \n",
            " 69                -2  1     33024  models.common.Conv                      [256, 128, 1, 1]              \n",
            " 70                -1  1     73856  models.common.Conv                      [128, 64, 3, 1]               \n",
            " 71                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            " 72                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            " 73                -1  1     36992  models.common.Conv                      [64, 64, 3, 1]                \n",
            " 74[-1, -2, -3, -4, -5, -6]  1         0  models.common.Concat                    [1]                           \n",
            " 75                -1  1     65792  models.common.Conv                      [512, 128, 1, 1]              \n",
            " 76                -1  1         0  models.common.MP                        []                            \n",
            " 77                -1  1     16640  models.common.Conv                      [128, 128, 1, 1]              \n",
            " 78                -3  1     16640  models.common.Conv                      [128, 128, 1, 1]              \n",
            " 79                -1  1    147712  models.common.Conv                      [128, 128, 3, 2]              \n",
            " 80      [-1, -3, 63]  1         0  models.common.Concat                    [1]                           \n",
            " 81                -1  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n",
            " 82                -2  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n",
            " 83                -1  1    295168  models.common.Conv                      [256, 128, 3, 1]              \n",
            " 84                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 85                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 86                -1  1    147712  models.common.Conv                      [128, 128, 3, 1]              \n",
            " 87[-1, -2, -3, -4, -5, -6]  1         0  models.common.Concat                    [1]                           \n",
            " 88                -1  1    262656  models.common.Conv                      [1024, 256, 1, 1]             \n",
            " 89                -1  1         0  models.common.MP                        []                            \n",
            " 90                -1  1     66048  models.common.Conv                      [256, 256, 1, 1]              \n",
            " 91                -3  1     66048  models.common.Conv                      [256, 256, 1, 1]              \n",
            " 92                -1  1    590336  models.common.Conv                      [256, 256, 3, 2]              \n",
            " 93      [-1, -3, 51]  1         0  models.common.Concat                    [1]                           \n",
            " 94                -1  1    525312  models.common.Conv                      [1024, 512, 1, 1]             \n",
            " 95                -2  1    525312  models.common.Conv                      [1024, 512, 1, 1]             \n",
            " 96                -1  1   1180160  models.common.Conv                      [512, 256, 3, 1]              \n",
            " 97                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 98                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            " 99                -1  1    590336  models.common.Conv                      [256, 256, 3, 1]              \n",
            "100[-1, -2, -3, -4, -5, -6]  1         0  models.common.Concat                    [1]                           \n",
            "101                -1  1   1049600  models.common.Conv                      [2048, 512, 1, 1]             \n",
            "102                75  1    328704  models.common.RepConv                   [128, 256, 3, 1]              \n",
            "103                88  1   1312768  models.common.RepConv                   [256, 512, 3, 1]              \n",
            "104               101  1   5246976  models.common.RepConv                   [512, 1024, 3, 1]             \n",
            "105   [102, 103, 104]  1    169006  models.yolo.IDetect                     [26, [[12, 16, 19, 36, 40, 28], [36, 75, 76, 55, 72, 146], [142, 110, 192, 243, 459, 401]], [256, 512, 1024]]\n",
            "/home/mrblack/pyenvs/venv_signLanguage/lib/python3.8/site-packages/torch/functional.py:504: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3190.)\n",
            "  return _VF.meshgrid(tensors, **kwargs)  # type: ignore[attr-defined]\n",
            "Model Summary: 415 layers, 37331406 parameters, 37331406 gradients, 105.5 GFLOPS\n",
            "\n",
            "Transferred 564/566 items from /home/mrblack/Projects_DL/SignLanguage_YOLOv7/yolov7/runs/train/exp11/weights/best.pt\n",
            "Scaled weight_decay = 0.0005\n",
            "Optimizer groups: 95 .bias, 95 conv.weight, 98 other\n",
            "\u001b[34m\u001b[1mtrain: \u001b[0mScanning 'American-Sign-Language-Letters-4/train/labels.cache' images and\u001b[0m\n",
            "\u001b[34m\u001b[1mval: \u001b[0mScanning 'American-Sign-Language-Letters-4/valid/labels.cache' images and l\u001b[0m\n",
            "\n",
            "\u001b[34m\u001b[1mautoanchor: \u001b[0mAnalyzing anchors... anchors/target = 4.14, Best Possible Recall (BPR) = 1.0000\n",
            "Image sizes 640 train, 640 test\n",
            "Using 8 dataloader workers\n",
            "Logging results to runs/train/exp12\n",
            "Starting training for 200 epochs...\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    46/199     5.67G   0.02379  0.007047   0.02223   0.05306         2       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161        0.79       0.776        0.87        0.71\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    47/199     5.83G   0.02605  0.007401   0.02301   0.05646         2       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.822       0.702       0.835        0.67\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    48/199     5.83G    0.0261  0.007305   0.02307   0.05648         2       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161        0.71        0.76       0.795       0.624\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    49/199     5.83G   0.02565  0.007444   0.02288   0.05597         8       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161        0.76       0.756       0.833       0.667\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    50/199     5.83G   0.02569  0.007591   0.02267   0.05595         7       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.764       0.793       0.838       0.685\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    51/199     5.83G    0.0244  0.007115   0.02082   0.05234         4       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161        0.75       0.746        0.82       0.659\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    52/199     5.83G   0.02593  0.007573   0.02288   0.05639         8       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.801       0.741       0.843       0.681\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    53/199     5.83G   0.02351  0.007425   0.02037   0.05131         8       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.782       0.751       0.843       0.693\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    54/199     5.83G   0.02519  0.007187   0.02175   0.05413        12       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.839       0.723        0.85       0.714\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    55/199     5.83G    0.0263  0.007525   0.02263   0.05645         5       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.815        0.73       0.844        0.69\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    56/199     5.83G   0.02565  0.007015   0.02161   0.05427         7       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.767       0.754        0.83       0.679\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    57/199     5.83G   0.02425  0.007063    0.0209   0.05222         5       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.831       0.752       0.851       0.704\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    58/199     5.83G   0.02545  0.007324   0.02277   0.05555         3       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.734       0.768       0.825       0.658\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    59/199     5.83G   0.02376  0.006872   0.02002   0.05066         8       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161        0.76       0.775       0.849       0.692\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    60/199     5.83G   0.02408  0.007441   0.02068    0.0522         8       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.806       0.784       0.861       0.716\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    61/199     5.83G   0.02281  0.007278   0.01999   0.05008        10       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.872       0.784        0.87       0.708\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    62/199     5.83G    0.0238  0.006914   0.02047   0.05118         6       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.828       0.788       0.865       0.713\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    63/199     5.83G    0.0239  0.007305    0.0202   0.05141         6       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.815       0.776       0.869       0.715\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    64/199     5.83G   0.02426  0.007069   0.02073   0.05207         7       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.852       0.763       0.876        0.73\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    65/199     5.83G   0.02347  0.006756   0.02026   0.05048         1       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.821       0.738       0.845       0.697\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    66/199     5.83G   0.02308  0.006836   0.01958    0.0495         5       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161         0.8       0.784       0.858       0.704\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    67/199     5.83G   0.02306  0.006744   0.01921   0.04902         8       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.765         0.8       0.864        0.71\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    68/199     5.83G   0.02451  0.006816   0.02057    0.0519         5       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161        0.83       0.728       0.861       0.701\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    69/199     5.83G   0.02439  0.006827   0.02045   0.05166         6       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.811       0.756        0.86       0.711\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    70/199     5.83G   0.02247  0.006853   0.01938    0.0487         5       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.758       0.799       0.854         0.7\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    71/199     5.83G   0.02289  0.007076   0.01965   0.04961         3       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.854       0.799        0.87       0.723\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    72/199     5.83G   0.02216  0.006863    0.0182   0.04722        10       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.851       0.746       0.874       0.725\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    73/199     5.83G   0.02204  0.006827    0.0189   0.04777         7       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.788       0.771       0.856       0.721\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    74/199     5.83G   0.02283  0.006544   0.01909   0.04846         5       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.818       0.767       0.867       0.731\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    75/199     5.83G    0.0232  0.006876   0.01973   0.04981         5       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.848       0.758       0.856       0.727\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    76/199     5.83G   0.02347  0.006614   0.02004   0.05012         4       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.777       0.767       0.845       0.715\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    77/199     5.83G   0.02273  0.006433   0.01887   0.04803         4       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.787       0.835        0.88       0.745\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    78/199     5.83G   0.02196  0.006689   0.01853   0.04717         2       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.789       0.824       0.877       0.707\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    79/199     5.83G   0.02146  0.006615   0.01813   0.04621         7       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.825       0.818       0.881       0.734\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    80/199     5.83G   0.02312  0.006647   0.01907   0.04883        10       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.858       0.786       0.871       0.734\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    81/199     5.83G   0.02278  0.006531    0.0193   0.04861         3       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.877       0.747       0.877       0.742\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    82/199     5.83G   0.02218  0.006604   0.01873   0.04752         6       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.889       0.729       0.875       0.733\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    83/199     5.83G    0.0213  0.006364   0.01715   0.04481         6       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.857       0.789       0.898       0.762\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    84/199     5.83G   0.02078  0.006244   0.01733   0.04436         4       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.826       0.792       0.881       0.735\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    85/199     5.83G   0.02319  0.006363   0.01911   0.04866         5       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.894        0.75       0.877       0.726\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    86/199     5.83G   0.02156  0.006099   0.01775   0.04541         5       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.871       0.778       0.881       0.741\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    87/199     5.83G   0.02096  0.006309   0.01712    0.0444         2       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.885       0.782         0.9       0.768\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    88/199     5.83G   0.02196  0.006519   0.01853   0.04701         8       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.885       0.788       0.892       0.752\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    89/199     5.83G   0.02099  0.006225   0.01695   0.04416         2       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.842         0.8        0.89       0.746\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    90/199     5.83G   0.02244  0.006441   0.01791   0.04679         6       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.829       0.805       0.874       0.736\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    91/199     5.83G   0.02084  0.005846   0.01746   0.04414         9       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.884       0.835       0.896        0.75\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    92/199     5.83G   0.02223  0.006426   0.01867   0.04732        12       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.895        0.81       0.899       0.766\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    93/199     5.83G   0.02083  0.006334   0.01753   0.04469         8       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.808       0.849       0.886        0.75\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    94/199     5.83G    0.0218  0.006401   0.01812   0.04633         3       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161        