crnn_train.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/nissansz/PySceneDetect/blob/master/crnn_train.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!unzip '/content/drive/MyDrive/Colab Notebooks/crnn.zip' #解压到根目录"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "QKHfuBjVcDTx",
        "outputId": "51cbd3ec-e4de-49ee-a742-20beb0229464"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Archive:  /content/drive/MyDrive/Colab Notebooks/crnn.zip\n",
            "   creating: crnn/\n",
            "   creating: crnn/.idea/\n",
            "  inflating: crnn/.idea/.gitignore   \n",
            "  inflating: crnn/.idea/CRNN.iml     \n",
            "   creating: crnn/.idea/inspectionProfiles/\n",
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            "  inflating: crnn/detect_colab.py    \n",
            "  inflating: crnn/detect_write_txt_Each_Image.py  \n",
            "  inflating: crnn/detect_write_txt_Each_Image_by_boundingBox_CombineBox.py  \n",
            "  inflating: crnn/detect_write_txt_Each_Image_by_boundingBox_split.py  \n",
            "   creating: crnn/fonts/\n",
            "  inflating: crnn/fonts/Deng.ttf     \n",
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            "  inflating: crnn/generatorbyLine_testZero.py  \n",
            "   creating: crnn/output/\n",
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            " extracting: crnn/utils/data/__init__.py  \n",
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            " extracting: crnn/utils/data2/__init__.py  \n",
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            "   creating: crnn/utils/loggers/\n",
            "  inflating: crnn/utils/loggers/log.py  \n",
            " extracting: crnn/utils/loggers/__init__.py  \n",
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            " extracting: crnn/utils/__init__.py  \n",
            "   creating: crnn/utils/__pycache__/\n",
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          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!unzip '/content/drive/MyDrive/Colab Notebooks/crnnTraintext.zip' #解压到根目录"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "rveCQJ0hLpBI",
        "outputId": "d9a1e852-6861-4539-991f-3db2d56db71d"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Archive:  /content/drive/MyDrive/Colab Notebooks/crnnTraintext.zip\n",
            "   creating: crnnTraintext/\n",
            "   creating: crnnTraintext/.idea/\n",
            "  inflating: crnnTraintext/.idea/.gitignore  \n",
            "  inflating: crnnTraintext/.idea/CRNN.iml  \n",
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            "  inflating: crnnTraintext/config.py  \n",
            "  inflating: crnnTraintext/crnn.py   \n",
            "   creating: crnnTraintext/data/\n",
            "  inflating: crnnTraintext/data/chinese -jpep1.txt  \n",
            "  inflating: crnnTraintext/data/chinese-all - 副本.txt  \n",
            "  inflating: crnnTraintext/data/chinese-lines python getChinese缺少半角 和全角空格.txt  \n",
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            "  inflating: crnnTraintext/data/chinese.txt  \n",
            "   creating: crnnTraintext/data/images/\n",
            "   creating: crnnTraintext/data/images/val/\n",
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            "  inflating: crnnTraintext/__pycache__/train_batch.cpython-38.pyc  \n",
            "  inflating: crnnTraintext/__pycache__/train_label.cpython-38.pyc  \n",
            "  inflating: crnnTraintext/__pycache__/val.cpython-38.pyc  \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!unzip '/content/drive/MyDrive/Colab Notebooks/labels 添加易错字符-1300万 20220223dramaSrt.zip' #解压到根目录\n",
        "!unzip '/content/drive/MyDrive/Colab Notebooks/bg 0-33张追新番无字幕截图.zip'  #解压到根目录\n",
        "!unzip '/content/drive/MyDrive/Colab Notebooks/trainkeys_shuffle - 1300万.zip' #解压到根目录"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TNRjDzfXcOC0",
        "outputId": "a24a7c59-bb38-472f-ad0e-9e81c58251ac"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Archive:  /content/drive/MyDrive/Colab Notebooks/labels 添加易错字符-1300万 20220223dramaSrt.zip\