0.85       0.801       0.888       0.749\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    95/199     5.83G   0.02152  0.006311   0.01685   0.04468         5       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.894       0.798       0.907       0.771\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    96/199     5.83G   0.02138  0.006462   0.01738   0.04522         8       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.878       0.807       0.888       0.763\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    97/199     5.83G   0.02142  0.006389   0.01762   0.04542         6       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.873       0.789        0.88       0.752\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    98/199     5.83G   0.02147  0.005991    0.0169   0.04436         5       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.852       0.813       0.888       0.762\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "    99/199     5.83G   0.02207  0.006257    0.0179   0.04623         6       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.843       0.833        0.89       0.769\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   100/199     5.83G    0.0215  0.006363   0.01804   0.04591         6       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.875       0.773       0.874       0.726\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   101/199     5.83G   0.02214  0.006276   0.01788   0.04629         2       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.846       0.809       0.892       0.753\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   102/199     5.83G   0.02013  0.006263   0.01707   0.04346        10       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.906       0.774       0.897       0.763\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   103/199     5.83G   0.02119  0.006156   0.01779   0.04513         2       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.911        0.79         0.9       0.772\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   104/199     5.83G   0.02015  0.006143   0.01705   0.04335         3       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.922       0.758       0.885       0.768\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   105/199     5.83G   0.02147  0.006006   0.01713    0.0446         8       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.912        0.77       0.904        0.77\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   106/199     5.83G   0.02062  0.005976   0.01704   0.04364         6       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.884       0.791       0.899       0.779\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   107/199     5.83G   0.02003  0.006073   0.01589   0.04199         7       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.867       0.823       0.897       0.758\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   108/199     5.83G   0.02058  0.006028   0.01722   0.04383         3       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.811       0.824       0.895       0.775\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   109/199     5.83G   0.01964  0.005859   0.01615   0.04165        11       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.871       0.809       0.893       0.781\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   110/199     5.83G   0.01981  0.005981   0.01622     0.042         2       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.908       0.769       0.889       0.761\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   111/199     5.83G   0.01907  0.005734   0.01552   0.04032         1       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.893       0.793       0.885       0.762\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   112/199     5.83G   0.02075  0.005891   0.01622   0.04285        10       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.867       0.817       0.906       0.775\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   113/199     5.83G   0.01987  0.005801   0.01673    0.0424         7       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.904       0.796       0.913       0.783\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   114/199     5.83G   0.02003  0.005958   0.01591    0.0419         4       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.861       0.814       0.889       0.755\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   115/199     5.83G   0.01931   0.00558   0.01533   0.04021         7       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.884       0.768       0.881       0.753\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   116/199     5.83G   0.01919  0.005721   0.01534   0.04025         5       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.845        0.83       0.898       0.784\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   117/199     5.83G   0.02039   0.00585   0.01587   0.04212         4       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.874        0.77       0.892       0.769\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   118/199     5.83G    0.0193  0.005941   0.01601   0.04124         3       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.894       0.816       0.901       0.781\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   119/199     5.83G   0.01921  0.005688   0.01483   0.03973         5       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.853       0.791        0.89       0.773\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   120/199     5.83G   0.02027  0.005741   0.01594   0.04195         9       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.836       0.815       0.886       0.778\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   121/199     5.83G   0.02005  0.005863   0.01569    0.0416         3       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.865       0.806       0.891       0.765\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   122/199     5.83G   0.02068  0.005907   0.01621   0.04279         2       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.857       0.811       0.872       0.751\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   123/199     5.83G   0.01901  0.005713   0.01571   0.04043         4       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.852       0.822       0.877       0.765\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   124/199     5.83G   0.02042  0.005654   0.01574   0.04181         9       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.878        0.82       0.892       0.784\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   125/199     5.83G   0.01898   0.00568   0.01511   0.03978         0       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.886       0.818       0.903       0.796\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   126/199     5.83G    0.0202  0.005756   0.01538   0.04134         5       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.871       0.825       0.899       0.793\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   127/199     5.83G   0.01889  0.005663   0.01587   0.04042        10       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161        0.84       0.858       0.905       0.789\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   128/199     5.83G   0.01979  0.005989   0.01593   0.04171         8       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.862       0.836       0.908       0.794\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   129/199     5.83G   0.02033  0.005501   0.01537    0.0412         3       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.903       0.807       0.909       0.799\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   130/199     5.83G   0.01876  0.005758   0.01519    0.0397         2       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.853       0.821       0.895       0.784\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   131/199     5.83G    0.0178  0.005413   0.01457   0.03778         4       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.905       0.803       0.903       0.784\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   132/199     5.83G   0.01885  0.005372   0.01493   0.03916         2       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.892       0.804         0.9       0.788\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   133/199     5.83G   0.01919  0.005579    0.0152   0.03996         2       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161        0.87       0.831       0.906       0.791\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   134/199     5.83G   0.01899  0.005543   0.01485   0.03938         2       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.857       0.834       0.897       0.785\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   135/199     5.83G   0.01879  0.005641   0.01506   0.03949         5       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161        0.86       0.842       0.902       0.791\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   136/199     5.83G   0.01842  0.005594   0.01412   0.03813         6       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.916       0.804       0.902       0.785\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   137/199     5.83G    0.0181  0.005519   0.01446   0.03808         5       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.914       0.786       0.909       0.794\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   138/199     5.83G   0.01933   0.00587   0.01578   0.04098        14       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.833       0.846       0.908       0.791\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   139/199     5.83G   0.01855  0.005703   0.01473   0.03899         9       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.858       0.824       0.907       0.794\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   140/199     5.83G   0.01851  0.005493   0.01479    0.0388         4       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.908       0.827       0.907       0.796\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   141/199     5.83G   0.01826  0.005481     0.014   0.03773         5       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.859       0.822       0.898       0.793\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   142/199     5.83G   0.01814  0.005279   0.01448   0.03791         4       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.886       0.806       0.906       0.797\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   143/199     5.83G   0.01831  0.005703   0.01501   0.03902         8       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.886       0.778       0.899       0.792\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   144/199     5.83G    0.0184  0.005563   0.01465   0.03861         3       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.899       0.784       0.895        0.79\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   145/199     5.83G   0.01754  0.005386   0.01411   0.03703         2       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.892       0.805       0.902       0.796\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   146/199     5.83G   0.01876  0.005629   0.01579   0.04018         4       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.885       0.817       0.904       0.786\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   147/199     5.83G   0.01814  0.005347   0.01408   0.03757         8       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.867        0.82       0.909       0.797\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   148/199     5.83G   0.01742   0.00549   0.01393   0.03684         5       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.901       0.797       0.905       0.792\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   149/199     5.83G   0.01792  0.005303   0.01388    0.0371         6       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.864       0.832       0.902       0.793\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   150/199     5.83G   0.01752  0.005195   0.01388   0.03659         4       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.891       0.805       0.904         0.8\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   151/199     5.83G   0.01669  0.005248   0.01255   0.03449         5       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.868       0.835       0.899       0.797\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   152/199     5.83G   0.01843   0.00528   0.01464   0.03836         6       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.856       0.814       0.898        0.79\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   153/199     5.83G    0.0181  0.005417   0.01407   0.03759         6       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.899       0.799       0.908       0.794\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   154/199     5.83G   0.01724  0.005179   0.01327   0.03569         7       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.866       0.843       0.909       0.792\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   155/199     5.83G   0.01683  0.005218   0.01291   0.03496        10       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.878       0.814       0.916       0.804\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   156/199     5.83G   0.01684  0.005049   0.01348   0.03537         2       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.913       0.813       0.916       0.806\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   157/199     5.83G   0.01713  0.005312   0.01325   0.03569         7       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.873       0.818       0.901       0.796\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   158/199     5.83G   0.01799  0.005291   0.01359   0.03688         2       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.865       0.825       0.902       0.788\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   159/199     5.83G   0.01697  0.005031   0.01257   0.03457         8       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.918         0.8       0.906         0.8\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   160/199     5.83G   0.01619  0.005103   0.01256   0.03385         5       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.885       0.814       0.907       0.796\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   161/199     5.83G    0.0163  0.005103    0.0125   0.03391         3       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.866       0.816       0.903         0.8\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   162/199     5.83G   0.01584  0.005315   0.01214    0.0333         5       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.848       0.845       0.902       0.802\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   163/199     5.83G   0.01609  0.005001   0.01182   0.03292         3       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.873       0.796       0.902       0.801\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   164/199     5.83G   0.01608  0.004927   0.01231   0.03333         1       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161        0.84       0.824         0.9         0.8\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   165/199     5.83G   0.01832  0.005361   0.01387   0.03755        12       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.864       0.832       0.901       0.801\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   166/199     5.83G   0.01752  0.005238   0.01353   0.03629         5       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.859       0.831       0.887       0.781\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   167/199     5.83G   0.01681  0.005075   0.01313   0.03502         4       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161        0.86       0.844        0.91       0.803\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   168/199     5.83G   0.01672  0.005024   0.01188   0.03362         5       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.883       0.854       0.911       0.807\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   169/199     5.83G   0.01645  0.005255   0.01238   0.03408         5       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.885       0.843       0.912       0.809\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   170/199     5.83G   0.01711  0.005151   0.01294    0.0352         4       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161        0.93       0.804       0.915       0.806\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   171/199     5.83G   0.01724  0.005051   0.01245   0.03475         7       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.933       0.794       0.915       0.812\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   172/199     5.83G   0.01639   0.00513   0.01234   0.03385         2       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.901       0.821       0.917       0.819\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   173/199     5.83G   0.01636  0.005087   0.01261   0.03406         5       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.904        0.83       0.915       0.812\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   174/199     5.83G   0.01658  0.005162   0.01269   0.03443         6       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.882       0.831       0.909       0.806\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   175/199     5.83G    0.0169   0.00497   0.01195   0.03382         1       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.904       0.838       0.913       0.819\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   176/199     5.83G     0.016  0.005106   0.01275   0.03386         2       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.878       0.827       0.912       0.807\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   177/199     5.83G   0.01639   0.00484   0.01177   0.03301        13       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.865       0.848       0.912       0.811\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   178/199     5.83G   0.01622  0.005123   0.01255   0.03389         6       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161        0.91       0.832       0.913       0.812\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   179/199     5.83G   0.01728  0.005162   0.01357   0.03602        11       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.902       0.816       0.912       0.808\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   180/199     5.83G   0.01567  0.004934   0.01155   0.03215         5       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.862       0.836       0.915       0.816\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   181/199     5.83G   0.01679  0.005031   0.01279   0.03462         7       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.863       0.844       0.913       0.815\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   182/199     5.83G   0.01658  0.004891   0.01231   0.03379         5       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.922       0.805       0.918       0.829\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   183/199     5.83G   0.01693  0.004829   0.01204    0.0338         1       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161        0.89       0.812       0.913       0.819\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   184/199     5.83G   0.01633  0.005209   0.01225   0.03379         4       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.865       0.845       0.913       0.817\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   185/199     5.83G    0.0163  0.004992   0.01167   0.03296         5       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.888       0.821       0.915       0.815\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   186/199     5.83G   0.01561  0.005002   0.01111   0.03173         8       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.844       0.857       0.917       0.826\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   187/199     5.83G   0.01635  0.004978    0.0121   0.03344         5       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.912        0.81        0.92       0.824\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   188/199     5.83G   0.01688  0.005124   0.01289   0.03489        11       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.852       0.858       0.915       0.825\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   189/199     5.83G   0.01527  0.004803    0.0105   0.03058         2       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.877       0.838       0.906       0.816\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   190/199     5.83G   0.01715  0.004957   0.01331   0.03542        10       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161        0.91       0.824       0.913       0.824\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   191/199     5.83G   0.01572  0.004688   0.01095   0.03136        10       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161        0.89       0.814       0.909       0.817\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   192/199     5.83G   0.01585  0.004886   0.01114   0.03188        12       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.895       0.846       0.913       0.823\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   193/199     5.83G   0.01659  0.004957   0.01261   0.03416         6       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.911       0.828       0.916       0.817\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   194/199     5.83G   0.01792  0.004976   0.01306   0.03595         5       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.863       0.853       0.909       0.818\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   195/199     5.83G   0.01673  0.005068   0.01213   0.03393         2       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.908       0.814       0.908       0.817\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   196/199     5.83G   0.01514  0.004869   0.01089    0.0309         4       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.854       0.856       0.908       0.806\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   197/199     5.83G   0.01579  0.005056     0.012   0.03285        13       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.889       0.826       0.904       0.803\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   198/199     5.83G   0.01605  0.004589   0.01148   0.03212         3       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.881       0.836       0.906       0.811\n",
            "\n",
            "     Epoch   gpu_mem       box       obj       cls     total    labels  img_size\n",
            "   199/199     5.83G   0.01725  0.004933   0.01294   0.03512         5       640\n",
            "               Class      Images      Labels           P           R      mAP@.5\n",
            "                 all         161         161       0.883       0.818       0.904       0.811\n",
            "                   A         161           7           1       0.677       0.882       0.726\n",
            "                   B         161          11           1       0.846       0.996       0.845\n",
            "                   C         161           3       0.604       0.667       0.665       0.632\n",
            "                   D         161           6       0.828       0.809       0.927       0.846\n",
            "                   E         161           4       0.787           1       0.895       0.895\n",
            "                   F         161          11       0.987           1       0.996        0.82\n",
            "                   G         161           7       0.986           1       0.995       0.818\n",
            "                   H         161           9       0.995           1       0.996       0.876\n",
            "                   I         161           3       0.472       0.333       0.353       0.353\n",
            "                   J         161           8           1           1       0.995       0.645\n",
            "                   K         161           8       0.788       0.625       0.884       0.764\n",
            "                   L         161           4       0.779           1       0.995       0.904\n",
            "                   M         161           8       0.931       0.625       0.925       0.817\n",
            "                   N         161           4       0.494           1       0.995       0.995\n",
            "                   O         161           9           1       0.484       0.777       0.655\n",
            "                   P         161           8           1       0.748       0.876       0.745\n",
            "                   Q         161           5           1       0.753       0.829       0.716\n",
            "                   R         161           8       0.914        0.75       0.939       0.886\n",
            "                   S         161           4       0.976           1       0.996       0.996\n",
            "                   T         161           6       0.963       0.667       0.853        0.83\n",
            "                   U         161           7       0.878       0.857       0.978       0.966\n",
            "                   V         161           5       0.771       0.684       0.797        0.74\n",
            "                   W         161           3       0.957           1       0.995       0.995\n",
            "                   X         161           1       0.869           1       0.995       0.896\n",
            "                   Y         161           8       0.994        0.75       0.968       0.733\n",
            "                   Z         161           4       0.977           1       0.995       0.995\n",
            "154 epochs completed in 1.476 hours.\n",
            "\n",
            "Optimizer stripped from runs/train/exp12/weights/last.pt, 75.0MB\n",
            "Optimizer stripped from runs/train/exp12/weights/best.pt, 75.0MB\n"
          ]
        }
      ],
      "source": [
        "!python train.py --batch 8 --epochs 200 --data /home/mrblack/Projects_DL/SignLanguage_YOLOv7/yolov7/American-Sign-Language-Letters-4/data.yaml \\\n",
        "--weights '/home/mrblack/Projects_DL/SignLanguage_YOLOv7/yolov7/runs/train/exp11/weights/best.pt' \\\n",
        "--device 0 --img 640 640 --cfg '/cfg/training/yolov7.yaml'"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0W0MpUaTCJro"
      },
      "source": [
        "# Evaluation\n",
        "\n",
        "We can evaluate the performance of our custom training using the provided evalution script.\n",
        "\n",
        "Note we can adjust the below custom arguments. For details, see [the arguments accepted by detect.py](https://github.com/WongKinYiu/yolov7/blob/main/detect.py#L154)."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "N4cfnLtTCIce",
        "outputId": "5e2c0e32-1da2-4c4f-b582-3f93121cb5f0"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Namespace(agnostic_nms=False, augment=False, classes=None, conf_thres=0.5, device='', exist_ok=False, img_size=640, iou_thres=0.45, name='exp', no_trace=False, nosave=False, project='runs/detect', save_conf=False, save_txt=False, source='/home/mrblack/Projects_DL/SignLanguage_YOLOv7/yolov7/American-Sign-Language-Letters-4/test/images', update=False, view_img=False, weights=['runs/train/exp8/weights/best.pt'])\n",
            "YOLOR 🚀 v0.1-115-g072f76c torch 1.13.1+cu117 CUDA:0 (NVIDIA GeForce RTX 3070 Laptop GPU, 7982.3125MB)\n",
            "\n",
            "Fusing layers... \n",
            "RepConv.fuse_repvgg_block\n",
            "RepConv.fuse_repvgg_block\n",
            "RepConv.fuse_repvgg_block\n",
            "IDetect.fuse\n",
            "/home/mrblack/pyenvs/venv_signLanguage/lib/python3.8/site-packages/torch/functional.py:504: UserWarning: torch.meshgrid: in an upcoming release, it will be required to pass the indexing argument. (Triggered internally at ../aten/src/ATen/native/TensorShape.cpp:3190.)\n",
            "  return _VF.meshgrid(tensors, **kwargs)  # type: ignore[attr-defined]\n",
            "Model Summary: 314 layers, 36616622 parameters, 6194944 gradients, 103.6 GFLOPS\n",
            " Convert model to Traced-model... \n",
            " traced_script_module saved! \n",
            " model is traced! \n",
            "\n",
            "1 A, Done. (7.7ms) Inference, (1.0ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/A22_jpg.rf.beab2ab0db6a2c06a0725da776ff9d74.jpg\n",
            "1 B, Done. (8.2ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/B14_jpg.rf.2d3c0b59c33ccf1e54d3af243d8c4962.jpg\n",
            "Done. (7.8ms) Inference, (0.5ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/B15_jpg.rf.afbf58f9f8873c4664b864aa9e96992b.jpg\n",
            "Done. (7.8ms) Inference, (0.4ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/B19_jpg.rf.46ebe8d13c488a6c02e5f0ca324e202b.jpg\n",
            "Done. (7.7ms) Inference, (0.4ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/C17_jpg.rf.54e3fecb58072ec120d178cabadce697.jpg\n",
            "Done. (9.7ms) Inference, (0.4ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/C19_jpg.rf.b33c6eafb656fb73afce13710a66c728.jpg\n",
            "Done. (7.9ms) Inference, (0.2ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/C22_jpg.rf.88f6392083f3358e4a95ad8e72e50aac.jpg\n",
            "Done. (10.3ms) Inference, (0.6ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/C23_jpg.rf.3df332b50f016cc08ac947c862a71415.jpg\n",
            "Done. (8.0ms) Inference, (0.4ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/D1_jpg.rf.9efb62d8b943a1514898af6b905019e1.jpg\n",
            "Done. (7.7ms) Inference, (0.4ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/F17_jpg.rf.4c754453184d67e8ba1c3e9a9eb2a8ea.jpg\n",
            "Done. (7.7ms) Inference, (0.4ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/F3_jpg.rf.865bba961b52e5338ca8b6f5dc2da495.jpg\n",
            "1 G, Done. (7.8ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/G11_jpg.rf.346f540b712adf8dc9aa235905073003.jpg\n",
            "1 G, Done. (7.8ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/G20_jpg.rf.dd34e45509f9983827299aa5e26430ed.jpg\n",
            "1 G, Done. (7.9ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/G3_jpg.rf.43dac99aa3f6eb4b988c5029048b2be3.jpg\n",
            "Done. (7.7ms) Inference, (0.1ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/G4_jpg.rf.0c1810aa3e7251fe52c51e03534f1595.jpg\n",
            "1 G, Done. (7.5ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/G7_jpg.rf.21be6cef84112941dcbeb7503607a027.jpg\n",
            "Done. (7.8ms) Inference, (0.3ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/H19_jpg.rf.fb7f7b8ca3f38fa40a7a97e017129eee.jpg\n",
            "1 H, Done. (7.2ms) Inference, (0.6ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/H25_jpg.rf.e266c4dbfb027131c23f13333d25a685.jpg\n",
            "1 G, Done. (7.1ms) Inference, (0.6ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/H5_jpg.rf.123c56b41ca6125d58741094a55a4a6c.jpg\n",
            "1 I, 1 Y, Done. (8.2ms) Inference, (0.6ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/I17_jpg.rf.a17f4c98815e41054d32c8dd11c700d9.jpg\n",
            "1 L, Done. (7.2ms) Inference, (0.6ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/I28_jpg.rf.7cb3f4a58daf613cdbbabebb95d53475.jpg\n",
            "Done. (7.5ms) Inference, (0.1ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/J27_jpg.rf.d0e335d88c3fbf45bf59f1e0c9cd31b7.jpg\n",
            "Done. (7.5ms) Inference, (0.1ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/J28_jpg.rf.a5d8dc6dbfa1560eb21777913efe284b.jpg\n",
            "Done. (7.2ms) Inference, (0.5ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/J6_jpg.rf.91b44f2d552d309bbfcd3e65d104041c.jpg\n",
            "Done. (11.4ms) Inference, (0.4ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/J9_jpg.rf.5f6ead1accc15624f8b5cf2d9e8170c6.jpg\n",
            "Done. (7.3ms) Inference, (0.1ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/K12_jpg.rf.33a04d2e11f468d01eefc4c3f31fd37a.jpg\n",
            "Done. (7.2ms) Inference, (0.4ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/K13_jpg.rf.cdb70037c18bf88d180b6d543ff6b025.jpg\n",
            "Done. (7.2ms) Inference, (0.4ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/K24_jpg.rf.87d052b8f0fc8c4826c0d6119844621e.jpg\n",
            "Done. (7.2ms) Inference, (0.4ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/K6_jpg.rf.7e46c44cb350815af48e936146eea629.jpg\n",
            "Done. (7.1ms) Inference, (0.4ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/M14_jpg.rf.c4d6d42722eab17345f3a24c36829482.jpg\n",
            "Done. (8.2ms) Inference, (0.2ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/M20_jpg.rf.d60787285718cd970617217c491815e0.jpg\n",
            "Done. (7.5ms) Inference, (0.4ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/M24_jpg.rf.5efa547986cec001e8a93acbea931099.jpg\n",
            "Done. (7.4ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/N22_jpg.rf.790680552133460b8e9eed726cfe078d.jpg\n",
            "Done. (7.2ms) Inference, (0.4ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/N6_jpg.rf.460a77680b8014ad6a572722ae56f81e.jpg\n",
            "Done. (7.2ms) Inference, (0.2ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/N9_jpg.rf.1af834908ac70f321e5f642e308ceec9.jpg\n",
            "Done. (7.2ms) Inference, (0.4ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/O12_jpg.rf.f2fbca323a922266e56d79c19f23a385.jpg\n",
            "Done. (9.2ms) Inference, (0.5ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/O20_jpg.rf.bc26c1479854c056956aa15f8e820534.jpg\n",
            "Done. (7.1ms) Inference, (0.1ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/O4_jpg.rf.acbe5a5f9a018f611fe2da1554635853.jpg\n",
            "Done. (7.4ms) Inference, (0.1ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/P24_jpg.rf.8f4b1694292ee8f95152a482006a6a19.jpg\n",
            "1 Q, Done. (7.3ms) Inference, (0.6ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/Q10_jpg.rf.6391e276937362387f0150db583bcbea.jpg\n",
            "Done. (7.1ms) Inference, (0.1ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/Q7_jpg.rf.1fa131701300169721897df52971e1d9.jpg\n",
            "Done. (7.2ms) Inference, (0.4ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/R18_jpg.rf.a2d610218b94ee06c824d8c051acded7.jpg\n",
            "Done. (7.7ms) Inference, (0.2ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/R5_jpg.rf.bc9b7996b7aa60feeda4488ed0b9ef6f.jpg\n",
            "Done. (7.3ms) Inference, (0.6ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/S0_jpg.rf.6a24552d74ea6b17b32c03875e3d6f30.jpg\n",
            "Done. (7.1ms) Inference, (0.4ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/S16_jpg.rf.57a8ab550ffe464b26f384d9929f1950.jpg\n",
            "Done. (7.2ms) Inference, (0.4ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/S6_jpg.rf.6214a3a38fd74879cb2b7785db6153de.jpg\n",
            "Done. (7.3ms) Inference, (0.4ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/T13_jpg.rf.5275f862a3d9f3c20fcdb123885a63cc.jpg\n",
            "Done. (7.4ms) Inference, (0.4ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/T17_jpg.rf.648ef0c99842834fc7077ddcf8d4a4a0.jpg\n",
            "Done. (7.4ms) Inference, (0.4ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/T18_jpg.rf.4b25fdf10211ef605cb713b485514e21.jpg\n",
            "Done. (7.4ms) Inference, (0.4ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/T1_jpg.rf.368e1068fd0df7c62c13e2a3666b8ba7.jpg\n",
            "Done. (7.4ms) Inference, (0.4ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/T24_jpg.rf.693b01e5388cc397ce68342074f02ac6.jpg\n",
            "Done. (7.2ms) Inference, (0.4ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/U5_jpg.rf.4a1063b0052bf2750416732873b5b28a.jpg\n",
            "Done. (7.2ms) Inference, (0.4ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/U6_jpg.rf.f4d3e06e57afa8457bb67f70d6ee42d2.jpg\n",
            "Done. (7.3ms) Inference, (0.4ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/V10_jpg.rf.4cfb077dd72067a8f28d81afa7166117.jpg\n",
            "1 W, Done. (7.8ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/V12_jpg.rf.76a79428924ad72bab39d9724109d381.jpg\n",
            "1 V, Done. (7.2ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/V27_jpg.rf.94d27819bf40e0cb8aa9ec4bf4597346.jpg\n",
            "Done. (7.6ms) Inference, (0.4ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/V2_jpg.rf.0571505f8e07dcc2b93b7f12e2f87046.jpg\n",
            "1 W, Done. (7.4ms) Inference, (0.6ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/W16_jpg.rf.5a8f2c79dfcc7f08c6a960c6d51f36f2.jpg\n",
            "1 W, Done. (7.4ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/W19_jpg.rf.6bae2ffe8573900700959969f07f1447.jpg\n",
            "1 W, Done. (8.8ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/W23_jpg.rf.1aa58676520b44d1d53540153c3fd3a3.jpg\n",
            "1 W, Done. (7.4ms) Inference, (0.6ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/W24_jpg.rf.0cf158582c01c42868ce9e024150997d.jpg\n",
            "1 W, Done. (7.6ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/W7_jpg.rf.6076794363185f0156355e5b4128c183.jpg\n",
            "1 X, Done. (7.6ms) Inference, (0.6ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/X14_jpg.rf.626fc1aae6375408a0e1b4a11bc4335a.jpg\n",
            "1 X, Done. (7.5ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/X20_jpg.rf.e04dd12c457f859d8fb8f3c524df6635.jpg\n",
            "1 X, Done. (8.7ms) Inference, (0.6ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/X24_jpg.rf.578ca076726eed2cb8da1ae0f6f68c80.jpg\n",
            "1 X, Done. (8.9ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/X9_jpg.rf.f83abf73e449adbfbb6575a3205a68f4.jpg\n",
            "1 Y, Done. (8.7ms) Inference, (0.8ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/Y25_jpg.rf.8aa95dbfdb76ab3b9aaf2fd43adbc564.jpg\n",
            "1 Y, Done. (7.8ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/Y5_jpg.rf.1a9024c775f40374680064d382edc96f.jpg\n",
            "1 Z, Done. (7.7ms) Inference, (0.7ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/Z16_jpg.rf.0a49642e4c9f73b517918ab1cab61577.jpg\n",
            "1 Z, Done. (8.1ms) Inference, (0.9ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/Z18_jpg.rf.b78310c46c201541c8b569710d149c95.jpg\n",
            "Done. (7.3ms) Inference, (0.1ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/Z27_jpg.rf.18a63cf2482fe507fc3ab3796a760cae.jpg\n",
            "Done. (7.1ms) Inference, (0.1ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/Z9_jpg.rf.e97a767b00bc9a399ea9e20c7c4e494b.jpg\n",
            "Done. (6.5ms) Inference, (0.2ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/youtube-10_jpg.rf.a1021177150fd8d445428c8c07b186c3.jpg\n",
            "1 L, Done. (6.8ms) Inference, (0.6ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/youtube-13_jpg.rf.22b6d8ae6f63229239feacc51c1063d3.jpg\n",
            "1 G, Done. (6.8ms) Inference, (0.6ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/youtube-14_jpg.rf.016907b366dff8a0a23c0cfbe17f2e0a.jpg\n",
            "Done. (7.1ms) Inference, (0.5ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/youtube-23_jpg.rf.dfc417bdbbcf0cc04d33769ccfa24a6a.jpg\n",
            "Done. (7.0ms) Inference, (0.4ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/youtube-46_jpg.rf.1aed3e9b6ffa8c9ab983e65e46a5d4d7.jpg\n",
            "Done. (7.5ms) Inference, (0.1ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/youtube-4_jpg.rf.df752ec95adc376b6aa329af11df1317.jpg\n",
            "Done. (6.9ms) Inference, (0.1ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/youtube-61_jpg.rf.db82e5df2165b838b83098afe1211982.jpg\n",
            "Done. (7.0ms) Inference, (0.5ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/youtube-69_jpg.rf.013be5a76b19f995539fcb4ac5c3679b.jpg\n",
            "Done. (7.0ms) Inference, (0.6ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/youtube-83_jpg.rf.d0e2f8bca4c2deca465dfd7abfad805a.jpg\n",
            "Done. (6.9ms) Inference, (0.4ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/youtube-85_jpg.rf.5cabc6b4b5f06daff8b0a756cec03499.jpg\n",
            "Done. (6.9ms) Inference, (0.1ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/youtube-92_jpg.rf.c19cb345a3286f5f3c8e9083a0843183.jpg\n",
            "Done. (7.0ms) Inference, (0.5ms) NMS\n",
            " The image with the result is saved in: runs/detect/exp2/youtube-9_jpg.rf.3244101a27df6fa0df4650cc3545a6ba.jpg\n",
            "Done. (1.381s)\n"
          ]
        }
      ],
      "source": [
        "# Run evaluation\n",
        "!python detect.py --weights runs/train/exp8/weights/best.pt --conf 0.5 --source {dataset.location}/test/images\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "6AGhNOSSHY4_",
        "outputId": "60a03fa6-ea77-4e0f-a161-b32a5ce3116e"
      },
      "outputs": [
        {
          "data": {
            "image/jpeg": 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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "\n"
          ]
        },
        {
          "data": {
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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "\n"
          ]
        },
        {
          "data": {
            "image/jpeg": 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/ABmulbiKd5eeTayT/wDPKGvnfXryG88R3E9xP/y2r3jxrefY/DF5P/q/Khlr50Mxmn5HX/XV9dw/S0qVDwMyqk9Rw9P3/wDq6IYfNoh/1vH7z/pjX0Wh5R3v7Ovgr/hNvjHoHhyD979q1KL91/z1r9w/BNnDpug29jB/q4of3NflH/wTB8BnXv2h7PVbix/d6XZ/af8AU1+tmjw+TaxwV8zm9W9U+rymn7KkWKP+WVFRzQ/uq+MxJ7JYz/03/SjzvNqvDNR5/tXNSqGhJ50/m4/5Z/WpP9VUY/gorpAP+WVE0NFHke9ZmYTf9cKj8797R/yy/wCWlR+f7Ue1AJocy/v6jqSabzajmmrQ0I/3E0X+vqP/AF37+pJv9b/qKj/1tZgR0ef7UY4/4+P3f1qPyf8AlhAaALnnfuo/Irwv/gpxNDD+w14048v/AJBf/pwta9w/5ZST28FeCf8ABTAwf8MQeNDcf9OEn/lQta78BO+NpI5MT/CPyOmhvprr9x5v72pDLDd/v4PLkkqx508Hl+RY+XJ/q/8AnpVfzoPNxPBJLX6EfL+yK83kebJBP+7qTyTDF+4gjljqOb995f7+Py6IIZ/N/wBHqzIJhcTRfv5/M/5Z/uaIP3X+v/dUTwmGWQT0fuP9R5H/AH6oM/8Al8EP/LPyf+/tQyj94hnm/wCu1P8A3Hz58yoP3PyZ/CmtwHf6qus+Cesf2b43t4PWGuPvJv3X+orQ8H3n2PxRZ33/ADymrqpHDiv4Psz7Q8B6x/pXH/XOvaPDc0/7ue+/eV8//D37P9r/AOWvmV65o/iSxs/9fX1uB/go/L8yw3749Is5rG8v4/8AW10E3kQ2sf7jzK8z/t6+hl/0EeV/7SrpLPxVfTWsdvPB/wCRq9alVPIqUjsP7YsZvMg/1klWNB0calFJOR5n/TGaufs5oIZfPng/7+1oaN48+x3X7iD/AI9Zq6adU872TOk1jwTPDYfbh/39ryP4teG76C18j/VR16h/wubw5qV19h/deZFXL/EjXoNY0aS3g/1fnf8ALGssT+9R0Yb21Jnxn8SLO+03U5IPP/dy15nr14PNkgnr3D4qWUH7zz//ACFXjevWcE3meR5fl/6v/U18NmP8Y/S8p/gnPzabBNo1xYzwf8sZfJrh/J7Y/wBVNXplnDP5Unkeb+9/6bV5/rENxpuqXFjPP/y2rgp1D1PZs4vXv+P78aqL91at69/x/fjVOuo0pn1h+xrj/hXUnnf8/nFeyf6ry8V45+xtFn4Yyn1vK9fn7V+TZ5/yMqp99gP90pkf+o/6a/8AXKg/6o+f/rKk8iD/AJYVX9v/ACFXkHSE/nw2v7jyvMqvj/ph+tWP9d5nn1Tmm8mXNaGiK95N3nqvee8//LGrkxg/54Vn3k3etCJ/xSvNNP5v7is+byIZf+eVXLzyM/v6y5v30uK1pUzIrzTf8t4Kp/ufKqxe48rn/V1TvP33+vgrtpmdU5P4val5Pg67g/56ny68MjizHn2r1j493Yh0y3sc/wCtmrzILCf+Xivtcop+ywS8z5/G/vaxX8n93/r/APtrVizh/dR8f62opv8AXfjVmH/WxwT16rehz0qep+gn/BHP4eZsNY8cTwf62b7NDNX6EQ/uYs18t/8ABMfwSPDf7POlzixljkv/APSf9dX1JBnyv39fEY/E+1rn1mF/gks3+p/Cq3/LH/UVJ5/tRNN+6rw8Sd1Mjohhoh/575qT9z5VecbEf/Tv+lFH/LWiaH97/wAsq0APP9qP33/bWo/+nj9aP+nf9K0Ak/5a1HUn/LKo/wDW0AR5/wCm/wClRzDyesFScTj/AKaVHNNPDF0oMyObyPK/0io5pvKom/575qOaYTRefBB+8rQA87yqkhm/dVXim/571J5/tWYEkP8A03/GvCP+Cmxx+w144g/7Bf8A6dbWvc/38Mv1rwf/AIKbjzv2KPGHkT9tL/8AS+1r0Mt0xtIwxNP9zUPyXvBPPLH5/wDyyqSbz4ZelRwy+Scef5kf/PKKpP8AXWv7+eL/AF376v0HU+X9r7UrzTUQwmYefB/q/wD0VRD5HleR5H7yo/39nL+//wBXVmQT/wDLTz/woMMH/wAZio/fzReRBUfk+T+/8+Ly6AFn6ebj/llVa78+Y8jNSmL5/wDYj60k0U8xqlozmqbEc/8AqvPxRps032+P/rtUf+pl/wCmf/LGq/EM1bpGVU+wPhX4qsZtG0/7dBJF+5r6I8FfD3StYsI76CeX/SpvMr5L+AGpQal4Xs/7VPm19YfB/WbizsI7GCe28v8A6a/8ta+ly2r/AMuz89z+n7KqdJN8Pf7NtfPgn/ef8sasWVnqs3/LDzPK/wCmNdBea/BDaxzz/u/Kh/1NWPDevaVefuJ4K+gpexPkva1ivDeQfZfI8iXzK5vWJrGGWTz5/Lr2zR9H8KzQyWPkfu/+W0v/ADyry/4qfDcala3E+leV5f8A0yrSpTFh6n748/s4bH7fJPBffvKy/EmpX3lfZ/t1WL3wHqumxSX0EH+p/wBTWHeWd9m8F9B+7/6bQ1xVah6dL2NzzP4k69YzRefP+8ki/wCe1eP69ef6VIYP3UcX/PH/AJZV6R8Sbz7Zf3HkT/8ALb/rpXlesWefMnE8f/bGvksx/jH3WWFiy1jybX/X/vK4f4hXnk3/ANvrqLODzYo65fxtZzzQ+fPXkUqn749upTPP9Y/fX8k9V6l1Db9r/d5x/wBNair0zmpH1r+x3F/xbGU/9Nq9b83975H+tryf9kzEPwwgv/8ApvXqnnHzf+eVfkWca5nVPusDU/2SmSTfuYsVXmmGP+mdH/Lb/X0Tf6rH/PWvL9kdpHVOb99LirH+pl/661Xm/fRfv561MyvNNP5NU5of+udWJj2/e/uqpzTCaKQTwVoBXmngvJZP/INZ803lVYvM+b/r6z55p/8AlhXTSAr+TzH/AMtarzTVY87p5FU7z9zLmAV00jnqbHkHx3vPO1i0svP/AHYhrhvN80Zrpfi1qX2zxjcDH+qh8uuYiXygMCv0LA0/ZYOmfNYmp++EhGJEJ/Ctfwfpt7rHiOz0qD/l6vIo6yGhzNmavVP2M/BM/jz4/wDhzQ5x5kf23zJq0xM/Z0HPyOfDXq1z9e/gD4b/AOEb+Gml6HBb+V9ls4q9Ehmz+/8A+WlYfhuz/s3S4+f3dbH+t8vFfljdZs/QqS0JPO82j/lt/r6j8j3qSsiyT91Uf77yqj/5a1J5/tQAf66WQUQzVHR537n/AFFZmhJRUf8AqZf9RRN/rY/3FaUgDzrf/UZoo/5a1HNN5taASQd6rzQ1J53/ACw/Sq/neVQZkc/aib/nvmo5pqjnm/6b0U9wCH/WyY/1dWJpvNqv/wAtasedP5Va06QLcj/1teEf8FMPP/4Yl8b+TP8AvP8AQP8AVf8AYQta93Mw8qQ/88q+fP8AgprPB/wxf4vgmn/4+prDyYv+3+1rfBf7/S9TDEfwKh+VUN4fK6fvJf8Anr/y1oms/wB1JB+7/wBT5lEPnzXUnkTRVXm87Ec//LOv0HqfKh5P+lRjElLFDNNHHBN9/wD9FUk00PmR/uP+WNSTQ+T5n7ijYCnN/ofmfv8A95UfkwQ9Kkmm/fSTz1IIPJi/f/8AkWtCCv50EP8AqP8AWf8Ao2o/38P7+4/8jVJBD50snkHy5KjhE80uP+eX/LGtznIz/qv+WlV5v9bHVg4/5bTeZ/0xzVfyT6/vJaumc1U9o/Z1mn1LRriCCf8A49Zv9TX1B8JZvEdn+4+3eVH/ANca+P8A9nXWJtH1+SCDy/Mlhr6k+HvioXkX2Ez+VJXbgqlL2x81nVL90eyGbXLz/Xz+b+5/5Y1Y0fUtcs5f+PGX/trNXL6D4kvv+X6f/ttXoHhu80rUovP8+L/pt51fSYap7U+OqYY2NN+JHnWscHkS1cvPFV9DYR5n8yrGj+G7GaL7dY3Hm1HrENj9lkgn8r/Xf88a9L94eTa1Yx4fElj5Unn1yfjzWLfU7C4/sOw8v9z5ldppuj6TD5c/kRS+VXH/ABPs/sXmefP+7rmxNS1H94d2Fp/vj5T+IV5BDql4PI/5bf66vN9evPJupMf+Qa9A+JEMFnfyeRP5sn/PGvO7yGDzZIK+Fx2J/fH6hlmG0M+HUp/Nj8/zaj16ae8ikn/1n/LOi8hn8qTH/PGqc008wkgg83y68z2jPbsecaxD5N84qCM84rX8XWc0V35rQ4FYwOJs17FN81JHkW9kz69/ZUDS/CiART+Ygn5/6ZV6X53lV8ufBr4+w+CvDseh3H+rir0TR/2mvDt7L/pwr85zbKMZLGVKqR9RhcdRVGx6/Af/AN6aj84/a/8AURVw+j/HHwfd/wDL7H5lbEHxC8OalLH5N95lePUwtej0PTVaibk3+t8j/wBo1Xnz5X7io4dSsZjJ+/iqP7bBn7RS9kzT2pHNDB9lqneTYi8j7P8A9cakmmg/1E9V5p/+W4pGdQz5pvNl+0fuqp/8tfP/AOWnk1Ym6fv/APWVTmm/dV00gK5Ah5g/1dU9SvPJtZPPg/1X+p82rE03/XX/AKY1ieNdROnaFcTf6vyof9bXfQV8RYyq7HhXiSafUtZvL7z/APltVOHmpOhkm8+iaHEUnkV+gLax8xVp+1ZA3m54r64/4JJ+Cv7Y+M9/4ing/wCPCz/5418lQd6/Rz/gkN4DGm/D+88YTQeXJf3nl+b/AJ/65V5Of1vY5c13OjKaX+1n3BpsMENryK0PP9qp/wCpi/8AaNWMedF+/r89PuCSij91Ufn+1ZgSed5Pb/W+9Sed+7/19Rj+CjyPetDQP381Sf8ALb/prVf/AJZ/uMdaPO8qs/ZAST9qKrzfvucfu6POgh60f8vgJJhOf3E9RzTeT5dE03/PD/WVXhmn/wCXietAJJ+1V/Oz/wBNaJphj/pnVeabyqDMk/5a1X/5aefRNN50v7gUfuJpf39aASfvvK/7bVJNNUc3n+bHmib/AF341rSOcJZv+eFfDH/BWv42C80e3+C+ij93iK91KX382vs/x34w0rwT4S1DxVqs/lW9hZyyTSzV+VHxu8SXvxNi8V/FLVr3/SNTvP8ARIf+eUXm16GWUv8Aa6cuxnif4J4150MP/TOOKaibyIf+udGJ/wDlhBJ+9ho87/WTz/8AkGvtD5srnyP9RP8A6zyaPO8//X0TQwQ/6g0eTB5uP3nmVZmRzRfvZPI8qpJpv3f7j/0dUfneTL/qKJYPOPkny/MpgV73yPtXn4oqT9/5X/HxJ5dV/wDr4/GtznI/9TF5B/66UD+CrE3T9x/q6gmh/d/ufLx7VoY+yN/4V6z/AGN4ot5/+ev7uvpTQfEljNF+/wD3Unk18r+Fbz7HrNvPj9351fRGm2fneXkfvP8AplWNTE/VapnUw1KtSPVNO8bTw2Hkef8AvP8Alt51amm/EKezl/f/APLL/XS/88q8vhh1Wzi8ix8yOOrENnfTeXBBB+7rtpZlVPFxGU0van0x8MfjBpVn5cF9qv7v/plXYax8SPBs37+C+/67V8l2cNxpsXk2E8stXJtSvof38HmR+V/36r1qebVjw6mQfvT6Qs/iRpU11H+/i8v/AK7VxfxU1KfUv+QVP5kcv7zzq8n03XtcF1+4vv3nk/6mjUviFrln5cEHl/6moq5t7Wka0sk9lW9oef8AxIs/Jv8AyP8AVSf8sZpa4O8/fda9I8bXkGpeZ+4/ef8ALavP9Ss7jza+SxtWk6p9tgaVX2RlzQ/uv3HmVnzf63/Uf8tq2Jof3UkHkVXms/Oi/wCuVc3tEel7OscR46tDBbRzm3H72uTOc5xXo+u6dBd2skE3mVgXXgoTH/Qp/wDv7Xp4bFUacbM4auBrVf3hzUBIzg08Xl8P+W9aM3hW+h6w1HNoN7DFjya6va0pHH9WrjItTnhk6+XVuz8VarDdefBPLWebOeL/AJYUQw/val06MtzT98jqbL4teKLOX9zqstbmmfH3xDaDyPtHmf8AXavOvJ/e/wCvorCpl2DqrVGn1muew6d+0Tqs0Wb3y5a17P8AaKgl/fzQSV4PDP8A8tzUk00/7uuGpkmDk9jop5lW6n0BD8ZtEu4ox9u8qrn/AAsLQ5v+W8dfOf2yb/nsKP7YvoZeZ65v9X6HQf8AaR9GHXbGaL9xff8Af2uY+LGrww+GbgQT/wCtryaHxhqsI/cTyUXfirVNRsfsNxN+7ooZJ7Guqhp/aXtqNivDL/q6P3//AGyqT9xDH9aOYYa9w4xYYvOmjgx3r9f/ANgPwUfCHwD0Oy/5aS2fm1+UHwr0GbxV480vw5bw/wDH1eRR1+0/wl0GDw34N0vSoIP3drZxR18rxJVv7Ome1ktL/l4dh53/AC3/AFqxVf8A1tEMNfIVNz3ixR5/tUf+qoo9mzb2hY/5a0TTVH+/8r9/R5/tQUEM372T/W1H53lUf9fH41H5/tR++J9oWKjqOHz6lm/1P4UFEU3+u/GjmGGjz/aq/nf6z9xWgB/rarzf678akmm8mXNV/O6+fQAf6qrH/LP9/jrVf/r3/CrH/Xx+NOkBH++82iH/AJaUed+9qvr2sWOj6XcarfT+VHaw+ZNVgfMf/BSv4wT6Z4Ns/g7oc/8ApmvTfvvJm/5ZV8f/ABC8K/aPhrrFxY/vbfQbO1km/wC2t1FF/wC1a634t/EP/hbXxj8QfEyef/iXxf6Npvnf88q9Q8d/CUfDf/gm14w8R6rBL/ams/2Xczed/wBf9rXtYX93WpI8+rU9rSPhqWGfyo57eo/9dFJP/q/Kohm/e/8APP8A661HLN/zwr6o8DT4yPzjEf8AX/63/nrR/wA9Jx+VHned/qBLRDN+6/1H/TOqMivefuZcT1JLNjZkfu/+mVM8rHIp5/dRfv4P3f8A0yrTQzp0xhlI7VEYYD5nk1LdnEvnQ9KjMOIvIxl801oZ1aRFNDBF5n/LOo5v9VHBUk3n+b5E9R+T+6rZGZJps3k3Uc+P3lfQHgnUr7UtBt57H/njXzv/AKmWMV7h8H9duB4XjghH7v8A561yY2nomXhtz0S01KeGLz/IrUs9YsZpf34/1U1Yem695Mv7+D/pn++rU/tLQ5v3/kfZqxphVpG5DrGlTS/v/wDV0TeR/wAsJ/MjrPs4dD8rmeTy6k/s2DzeL7yv+eP76tlUrHP7OiaH9j6V9ljn/wCWlcvrGm/6zyDW5NZX0MUf2eesfUry+h/56Vjiap0Yakcvr2mzw+X/AOjqw5oZ/wDlv/y1rc1K8nvJf9dVPzYfWSvFq4k9ulhjDms55u9U4YfOlk/cfvK6CbyP+WEH+tqvPD/0wrm+snpUsMc3Npox5/8Ay0rP/s3zv33/ADz966jyf3uYKj/seH1rVYqxr9WRzn9mwDnH61FNpsHk/wCorqJtNghP7meq82j/ALnz560p4rUX1E5e80eD/plVeXw5DLLGJoY+f+WtdRNpE/7v/WflRLo803UVssbbqczwBx954Vg83z4PNjrLm8Kzf8sK9BmtJod4PrzVabTYZouf3VdNPMaqOOplNJnn8/hu+h61XvNHnh6wV6AdN86XEH/PGq82m+d+48iuynmPc4amUnBzWc+KjmhrtDpsE3/LCs+bR4Jpa6qeORxVMtOTqxDD71sTaFFL5fkHFZ5szPdeTD/q4q6VV9rscv1arRD/AKeP1ox5H/LfzKSb/XfjS/8Ao2go9t/YD8Bnxh+0No48mT7PYf6T/qa/X/QbL7HaxwV+c/8AwSN8B/2l4z1TxjOP+PWHy4a/Ryzm/dR5r4TiCr7XGWPq8opeywhc/wBbR53lVHUn7iaWMT188eySed+6qP8A1VEP/o2igA/5a1J5PnS1H5/tRTp1ADP/AE3/AEoqOjzvNqzH2ZJR/wAtv9fUc8/k8D/V1HD/ANcKDYklm/54VX8/2om8+Gq815P/AM8KdUAn7VHB3o8797Uf+tpAXP3VRw/9d/3lR+T50PkUQw+VQBJP2r57/wCCgXxnHgP4Vf8ACK6XfeVqmvf6ND/1y/5617R488YaV4C8L6h4q1X/AI97WHzJq/Oz45/Gyf8AaD+Ksnjc+Z/Y+lw+Xo8M1deFpe1rXMKtUn+A/wAMf+E8+I2l+B7j/kHxf6TqX77/AJZV7D/wUN/aR+HI+AeufA/wrP8AabyX7LHN9k/1Vr5V1FL/AO0q8P8A2XfBPj742fFS/wDDeleI7nTdLuofLvLuH/W+V/zyr6A/a4/Zv+GfwZ/Yq8Yf8I3pZ+2xfYP+Jjdf63zft9rXp0qfssbT9oeb7T2tGofnNZwwyy48nzKkm8jzf3P/AD2omNv5Xn1JD/rZJ/I/6aV9Ued7Ip3nnw/6+iGbzo8VJ5Pk+ZBB/wCiaj/ceVkjzP8ArrWhy/viObyPNjHkfvKJ5oP+WFWJpp4YvI/df9+ar+dj9/B+7pgLD5pj6R/uqjEneKh+v4Uvb9z/AM86DMh8nzopPs5qv/yz8+pOv/TSiaGDrXQc1Ur+R716p8DdSH2S4sf8y15f5UPpXoPwCAvNek0r/nrDWOJ1pXNMN/GPV7OaCaLz/Ii8yrkP2G88v9xH+9h/5bVHN4avrOLpRDZzw2v/AC0ry6dU9OpSNCz02x82OCeeXzKuTWnnRR+RP/5GrD8mfzvP8j/rjUk00/8ArwZK19qcP1Y0IZtVs4vIgm/7Y1l6lqWqzS/89akmn/5b+fWfeXk/myQVzVKp6VKnSM/U7yef/X/uo6y/7S/eyVsXmp9/+/1Z809jN+4nrhqnpUqZT+2Dzf8AUf8ALb/ltR/aUHT/ANE1Yihg6QVXm06CaL9xXPO1ztpB9sPk+RR50Ex/cT1Xg0yeGX/X1J5M/m/6is2kjX2hYmhz+4gP+q9ak/5Z/v8AHWs+aGeaKOAUwzXs37+aX/ppR7M6famv+58qoBFCI6pf2jPt8n/lpUn9o/vaz9m0Z1KhYm02CWLP/bOaqn9nQGL9x+8/661P5372km/1340KTQrKsUP7HgMv/POSq97o/nGStCe8Bl4mk/Oq800/lf6+umnUq9zmq0zHvNNnhk8iqd5D5NbJvZv3k00H41WvJjKf9RXbTqVUcVWkY80MMPmT+RXKN+9luJvJzJ2rs9YmhtLCSceX/qa4hppjHJzXsYG7i2eHmJF/y1qSAZOKj/5ZVc0eGe8v47e3/wBZL+7rum7RZ5e7sfph/wAEsPBP9g/BePVZ7H95fzeZ/wBsq+uIf3H7jNeT/si+D/8AhD/gtoeleR5UkWmxedXrlfmOPq+2ruofc4Wn7Kj7MkP8dSQ+RVf97UlcntGdPsyT/llUdHn+1H7/AMv7PWZRHP2omm/1dFLD/qfwrQB9R/8AXv8AhUdHn+1BoB/1MdFHnfuo8imTf6n8K0AfP2qpN/qfwpJpv+m8tV/O/dUGYZ8mL/XxVJ5HvUf+qqT/AFVAEn+qqOftR7/+Raj87EUk/n1oc55H+278TtK8B/BHVIL6xiluNUh+zQxTf9Na+C/Afwr8VfEnxjo/wz8LGOM3/wC8vP8AplXsP7bvxOh+Jvxjj8HwTmXT/DH+u/6+q9P/AOCfvwr+x2F58W9csfKuL+by7Pzf+eVehTq/VKJFSn7U9g+A/wAB/CvwT8L2+lWNjHJqHk+XNqH/AC1rjP8Ago7/AMmc+M5/+vD/AFP/AGELWvb/ADfOl/cV4h/wUe8j/hjTxh/24f8ApwtawwmJdbH0rl1aXsqJ+WQizL+4/wBZFD/raIh5sXnf+jakiE80v+oj8v8A561HND+98iD/AL+194fNh9jnhi8/yKj8nyeDB+8/6bVJD5/mx+RPR/qf38EEVBmV/JnmPn0Qf8tPPqSaH/pv/wB/qjgh/wBK8j/nrT6GYT9qrjrmaD/rt5tWJv30fn583/rtVeWLzTnHlx1aAjmhg8r9xP8A9+qj/wCWVSTfaMfvqSb/AF341uc5BN+58zNdR8KtS+x+Lbeeubm/c/68/vK0PCs0FprNvP8Au4/31TV/hCpfxj6Y03xJb+bGZ/8AtjW5Z+R5Xnz1zem6P5xt77/ln/ra6Czl8jy6+b+s0fbHtqlWsWBDBN+/uLGpJtBsbzjyP+2NWIfI/d5goms/33+vrT2qM/ZlO88H2N5F58H/ACyrm9Y8Ezwy/uJ/3f8AyxrrPOvrOKSfNZd7qX/Les6lWidNOkcXeeG9VhMkFZ95o98Yv38FdRNeeTVO8vPJikn+0Vw+0Z3Kmzl/Jn/7aVXmmn6/89a3PJnh8z/lr/z2qPyYPK/fwf62Gs/anT7Mw/8Aln59BvP3vkQVuQ6PYzf8fEH+tqOHwr5MvnwVn9YpGlKnVKf7/wAn/UUQwQf6gQVoTWc8XlmEf6qo/sc8v/xqs/anUZ/kwQ/uP/R1Rze0H/XGrnkz/vP3EtV/J8mKtUzMjMM+Iz5/mUedj/plViaH91VO98+r3Ar3k2f+ulU5pvP8yrEwNocT1H50H/Lx+7rrpo5apXmn/deRVOebzYvONXJvImGf3VU/3Vb0zlqbmP4k8j+x38muXm8iHyzBXQ+L/wDjwj/661zU3n+bXvYJfuT5fHfxiUQ+TJib1ruP2evCv/CYfFnQ9Dg/5a3kVcJ+9z/yzxX0X/wTa8E/8JJ+0LbaoP8AV6XF5tLManssHUfkZYGnfGH6l+A9Mg0fw5Z2MH/LKGtyDvVPTYfJtY8j/VVc8/2r8wPvVsSUf8tPIo/5a1H/ANPH61nU3NCSjz/aj/llUeP+mH61a2AkqP8Ac/8AbKj/AFtR/uJqgCTP/Tf9KKrzTVJFN/z3rQAn7VHNN+6oqOabyIq0Ajm/dVW864/57ilm/e1X8+D/AJYVmZljz/apP3/7uo8f9MP1qTz/AGroOcBP53l15f8AtLfHjw58GPBF5PPP/wATCWGWOztP+mtbnxI+Klj4DtfIgP2nUJf9TaRV8H/tLTeK/FXxkjuPGN95tx5PmTWn/PrFXXRpf8/DCpUMjwhoOufEPxbZ+Hf3kmoeItS8y7lr9H/AfhWx8E+DdP8ACulf8e9hZxR18x/sE/DGe8v9Q+Kmqwfu/wDj202Lya+rIbys6ruaUiSaavDP+Ci0U0v7H3jDP7v/AI8P/S+1r2+b97Ln/lnXiH/BRKaeb9j3xZPDP+8/0D/0vtajBU7Y+k/M0rfwT8wsedF1/wCu3m1HmCYR+fUkP7n/AJYf9/ajh/1n+v8A3dfeHhB53Ef2f/llVczfuvIgqQTQRceR/wBsajmm879x/q4/+WNao5wH+tHn/wCso8mfzcQf8taj/wCWv7iCiDPm/uKDIS8/1Q+lM87z/wDUVJN++l/1H+qop7IgYfO8v976/wCtqOTon0qTysRp9PMqN/8AV/hVrczK1SWZ8mWPn/ltRD/13oh8+ab/AF9bPYzVNXPpTwHqU83hyzn/AOmNbkN5cf6//lnXB/BSabUvCcYnn/1U1dhN59n/ANMq+JxX7mvY+xo/wDYs9Y/df9NKuQ3lc/pupT+b589aH9p/7NcV2NUqJcvLzyZeZ6p3kMF5F/r/APW/8sqjhmg83z56km00TWsnkUvamnsjm9Shn+1cfvI6z4fPhlj/AHH7uugl03yYvs8FV5tNgm/cQUvrDCnTMvzoJ4vP8jzaJrPzvLqSbTZ4T+4/eyVJ9jnh/cVn7Q6jP87yZv3FSQQzzfv/AD6sTab50tSQw/Y7bies6lQ0Kc3n/wDLf/rn/rqJryeHy5/+WdWJvIvIvIng/eVHx5X7+DzY4v8AltQmgM/7XZ/88Y6jvfI82PFXJpoPN/cQVTvLP91+4grqp2JqEf7jzfPgqC6/fmTj86safDN5f76n/wBnRZ8/yj5f1rVaMkx5rKD/AFBNV5ofPirYu7P/AJYH8Kz5oZ/NropVbnLVMebyPNqv9jg/57+XVi8hnnuvO/1sdV5vPmH7/wD7+16VKxws5TxfLP8A2wkOaypseb/qau6/NNNrkmZ+tZ37yvoaStSR8tian70PJ/d5HrX3b/wST8Ffu9Y8VeR/y2+zV8LCE5jM1fqJ/wAE1PBP/CN/BGzv/I8v7f8Ava8jP63s8FY7spp+1rH05Z/uelWPO6eRVeH/AJ75qxB3r4I+vDzTNFGKk/5ZVH5377/UUfvvKoqbmhLD/qfwpPNm9ajoo9mwCijP/Tf9Kj/5ZUAHnebRUdR0U9wJJpv+mFV5pvNo8799/qKrzTefLQATT+d/y3/eVH/rajn7VJD+6op7mNQk87/Wfv65P4h/Ej+x5Y9D8NwfadUuv9TDD/yyq58QvG1j4J8OSarP/rP+WMP/AE1rL+G/g+fQbX/hKvEf7zWL8+ZN53/LL/plXdTMqpz95oNj8JfCWqfFvxxPHc6pFD5k00v+qi/6ZRV8Twza58SPFsmq3wll1DxHqX7n/rlX0J/wUC+J095Fp/we0O4/4/5vMvPJm/5ZVz/7EHwx/wCEk8byeP8AVbGL+z9L/wBG03zf+etdLqfuTI+oPhN4Jsfhx4I0/wAK2MH7u1hrc8797R5/tVfz/avO9qzakWPO87Gf9XXiH/BRG8/4xD8WceX/AMeH/pfa17X53m14p/wULnE37I/izyIP3n+gf+l9rW2D/wB/peoq38E/Mqb96fIngqP/AF374eZViabzvM/06q80JEWa+8PCCb2n82q8wg8vj/llVw/vv3x/7Y1H/o/lf89aadjGqRw48rz8x+ZFUcMM/wBqqxNDiL9/Ufkjzf8AlrVh7Ij/AOu3m9ajhiM0fkzn93Vio4f+mPmeZTTMCOaHyJaJjBLF/wA9KP8AnpBROP8A90KZBWMnlJk04yEHzs/jT6Z9f9XWmjMz1/8AZ2lnu7G4sYP+WVekaxpt95WYK8g/Zr1iDTdekhP/AC1hr6Ds5oJv9f5dfF5zP2GNPsct/e4M4+GG+sx5H2f95UmJ84ggrsPscHlZ/dVJ/Y1j9lz5FeF/aJ3U6Rxc03kxf6+n/wBo3HqK6Gfw3pU3l/uKpy+D4PN/cXFY/XqJr7Mz/tkEMX+vqn53+sFv/wCia3JvDU/WyrPm0HVRF/qK29rRD2RT+2fvf+WtJ5x9Yv8AvzUs0P2OX9/BUk0Jm/cef/35o9ow9miOf/Vf6iLy6JrOD/Uf8tP+eVAs4PN/fz0Wcxh8vz/MpXAJrKD93cVH/ZvkxZggq4Jj5MkH+rqSaGCGH9x/q6z9qaeyOfm0GeWXzs0TaZ2zWx53739x5VV5vIn/AH89a+1kBz95F5MUk/7ys/zriaX/AFFdZqNnYzRR4/7/AFZd5o9jD+/gNd1KqrHN7Iy5oZ/K8+f/AL8xVlzXf73IroJoax9Shgl8z9xXTSqJsyq6IzwYP3n/AKKqvqU0HlUal5Fn0rM1zWIDplx/z08mvTo03KSsebWq2R59ezmbVJ5h/wAtJqP+nf8ASoyMHzp6kh+0Q+XX13Q+Pe5o+H9Nn1LWbTS4f+Ws0UdfsP8As0+FYPCvwv0fQzB5flWcXnf9+q/Kj9mnwsfGHxn0TSoTnzdS8yav2D8H2cFlpdvB/wA8q+S4hrfvFTPo8lpm5DN+5/1FWPP9qp/67/UVJXya3PoSxR5sPrUf/Xx+NFa1AJOYYaj5gP8A0zoh/wBV/r6j/wCvj8ayAsTTfuqr+d/y3/Wjzv3nk4qP/r3/AAoAOJpqjmm/1lRzTeVUc/ahbgSTTf8APf8A1dZ88/k/v56sTTVnzfva1qGZYmmqSH/tlVf/AK9/wrn/AInfELSvhv4NvPEd9P8A8etn/wCRa0pE1Dm7yb/hYXxp+w/63T/DkPmTf9da7zXtYsfDejXGuXx/d2sPmTVw/wCzroOq2fg2TxHrkH+mazN9pmrg/wBur4qT+G/AcfgjSr7y7zWf3c0vnf8ALKtf+XpifM/jzxVffFT4l6h4j/1txf3n2bTf+uVfcHwH+Hlv8Mfhzp/hyD/j48nzLyb/AKa18v8A7H/w3g8efEGPVZ7H/iX6D/z2h/1stfaH+j/8sOlFUAn7VHNN/wBtajmn/e+RR5/tXN/FOgk8791ievF/+Cg80A/ZH8WQz/8AThH/AOVC1r2Dzp/K9v8AnrXjf7ffnzfsl+LM+X5n+gf+l9rXTgP99pGFX+DUPzTm8izlk8ijybfyv9f5VSeR71HDN500c/8A02r7jVnjBD/y0qCaCaGXmHzKt2f/AB9H61HN+6pJ6mZH/wBNv3vWjnzf+elEI86OP9/+8qTyf+uXmf8ALarOcjhm8n/X1H5PkzeRUgE83/LDypKIYf8AlvPTAgJ8rj/V/wDbWk8keX/t5qT/ANG0U2yPZFeeL/lvmjyT+75jqxND5Mv+v82q/k/u/OzWiYqlI6n4S3gs/FkE/wDyzkr6H9vtH/LH/U18weGpzZ69BP8A9Nq+l9NvPtlrHcQf8ta+S4kpfvVUPpcgf7r2ZoWc8/8A00iqxDeXB/cefVOa8/df6/8A7Yw1Y03z/wDXz/uq+RqVD6n2ZY/tif8Ad+fVj+2IJpf38FR+Tb/6/FRw+RXN+7JJPtkAl/cUTTeTF+4nquLP91/zyqSHTYJovI/1XlUXpgc3qV59sv5J57ej7Z5P7/NdALOCL/lhVebR7H/nhXSsRSK9mc39tg/5b1JZzQZ/f+V+9rcn0HSZunmeZVObwrBNzbz1qqtE5vZsjhmt+vn+bUc+PN/cVGdIni8zyJv3dMitL6zMkHnfvK0LEmtP+W9U5rPyZfPrQ/tHzh5M8H7yiab/ALZU/aNEVNzLvJvJl8+f/lrWfeD91+//AHVbE0WfMghrPvNNgP8Ay3/eV00qiMqpn3l5/q6z5pvJiknrUvNHnmi/cCsu80zyfMycV3UZ0mcVUy7wQ/8ALeCuY8dSwQ6HJ/01rp7uAQyZNcP8QTCsUdkK+gy1KddHh5l+6onL/wDLlUnn+1STQfvI4Kj/ANVX0l7nzC3PpX/gmd4JPiT40DW7ix82Owh/1tfp3Z/6uOCCviD/AIJTeD/J0LVPFM5/1s3l19zw+R5VfAZzU9rjmfYZZT/cklSVH+6orxj1CSDvR/0wnqOpPP8AagAo82H1qPzv3tHmw+ta+0MyT/ln59V/O/e1J+6qvP2pGg+b/XfjVSaH91Uks3/PCo5pv3VBmV5+1V5j53WepJpv9XVfz/aswLEP7qvC/wBoS8/4WR8WvDfwW0qeOSPzvtusQ/8ATKvWPG/iqx8H+F7zxHqs/lR2sPm15H+yj4bvvFWs6x8fvFUEn2jWZv8AiW+b/wAsrWu6mY1Nz2yaax0fS/Ig/dW9rDXwX+0J47/4Wp8VdQ1Wxn823tZvsWmxRf8ALWvqD9rT4kf8IT8ObjSrGf8A0zVP9Gs6+e/2afhLb+MPiNbwXsH+h6X+9vPO/wCWstP2ljZbH0p+zT8N/wDhWPwvs7CeD/SLqHzLyvRJpqj4hi7R1HNNB5VZe0AJvPo82b1qPz/ao/tn/Lx/WpAk8/8A1nn14x+3ofO/ZW8WQg/637B/6cIq9XmvJ/N4ryT9u7/k1bxR5H/LIWH+t/6/7Wt8J/v1Iwq/wT85pppsfuT/ANdqIYSJf3H7uP8A1dWIbPzrqT/4zUf+pl8ivs76Hk+yGRCGU/uP+WX/ACylp8oPlYm/5ZUDyPN7/wDTGiX97H5M/wD3+pXuyCv5ME3/AE1/6ZVJP/quf9XR/qf9fUn/AC08+tLgRnz4f3+Kj+yQeVj/AJaVJ5Xky+RPRN++8yi9gCGzqvD/AK399/rKuf6Rx/7SqP8A6eP1ouZlc+f/AMvH7uo//RVSTQ+bUn+pl8+f93WlznIbDzvO8/yK+mvh6DqXhizvv+esNfNltD5RxX1P8FbOCb4f2h8jzf3NfNcS1VTwyZ7mSU/35Yh0fzpasQ6DP/rxP/qq2P7G9/Nqx/Y83rJX55UxJ9lTpmPNpt9CP3FR2emzwy+fP5ksf/PKtj7HcQ+ZUfke9ZfWkdPsjDvOZf3EElGm6l/rPtEFan9mf5hqx/Y9j5sf7jy6r2tKxp9WMc6wfN8n935n+smqT7ZYdoP+uNaE2gWM3+o/1kVV4fBXm/8ALf8A640e1onP7KsZ/wDoPnUTQwf8e9at54KvdN8z97+tY15NPZ/uJ55fMrSnUVR/uxeydIrzaPY3n+vno/seDPkYl/641Yh/c/8AtapIZprOL/UVr7SqTYzzo8EX/LCo7yzgPSCtSHUvOlx5H7v/AJbRedR+4l/5Y/8AbGhVKqepPszm5rKCY/8APL/tjWXeaP51dhNDB+8/cRVjz6b5w8/9a7aWJZzVaRz/AJU0Nt/o/wDrP+uNY8/n/wDLf91XU6lppih86H8KwryzE3/bKvTw9VM5qlI5/Uv9V554rzjxtL52vRQ5/wBVXo+pQ/6zEFeWaz/pniGeb/nl619blCvVcz5bN/4Zn3s3+lVHbQfvY4KSbz5petbXgjRzrvifT9Lg/eSXV5FFX0E37Olc+cX8Y/Tb9gTwV/wiHwN0uDyP9bD5s1fQlcH8EtB/4RvwHpelf6ryrOKu487zpa/NsVV9tXufdYWnaiSVJNNVepPP9q5DqJIZqjqPz/apKDMJpqPO/e1H5/tR53/TvWgEnn+1HnebVeGaigAn7VXmm8+WpKrzTUGZXvP9aPrRCf8AluJ6j87r59HEMXaOs/8Al8B43+1beX3iS68P/Cuxn/5D2pf6ZD/0yir1jQdNsNB8OW+h2PlRR2sPlww15H5M/jz9q+SeeD/Q/Dmm/wDkWWuo/aE+I8Hw9+HN5qvn/wCkSw+XD/11r0DGkfOf7SHxC/4Tz4q3E8FxLLp+jfu4f+ute8fsu/DyDwH4Dj1W+/4/NU/0mavnv4J+A77x5430/Sp4P3fnfadSmr7Ehhgs7WOxgP7uKHy6wqVDqLE0x/5b+bUcxgP7+eo/O/57z1H/AOiq5gJPO/e1Xnm/1n7+jzvJlqvNN5s0goMaged5MVeQftxTE/sw+KDBD5nFh/6XxV635/tXjn7bkxm/Zm8SQTjP/Hh/6VRV2YP/AHql6mVb+CfA37jzfsXny/uqjmm8nzOKknhg+1SeRP8Au4qjmmPm+fX2h51TYjmvKO/+kQf62pP+Xn/booMf4pH5P/LDP/kanf8Ax6pv+WvnwVHNNBn/AF9G5HsiDyfN2TQj5KfND5PlgQ/9taPK8mXyJ6KbYw863/57mo5v+WcA/SrEsPmngn/trUc0Ih//AH1CAj8nyf3OaIvIh/f3FSTRZ/f5qxDps/lefn/ltRzon2RQlnxNX0v+z3r0154Jjgnn/eRf88q+b5rP97Xtv7Ndlf8A9l3cEEMnl+b++irweJKdKtluvQ9PJf8AfD2/R5oPN/0itDzvOirD02z1Xzf38FaEP26GXz5z5dfldSmfbUi5ZwwTUf2bY+b5/kfu6khmgmm8jz/9bVjyfOj4/wCWVcF2dJTm02D/AFEH+riqnNZmH/Uf+Rq2IYYOtE2m30Mvn5/d1XtQObhs/JlxVyHTr7zf3H/LKtyz0CeGL9/Vz7HBZ/6ilUxNgObvLPVYa5vUtHmmupJ/+/1eiTQwTfuPPjj/AOutZd5ppEv7/wDe1rhsVYVWocHZixhlzPY+X7Vsf2bpV5+48/8A1tbF5oMF5LHBbw0TeG/sn+p/1ddVTGpmdI5fWPDf7r9wf3dV4fDfnRfv5/3ldodM/wDtNZ82j+T5k/kfu/8AWVpTx2ljX9ycXq+mzxR+fNWWYLgEiAV2F7ps80X7+Cqd5pB8ySbyf+2td1LEqxy1KRx97NP5WLj/AFlY+pTExeRXUXmmz+bJPNB/qq5jXLWcSednvzXt4WomzmqUzlte1KD7LID5deQzzedfTzf6vzK9K8bTT2lhcT/9Ma8wjM/kZ/56+lfe5PBKg2fC53V/fezIp+1eo/sc+FR4v+O2h2M8HmeXN5leVV9W/wDBMLwT/aXxFvPEk8H/AB4Q+XXoZhU9jg2zyMDS9riz9C9Ch+x2EcAH/LGtCCX/AJYYqnZ4mijx/wB/qsQd6/O6urPuFsWPP9qPP9qr+f7Ued+9rE0JPNh9ak8797VfzvNo8/2oAk8797R/qqjqOab91WhmWPP9qj86eGKq/n+1E8v/ACwxWZmSTTDH/TOqc3/TD8KJpoOlU5rynU3Ak8/2ovJvJtfPqnBN5Msf7+jWJoP7MuP+uNKnuBwfwN0fyNU8QeKriD95f6lL++rxv9q74hf8Jh8Ro/CsE/8AoejfvLz/AJ5ebXqmm+PLHwH8G7zxHP8A8svN/wC/tfPfwx8N6r8TviDH5/myyX959pvPJ/6616BNM98/Ze8B/wDCN+F/+Ejvf+Pi/wD3v/bKvUDNP5v2j/V1Ts4YNNsI9Kg/dR2sPl0ed5VctT2JRYmm/wBZVeabyqjmm/dVH537vzsVj7RmhJNMMf8ATOo/Ot/9Rmo/O8mKq/nfuf8AUUASTTebXkf7a82f2cPEg8jH/Hr/AOlUVeoXk373MH7qvKP2yZppv2dfEkE//Tr/AOlUVb4Sp/ttI5Kp8JXnkmWSYUz2mgjx6VbvMm6/f/6v/WVBNF50vT/tlX2yZ5xF/wA9P+WVEX7mLyKj8/2qx/1w/wC2NWZh5/tUcP7mLNWJ4v8Alvmo/N/0P/U0ARzQnzfIqT/lrnyP3ctEP779/wCRQM+bH5FQAf62iHTTd/vhBT5v9d+NaXhyGCa58kCOTzf3dZzm6cbl0qftaxjyw4l5Hl1t6ZDBqPhyQf8APKbzKPFWjTQxRzmHy/8ArrUnhCGe8+0WP+r8393Wc6vtKPOa06Xsqpl2fkTXUdv/AMs6+pP2b/Ddjo/hzz77y/3tfPHgHwt/aXieDS4fM/13l19T+D9B/s2wjgt/M8yvkOMcalQVBPc+gyXC6+0O4hs9J/5b+X5dSfY9Kml8gn/VVjwwzw+XUk01wbrrJ5lfl1z6z2Zcm8NwTS/uKj/sHEX7io4byeKWMefUkOu+T/r6z/fGvsiObQb6z/fQfvKWGa+g/wCWHlUk3iqfzeIPNjqSz8Sd54a0/fGXs2H9sT+b+/qT7ZBecVXvdYsZj5E/7uq4sdSuSL2wsZXQ9GVCQa7MLl+Mx1Tkw9OU5JXtFOTt3sk9AsSTTQTf6if95Ufk/wDTx+9qSPQtUuZHNzYTDPQmM1bn8N3P2XyIIZP++DXqU+Hs/X/MJV/8Fz/yMPYvsUPtnk81HNqX73/X0/8A4RrVzk/YZfl/1XyHimf2HrUUPkjSJiPZDVf6v5//ANAlX/wXP/Ijkl2CG886L/pnUn2P2/Ws/wAm+8r/AO3Vcs7zzrryP+WdeRsSV5rPE3kVT1jTYJrX7RB5VbE3kQ1n3sN9PLH/AM85aqlVNPZo5e70f/RZJ64vWNBvpov9RXpGsZhi8gf6vzq5vXoJ4YjPbwSf9sq9zA4mtc4Kv8I8A+MEUFppkhgP+trzu9tfKijGOa7f4/Xk32uO3z/y2rg7zUvtcvn1+v5TCX1Kmz88zKovrhAsB80Q5r74/wCCZ/g/+zfh/Jrn/LS6mr4Ht7jzZozX2/8Asr/tUfDn4e+A9P8ADl9/o0kX7uaozv2v1dJGWW+x9vc+0IZqsQ3leT+G/wBqj4V6/wD8ePiOL/v9XWab8TvB2pRefY65bS/9tq+KqUq1I+pVSizrPNh9aPP9qx4dYsbz/UapHLVjzvO/5b1kaUmaFR+f7VT+2edzUfnf6yH86CS55372jzv+m9Z4vPOiqP7Z7/pQBoTTVXmvP3tU/tnnc0fbP+Xj+tBmWJrys+aYf88P3dR3mpd4DVf7ZBNL0rQC5D/6KqvrE0E1hJ/1xqv9s/1lx59ZfjbxJY+G9BvNVvp/3cUMslC3Dc+V/HvxH1bxJYSfDn95Fb2GpSy3leyfsu+CZ9B0GTxVPB5cl/8A6n/rlXifg/QZ/Hvjz9x/zFLyWSb/AK5V9eaPZ2Oj6Nb6VBB+7ih8utahfs/ZUuQ0Ptn73pUf2z3/AEqvNP8A8txUfndfPrm9myCQXnky1XvPI/19R+d/03qOb/lp+FBoSG8n58+eq/2z3/SjzvKqv/qv+WFAEk01eWftcTT/APCg/EEB/wCnX/0qir0e7x/2zrzD9reb/iwmvzn/AKdf/SqKt8J/vFM5Kv7pHxesXm22TB+7qnPCPN4HmSU/w3qU81rHBPBL+6pb6E+Z/rv+2UtfZWdOrZnm0/4BWm/1sk+aDD5suAf+/wBRMP3vkH95RmfzP9f5f/PGtDP2pJD+9qP/AK+Pxoh8+GXyP+m1Sf6qka/8uSP97Unmwf8APH/tlR/rvLGf3dHX/lv5tAU9iOfr/wAtPwq5o83k38dU54SZf+mdEHX/AK5U2r0gX8c9B8U6cdS0E3w7zeZWdZ6PNo/2DVp/9XLXWeGtBn1fwdJPB+982zp2naN/wkPw98n/AJaWs1fPLEeyjyPoz2lS9tY1/gzoI0fXbvVPI8z99+5ir3/R/Elj5sf/ABKq8o8C6bNo9jbmb/Wf8tpoq7PTLzPGfM82vz7PKn1uu5n2OBwyo0eQ7j+0tDm8vz4KWG00q8/1M/6VzUOpT1JDqffFfM/VvM7TpJvCsM0XnwX0dV/+Eb1XrAax4dYn839xPWpZ+JL6GKPFZ+zrIr2Yz/hG72GWOCeCP91T4NG7TwVY/wCEjmhi/fGrln4kg8ryLiCsnUr7sVSmY/8AY/nf8sK+1v2Q/gP8Ffi3+xhpvg/xVpNjZ+NNc+KF1ZeDvEboqNPdRWdtMmmTyHH7m4DTRpk/LO8R6Fs/JsOr6JeS/Yp7fyhLWlY67fRWUGh6f4huY7WK6N1a2yzsI0mwB5oUHAfAA3DnAHPFfq3hTn2X5Jm2JxmNrOlCNL4oxcnd1KaSstWr7rZrRnn4jC1K8EoTcWne/p/Wq67HqX7RvgHwT4f/AG3fFnw1s7KHR/D1v8Q57AQW+I47O1+1bCFzwoVM/TFev/tHfD4+L/BXxP8ADcXwP0/R5vh98QrPRvh6NB0AQXNzaOboSWzNGu+9zDDHcb23MCWbdhzXyj4k1jxD4l1m68R+I9euNS1G9maa9v76d5Zp5GOWd3YlnYnkknJrX1v9oP456sNEg1n4p+I7geG026AZNZmJ04YC/uTuzGdoC5HOAB0AFfvNXxl4CkqDjjJXppJt06m65Xdafas4u/ST9HnPC1pKk1PWCV733VtfnZp36N+j+svgn8Lvg94x/Z7uNA1rRND0vSrD4c6tf+KbPWvDksXiB9ethOY7y3vHj2rbKyRxgCVUBDxPGXk+bO+Of7L/AMFPh1/wTssPEXgDxV4K8QeJLTxZYzeJvFNjrlvPPLNNaXDPp9vtJYRRZi+Q4aRo5JSAu0D5Vm+Ofxen8DXHwym+IWuv4eu7s3V1or6nKbaWYvvLtHu2kl/nPHLAN1Ga5X/hOtZWwk8PRXsosTcCdrPzm8ppQpUSFM4LBSRnGcEiuen4t8D/AFj2izCaXOp8vsptNebst726rRXvZWxjl2KVbn9q0ufmtvf127+ey3sjk5NRIkaA2PybjzV+D+yrz9x5FWJIbKWXMWn2rSHqTMf8anNjDF/rtJjH0Lf41/MWIweWTm5fXqer/lq//Kz0vZFSGzgm/wBRPUn9gfuvtFThPJf9zov/AKF/jVqOJopMLppB9cn/ABrheAyxf8x9P/wGt/8AKzoVNHNXnhWeaX/ppXP+L/CuuQ2vkQQV6fBJIkeUKt+9xhSfz5qC5heT/j4tUP1J/wAa6MNHBUav+/0//Aa3/wArMqmC9sfDnx38LXE19HezWNeT3UIh8yAnpX6KeLvgv4a8c2W278JafK396683H/jjg15z4l/Y5ntrN9T0H4O+F7vHWOWa8B/9H1+qZHxJw5Twyp1sdBf9u1P1gj4LOOF8RKt7SErff+iPiyGH97XQ2XiS8s7b7P5P/XGvctS+DfinRQ/2r9mDQWx/duL3n856wdS0K50dvJ1P9mLRYvYte/8Ax+vqHisjxK/3yD/8D/8AkTxFk1al1X3S/wDkTzqz8bzwn9/5ldBo/wAWtV02L/QNVuYv+uU1WrrxX4esi8M/7Pegp6gyXv8A8fqufiJ4S2fvfgR4c+n2i9/+P0nl+VVVf6xH7p//ACIKg6P/AC9X3S/yOm0H9pbx/psMcGleOLny4q7jR/25Pippv+vvra5/54/8s68f/wCFh+C/Nz/wonw5v/6+L3/4/VvWZPC3jP4T33irTfAtho15p2s2kEcmnzzsHjljmLBhJIw6ouMYrBcPZfUUvZ1oyaTdrSWyu94pbI6U5tPlqJtJvr016o+gdG/4KHa5ZzSf2rofmx/89Ypq7TQf+CgXge8ij/taxuYpJf8ApjXwWby+hPFA8VatFF++ryf7EpHL9eqn6SeG/wBrT4Sa9FzrkUX/AF2mrrLP4teANY/48fEdtJ/22r8t7PxhPDF5E4rQ034kX2my/uL65i/64zeXXLVySr0NVmJ+pEOvWN5/x431tLUk15/otfmvpv7RXj/SJfPsfG9z5f8Azxmm8yu0sv20/ipDFH/xNbaXyv8AnrXM8oxdI6P7Son3JeXk9R/bPJm8+vkPw5+3f4qEUY1XSo5f+uU1dZpH7dXhyWLyNc0q5j/6beVXHUwGMvY1+tUap9IfbP3XSvG/2ovHh/s+38DwT/vJf9d/1yqDR/2xPhbqX7g6p/ra8i8beNv7e1m88VX0/wDrf3cNZujXi7M0pVPantH7NPhSDTbWTxXPB/rf3dn/ANcq9k+2e/6V5v8ADHXtDh8L2dhBqtt+6h/1VdZZ6l5w8jz6mzNfamxNefuqP+WP/TWqfm/8u3n0fbP+e4rmNiSeaD/lhUnndPIqn5/tR537qg39mmST9qjE3/PD/llUnmzetRzzf6z9/QP2RJptn/aV15EH+sl/1NYP7avwe1vQv2NPFfje/nji+zfYJIYv+3+1irrvCvjCx8NxSa55HmSRV4h+3n8Q/iB41/Z68SX+uarLHZ/6L/xLh/q/+PqKrwVOpVzSlybXRwY391RqHwf4bvPJv/3H+r966uY+dF9o/wCWdcHZ3s8MtdpoOo/2la9P9V+7r77HUrP2h85luJ/5dlf/AJdf39H+t/5b1cmh8n9xP+7qAbfs0n9/t5VcyqXPS9kVpv8AWx1Y48r/AK61HN5/lVIfP/d/uK0Mwm8nzP3H+siqzY6dPd6ZJPZD/VfvKrf8tv8AUVqeFZv9P+xT/wDLU1hO8ad0XT/e1TH8n97R/rv34/1n/TKrOpaZcabqkkE58tIpv3VR+Ri2IgNac6sRsz2/4A3n2zwncWM8EtWIvDc+j6zcaVB/q5f3nm1j/s1Xv+gXEAn/ANXXqmg6P/bF3JcTQ/62avz/ADbFfVMXUR9hltL2yphpEXlWscPkVqWdn5JzBWhZ+FesHkflWxZ+D/J/f18TWx1K+p9VSRl/2Z/tUYn/AOeP7utj/hG73/rp/wBNar/2Zqn/AD7muX2hp7Mp+SP9f/yzqP7H+961Yh8+GWTz/wB7VitfalFf9/D1n/64/vqkhvJ4fMnqT9xjyPP/AEqSaGDyqx0ZzlP+0vOl5gq3Ld4tbM+dJzAen+81M8qf7VJ/y0qW4tYY7W0GOkBA/wC+mr3Ms9l/ZuO/69x/9O0yBIdSvoYvPgvquWesar5Uc4n82sf7H53+vn8qrFnBPD/qJ/3leHUp0bDpHSf2/NNF/p1jUc0Njef8sPK/5aVX0ey1WaWOxsLH7TJL/wA8Ya+wP2Rf2A/CvxIsP7c+NOq3MUks37nSdOm8ryv+utcVT90Kr+6Pkf8As2x+1fuLivUPgD8Ab34waz599cfYdLtf9dd/89f+uVffF5/wSX/Ze1jS/I0P+1rK4/5Y3f2zzK6T4e/8E9/Cvw40+30qDxVfS29r/wBMfLrm9r7U83+0aR5n8K/2df2e/BMUcH/CAW2pXH/T3D5le0H9kz9nrx5oMcGufDHRI45f+eMPlSxVsQfCXSvDcX2HSoPL8qrk0N9Z6X5EE9c2pzfWnV/hnj2lf8Esvgh4F8bSeKrK3l1G0l/49NO1A/uoq2fip+wf8JPiF4ck0ODwBbabceT/AKHd2kPl+VLXrHhXxVqs9r9hvp/3ddBDqffFa0zKpmOMo7nyf8Pf+CTvwd0ewj/4T/xHqWpXn/LbypvKirpPGH/BK/4S3mjSf8Kz8U32m3Hk/uYrs+bFX0Rqfn/6+pNHvZ7PtWVSmZ/2jiv4jqH5J/FPwfrfwm8bXfgHx9on2K7tpv33m/6qWufm0fwrqMX+naHbeXL/ANMa/Uf9qz9mb4Y/tM+H/s2qQx22sQw/6Hq0UP72Kvz4+IX7Pfjj4M6/J4V8Y6V/153cP+ql/wCuVYVJV6OzPdwOMo4ta7nk+pfAH4SeI/8AX+FbauQ8R/sLfB7V5ZJ/7K8sS/8ALWvW5tH1X7f+4n8qOWrE3hXVf+WF9RSz3NMJ/DxJ31MswdX46Z8seJP+CbngiaX/AIlWreXWJqX/AAT98TaX4G1HwPo2oea2o3sF5bMP7sKyKf8A0aK+xj4bvf8AXzz1DJJdWniqza4h+UWc2B7bkzX2/DHHeeSxdWMql7Uqz+6lNr8jz55Hl7elPy+/Q/OvxJ+wH8ZdC/fwWKXFcD4k/Zq+Lnhr9zN4Oua/WCXUh5sf2ixrh/ip488D+G7XyL6xjkuJf9TD5NduXeJWbVq3JUpc54+J4Xwnsj8nNS8G+KtCMn9qaJcx+V/rv3NZ/wA0hzjH4V+lmpfCD/heEf2jVPC9tptn/wCRap3v7AvwentfINkf+u3k19nT8SMtpL/aadmfP1eDsX/y7qH5vTf9d/8Av9Vf7b53OcV9y+MP+CZ/h2X/AJBVx5cn/PGKvGPiD+wH478LTSf2ZBLcx/8APUV7+A4z4dxrsqv3nk43hzN8J/y7PARrF9/z3/67UQ+JL6LpPXXal8AfHemTSQX2ky21YUPw88RTX/kQWUsn/XKvpqeJy2qtGjwamGxlJ2Z0Pwxs77xFq8f+s2R1v/GrxTBpHl6JB/q4f+eVaGneHL7wt4T+0WMFeT+N/Ed/q+of6dmSvLw9OOPxvtFsj1cRUrZfl3IdB4d+MvirRjGLHxVexf8AXWauz0D9pb4p2cv+g+IzJ/11rxezEOo9R+8r69/Yi/ZY+GfxO+DesePvGU/+kRXnlw/9Mq3zKlg8LS9pUR5uCxterWMLR/23vH+jxRwX1jHc+V/02rsNB/bkv7yw+3X3g658uL/ltDDXceD/APgnx8F/ElzHfWPjKS9/feZNDFXtngn9mn4V+G/Dlx4A0rwd5tvdfu5ruaGvlsTiss/5d0z9AyXJMyzWl7T/AJdngmg/tr/DrUoo/tEvlyV2eg/HjwP4kljgsdV8ySWarP8Aw7a+DHhvxZJqniPXvMjlm8z7IJq9X039m/4H+ELaPXNE8ORf6LD+5rixVTBf8uj38FwvmP8Ay8qHN6PDfXkscH2GTzJar+MP7V03y7CCxlkkr2D4cTeDvEl/JPBfRRSWv7vya5f4h+NrDw148jnvrLzbfzq8xVFc9tcNfuv4hw/wl8N6r4qutQ0PVbGSKT/WQ+dDXCft5+CdW0H9lvxbPe6XL+6Fj++EP7r/AI/7Wvp+z8YeFZtL/tzQ57b91+8/1NeJf8FAfjHceNP2J/HFhb6VF9nkXTT/AGh/y141S1Na5dUq/wBp0v8Ar4eHxBkH1TLalWmflZXQ+ENSg06X99XNabNmP/ppnvWjETDLHLAJOtfq2Jp3Tgz8ZwtT2T9odvN6wQf+RqpzTT9KLOae8tKP/RteLazsfRqomiPyZ5YvI/5Z9qk8791RNN/rKj84j9xOP3lGrGSf9+6saPN9jvo56jh4lj/f0Qdf9fUvY0W50vjyz86S31XGPtUP/kWueH+pkrrbiH+0vAvX95Y/vIa5eAfvcmHzK5KE37O3Y6Zo7z9nu6ntPEX9mf8ALOWvp/R9BnhtYzivFP2a/h95ssmtT/8AbKvovSLSGGH9z+982vy3i/GKpmNqZ9tkmG9lhCoINThlzDDWhaTapn99BV+GHyqsQc9YfMr4Spib9D6BEdnN55/fwVY+x+dL+4/5a1Yhhg8rz8y+XQYZ5v8AUT1l7VjOX16z/c/8eMn/AExmrLhhmml/fQ13k3hvVbyL/X1ly+FdVhm+0QQV008VoY+zMeLw550PnjpUl54Kn8ryK1bTSNVtZs4k/wBdW3ZWc/2WOC4grOWLdN3uaeyOEPgXVbTfPDN0qOew1CNLZXtMlYiGHodxr0ObTZ6dpeiTXF22n28HmXD3Iii/IV7uT5k55Zj7/wDPuH/p6kZ1KdjgdB8H+I/Emsx6V4c0O5ubyX/UwxQ17BZ/8E8f2qNS0v8AtyD4f/u/J/1X2yLza+xP2S/2ddK+Hug2+uT6VF/aF1D5k0ssNe+XmparZ6X5EFjXlfWTyKmN9lW/dn5l/Bn4e658Mb+81XxHoUtlqkX+jQw3cP721r6I+DPjzVdB163voJ/3f/Latj4weA4Ibq8vp4PNuJZvMmrzPwfeX2j3WJ5v3fnUfxf4h006ntj7I0f4qa5Naxz2M/8Aqq9A8N/Gu4vLWODVYP3lfOfw38VWM1hH+/jr0Szmgm/1E9cmx5OJw1I9E17xh50vnweXUkN5BeQ/uK4ea8EP+vq5puvfY/8AlhXRocXs2jqIbPya1OYYar6P9nmijnPl1Jeef5v/AEzqfZmVWp7U1J7yea18iq803kxf6/8A7ZUWcI8qqc03n3X7/wDdUVKZzhNNP5WP+eVcX8VPB/hX4heHLjw74q0qO5jl/wBT/wA9Ypa7CaaDyuJ6z5oYLyLyP+WdZVKftTppfuv3h+a/xU8N6r8N/GWoeDZ/3n2Wby/O/wCesX/PWsP+3p8+T+lfQH/BQ74S6rpuqW/xU0OCL7PL/o2pRf8ATX/nrXyfNr19DL+/gryamFPucDifbUfaHoGm+JIP+XiCqd3qunXvi6ykEPyiynBHvuSuTh8VfZP+ulT6T4gtL3X4rueLzFFvKCPXla9fh/Bexxlb/rzX/wDTMzslsdzNpljeeZ+/8qvKPiD8IIde8YJrf2/yryP/AFP7muzvNSvof9RBJ5dRzefqUXkT+Z5leJga1bB1faIirhvanH/2l448Hy/Ydc0qO5t/+e0Vbln4r0rXrX9xfRRyf9Nqk1L+3LOL/XxSx/8ATauD8Sa94OmiuJ/+Pa4/6YzV7lLDPMThq1Y4Tc7jUtSg02L9/ffu/wDntXMal8TfC1ndSfbtUjlrx+yj8Y+KfGMkwvbm50z/AJYmKvQ4PDmhyxRwf8IdH/12lr2/7AqYS3tGec87wlbRnAftE+P/AIa6pp9volvYRyySTeZ51eVaj4C8K6R4dGtwGSS8upv3NrLXtPjv4IaZBIdag0yOWe1/eYrzPxJ9i8XeMo9K0OxitjF+78r/AJ6y19ZldaNKgqdO/nc8fEUqOLre0I/hnpng/wC1fYvEYj+zy/6rzYf9bXFftC/s7aJNa/23ocMf2eKb/ljX1DdfAnwtdfD+PRL2x8q48nzPO/5a1896xaeKvth8LX08kmlxT+XNL/z1rpyrN6tbF+0w9T4DPG4Ki8J7OpTPDNX+Fvhi0to9U0S/82T/AJ4xV9tfsB/D6xn+HOoeAdVgk+x3X7yaWWup/wCCeP7FX7PnxV+IF5e+MjbXwih8yHT6+4/i18JfA/gnwbHofg7Q7ay/5Z/uf+eVejmHFNHF1VhtfmfLTylUf3h8j/s3+G/Cvg/4hax4d0P/AMi17hN4Vvv+Eb/sqw/eXHnf66vnezs9V+G/xvk/tWCSO3v/APUzV9AaP8SBptp53kfu/wDntFXDUZ+rcL1bZT7OmfP/AO0hoPxG8BxSar/x/XEX+p/fVxfw2+MGuXv+g+MdVk023i/1PnV9geKvCvhX4taD/wAsqp6D+z38JPsH2G+8OW0kn/PatViP3RtTpZvSxf8AE/dnzvD8Tvhl4VlvPsHivzby6/55V0Gg/FTwdeRfbr7y723uv+e1d5qX7Gfw5/t7+1fDmlW0X/Pb9zXN+JPgF8M/DesyX195scn+r87zqa9ie/hqlX/l4U4dB8K6lL5+h33+h3/7ua0/6ZV5N/wUZt9U0P8AZo1vSdD0qOLw/FDY+bKPX7fFS/Ejx54b8E+PLPStD8R3P2OK8/fRVF/wUF+Kuk67+x74j8PaIJJY5BYnzT/yz/0+KvRyyl/wq0fVHhcSZngv7HxFP2n/AC7mfmpaHyvM46VciuwIuP3dZ/7/AP5YVYs/9V5FfqVSnc/mz2p1vgnUjNc+R53/AGyzWvr3nxS/6j93XD6beT2kv/tI12kP/EysOv8A2yrxcTS9lW9ofQYGr7Wl7Mr+d+787FRz9qkmhorI7g/5a1JDNDD/ANM6jm/1P4VHDN+9zNnzKi10B6z4W037ZaWYx+7urTy64saBPB4jk0v/AKbV3/wOh/tLS8zwfu7X/U1q6v4Egh8dQTf63zf9dXy/15YWvVps9+lhvrXsz0z4QxQ6F4et4YYP9V/5Fr0C08RQdv3dcdpBsYbCPyP3X7mtSH7Pn9zX5lj4e3ruqz7qkvY0LI6j+34PM/cT/u4quQ6xBN/y3/1VcvZ2c/8Az3oms54Zf+mleO8NSuP2lY7Sa8gmP7i+iq5pt75MUZhnrzCI60Ln99P5vmxfufKrX0281WE/uPNjrOrlumjNPaHpkF5P5VSQ3k/WeuHs9e1WH/lvLViHxhfebH/0yrg+pM2O8hmgmi/f+XViz8i8lx5FcZD4vn8qT9wK19H8bWJ/1/7qSuJ4augOkh02CbzIK6P4DafoZ8cy63qq+Z9kuB5Mfr8i1xkPiqxh/cQVo+APGcHh/wAVSGebEd3PJH/44te1kFOr9QzC/wDz7h/6epE1T9A/hj8QtDvLW3ngn/7ZV3l54x0qaw/5ZV8b6PrGuWdhHfaHP+7/AOmVdRoXxa1X7L5F9PJ+6rn+rHgVcMdp8T5oLwyZrwvxVZz2d/8AuK9I/wCEq/tj/ppJXP69ZwTX8k8/7yumkZ0qnsin8N/FV9Z38cFxXvnhXXhNYR/v68Hs7Ows5fPn/wBZXoHg/Up7zy4IJ/3cVZYmmaVKntT1SHWP7SljgM9bGm6l5NcvZzTwWsfkT1cs9Y/e8Qf9/qxOL2Z6BpuveSY81uQ6lBeRV53DqU83lwQQVc03XrjR7r9/B+7lqqdQ5qtI9Es7ww2v/tGs/Uv9b5/Wqej6x537+Crk01ae0OYp3l5B5Un+sqOH97Ud39nm8yeqdpeeRLHB+9rlOgr+NvBOleMNBvND1yD7Tb38PlzV+a/xg8Bz/Cv4l6h4Hvv+XCb9zL/z1ir9TIYfOi8+vlP/AIKHfAeDXrWz+Jtj+7ktYfsWpTeT/wB+qdSmenlOJ9lW9mfH4s4JovPqO0RdO1e3eAfIIJJB+a1sf8Kx1z939hn/AHdZGpeGdcsdagsrmHzN0EhUewK5/mK9Hh2pReLq/wDXmv8A+mpn18alKxpza9fQ+Z+4i/7Y1n6/42/s2w8+eD/tjVPWNSvtHsMX0H+qri4dY/t6WSeeCX/pj+5rnyjKf7QrHn5tjv7PwnOV/FXxD8R69L5EE/lR1yd5DP8AvP8Alp+5rqP7Hnu/9f8A6ypJtBgh/ceRX6XhqVHCUfZ06Z+Z4nFVsXV9pUMPwf8A6Ha13nhvUv3Xkf8APKuT/s23s5f3FSWeo+TdeQf9X/02rapS9sYnWfE7xtpXhX4f3l958XmeT5cMP/PWvE/gd8LNW8Y6pceI/P8As3k/vP8AtrVz4zeMJ/FWvW/hWxn/AHdrXsHw90ew8B+CLex/5aSw+ZNWdSl7Gib+1aPGPif4k/aD8E3NxY/8fNp/yxNeJz3nxg1iW40Kayji82bzPN/5a19h+JIYNe8uxvoPN/54zV458XfB/iLR7GT+xbGW5n/5dJoa2wFWjhnanSWp108T7X+JUOo/4JYfDj4s+FviLqfj+91O5ttPtIfLmM1fd/jb9qL4Zabp8djqt9Le3n/TKvP/APgnl4JsIf2VcXvlfa5f3l5Vj/hTPhzxJrP/ABNdKji8r/lrXLioUcZmXtah5VXEW/hlib/hDvjBpcmq65ocXl/8sa2PDeg6HNoMnhyx8ry4ofLhmmqTxJ4P0rw3o32HQ4P3dYf9pHQZY/Ig8rzaKnsh0sdXo/w6hT0Hwf4j8E/aDfeZLH53/LGsfUv2hPB2g38ljqtvJbXEX/LGavVNB1LybTz/APlpXzn+2NoNjZ2Fx4qn8q2uJf8Alt5NdGGp+2q+zPdw3GGY0V+8NjxJ+1pBZ2sn9hwS/wDXGvD/AI/fGbxj4k8EefYWMkdx53mV5fD4q+I1nf8An/upY66Cz1jxj4w0uSexgji8r/Xeb5Ve3SwVGlqc+O4wzHF0vZ0/3Z5XZfH2fQvHFvrfj7wp+7tf+esNXf2n/j/B8ZPgf4jNl4cksbcfZfJiMPl/8vUVad5DYzXUkGq2NteyVwvx/SC2+E+q20GI/NW2/cxRY/5eYq93CU6NTGUqi3Piq0q7vdnzDB++l86rEM372iGz/e1GMSz5r7J2Z86jQ/1Mv+vrpfDepQSW3kTf9c65e0H/ACxq/oN5PaXVcOJpe0pHsYGp7KqdR/qv+W9H/LX/AJaUeT50UYo/5ZY8iWvIPoAqP7HPN5fkVKRgA561Y0ceTqkHndM0vaNI0VP2rPa/2e4J4dGkgngkj8qu80fTYNS1STVb7/rnD/0yrI0Cyh0jQLeG3g/eXXX9zXb+DtM8mL/yJ5U1flmb4x+2qVO59/lGGVg/4RvyYhPBff8Af2pIbPVYZf8Alp5cVbEMNvn/AFElXIYf+m9fKvFPqfQmXDeX0MX7/wAzzIqJryeaLyDe/wDkGtDyZ5vMME9SQ6b/AM97H/2rWXtUaWMf/TRIn76rnn6rDL588Hm1Yl0fyf38FEMM8PHn+Z5tDqox9kWLS7mmi/f2PlyVYzD/AM+9Rwf2rD+48iKpJry+/d2/kf8AbasrmnsiT/nnb3EFaEGj2N5L/wAtYqy4dS8mWPz62LO8gmi8+uaqR7IsQ6bPD/qL6myQXl2jYP7zPMtTfbP+WEFRQXE0RIB5kNepk3/Itx//AF7j/wCnqZdVbHoPwx+M19o8UdjfTebH/q/JrvJviRY3kXn2P+sr531L/Q5Y76xrY0HxjP5Ufnz+XVUsNRrUuemeLV/dH0B4P8eeddeR5/l12n9pQal5lfN/g/xJP9vk/f8A416h4b8bW/8AqKyxGG9ijl9mj0D9wYY/PnrqPB4g+1CDz5fLrg7PXoJooz5//fmus03XfJ/1/wDq682qYnqllqUHlfZ/+WdaEN5B5vn2/wDrK8/03XvOj8/z63LPWP3XkefXnfwjakdxpupf8sJ6sTTcf6j93LXLw6kPK8/975dalnqXnfv/AD5ay9qZ+yOk0LXvscsnn10kN550Uded/bfJuvPrrPCmpdjWntGcVSkdBZwz/wDXOj7H+961JZ3kFXLP99LmtDIks7OeGLJgrn/i14JsfHngPVPCt9B+7urPy/8AtrXSed5VZevanB5Un7+m6o6X+8H5xz6DrnhvVLix8/8AeWs3l+TNXOatc6ufFlmhs03iymCjsRuSvR/2hP8AiQ/F/wAQW9jcfu5bz7T/AN/f3teQeJfFmo23iW0uz95Ld1H0JX/CteHP+RhW/wCvNf8A9MzPuKH8Ewv2hPFWq6F4NuJ57GKPNcX8PYp7zQrO+8iXzJYaP2ufHlxe+BAPI/67VH+zfr0HirwLZ+RB+8i/d19dwxS9llvtT5TiRv2tNHYDRx5X+o8upIdBg8r/AKaV1Gm6PPNFHBW5o/w3n1KX9xBXve1PlTy+88Hz3nmeRB/ra5fV/AfjiaXyPDmhyXNxL/qa+0PhL+yvrnja/jsbHSvN82b/AJ419keA/wBg/wAD+G/DkY1XQopbzyfM83yf9VXM8y9l8BhU9ifhPZ/DfXPDfjz7P4xsZI7yKbzJq7ibxJP1nEtfTn7cnwN0Pwf8S7zVbGD9353/ADxr5f17R/Ji/cf6uu2lU+tiJIfFXnRf6/yvKrsNBmg174aXFjY2MX2yX/Uyy15XeWc5l/cT1h3nirx/4J1n+1dKn/d/8toq19l++CpufZn7EOg+P/B/w51ix8RzyeZLN+5imruPFU2q6DFbz30HmR18x/Cv4/fE6bwvHq2lWMssnnf8ekNe+eA9Y8ceMPDnn+KrHyo/+WNZVKfsqvtDnO402H+3rC3vrGD/AFv/AD1qv8Q/h7PrNrH/AGVB/pEVc/o+pa5Z3VxpUE8sckX7ytTwf8bJ7zXv7D8SQfZpPJqtDM5vQYdc0CK4t7797cRf6mvmf9rr/hMfFXhe85k8y1/e+TX2R4802xvbv7Roc/7yX/XVxdn8KrLxJYXljfeV5lXhsR7Kt7QVT96fnHpupQeJLCMQQS+Z/wBMq3NB+Hvji8ikg0qeWxt5f3k1e4fEL9hvxVo/iT+3PAE/mR+d/qpoar3nw3+OHg+6jsdc8ORSW8v+p8qvpFjaBzezPH9H+Hl/oN1JBOfM83/ltNXnf7TVnBB8Idc/1clxi2/1X/LL/Soq+gNY8H/E34kaNcX3hWx8rypvLmrJ/aq+G/hvwJ+wb4v+0WPm635OlxzXcsX/AE/2tRgsw5sdSiutRHNWv7E/O2b9x+/xVfyPep5f+PuP6VLDCJrrn/V1+k7Hk/8AL4daAxnIGB2q1ECCZ4f50wREfxUhPlnPnVySfMdq/dHWabN51tmrk/asPw1eQfavInrYm/c+ZBXk1afsqp7+Gqe1okfk/vuv7ypbMmG5jmNb/wAMfDeh+JPEX2HVZ/Lj8n9zTvFXgSfR/EMlhB+7j879zLXHUxFH2vs2zqo4es2e1/Cq9n8SaXaXs8+ZIof+Ws1ep6P9i/1M88fmV5v8JdA/sfRreCGftXcWcRguo5x+88uvyXN/32LqKGx+l4Cl7GidjaaR50Mk/nxe1VptAvvK8+Cq9n4kns/Lgng82rH/AAlMF3F+5H7yvmfZ1qbPQK82bOXyJh/21q4LyeKL9/B/36rLln86/jnnPmR/88hW5ZzQfu/9bRUWgFf7aIf9R/zxqxZ3kE37ieD95Vi8msfKjnnFU7TV9Lll5rL2ZXtTUi+wTeX/ANNak8mD/luYqrwixmHnwUedb/8APc1gP2pYvNHsbu6k/wBBjqSz0ewx59EPn9Mf9NKsQzQeb/r6y9ow9qE1mPN8/FRLbalGTKg8wqcN9as/bZ/+WFWLOWESSFmkjy3Eo7cCvYyqp/wmY/8A69x/9PUi4VNUZ8Pn+V/pEH/Xasu8s/7Nu/8Apn/rIa6yDyP+WH72o9S0eC8tfInrysDjfZVrGGJw1GrRMfTdSnN1HXaaPrwPl5/1lebzwz6bdfYJz+8roNH1OeaKO4r6i9GtRPm/4VY9Y8N+Kv8AV/v67jw34vgm8vP72vA7PWJ4ZfIgrqNB8VeT/wAt682phjo/in0h4bvP7Slz59dpZ6d+6/1/+trwf4e/Ej7HdR/v69Y8N+NrG8i/56x14mJpD9mjuLOGCzij8+CtjTP9bz/q65fTdYgvIvPrYs9Sg839/P5tecB0kMPnTefB/q/+eNbGmjyZaw7PUrc+XPBWhZ6n+6j8/wD8g0vaI5qp2mjzQTRR1uabDB1rz+z1797mxglkroNIvNVvDien9aOapTO8s9HsJov9IrD8YeD4JrWT7DWhoM0EP7+tib7DrFr5Fx5dafxTmW5+af7V1n/Zvxa1CCfzfM8mL/0VXiGvW3m69DHnzcwPx+K19p/t7fAHxH/bMfxU0qD7bp8Vn5d55X+tta+TdW0OCTxXaW+OFs5j+TJ/jXpcOL2WY1f+vNf/ANNTPs8HiFVoI8l+O/gmDxJ4DvILH/WeTXlH7EfxHg8NePJPA/iKeSOO6m/c19T694PgvIpIP3dfIP7QXwr1z4T/ABAj8e+HIJPL87zJf+utfRcI5lRrqpgqnyPLz/De1pe0P0q8H/CWC8it5/I82OWvbPgz+zf/AGxfx/8AEqrwP/gmR+034O+O/h3S/A/iS+jj1yL935Uv/LWv1U+D/wAK9K0e1jnggr0Wq6r2Z+d4mr9UE+CvwH8O+A9LjvZbGLzPWuw8U6RDD4euL2b78kNbuRNdR2X/ACzrnvi/rH2TQZIYJhk10ey9lRPn1ia1aufmJ+294bgvNUvMwV8N+NtB/s26k8iv0Q/apszqV1cCeCviv4qeFf8AWQW//LX/AJa1pgqp9ItjwuaaCGXrFUf9m+dx59GvaDPZ6p/zyq5DDB9g/wCeflfu/wDrrXo1AOk+DOsf8I34yjg/5Zy19Eax4w1XR9Ljn8/yreX/AFNfP/wTsvCupa9JY+I/3Xm/6mavpDxt8PYLz4af2VBPJLJFD+5qFUpVv3Zx1aValVNTw3eWOpxR6rpXl3Pm/wCu8mjxV4b0OaL+3IIPKvIq4f4D/wBueA7+30PxHP8Au7qb/VTf8sq7z4nabquj3/kWM/mxy/vKy9n7KsZfxTk9Y+IV7DrP2Gxgli/5Z10ngnQdcmijvp5/9b/rv+mtYfwx8H/bLqTVfFV9/wAtv3Pm16B/qbWT+yv9XXVoMz/7B8m/+0T337us/WNYsby6/wCEcngjkuJf3fk1zfxI+PGh/DHS5b7XJ7bzIof3MVfNnwm/bv0PUviLcat440qWyk86XyfN/wCeVZWrVkarC1vZe0PpP4e/Dew+Hvj3VLef95b3U3mf9MvNryz/AIKteG/Dh/Ya8earY2Pl3mNL/wBV/wBhS1q34b/4KD/AjWPE95peua3HFJF+7z53lVwH/BTb9oTwP42/ZC8UeFfBH+k/b/sH+l+d/qv+JhFLUYHDYyjnGG/6+QMKtL9zUuflVDDB5VWLPTYIf39XLTTTNJ/1yrQm0f8A5bgV+xVMT0PKw2CMv7HP/r/P/wBbUc0P7qtT+yDCPOqv5P8Aywx+FZ+1uzoqYYqQS+TL50Heu3s4YNR0yOcGuHz/ANN/0rqfC2uww2H9lzz1hjKbaTNcFU9lW9mbngjU/wCx/E1ve+f/AMtuK908R6Roeu/Z57fypZPJikm8qvG9N8EX2o6RJrdlPnyv+etewfCHTdUm0y3mm/eV8Tn9Wml7Wm9VofY5JSvWOv0PQoYrWMwHy62IbO+mi/19WNNs+f38H7ytSGGxmi/1FfmlbEtu7Pu6WhlxQ/8APepIbODypK2NH0eC86/6urE3hxvNxBXFUxKudFIx4Yf3VSQwz/8APetD+wZ//wBzVf8Ase+s/wDlhS9qmUGZ85nnqxZ2cE0Udwf+WVSZvus9vUn/ACy/1H+trL2iL9mjQs4R5X+oqO8mghPn+RVeHUoKsTXhm/19YGfsiOLXp4f9fBWh9sgm/wBIg82qcM0Ewjgnqx5MEMX7ieKgPZFiz8+Ly/P82pnv96O2fL3HP6U2z/fGOCu58OeB9H1m2vWuooy8Miqkp7fu1P8AWu/BYilSyvH/APXuH/p6kZnHWc1jN/r/AN3J5NXLzz/N8+xPmV2B+EGl+b58E9Sf8Kln8qTyK+U+vURnm+sfbry18iex/wCuM1Z8M1xZy/v55a7y8+HvirTf39jB5tYfiTwTrl5F9uNh+8r28FmVGkcGJw3tSnpk3/PCrkN55P8Ar65uG8uLP9xff+Rq0LPWIPKr6NU01dHlbHaaD4kns5Y4PtH+tmr0zwT42vppI/InrxfTZvO8ueuw8K6l9juo5wP3debiaR0U9j6Y8H69+6/19dhpupQeVH/z0rxfwH4knm/6ZV6Zpv7n/Xz18vif3RodZZ6xiX9xPXQWf77/AI+J65OzmghHn1c/tOfrBXDV2D2R3Gj3kEMVdB/b0Fn/AKRXl8PiT7HF/r6NS8eed/y3/eVnTM/Zo9s0fxJBN5fnz11uj3ljeV85aD43nmMf/E1r0Tw342nml/fz1006tjlqYI9U1jQYNS0+SCeCOSOWHy5opq/P79sf9nRvhp8XrW98DWU9xp11ol5eizi+/bJHJAr/APbPLr+Ga+7dH8V/bLX/AF9ed+NoINe/aq8HQTW8fly+DNZzF/23sq+nyG1XF1f+vNf/ANMzJwk6uGrWZ+dcOsQTSyVz/jXwhonjXR7jS9Tg8yOWGvsj9q79huezlvPiN8I9K82P/WXmkww/vf8AtlXyveaPBZiTz/8AWV8rFywde8T6vDVKOLonyDq/gn4l/steO7fx98O765igtbzzIJov3nlV+sH/AATX/wCC/Pwq8WeF7f4c/tKGPQ9YtP3Y1fzv9Fuv/jVfIOveD7HXrWSCeCKSvAfiZ+yR9iuZNb8E3v2ef/WQxV+hZXxBh8alTxulTv8A5nzOccNLF/wz+nPwD4/8EfEDw7F4q8Ka3b3tvdReZFNDLXFfGy9vvsEnkV/Oj8Ff2zP21v2QLqOHwZ4y1e20+L/XWc0vm2v/AH7r3PR/+Dhv9oaGw/svx94Usr3/AJ7Sw/u6+hdGrVpWpa+h8N/q/XwlY+4/jZD9tluPP/d18n/E7TYIftFeV+Nv+C2h8YWvkXHgaWKT/pl+8rxPx5/wUT8VeMZJLHSvDskXm0qeCxa/5dndTwtY7j4kS2NnLJPPP/y2rz/TfFM/iTWP7D0OCSWP/ltNXIwWnxf+Mt99uvxLb2ks3/PGvbvhX8MdD8CWHkT/APHx/wAtq4s3zGhl9C171D3MtyStVftKhuaD4Vv7LS7fyP8AWRV6p8H/AI/TWd//AMIP45g8qP8A5YyzVycN55MXkVx/xmh/tLw5HPB+7uP+WM0VfJZTnVanjOSofRZjklHFUND6k8VeD9K1Ly/EelfvfKh/10M1R3niSC8tfI1y+ii+y/8APavgjVvjj+0/o9r/AGH4e8Vx/Z4v3f72uY1/4j/tSeNYo7G98Vm3j/5bfZIfKr9FUcLWV/ao+K/sDME/4Z+g03xO8D+GrCS+n1y2j/57fvq8j/aE/bw0PQdGuND+HMElzceT/rov+WVfLHhzTvGEXl/8Jhqlzex/9dq6e8u/Dn9g3ljY6V5X7n/lrDXBUxFGlXstT0sNwxV/iVBnhe78VfE2P/hKfHF99p+0zeZ+9/1VWNd+E3hbxHzND5Un/PaKs/4K/EDQ5dCk0S+n8ue2m/1Uv/PKuzm1LSvO8iyv468fH4jG4fGu2h9jluAwbwep5B4o/ZZ0vVrnz7G+kjkrD+O/g7XPCH7N2uW8+qyyx/6L+5l/6+oq9/8A+W0n+r/6beTXmH7XFp5v7PviT/t2/wDSqKvWyfO8xrZjhqVV6e0geRnWUYRZdiKip/8ALuZ8tadoJs4vP/5aS1Y/sf8Ae9a7D/hFZv8Apl+dH/COf9MK/QnmSbufHUst9lROLm0yCaLiqc2mf6uDyP8AW13n/CNH95CYKP8AhD/N/wCWHl1azKkjOpgWeX6lpkHl/wCo8qqFpMILqObn616pefDy/mlzAfM/65VnzfAfXNRl/cWUn/PSu6nm+DtapM82plGLv+7Oz+Bt7/bOhSaVB/x8S17p4K+Ht9p1jH5MHlf8szXAfs4fBPWvDcg1TVIPKk/5Y19F6bphhi8iCvyfinNqKxdSnh3c++yTBVqWE/eHNw6brkJ/1HmUQ/8AT7ZSxV2kMP8A1y8urE+j2M3+o8rzK+L+uqx7nszm9O00eV/r6sTWc9bE2j2/+v8APqvDpv73yK5nVudFIz/IvfWrlnNPCfIngrU/sD91/o88f/Tao5tNvof+WFZ+1H7Ur/6DNL/qKsfY9Kmlohs4M+RPBR5ME0tSMj/4Q/StS8yeCCKq83gPyf8AUT/u62IT5M37irH77zaj2tdGhz9n4Vvj28yrE2g33/PjXQWd55H7+erHmw+tL6ygMPQdH87VLeD975ldr4WJhm1GCGX/AJeh/wCgLWdZeR5sdT6NNJDe6lOnX7QPL+uxa7sDU9rlWY/9e4f+n6RjVOphHk2uasWepXxhzB/rK583k8P/AC3/AHlWIdSnx/0zr5L6sUdBDeGeKrnkwTRfv4P/ACDXNf2uP+mtaP8Aa/8Ao3+v/eVnUpi9kYfxI+D+leMLWS4sf9GvP+WP/TWvC7yy1bw3qsmlarB5ckVfTlnqR8r9/BXD/Fr4bweKrD7dYwf6ZF+8hm/5619BkGbVsM/Z4j+GcOJw1jzvR9S/deRj93XSaDe+TL/r687/ANO03VJLK+g8qSL/AF0Utbmj6xP5v7//AFdfaVKaktDiPePh74q8m7jgnn/d/wDPGvbPBOsf2lax18h6P4qns7qODz/+2te8fB/4hQQxeR59fMY6l7I6VTue6Wem5i/f1X1KE2cP7iejQfEkF5FmpNZ5i8/yP3lfP+0OY5+a8nqneXs80takOmz3l3x+6qxZ+Gx5v/2mtgK+gfaP3degeFfP+1R1z+j6PBZ+Xz5VdZo/kQ/6ipqGh3nhu8n7z1Q1K5EP7WPg5zN08G6zz/23sqi0HUvJuo/PrPv7/wA/9qPwa4/e48IawP8AyNZV9BwxU/2yt/15r/8ApmZw1adn8n+R7Z50E3Svm79rT9iHS/idHceOPhz5dlr/APrLy0/5ZX//AMalr6Jsr2CaLiCrH/LKvN/inHhsTWwtb2lM/IPxJpviPwfrNx4c8R2VzY3lrN5c0U1U5tYn/wBROYpP+mPk1+ln7S37Ivgf4/aN9ungistcih/0PVoof/IUtfn/APFT4M+I/hX4ok8KeONK+zSRf6mX/llL/wBNYqP4TPrMFmX1rc8/1LR9K1L9xfWMUlcvrvwa+Ger/v77w5HXYXkMEN1/r6IdNn7zx/8AbWu+ljMRR/hM7fZUKu55wP2ZfhMP3/8AYn/TStfSPgn8OdI8s2Wh2xrrJoZ/3lU5oZ4f39OrmOZ1v+XprTwuDXQsaboNjpsX7nSooqsQ6PBNLWX9s5/ceb5dR/2j/wBNv1rz6sK8jRJGpNo9x5vkQT1zfjXwtqusaP8AYoP/ACDWp/b0/T/lpViHUv8AnuaKVWtRdzb2dzzM+BPEdpF5E1vLWf8A8IrfWd15/wBhkr1y91ieXzP3Hm1Tmmsbz/lh5VenTzKtc0+rHmc1mZvL8+CPy6JtNsc+R/y0rvJrPSpukEdZ+paDpX/LD/yNXTTzJ3MqmFvoeA/Fnwhe+CvEX/Ca6JB/o/8Ay9xVveFf7K8U6XHqtjfS+ZL/AOQq9M1jwTY6zayQ3372OvKtf8C638HNX/tTS4PM0W5m/e/9Mq+ow2ZUMzoezelVfj5HkVMNXy+tp/DOis9I1uFvPsb2SWXPWuL/AGk7zVJfgxrEE8/m+aLbP/gVFXf+G9T/ALe0v7bpc/m+b/02rlPjZpuqXnwz1eyvYfklEWR/21ioyys6WZ0nU6TQZk1Wy6pb/n2cdD4PnEX7iCpJvBM//PCvZJvAePMnng82o5vB/wDyx+z1H9vnk/UTyP8A4Q+f93mDzK1NN8CCaL/UV6RZ+D/J48irkOg+TF0/eVlUzx7Gn1E4Oz+G9j/r/IroNN8HwQyx+RBXQfY7eGWtSzgg83/Uf62vNq5lXqhTwyM+zvJ9Nl/1Fbmma9B5UdU9Z/6YVXs4TD/9prgqU/a0rm1I6yG9sbz/AJYeXVyGGCb/AFFcf9sHneRVjzr6zh/cT+bXF9WOo6iaHzaks7Pyf+unk1z9nqN9DViHXr6L9/jzJKy9nWNDcyPN/f8A/LKpMeT+/wDIrn/+Eqn82S3nglrc0fWNKlijnnnrm9nWpAWIYYP+WH/LWrH2ODys/uqkh/sqb/UVJ9j/AHX/AFyrP2gEcOjwVJPo/wC98iCrENnPD1nqTyZ/K+0eR+8/1lZe1Az7zQZ/K/1H/bGj+zZvKyYP9VWpBNBNF/qKuQzQQWv+kVl7UDn/AOzZv+eFN0m2u7a7u1X+GcA/98Cuuhs4Jv8AXz1iwiy03Wr5p7a58v7QGiMdq7grsUdVBHXNfT8PwxOOwWPoYeDnN042ildu1ak3Zbuy19CXo0QwzX0P+v8A+21WIdSn/wBRPY0sd/pbx7TBe/8AgDL/APE0n9o2PlgG3uf3fT/QJf8A4muT/VfiH/oCq/8AgEv8h8yJLPUoPK8ieCrkMME8Un7+qEWp6YE802V5n/nqLGX/AOJqGXUNNMZAgu/3nrZSf/E0f6qcRf8AQHV/8Al/kacyOh/1MWRPH/z0o/tKea1+z/va546tawx4zd/9tbKT/wCJpq+IljOBFc+X/wBekn+FKnwjxL/0B1P/AACX+RndGd8Tvh7B4j8zVYP3eoeT/wAsof3UteXzTX2j3UljqsEscn/PGWvbIfFdqq+SbK6k/wC3OT/CsfxXp3hLxfH9n1XRbqOT/nsLOTzP5V7mW5PxNhvcqYOp/wCAS/yOXEUIvZnmem+Kv9KzXongLxt9juoxBPLXnHi34eazo8j3OkGSa1PTdE0f6sBUOhajqOlyRtOqfuvS5T/Gvoq3C+c4mj7mFqf+Av8AyOSmpUj7h+FfxCgmsI/Pn82T/lj++r0T+3oPK/5618XeAfi4dIZJZJGYj+4N38q9M0f4/wBjJF5N3JeH/dspD/IV8fi+COJ4VbxwlR/9uv8AyLdP2h7zDrFv9q8+tyHUoJov3/8AKvArL46aOT81nqP/AAHTJj/7LXSaV+0B4ZSLybi31Yye2jTn/wBkrk/1N4p/6BKn/gEv8jP2TPXfO8j9xWpZzf8AXSvJrX44eD3kzPp2tmT28P3X/wARWvYfHzwjGcNpmvbPbw5d/wDxun/qhxL/ANAdT/wCX+QcrPZtHvP3VY+pap5X7TfhWX+74V1Uf+RrSuLsPj/4Kj/1Wk+I/wAPC94f5RU/wx45X4ifHfQ/EOhaNq6WuneHr+K6uL7SJ7ZFeSW3KKDKqhiQjdPSvSyzIs5y2pXr4rDzpwVGsuaUWld0pJK77tpLu3YiVO2p9M6PrH7qugs5v3X/AD0rzfRtZg/13nV0lnrH7qMwT18nSqHl1KR1E/auL+MHwY8EfGbwxJ4c8U6V5o/5Y3UI/exf9c66Sz1OCby6ufv5q6aZnTqVqJ+Y/wC0H+y94x+A+syQarBJfaXLN/oerRQ/uv8Atr/zylrye8nns/8Aj3r9fPFXgnQ/GGlyaH4j0q2vrO6h/fQzQ18Z/tFfsK/8Ip9o8R+B7GW+0v8AeyTWn+tltf8A47Wex9Jgcyo1P3dQ+S7Iz3kcc/n/ALuq8155MXkV3l54D0qH9xBPWPefD3zv3EH7ysvrNI95eRyfnQTdKp3ggH/bL/njXSTeDtVs/Lt54P8AyDVebw350XkT29dNPE0jb2Zy/wC+ml/cf6ugTX1pF/y1rY/s3yZf9RL5dE1n5H/LCtfa0jT2Zjza95Nr508FGm67Y6j+4MH+q/57VJeReT5n7j939Kr2em2NndRzwf8AbatF7CxsSedB5tZ803nS/wDLXy63PJgveIP3VSXmm2M1r9uPlUe0A5v9+f3/AJ//AH9qvrEP9pWEljqsHmW8sP8Ay2rUms4Psv7j/wAi1T8j7ZzP/rK6qNVxd0S17bc8qu/AvinwXcyap4Enjljl/wBdaiq2u/EK+8W+FLjwvqnh2S3vLryv33+f+udetT2lv/qMfvKoajo9hrEckFxDF+8r6ClnVNtVKtPVdep5NXA+ypVPZnX/ANg+T/ywqOaz8j/lhXUQ/wBlzTefBP8A9svJqObTbGaXz/P/AHf/AExr4z2pznNww6XNL+4FRzaPYzf6iuo/scQn9xBVMaPj/Ufu5P8AnrR9aA5Obwf511/r/wDW1H/wjc9nL+4n83/pj5NdYNH/AOeH72j+zv8Apj+larHsy9ked6vo/iK8l5gqSyi1aHy4PIkrvJtN4/55VH9j/e/aPIru+u/uheyOPh/64f6qrkUM/SCuoh0Gx/188FSQ+FYPNkn/AOWdYrFUjWkcv5M/nfZ/+eVWPInx5HkVqTeG/Jl/cT1Yh0e/hl/1H/baipiTUx7Oz86XNaENnBNF5FaB02eH/lhUk2m+d+4rKpV9qaGfDD/y3+0VYhmvu08n7qrEOjz+bQbOeL/lhXPVsBYh1jVYZf8AnrWhZ+Kp4fL8+D/tjWfZ/uZceRJVjME3l/uK5/3JmakPiqx/1/kVuabrHhyaKuThs4PK/wBR+8o8qH0pezpVdjM6yb7DNdeR9uiqxDo/739xP/ra4f7HPNL/AKPP/wAsa1NMm1yzl/0G+/8AI1c1TDVTQ7Czs76z8upJ7O+hi/1H7yKubh8SeI4fL/f1qQ/EKf8A1E9j+7/6Y1xVKVYy9kWIZs+ZBPY/vJf+mNSQwwdajh8YaVN/r4PLj/8ARtamm3vhy8ijngnji/661lU9tSGU4bOCaWibR7Hyv+PeOtSHTdDvP3/nx1JD4b86L9xPQsS6QHP/APCNT+V5/n/vKjOm30MUk9wfNkrcm02+hl/18nl1HqU08MUgngjrpp4kzOTh16xmupINVsa8/wDid8JbG9tZPEfhWx8ryv8AXWn/AMar0CHTO2aseT5VevgsdWo/AT7L2p832epT6bdfuZ/+W1d54P8AGEEPl+fP/rasfGb4b8SeKvDlj5X/AD+Q/wDtWvP9NvBZy+eK+sp1aOLonH/BPoTQPEkE0Xn+fXYaD4w8n9/+6r5/8N+JJ/K/6Z13nhvUvtkuB+9rzsThij3TQfGE83WfzI67DQfFJ8r9x/y1rx/QZv3P+v8A+2VegeFJvJlrxKtMiqeoaZqd95NdBpt5B5vnwT1w+m3n/LAGug0fUv8AVgiucyOwhvP9XOBW5puvQf8ALCauLhvK0NNvbj/lh/22zQZ1KZ3mm69610Gm6x+67V5fDrHkjrW5puvT+b5FX7U5qmGPSIdS86LrFUc0NveRf89K5fTdY/5YefW5pused/y3/eVp7T2pxez9izxP9oT9j/w548+0a54OMem6p/rP+mUtfJ/jDwfrngPWZPDniLSpbK8i/wCev/LWv0oH76Lz5zXD/FT4M+Ffidpclj4i0rzf3P7m7/5axf8AXKuargva/wAM9bA5t7J/vD885bP/AEXzzP5tZ80MMxk8+vVPjl+zr44+DMsl9BBLqWj/APQQih/1X/XWvJ5ryC8l/wBf/wAtq4vZVqR9jSq0a38Mz5tOgmm/fwVTm0KDypK0JtT/ANZ+/qvPqUAijrX2lY6zL1Lw3B5VY83hvyZv9BrqJrz91VPyfOik/cV0UqlY0OTm02+s/M/ceZVSWbVIouYfM4rq/sf73/X1GPIEX7+DzK6lVSMzgNW1G+MfneRVPQ/tBmkzPiu/+xWXmgzweZ5dVDoGl/vP3Hl+bXXTx1JRtYDlpoZ/N/6Z0aPZ3EutR5rcvPDdjOZPInlijl/1NR6PpsGm39ve+fF5cZrf6x+5JqfwTQvLwQy/6j/tjVO81LVYB58H7qtSazgml8+q/kwTf6+s1TonzJTHiTXNNsIxnzKsad42nmjjnm/Si8m/1lc/eTeT5YgrT6sqqJ9odQPHtjNdRweR+7qxDr2lTfufPri4fPH7+f8Ad1Yhhg8vz/8AV0LBUg9odxDNY6lF+4njqxDZwZrh7O8nhijn/wCWlSTa9rkJ/cX37z/ntWVTA1jP2h3H2TyYvPn/AHtSeSIZf+PeuPs/GHiOH/X/ALytSz+JME0v7+xkrKpgqtI6adQ3P7H86WOeepJtMnhli/1VRw+KtKvP+PetDzreaKOaCeuP9+ae1K8Nn/ovkeRViaG38rM8H/LH/njUkM1STWfnfuKzNSnDDBNFj7PR/YNv/wA8D+daHk+T/wAt6j+xz+b9ogrH2gFeHw3P5tV7zTZ/tXkTwV0FnN5MXSrEP76Xzz+8rP2plVOb+x+361HNZ/vZIK6ybyJoulFpptjNSpYkZycOgznzPPn8utCGyn8rz63JtB87t+7qSHTf+WEH61r9ZNDn4fPmlxPUnkz+b+4g/d10H/CNzwxefR/Zs/2T9x+8rL6zRNPaHN+T/q/3EkcdXLOHzv3HkVqeT5P+vt5aPOsf+W8H7uttAI4Yf+2VSQ+JNV03/lv5taFn9hmiqvNaWN4ZK4OpmGm+ML6GWQTwebVi812DUrCSxgsaz4dNn/5YQfvKsWemzw9Z/wDrjXUqdL+IBThhg7jyqJtNnm8ueCtCbTp/3fFWPJ8kc+VXUjM5fWbOf95+4/1teX/EL4Sz2Yk1zw5B/wBdrT/nlXvn2OD/AJb/APfqqd34VsZovPn/ANZ/z2hrsw2N9kY1aaqny3pt7PD+4n612ng/xJ+98jz66j4kfAf+2PM13wrB5dx/y2tP+eteXwzX2g3/APp0EkVxF+78ryfKr6SliaOLonH/AAj6A8H+JP3UZ8/95/12r0jw34k/deRPXzH4U8YTwRfuJ69E8K+MJ/8AXzz9K83E4Z0ij6M0HWIJpY/I/wBXXWWepeSfI8+vE/CvjDPl/v5a7zQfFUF5+/8AP8uvJq0jnPRIbyDNaEN55MWa4/TdY879xWpDrEE0WftFc3sgOks7yfzZP+WtXIbzE3n1y8N5fG6jguJ//INbEOp98UzOodho+peTW5purz/8sDXB2es+dLn/AJZ1uabqP+ryaxpmVSmegWesdq0LK8gvP9fXD2evQeb/AK+tyHUvJH/tKu6lVOKpTNDWNB0rWLCSxngikjl/dzQyw18v/H79gnStYluPEfwr8vSLz/Wf2T/y6y//ABqvqCz1Lt59XLwwTRf8spK09n7U1w2OrYSt7h+Ufjbwf4q8Ca9JofirQ7myuIv9dFd1zep9q/UT4nfA3wP8VNGk0PxHocVzH5P+t/5axf8AXKWvi/8AaE/Yn8cfDGK41zwd5mt6PF+8/c/8fMX/AGy/5a1zVMMfY4HO6WK/d1D57i1K+hl8gT0TeJJ4Zf39E00Gf/tNZepTmaXyK1pUj21axqf8JJYy/uP3dRzTwTS+R9urD8n97UnM5/6Z1p9WGbH7iGXz/P8A+WNV5rzyZf3/AO8jrHh8+GXz4L6Wo5pp8x+fWn1VAtzoJ5oP+WFU5v30v7j/AMjQ1ljWL+GL9x5lWNN1jz7+OD/ptT9mzHEfwah6JqWjwXv/ADCqw7zwrcCLz4IK9AvNNnnMn7//ALY1n6lZz6ba/wCvrmpVGfMnm+peFb7r5/7z/nlXP6lo+uw+Z+4r1SHWLDUv3H7vzP8AnjRPo8H+v8iu3677ImnTPD9THiKGH/jxlkqnDrHiP/UfYZIreKvcLzQdK+y/v4Iqx9S0fShF+4sf/INdtPMqVv4YVKZ5/ps0Hmn7fP8AvKsTTW//AD3krsJvCv2yLz/IirPvPBN9/wBM6f12gHszn/3/AP2z/wCWNXLPWIP9RPVi88N30Plz/u/+u1Z8+m+R+4ng8ytb0WUbFnqVj5vkefWhDrEB/wBRP+8rl5rO+/5YfuqIRqsM37+CT/vzWNSlRK9qdxDqU/7y3P7qo7zxVqtndeRBNXJ/27PD5n7+WKrEOsz+b+/n82ub6kZ+0Ok03xtqt5L+/wD9XWx/wsKx03/X/wDkGuLh1n97JBY/6yo4dNn837dP/wAtf+WVZ1MDRNfanpFn8QvDk3+vnlirY03WNDmP/H9HXm8Oj6VNUd5/ocsfkVw1MupVQ9oewWdnBN/y3jqxDafupOP3dcHoOpar9g+0XE8nmVJ/wlWq2ksg+3f62vN+pVjT2p3EP+t/fwVoQ+RNF1rzu0+JE4/4/f8Av9XQab8SNK+yx/aKzqYKsM7CKzE3/PKiHTIP9RVPTfFWlalFHPYz1oWepW80v/HxXFUpVqQB/ZsE0Uf7iOWrH/CNQTRf6iiGaD9359aEM3nfuKP34GX/AGDB5X7iCo5vDcE0P7ieWugh8iapLTTf+2dKnUrKqL2py8Pg+f8A7ZxVY/4Ru+Esn/POukh03/pvVyHQf9X+/o9rVM/anD3mm30P+vg/8g1T/f8Am/6RBXol5ZzwxfYfJ82q8Oj+f+4ngrpp4msHtTk7P7PMKuTQfuv3B8yugm8K6VDaef5HlVlw+Fc3X7ieSOtaeJpEGPNpn7rP7qvP/if8GbHxtF9u8j7NqEX/AC9/89a9Ym8K6rD/AKj97WfNoOqwy/aPIruw2K9j/DJqHx/rOj654J1STStVh+zXEX/LGtjQfGB/57+bJ/0xr3T4qfCSDxtpf+m2/l3EX/HnND/yyr5r1/Qdc8H6zJoeuebFcRf+Ra+xwWNo4+ic9U9g8K+PPJikgnnkr0zwT4w86Kvl/R/Eghi8gz16B4J8bTw/8t/NrLE4Ix9oz6Y0fxJBNL/r66TTdf8AOl/0g/8AkavC/Dfjb/V4nkrvNB8VedF5E88teTUwwHqlnrHkxR81qQ6zbwy4nrzvTdegHlz+fW5Drwml/wBf/wCQa832QHeWd3BDF+/rQs9Y8mWPNcPDrEEP+unjq5DrH+r/AK1n7ID0Sz1jtW5Z6x2rzPTdY/df6+T97W5puveT+/8APrUz9kegQ6lN/wA9/N82uk02886LpXm+kax53/Lf95/zyroNN17yZfI8+tKVU5qlI6yaaq95o/nRfv4Kj03UoJpfPrYgvIJuldtP96c38E+Y/wBpz9g/wB8WrW48R+Fbf+xPEEv7z7XF/qrr/rrXwX8YPgx8VPgbr0mleP8Aw5JFH/yxu4f3kV1/1ylr9iJoYJoq5P4kfB/wr8SNBuND8R6VFe2d1/rrSaGmv3LPXwWb1qX7uofjP/b08PPkf6qj+3v3X7/97X1h+05/wTZ1zweZPFXwV8zUrP8A1s2hy/8AHzF/1y/5618j3mg6rZ39xBfWMkckU3lzQzV2U/Y1T6zDYmjiv4ZqQ6xY5/1/+to/tKDyvI8/95/zyrDm9Z7es+8m/dR/Z5/3la0sN7Vncqh2Ewn/AOe9XPh75E3ja0t54PM/1v8A6Krzea81UReRBP5tdb8BrzVZvizpFjOf3f73/wBFS1VfA2wtQ5cTU/c1D6Th0HVYZZPt1Z+vWeq3kXk/6uvSLyGx839/BWPeaPBN5lfK0sSfLHmcPgOxi/5b1TvNHvvK8i3n/wCuNegXmgwdP+2dc/eaP5MUnFFTEnXSODvJtVhl/wBOnk/e1oQ6PBNax+fPLJXQf8I351V5tBzLH5E9dCq3ojMuaCCG18jH7uKqcPnzRfuDW5Npt9D+4n/7Y/uaz5rOeGX9x/q6ZoU5tHnm/wCP+eOpP7G0qHiCtCb99a+RB+6rPhhnhuvs8/mS+bS9rWAJrPShz9h8yq8Oj6Vef8fFj/5BrYn/AHNrxBHUdnPPqUXnzwVrTq1ifZGGfAehzeX5E/lSVXm+GP8Ay3sZ/M/7bV1H2KfzfP8AJiohs/Jl/cT+XJWlPE1rknFzeD9cs/38FjRDDfQj/Uf9sZoa9Eh/c/uL797/ANNaNS0eDUrX/jxj/Ctfrvtf4hj7M4ezm86LyJxLUl5NB5Uc/keZ5VXNSs57O6z9hk8uiGGfyo/PsP8AW0jT2iLGm6lBNax/89Kk0eHzrrz76H93Rpvhvzv+WFWJvCs83meRWf7gosTf2VDFmq/k2MMX+o/641H/AGDqtnD+/g82j+wb6eX/AE7zP+2Va0/YgbHhv9yfPg/debW5DeQTSyYnkikrDs4YIbXyIP3clR6Z9u02/jnvp/Nt/wDV1zVaVGqB0lprGqw3XkWM9aEPjC+02L9+f+W1ZejwwXn+oH7urn9jz6l+4E/lVw1KQHQWfjy4mi/1H7utSz8bWM1r/pEHl1x/k+TF5EH+srQhh+xRefPBT+pUQOws/FVj18+tyHUtK83/AI/v3ledw6b9s8ue+/dR1sfY/tht/wCyYP3lcNTBGPtD0DTdSg/5b1J/aVleS/uIKz4dHm+wR/8APSufs9Y1XQb+SCex/d/89ayp4KrV/hmJ3n2OCa1/1H+q/wCWVV4fCtjeS+fB/rKNB8Rwala58+KKSrEM3+s8g06mGq0mBGfDc8Nr/wBNKrzaD5P+uq5D4ksYYpIPP/eVTi8SfbLryJ6FTZPtTH17QYP+eFeb/GD4G6V8SNBksZ4PKvIv+PO7/wCeVewXfkXsv/TOq95ZwTReRXThqtbCVfcNPaH55+KtA1XwT4iuPC3iSxlivLWpNH164hlr7A+Nn7PeifFPQpIJ/KivIv8Ajzu/+eX/ANqr478SeG9c8E+JLjwp4qsfs15azeXX3WXZjRx6OKpuegeD/G3/AD8XFd5oPjaeGXNeD6bqU9l/z1rsNH8SedFH/wA9Iq1xOGKWx7ppHjDyfLxP5VdBpvjD97HmevD9N8Sf6vz5/wB5/wBNq6DTfGP/ADw/1deZUwxqe2Q+KoPK8ief93WhZ+Kv3XkQT/8AfmvH9N8bf6L+/nrY03xV+9xXF9WA9cs/EnneYJ5/3ddRpuvf89/9XXjem+MP9X/38/dT10mj+Kp5q5quGA9k03WO1bkOseT5fn15Xpvir/lvXQabr3ncT/8ALKub+ER7Nnqmm69+6zPPXQaPrAH7+Cf93Xmej6xxH/qq6TTdY/e+RPP5daqojlq0j0SGb/V0TTVzdnrHbz60IdZ+2fv/AD4pI67fa6HF7MsXmm+dF1rwf9pz9ifwB8crC4voLeLTdc8n9zq0UP8A6N/5619ARTf896jms4Jv9RWSZ04bE1sJV/dn4+fHL9m/4m/AfX/7K8f6H5VvLN/oeo2n7y2uv8/88q82vNNhvJfPgnr9pPHnw38K+NtGuPDniPQ7bUrO6/11pd2fmV8T/tFf8E2T4cluPFXwW+03NnF+8m0n/lrF/wBcv+etd9PE+zPqMDnVKr+7qHxR5HHk/wAddZ8ANMN58XtLhg/1kvm/+ipasax8OJ9NuZLe+t5I5Iv3c0U0NdJ+z/4Q/sf4z6Je+f8A6oXX/pLLV18bH6rU9H+R62JqXo6H0/eaDPDF58FYep2c/m/v4P8Av1XaTQzmXyIJ/wDVVh6x5/m8V8vTPljk5vPhi/19Z959o/5bwRy/9Nq3NS03z4pP+WVY+sefpsXnweZR/wAuzoMvzoIZZP3/AP39quYfOi4g/wC/NXPtkF5F588H/kGqc3nwy/6DP+7opfujQrz9qrzWn/LerH9o/vZPPg8yrE32Gf8A5b+XHWxmY80MHm/v6sfY7Gby6uTabBNL58E8VV/Jn8qO48j93QBXm0CfypIP+WlU4dNnh8z7PWx9j8mGTz56jh8//nv+7pKrWNDHmhvoZelR3l56z1uT58r9/wD6yq95oNjeRf6j95/yxrRVKQFObUvtsXkQD95Vz+0oLOwjgMH+q/561X/4Q/n9xfeVViz8Nz/6if8Aex1r+5Ajmmg1KLyPI/641Jo9n9jl/f8A+rq5Z6DPD/r6km0HuKyqVQLkMNjNFx+6qxDZweb/AK+qdnps/lfuDLVizh48/wDe1l/FNCx/Y/nS+fUn9m/vf+Pf93VfM/m+RBPUkM08I/ceZTpGYTaDbzf6+CibwTYzReRBPWhaTf8APc1qQ3lHtaxmcv8A8I3rugxST2P72rFn/bkNp589jW5PqVjPF5Ag/eVc02GeH/UVftSaZhzWeq+V5/2HypKj+x332X9/PJ5ldRZ6xB5vkTwSVsWcOlXn+jz0/rJRyem6bP5Ufn11mjzWMMUfnwReZW5/wiljmOeAxUWfg+CG68//AFtYHOR/29P5Un+j1ThhvtS/4/p4/LrYm0HzoZIIIKpw6Drln/r4KukBl/8ACK/Ypf3F9WhoMM0P+v1Wibz/ADfInsfN8qq80NjPF/r/ACpK6PZpmZJr0M/2+OfyP3f/AC2rH8VXnky+fpX/AG2rUmnns/8Alv5sdY+peRNdef8A9/oqKaVjQz73xhf2f7+Cetiz8YC8sPPg/wBZXP6xpsEw8+xrPh1K4s4vsM5rX2VEzOwm8Vzw15n8fvhvonxg0bz7GDytYsIf9Dlm/wDRUtdZDCP9fPP+7rLh16AXUkEEHmUUqfsK3tKYHx/ewz2d/caVqtj9mktf3c0M1XNN1L7Fdf8AHxXsH7SHwxn8VGTxlpVj/pkUP+mRQ/8ALWKvB4Lz7H5fn/6uvssNiaWLonPUpnoFnrEF5FWpZal/q4a4fTbzyf8AUT11mjTf8tqVWl7IKR1EOpDyo/3FbGj6x5PH7zy65Oym87/U/wCsrYs5oBax/wDTWuI6aR2FnrEH7sf6qug0HXp5v3Anj/6beVXBxfuZfPrY0f8Ac/uPP/6aV5uJplnqmg6l+6rqNB1ieaL/AK5V5vo+pfuvIuJ/3ldRo+pedL5EH72vNq0gPSNB8SeTLHB5H7yuw03xJ/q5/wDV15Xpt750v+orrNN1KCby/wB//qq5aRmekabrEB/6aVuabq/nWvkAeX5ted6be/vY5/8Alp/yxroNN1L97/rz+NOqZ1KR3kOpeT5cBn/7bVoWc080PkVyej6lPNL+/rcs9SnhHn/upa0pVTzqlM1Jov3v+o82s+XTYJv3Hk1oed58X+vji/641J/o/wDy36V0kbHg/wAfv2P/AIc/GaGTVZ7H+zdY8n/Q9QtP/av/AD1r5H0z9nvx98E/jdo9j4x0PzLOXzfseoxf8et1+6l/z5VfpRqc3/LCCCvO/j9oMA8B6hPP/wAsvK/9G1z4iral7M9XDZlW/hngd5+5tfIg8usvUofJik5/79VHewf8t769qn5Olf8ALe+/8jVxnT7My9Smn82su8/54T/6uti8/sr/AJYX1Z95NB/r4J/Nqf3htYw72G3Msn7jy4/+mNUPIg9f/I1bd558wkzBWXqVnP8A9cpKPaGhT8mfzajmPkf8sPMqSeGeGKT7Rff9sqr+TP8A6+D/AFdHtAK80M8Mv2iD/rpUln4kvoIvIvoYpI4qr3l5Abr7DZf6yo/9fL9nuIP3ddHsjk/5emxD4ksZv9fVyGHSrz/UT1zd5ptj/r/9XUcMN8PL+w33lVn7I6zpJtNvvNxBB5lR/wCpl/fwVl2es655vkT/AL2tj/hMIJpfIvrGpAr3nP8AqP3VWLP9z+/q5/aXhyb9xVgaPoc0X7iegCn50/mx/wCrqxD5E3mVHN4VvoZf9BvvMqSGG+s/+P6Dzan+KBY/ceV5GIvMq55P7r/UR1Xs5rG88v8Af+XJWhDZz+V+4nrECObR4Jv3/kUQ6PBVyzhvrP8A19XIJhZ/6+D93XQZlf8A4RqCbrUf9j+TL5Gf3ddBZzQzRScyVoWem2N4fIn/ANZU+19kc5w82m/6VHB5FdBZ2cEMX7j/AMjV1ln4Pg/19XP+EIM1r/00oqVQOTs9Hhnl/fwfvKuQ+FYZrr9x+6rch0Gezi/cVYs9NvprriCWj2hXtCnZaDfWf/Lf/VVqQw31nF588HmVcn02ezljgngk8yrkMPnS+ROKoz9qYd54k0PTYv3/AJvmedVj+0v7Si+3f8s/+uNbH2PSposT2MVZepfZ/sHkQeXV+0/dEmPrF5Y+Vx/yyrDmmh1KWTz4K3JoYOtRzfYqukaGP/Ztj5uKp3mj5lrYlmt/N8ijyYJv+ulUdBx+pabfQ/8AXOq+paPB5Uc88P7yug16zx5f/PMzVJZ6bB5Xn+f5vlUqdQ5zg9S1L7H+4gsZajs7y3s4vPggrqNY0f8AeyfuIqx7Oz7iD/pnWoGXqd5BP0n8qvnf42/Dc+G9Z/tzSv8Ajzuvb/VS19KalpsE3+vg8uuX8beA9K1jQbjSr795HLXbgcb9VrDqUz5bszPDL/0zrqNB1LyYo/3/AP12rL8SeG9V8N69Joeq/wCsi/5a/wDPWq8M0/7vP7uvrf49E4j0jR72Cby5/wDpjXQaZ5Bi8/8A7aV53oOpeT5f7/8AeV2mg6lBN+4n/wBZXDVpGlKqdBZzQf6+eetizmg/dzwf8sq5+GafzasQ6l7f6quP/lyaHcaBqUE0vTzJK6zQZrf/AI+PIryvSNYns5cef/35rsPDfiSCGLz5x/3+rzKlID1TTbz91HBbwfvPJ/5Y10Gm3nky/wCv/eeTXB6PrH/XOus02aC88uf/AJ5VxezQHYabef6sTn6VsabqUEMslc3pusQVqWd5+9/19KpsB1FnqU/lfuP+21dBaXf/AGzrh9Nm9K3LPV/X91XP7Q56tI7iz1LzufPlq5DN+6rk9N1L91+/7VuWd553/Leikc3sjU86Dysf8tPrXF/HKbzfhfqn/PT91/6NirsJvs/m/wDLLzK4v4/Q/wDFpdUgg/dyf6L/AOlUVKqKl/GPke81L7YfInrPm0iDzf8AX+X/AM8aks7yCaWT/VVHe/vv9InnrP8Adn0RXvNHg/57/wCqrDvLPVbOX9xXQTf6HF/r5P8AnnWXeTT9Kz/69nQZ8M195v7+fy6Lyznm66r/ANtqkvM+b/qKz5ryARf88qVT2twCzs76z8z7R+8qSX99F5FR/bJ5ov8AX/vKIbzyP337ry61/imXsjL0ey+x3Vx9v83zKIZoJ/3H/Tarmsf8TKL/AKaVjzWd/DF/00/1ldX/AC5Ob2X74sfv/wDn48qiGafzfPqvDNf/APLeiGafzestB1GhD54i8+CiY+T1nqOG886KTmo4ZjNLieeswLlnD2q5D+5/0eDzKz/9dL/r6sQd6m1UDUh1jyfM8ietCHXp/wB35/72ufg71Y8nyYv3E9SZnQfbIJvL+3WP7ypID/rJ4J/KklrHs7zMPnz+Z+6q5DqfnVzgaEN54j83/X1qf2lrkMXn/YI5Kx4byCHtWppuped+/qvaAXIfFX2Pm+0qWtzR/EnhW8l/f/upKx/+WUc5n/d1oQ2djdxf6RY1ictU7TTdS0OaLyINVirQhmg/13279351cPZ6FY/u/IgkNbkOg6VN+4vp5Y6r2lIxOkhm0rzf3F9FVzR/s/2r9xfRf9dq5vR/BOlQ3/n/ANq/9sq3IfCuhwy+fBcS1I6p1EMMF5L+4njq4NNMP+o/e1Ho+m6HZ2nn+f8A+Rquf2xpU0vkaVB5lOl+9OYz7wwQxSQfYa5u80eCusvPPx/x41h3l5bwy/8AHjJWvtApHH3nhXvBP/12rLvNBvoa7Sa9gm8z/QfKqnqU3rWlKodXtTi5ob6GXyJ4P3lWPJ/e1oalqWlQ/wCg+RH5ktWNNs7C8lj8mtf3pp7Qz5obGaLyJ6j/ALBsZov9fXYTeG4JoceRVe88N2PleRir9ojP2pxesaDYw2sc9vPXL3uj+T5s8E/+truPEvhWeC1/0G+rj/7N1XMkH+tralV9qXTqHPzTz/8ALfyqp3n77/X1uXmg6rN+/wDsMsdU5tHnEX+orT2Y/aHj/wAePAX9vaN/wkdjY/6ZYQ/9tZYq8T87zv32K+sNS03zovIngr57+M3gMeCNZ+3WP7qzv5v3P/TL/plXv5bif+XZlUpnN2d5j9+f9XXSaPrGZfPgnrk4Zp/9RBWhZ+fDL59evUpnEeiWesQDy58VoQ3mP+ulcXpupGYxz+fW5Z3nnRR+RXD7NmlOqa/2y39v9dWro+sTwyxwef8A9/q5vzvJ/f8AkeV/zxohvB5X7j/njXNVpGtPc9Y8NeMIPN+z/wCskirvNH8VXE1r5H/LOvA9N1jyZf3FdpoPinyYvI+0V5tXDFnvGj6x5w/f11FneQeVHz5f/TGvF9G8VQfu58f6qu88N+KrG9tfInn8vyq4qtID0TTZvJljH/fmrkHeuXs9Y/fR+RP/ANta0LPUvK/1E8vmVxVKgHUaPefvvInrc03Up/NzPP5tcnZzfuv+utaFnezzS+RB5v8Az086oMzuIdS87/rnXJ/tCXlvB8G9Y/56f6L/AOlUVaFlef8ALaeauf8A2hNSg/4U3rH/AG6/+lUVTUM6dP8AfHyXpupQTRR/8s6sTTQfvJ/P/d1yf2z97/oM8kVE15P/AM961WG/dHt+yOk86fypPI/7Y1n6lNPD+4/1tY//AAkerWfNVx4knm/5Yf8Af6l9W9kamhNNBD1NU/8AW1Tm8SWM3/H9+7qxZ6xpXlfbv+WnnVn7KsBJND+6qPyc/wDbWibUrH/n+qOE/wDLcz/9tqz9k0aB5P8Ay3/Wjzp/Ko84eb589E/atKdQKpHD+6qOEeddZqxCPOiz+6/1NSTWfkxR5/7bUe19kZlO9s7HzqpzWc80vkQXH/XatCGz86L/AKZ0QwwQy1p7UCv9j1WH/lhVz9/DViGaY/6+fzf31WMf9MP1rT2pmZ8Pn+b5H/LSrn2yCGL9/wD6ypIf9bJ/o/7urH9j2U0WZ6j/AJdAEN5b/wDLCerkHkf8sP3VZ/8AYMEJ+zwGrEOj30MX+vrL2gGgYYPN/wCen/batSzhghh+zwf8tax7OzvoP9f5VaEN5+6/fwf9tqxMzUhh+x1saPe/6vH/ADxrn4dYgm8yD93Who83rVezA6jR7zzov39bH2yCaXpXN6PNB5sf+kV0FnBY/wCvrEzNDTZ7fzfIn/1lbkNnBDL5/n1z8Om+ddefb/6uuo02z/0WPzzXP7M5ySGzvry1kggvq1NH02+02KQD97VOGb7H/wAe9vWxZ+ReWElvPXTSOepuR/2lqv8Ar54PNjiqvqWvWM37/wAj/rtWhZmf/jxqnqUMEMv/ACyo9qByfirWL6aLyLGCuP1KbVZv+evmV6heWkE0XkeRWf8A8I3YwyyfuK0pVPZGh5XqUN9ZeXfT10HhXUvOij/fy+ZW5rHgmDWP3E5/d/8APGo9N8Bz2cv7ieu76zRq0gOo03/j1/19R3kPnS9arwnVbP8AcT/6uKrln9nm8z/SK5vaHOZepabBPaeRcVxc1n/Zt1J5H/Pau81KGeaKTyJ64PXvt1p5f/POtaRpT3LcMPnRfv6oTaPb+bJPVzTbzzoozRNMLyKTyIK1uBz+saPofl/v7GuD+J3wl0rxt4XuNKg8qOTyf9Dl/wCeUtemalCfJ/fwVz+sTQQ/8t/KkrKliq1F3NqR8P6xo+q6FqlxoeqweVcWs3lzQ0ed5EPkf+jq9k/au+Hv7qP4m6V/1z1KKH/yFLXi8M3/AC3/AOetfc4HE0cXR5zlxJqabMRF5FbGm3nnS+RP+8rn9Nmnhl/fwf6qtCGbyZfPNbVKZnT2OshvDN5dE37qsfTbz/v3Vz7Z7/pWVQ09qSedPDF/r4q1NH17/So/3/lR1hmb/lhj/rjio4byeGX9xR7I0PWNH16Af8t/3ldx4b8VTgxwf8s68H03WOI5/t0vl/8ATKuw0LxJ/wA8J/N/5aV5GJw3746D6E0HxJiLyP8AyFXYadqPnf6n/lrXg/hvxhP5sc8H/bau80fxH537/wA/93FXk1aQHrFneW83l+R/3+rYs5p/Nrz/AEDWPOirpLPXvJ/5eK4zM6yC8nh6Vyf7RWpQQ/BXWPP/AOnX/wBKoq1IdY/e1yf7RU3k/BbWPPn/ANbNa/8ApVFXJVHSpfvj5Th1Kfyv3/7yiG8sP+Pfz6p+dB5X7+o4byvXPXNSbyOvnxS1nmH/AJ+IP+/VU7y8gml8jz/N/wCeNRwzQQxSeRPR/FMwvJux/wCe1V/3tRzalPNL+/8AKqOG8gzWfszQjvIZ/wDlh5vmVJZ3mqwxf6+rE15B0/dx/wDTGq80x83z60sBoQ+JJ7OLrRD4qM0vA/1VY80M8Pmfv/8AttUcMPkf9NKPZUQOks/FUE3l/wCsrUh17Spov9fXDwzTwy1YvJoPKj/f/wDkGs/qoHafbIJov3FXIbOD93XB2efK/cT1oWesatD/AMt65fq7A6yaGCa7/wCmlHE3/POsOz8YT+VH9osv3lXIfEkH/bOWj6tWMzYs4f8AWVcsvX/yNWfDrGlD/UCtjThB5Uf7+Ouf98v4gEfkTzXX7j97Vz/VUfuIZfwqxDD9s/5b1lTTqgSWc37qPNXP3E37j/nlVfTYZ5petXPIn/5YUfwgI/selebn7P8AvK0LOz/6b1Xihn/1/kVYs7P/AJb/APLSinVMywLOeHy/Iv8A93W5Z/2qf3HkVXhh+xxR+fWhpuow+b+//wBZR7UxqGhpt5qtnx5FdJZ69fTRf6jyqy9Nmgm/f4/d1qWc3nUe1Mqpqf2lPB/00rU03WIJrWTMNc3Zf639xB5nm1oabMZopIIP3tZGdU2Ptk8MXnwQVHZ/6ZLJ59U57yez8vMFSaPeTn/rpWhkaH9mWM0v2eq+pab+9/cH95Via9gh/wBfYy+ZWXeaxB9q8ifza0Akh02eb9+PKqMWc8Mvn1J/bAmP7ieq/wDbE/8Ay3rb2YEd5eeTF/qP9VVeGaCbzKuTXkF5Ud5Bb/6g1QFPUv8AVf6/za5vXtB+2fuIJ66DyZ/N/wCuVZ+peR9q5oA5f+x57OWjz54ZZPIgrQvYP+W9Zc15cQ3XT93/AM8qmoaFfUtS/wCW88Fc3rE3nS/v4K6DWbyD/X4rn5rOeaXMFHszWkZevaDY69o0mlapBFLb3UPlzV8l+NvB0/gnxRceFp55MWs3+t/56xV9eXkJ82vI/wBpDwHPr+jR+I9Kg/0yw83zv+msVevlOJ9jW9mZ1F7U8X87/nhPViGaDzqy4O9WIZvJ/wBRPX261R5xsQz/ALr/AK5VJZzfvJPt0H/bas/TZv8AV7quQwnzZK5apoaHndPIqOb7d5f/AE0qvD5EP/XOrE/asTQk02aezl/6Z10mj6l+96f62uPs5p5hHBPBHWpZ3nkxcT06lL/l4dNOqeieG/Ek9n/qK9E8N68Yf9fPXi+j6l/y3/5Z11mgax/q4LGf/Vf8sa8nE0iz2zw34wgm8z/VV2mg6x+68iDyq8X8N6v53lzz/wDLKu80fWPO/f15GJpAekabqX72OCuf/aKm8n4N6p5E/wDz6/8ApVFUem6l+6j8iesv48alB/wpvWP+Wv8Ax6/+lUVc3s9P3gHzf51jeXX2GCD/ALbQ1oTeG9KmrD0GHypfP8iWStjzriWX/pnWuJ/6dnf7Mr3ng+D/AF8F/wCVWfN4PvoYv+Pjza6D/p3/AEqv9t4/6aZ/1NctOrWGcnqVnfGXyBBVOGHnyPIlrsJpvOlx5FF5DB5Wfs/7yumnifZGZx/7/wD13n/62q8032OL/lpJXYf2PYzWv/HjVebwrYTRf88pK1p4kS9sc351x9lz/wC1qk87/a/8gVqTeCRD5fkT1XvPDeqwxf8ALL/v9WlOrRNSnDN/q8wf6qrkMME0Xn1Xm03VYYv9RUkMw8rz/sX7ug0LFn9nhFXJoaz4ZoIbX/X1c87yqfs2Zh/y2/1FSQ/ufM/+M1HDNb+v/XGrn7jy/tFKoBIf46sQzzmLEE9U5v38Uf8A8eq5DDB5Vc1TY0LEOpX3/Pf/AKZzebWhD4k1US1nwwwTdP8AV1Ygs4PNrKpYDoLPxXPDL/x41sWfirSpuP8AnlXL+TBD0o8meGLpF+9qPZ0qoHoFnrFjNF+4n/d1c03UtKh/5b15/Z+fCPP/AHlWP383+vMlZfVjM9M/tKxm8z9/Vizs4JpfPnn/AHleX/bNVh8v7PPXSWfiTVYbX9/Wf1YzPQLOfyYo/wDW1uab/wA94LivO9N8bz2f+vgrqNN8bWPlVlTw1U4zqIfPhl8+etSy/wBb5+f3ctc3B4qsZv8AlvWhZ+JIB+4oqGZ0msTQTWuP+Wn/AFxqvoEP2Py8/u5Kx5tS8n/lvUkOv/8AbWkZnUf66Xzz+8kqPybH95PPBWHDrE/2rzxVz+2J7yKP9z5Va0/3o/ZssQ6bpV5LHPbweVVPXrODzf3E9WJrwwRVTm+0f68U/aCM/wDs2eb/AFM9R3k2q2UXn+fWnN/x6ViXl5WwFPUtYvpv+mVV/wC2P9F/fwfvKufbPtnQR+Z/zxrPvJu89TSqgU7zUrcxdI6y7yaCb9x/y0q5eeRnPkVj3sPnSx+f5ldWhrSI7uaD/UefWXef63zz+6qTUrOeE+fBPWfefboYuv7ul7IsjvIf9XWPqU2ZfsM/72OX/XVcvLyeGXz6y7zWPOljpp2dzoPnP4neD/8AhA/GVxY/8ucv7yzm/wCmVYcP+t88fvK94+KfhWx8eaBcWP8Ay+Wv7yzrwf8A487qSCfzPM/5419hluN9rRsefVpliH9zLitSGaxm/wCXj95WP53nf8t6Ibww/wCor0DnNziGagzfupP+WVU/7S/fYz/21o/137+esKoEn+pljFXLObyZf/R1RxZ82T7RRWS9saU6psWd5ceVJcW89dBpupdJ4J/+21cfDN5Nt/yz/e1qWd4JrWP/AJ51FSn7U1pVT0zQdYgllz59dx4b8R/vY+P3leN6Dqfky12HhvXv9K/f/wDXOvMxOG+2bnrlnqUE0P8Ax8VH8W7yCH4c6hP/AKzzfK/c/wDbWKuf0jWIJYo/3/7yo/iFqf8AaXw01C3n/df6r/0bFXk4mkdB53pkPkxxwf8ALOtD/QbyX9xXPw+fD+/gnqv/AGlfQy/6+svZ+1Og6iaHybX/AFFZU3/TDzfMqA69P5UfnwebUf8Ab0E8n76CSL/ptWfs7fuwLHk/vcz1Yhh/df6is+81mAS1Yh1KD/UfupazqUwLE2JovP8APqMeRD/o/wD0xo86Dyv+2NH2zzov3A8qsqgEk3+t/wBfVe8/c+XPBN5kcv8AzyqxDZ+dFipJv3H/AE0qjQr+d5sXkT/6v/njViazsZrXHkVH5ME3/LD95UkOPK8iei5mRw+G9K/dz/8ALSqc3huD/XwT1sf8sf8AX1H5P/PCf6Vv9ZrAY/8Awjc/+ogqObQb6zizBBXQQw4ijqx5M8P7ij6zWZmcfNDff8sIKuQTTw/6muoh8j/lvBFUk2kWN5FRUxJoc/8A2l5Pl/Zz5tWIdSPm/wDxqrn/AAjcE37nyP8AVVJ/wisHm+fB5orOnVpC9qRwXkPmx5rY/cTVl2fhu+/d1JLZ6rDL+/g/1ta3oDNizhg/5YVc8+DPn+fXNw6lPD3rQs9Y8n/lh+7/AOmNZgbkNn+9j/1daEMME0XkVzcOseTLXQQ6l/o3nf8APWq9kY1TQis/O/cZkqxptn/pXkT/APLKo9Nm/e/9da2Ifs/+vNSSWLPyM/8APOSpIJv9K8+D/WVHZmGabyPI/wC21SXsNv5v/LSOsfa0TnI9Y1LVYf8AUX37z/ptRZ+Kr7Tbr/rrVj+x/O8v/TqLyzvoZf3HlVQFzQfGE32+Seeuks/GEM3/ACwrl4bPyf8AX2NSTTWNna+f5FVTpgdRD4w0qaX/AKZ1JeeKrGDmCeuLhFjef9MpO1U9Ss4ITIfPrOphgO8s7yx1K28+s/UryCb/AFArg4dX1Wzl/wBB8yq954w1WH9x9o/eUU6RPsjsJpoJh/r/ACqrzTfvf9f+7rj5vG0/m+RReeNrGX/j4mrP2TNPZnUXk0HlSQVj4/deRPPWXP4ksZvL/wBO/dxVHDqcE0vn+fWvs2HszQ1KGCHy/wB//rapzQ/Y/wDlvUf9pf6yAzx/uqp3msefF++pe0q/8vCSS88jyv8AllWXqRsZv+WFR3msQeT/AMtZaz5ryD93xWn8I6Cne6PBNdefivH/AI4+CJ9Huf8AhMdKg8yOWb/TP+mVeyXl5B5X/H9F/wBtqyNeg0q8sJLGeeOSOWHy5oa6sDia2FrE1KftaJ85Wc3r/wCQqsUeN/Ctx4P1mTSv3kkf+shmm/5a1nwzf9N6++pVKVWj7SmeJVLkM3k+X5/+s86rn2yCH/rpWXNMf3c/n/vKk86eb9/RUp+1M/ampDef8t55/wDvzUkN5+98/wA/935NZ9nN+6/1FSQzf6yfFSampBmGKOD/AJZ1oWd5AP3GPL/541z9neTeV+//ANXFWpZ3nnRRzwVzmlKqblleTwy/v66jSNY/5b5ri4Zp/N8+tiyvDNL5EH+r/wCWP76sPZe1OmlVPSNG1L/lv/q6seNtRnvPAd5Y/wDLT915P/f2uP03WPJ6f9+a1NS1L+0tBkg8ivMxNK1E6aRx/wBtn+1eRmT/AFNSQ6x3nn/7ZVYm0e+EX7i+qvNZ3Hm/8eMX/XWGvO9pSPSJPtkE0X+o/eVHNeVH5Pk/8sJPMohhgm/5eJPM/wCeU1L2YezRJDN/rPPnjohhgMv2iCf/AMjVT+xT/wDLeib/AFX+op+z9qHs0aEMM8MX7iejzp4elZ/neT/qJ/8AttUn9pTzeWfIrKpSD2aNzTfFU9nayefBVyHxXB/r8Vzf9pZi/cVJDeQZrOphg9mjpP7esbyKTz5/LqxDN50sc/nxS1y/7ib/AF58qj7H/rIIL6l7OgZnced+6qOz4l/18dcf9t8RwxSf6d5kdWIfFWq2kv8Ap1j/ANdq53h/+fYHaQ+QP3+P9VRNNP5vn/8ALOubg+IWlf8ALeCtSHxVY3n/ADzlrL2VakBoed53+vt6khm82LMPl/8ATGq8GpQeV58HlVJZ/wCmy+fBVGZctP4PwrQg71n+dBDF58E9WP3/ANljn8+uMDQ8nyvLnnqxNDY/88Jay/tk+Y4L6rH2yCHr+6oA0LPTdKmikg/deZ/zyqT/AIRWxmi/1FZ8N55Ev2791WpZ6xbzReR/yzqKd/8Al2Y+0K//AAhNiIo8eb5lXIfB88MX7if9351XNN1L97/qPNjrUs9SgmtfI/dy/wDTKuinUrGJz9npuuQ/6iDzKsWepX0Ik+0QV1Gmw6T5tXIdBsZrr/llT+s1f+XgHN2WpeTLjz/K/wCeNXIdXgmv/wDXxyx1uXnhuxvIvI8j/VVn2fg+x1K/kgngkij+tFL2PtgLH9vWMUX7jyvM/wCu1FnqUE11If3tSTfDeGz/ANHsdVlijqn/AMITrkP+on82uipVo+2MzQm1mCaX9xP/AKqq95N9si/18UtU7zw34jgm/wCPH/ljXP6l/wAJHpo/0ixkqjQ6iGYwmT9x+7rLvNSgvKy4dSn7zyx1H/afeeetF7YDQFnP5X7if95VO8h/1n27/WVJNqQhi/f/AOrqnqWpW80XM/l1odBj6lN5Mv8AzzqnNDbzf8t/LrUhvIJouPL/AOmNU7zyM58ig0MO80fyf39jPVOa81zTP+W/mf8AXGati8hg83JrPu7OCaL9xP5UlaWNDPm8R65Z3XnieT97UkPj3zv+mvlVTmgvoR/r/NrLmn+xy/8AHjWvsqRmdBD4wgmi8ieCibXtKMX7+euXvNSsfKk8iDy6y5poJov+P6tPq1EzOsvNSsbz9xPcf62o7z7DN5kEE/8A35rj9SE8MvkQT+XVP7ZfQxSfv5aPqxoanjDwTB4q0uSDz/8ASPO8yGvH5rOeG6ksZ4P3kU1ekTaxPD0vq5PxtZz6lJ/bkEH+kf8ALavayl1aS9nUPLxNIw4B/wAt54Ksf62q9nMPKqSH/W+fivcn/COL2RY/1MUn7j/W0edP/wB+qj+2TTQ/vqM+TL+4prYguQ/vosVcs73915HkeXWP5xhuvPzVgTT3nl/9Mv3lcvszQ6Szmz0n8zza0NNmgh/5b1zdnN/q/wB/H71sWf7n/X+bWX72kaU9jqNN1KxhirQvJp4NL8//ADLXJ2fnn9x5Hmxy1uWf+my/YfP/AHcv/LGvNxP8I9LD7GpPZz/8u8//AH9qP/iawxcQRSVueTBj9xB5dV5rP99n/nrXy+GqHrGP+/h8v9x+8qvNNB5XkTweXH/01rYmh8ny/IqvPZ+T5k88Hm10+19kBh/Y7IxRwQCSKrcOm/6L/wAf1Wbyzg/5b1HeaDB9q8jz/wDvzNWntGBn3lnP5v7/APeVTmh8mX/UVqTaPPF+4sZ5Kp+dqtlF5E8EctaGZXm8/wD57/u6POn8qP8A551Ym8iaKPz9K/1tR+TY3n/HjP5X76nVNAh1j/WQZ8qSrkV52gnqL+zrj0ipn7iH9xPY/wDbWsqlNGZoQ6kZ4seRUkN5BNNH9orP/cfuz5/lcVJD58EUk9vP5tZ+y/59gXJrOxml/wBRHUf9g+T/AMeM8nl1X86+83yKuQ6xBD+4noqh7NEkM2ueV+4n/wCuNWIbzxHZy/voKjs9SgmHH/f2tCG8g839/WdjL2RHZ+MJ/wDUTz/9/q2IfFXnRZ+3Vj/6DeSfv4P+2VR/2bBPL/0zrL2VH+GQdJD4wgml/fwVc/4SSxP+v/d1xf2O+hMn2Gf/ALbVJDeGGXyJ7HzKKmGpfwwO4/tKC8ijgguP3dalpNBD/qK4PTdRgEv7if8A7Y1oTalfQj9xff6393WX1b2RmdhDNfWZ/cVoaPeTw3X+v/7Y1w8PiSeH/UfvK1NN8SeT/wAsIqzqUgPRLPWPKmj8+tSy1+D/AFBrh7PWLGaLz57f95Uh1KDzY/In/eVn7In2Z6RZ695Mv7+fzKuaRN9s+0T+fXnZ1ifzZIPPrpPBN5ffYJPIn/5bViZ1KZ2n9mz+V+4nlo/sGeGI/v6r6RrE/lfv5ooo4quf2x537iuf2da5yliy0eeHy/6VT17SJ7yWP/Qa2DqfkyxwDyqjvPEn2O68jyK1qVawHL/YtKhi8i+0qKse88K6HeeZix8qu0vNYsbyX9/BWfN9hmlknMFaUqtY0W5xc/g+3m8uCC+rH1LwHfAyfYZ4pK7i9s7H7V5//LOq/kwTQyT2M9dP1msdi2PK5vDeuQxR5g/5bf8ALKq82m+I4Zo4J4Ja9ImtJ/t8n7+SX3qO803zv+W9arGmh5HqWpX0PmefY1TvNSgzj95XqGveG4Jv+XGOubvPB9vNLJB9hrSljqJftTi/tkE3+on/AHdU9Sz/AMsf9XiuwvPh7B9kk8iesPWPh7fTWufP82Ou2niaNUZyeow2/lf6iseazg8rP/LSuovPDeuabN/qPMrn9Sh1URcWMkn/AGxrppNGZn+TN/z3/Wo5vttH2zmSf97Veeae8l/1/wC7rrAju7OCa1+0Qf6ysfUtHn/1EE8slbk15+6/f/vY/wDpjWfN5E0X2iCetKVXUx9mcXqVnPo8v+o/d1HDN50XkV0Gp6bBqVrJ/wAtf+ePm1zY8+zupIL391J/zxr3sNifao8nE0vZFgY82Pz6POnil/1/7uq/nQed9nqT7Zx+4/1ldxzkkM0E0v8A1y/6Y1Yhm+x+ZWfD5EPmT/8AkarEN5+98/8A56zVl7NF+1NCzm/e/wDLOtSz1Kfv/wAsv9TWHMR5v7j955v/AC2qxifzY/3/APqq5/Z3ohSOo02883yz58dbmgXvnazHY/8APWuH028nmuo/38v7quw8B3nneI7OC+8r/lr53/fqvIxtP/ZKh6WG/inoE0083+vgqv8AbPO5ommnhl8iiG8I/wBR5X/bKaviadI9eZXh/ff9NKP+nf8ASpIJoJvL8/8A66VXm88/6if93WtP90aLYkm8jyv3H72o5vIm8v8AcVXmmns7Xz7eiG88n9/fQVqBJDD50Uggnoms5/3fNWIJrHyv3FSTTT2fEEH/AGxpe1rGhlzQ5i8jyKpzabYzeZPP5v8A11rcH/Tf/vzUf/H5/wAe/l/uqPamfsjDh0G++y/8Sq+/1tR3v9uab+4ng8yOtyaz/dR4EtSfY/3X+v8AN/67VrTxJnUOfhmg/wCW9jUn/Ep/6bV0Hk+TF/qPNqvNptjNH/x4+VS+s0gMuGG+/eeRPFJSf6b/AM+VXZtBghl/ceb5dE2m+TD5H27zf+u1a1KtECnDDB/y3gljqxZw/uv3E/7yrn2K++y8QeZ5v/PWq80P/PxYyRUe0QFf/ia+d38urlnrHeeo/Onhtf3P/XSo/O/57wfWs1uBqQ6nB/r6sedpM0VZcM0E3QfvKLODH+kef5taez/enObkVnpWZP8AprUf9mz+b/r6y/8AToP9R5v+uqSG8voZf39Hs6wGxD59nF59xB/qqkh1L/nuP+/VU4dS/e1qWU0E3meeKALGm6nn/lv5X/PatD7Z537+D/yFWf8AY7Gb9wBUkNnPNF+4vqzsBqRXk80Unkfuq0NB8Yar4b/cT/vY6x4Zr7TOTUf9sWM037/zI6PqovZHoGj/ABUg83/ToK3LP4kaVN+4+0eVXmdnNYzRR/v/AN5FUc1mYZfPnn/1tc1TD0g9nRPZP+FhaHN5f2fVf3lWNS1KCb/ie/bo/wB1Xic83kx/aIJ5fMqT+2Ncnijg+2yRfvqy+rC+rs9s02X+0pY77935f/TarEM1jPdSefBXj9l8QvEej/uJ5/Mjq5pvxUnhl8++/eyVnUwVWlSOepSPQNYMEP7+D97Uej+R5UkE89cne/E6xvLXmpIfiFocP+gwXH+keTWfs6xoqZsXnnw3XkQebJRDeeTL/pFZ9nrFjNL/AMf3/XGrEPn3kv2eesqm5sZ95PPefv8A/wAg1H508MUc4/eVYvPs/m/v4Kpw/vrWT9xWS3F7Qj86x8qs+byPN4/1dWMiGKSC38z91DVe8mgmi8iCu5UxmfqUME3/ACwrHvNHsf8AnhFW5N+6rPml9v8AtjWlKqwOf1LwfpV55kHkVz+pfD7Srz9xXYTTHP8A00rPvIfJtft32j95XTTxNYzPP9S+FU/m+fb6r+7rPm8B+KrOLyMRy16B9jnh8ufz6p3kP+srup4kn2Z5veeFNc02KSCaxrm/Emj32PPgsfLk/wCuNewXnn+V/wBM6y+JofIngi8uWb/lrXbSzL2JnVpfujw/HP8Ax8fvPrUkMP8Aov8A00rqPib4Pg0eX+3LDyvL87/TIv8A2rXJ+d5P/bKvrcNVo4ujz0zxKlL2QTXnky+fB+9kqxF++ix+9qnN++/11SWl5/rPPt66fZjLlnNB5vkefVzzvJ/6ZVlzf8ev/kOrA/fQx+f+9ki/57VzVP3RobFnF/rOJY44q6j4bnHjezuPIj8z97/rf+uVcP50/wBq/wCWksctdL8MLyebx5YT/wDXX/0VLXkZgm8JULwz9lVN+z8YX03H26X91Uk3jyezl/5Zyx1j/wBmweb5/wC8qneaPDeRefBP5sn/AEyryaVKjVPcpVLnWWfxO0q8PkT/AOs/57VoQ+PPDk37gVw8Oj6VDF5E8HmyVc/4lcMMn7is8RgsJ7U7TtJryCb/AEiDzak+2eTFH/p0dcXDeeTax+R5tWLPUv3v+vi/7a1lVw3sv4YHcVH5xii/5a1yf/CSX1n/AKiern/Caz2f+vg8yOvN9lV9saG/DN/y3g/1lL508MX78xeZWPD4wgmi/wBR+8oh1jSpv3/7yKtamGM6puHUv9WZ4P8AtrQLyCGKOs+DUrHypDBPVzyYJov+elctSpYCxDN5037+GKpJv3PE/mVThi8mL9/P+7q5BCP+fjzI5akCTzp5uPIj8uqfk/6yEwVJNNP+8qSzvJ5ov9T/ANtv+etX7IA+xweV/o9SWdnP5vnwT+bR51ufL/f/ALypP7TgzHPAf3f/AF2rL2vsgCaznh62NRw6b5Nr/qKufbIJov8ApnLUnnQXlc31n98Bnw2djN+48iWOo/7Hgmj8+xnrQns55paj8j97/wAeP7zzq7vrLM/Zoy5tNvofL/06jyb793PPBF+9rUm8iaXyJ4KIYbH93B58ldNLEnNUpmXP5Hlfv4PL/wCuNWNNm87zPInrQvBBD5nkeVJJRZ6bY+V/qIqKmJoh7Ir+df8Am+f5/wC7q5Z6xPZxf6R5vl1Y/sb/AJ7wS1TmsxjyPPl/+O1p7Sj/AMvDU1NN16D95BWhNqVhN/y41y8Vp5PAuIvMqSazvh/qPN/7/U/a0QOoh/sP8KJoYIfL8i+82uPh1LVbOWSw8+PzK6Sz17wr/YPn6p5sV5S9kKp+6NC8h/deR5Pm/wDXGo7Oa3879/BJWHZ+Ksy4rU/t6xm/f1p7NjLk3kTSyfv6y7zTZ4e8lSQ/YZpf3E9R3nnw/wCon/5Y0GhnzQzwxVnzalfQ/v4J5a0NSvLiG2/fweb/ANtq5f8AtKebXo/P8yK3ioppAdBZ+MJ7OLHn3PmVoQ/EjVc/uNVrm7z7DeRfv56pzWfnRSTwQf6r93XN9WpGh2EPxI8R9p/Nq5/wtrVbOKSDyIq8zmN8P+PGeq95rGqwxfuJ61WBomVSkeuWfxO0oRf6d+6klo/4TbQpv+X795Xj8PiS+8rz56jm8YQY8/8AexUVMtM/ZHtEHiTSphJYwTfvKrzalBDLHB53m+b/AMtoq8jh1ie8ijuIL7ypKkh8VarMPIg1Xyo6y+o/bD2R6ZealB/qKy7zWfOi8/yJa4uH4harZ/8ALeOWqcvxrOnRf6dpXl1nSwVa5B2n9sQXl1+//wCeNEs0HWeuTh+KfhycxzCbyvN/13m/62tA+MNE1GL9zfRf9/q1qUqyA0JoYLyLyJ4Kz5rOxm/6ZVJDrFiJc/bvM83/AJ7UTTQTRSf8s65vaVv+XhNUp6lpsF5F5E/l15P8QvB//CK6p9osf+POX/Uzf88v+mVeqTXkA8z/AJ6Vn69DBrOlyaVqsHmRyw/voa9vLMd9VrWOarhvani9neT+V+48vzIqIZvJP2eCCWpNe0e+8Kap9hnP/XGb/pl/z1qv53neYPP8uP8A57TV91S9lV/eHg7P94WPO8mX/Ufu6khm/e+Rj/W/89ap2c3ejzoPN/0H/llRUp0S6dQ1P3/nf6+PzIq3PCs0EOsx+f8A6yX/AL+/6qubh6eQD5vm/vK0PDf77xRH5/8ArJf/AI1XDiaX+yVDppfxT//Z",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "\n"
          ]
        },
        {
          "data": {
            "image/jpeg": 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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "\n"
          ]
        },
        {
          "data": {
            "image/jpeg": 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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "\n"
          ]
        },
        {
          "data": {
            "image/jpeg": 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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "\n"
          ]
        },
        {
          "data": {
            "image/jpeg": 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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "\n"
          ]
        },
        {
          "data": {
            "image/jpeg": 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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "\n"
          ]
        },
        {
          "data": {
            "image/jpeg": 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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "\n"
          ]
        },
        {
          "data": {
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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "\n"
          ]
        }
      ],
      "source": [
        "#display inference on ALL test images\n",
        "\n",
        "import glob\n",
        "from IPython.display import Image, display\n",
        "\n",
        "i = 0\n",
        "limit = 10 # max images to print\n",
        "for imageName in glob.glob('/home/mrblack/Projects_DL/SignLanguage_YOLOv7/yolov7/runs/detect/exp/*.jpg'): #assuming JPG\n",
        "    if i < limit:\n",
        "      display(Image(filename=imageName))\n",
        "      print(\"\\n\")\n",
        "    i = i + 1\n",
        "    "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aMumI7a2JDAN"
      },
      "source": [
        "# Reparameterize for Inference\n",
        "\n",
        "https://github.com/WongKinYiu/yolov7/blob/main/tools/reparameterization.ipynb"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4jn4kCtgKiGO"
      },
      "source": [
        "# OPTIONAL: Deployment\n",
        "\n",
        "To deploy, you'll need to export your weights and save them to use later."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xh_UC1IyZstr",
        "outputId": "b9323d54-935b-4f29-e03a-82e20d17201a"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "/home/mrblack/Projects_DL/SignLanguage_YOLOv7/yolov7\n"
          ]
        }
      ],
      "source": [
        "!pwd"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bTcrhA-uZ3Nb",
        "outputId": "674ffa6a-a800-4a96-8555-9e4cc6bde8ba"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "American-Sign-Language-Letters-2  export.zip\t    runs\n",
            "best.onnx\t\t\t  figure\t    scripts\n",
            "best.pt\t\t\t\t  hubconf.py\t    test.py\n",
            "best.torchscript.pt\t\t  inference\t    tools\n",
            "best.torchscript.ptl\t\t  LICENSE.md\t    traced_model.pt\n",
            "cfg\t\t\t\t  models\t    train_aux.py\n",
            "data\t\t\t\t  paper\t\t    train.py\n",
            "deploy\t\t\t\t  __pycache__\t    utils\n",
            "detect.py\t\t\t  README.md\t    wandb\n",
            "export.py\t\t\t  requirements.txt  yolov7_training.pt\n"
          ]
        }
      ],
      "source": [
        "!ls"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ug18juzdZuAF",
        "outputId": "78aa2416-30b5-4ab4-ed58-7f9cab9cdc99"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "/content/drive/MyDrive/SignLanguageDetection/yolov7\n"
          ]
        }
      ],
      "source": [
        "%cd drive/MyDrive/SignLanguageDetection/yolov7/"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wWOok8abrCsL",
        "outputId": "453cb4cf-cd7c-42f0-a63d-e76b21c8e545"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
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          ]
        }
      ],
      "source": [
        "# optional, zip to download weights and results locally\n",
        "\n",
        "!zip -r export.zip runs/detect\n",
        "!zip -r export.zip runs/train/exp6/weights/best.pt\n",
        "!zip export.zip runs/train/exp6/*"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "f41PvE5gKhYw"
      },
      "source": [
        "# OPTIONAL: Active Learning Example\n",
        "\n",
        "Once our first training run is complete, we should use our model to help identify which images are most problematic in order to investigate, annotate, and improve our dataset (and, therefore, model).\n",
        "\n",
        "To do that, we can execute code that automatically uploads images back to our hosted dataset if the image is a specific class or below a given confidence threshold.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "mcINqQS7Kt3-"
      },
      "outputs": [],
      "source": [
        "# # setup access to your workspace\n",
        "# rf = Roboflow(api_key=\"YOUR_API_KEY\")                               # used above to load data\n",
        "# inference_project =  rf.workspace().project(\"YOUR_PROJECT_NAME\")    # used above to load data\n",
        "# model = inference_project.version(1).model\n",
        "\n",
        "# upload_project = rf.workspace().project(\"YOUR_PROJECT_NAME\")\n",
        "\n",
        "# print(\"inference reference point: \", inference_project)\n",
        "# print(\"upload destination: \", upload_project)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "cEl1NVE3LSD_"
      },
      "outputs": [],
      "source": [
        "# # example upload: if prediction is below a given confidence threshold, upload it \n",
        "\n",
        "# confidence_interval = [10,70]                                   # [lower_bound_percent, upper_bound_percent]\n",
        "\n",
        "# for prediction in predictions:                                  # predictions list to loop through\n",
        "#   if(prediction['confidence'] * 100 >= confidence_interval[0] and \n",
        "#           prediction['confidence'] * 100 <= confidence_interval[1]):\n",
        "        \n",
        "#           # upload on success!\n",
        "#           print(' >> image uploaded!')\n",
        "#           upload_project.upload(image, num_retry_uploads=3)     # upload image in question"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "LVpCFeU-K4gb"
      },
      "source": [
        "# Next steps\n",
        "\n",
        "Congratulations, you've trained a custom YOLOv7 model! Next, start thinking about deploying and [building an MLOps pipeline](https://docs.roboflow.com) so your model gets better the more data it sees in the wild."
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "provenance": []
    },
    "gpuClass": "standard",
    "kernelspec": {
      "display_name": "venv_signLanguage",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.8.10"
    },
    "vscode": {
      "interpreter": {
        "hash": "d4e9d720ed516f16d73fb007b435309c5c1aaf742885f7295284d0960e709c68"
      }
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}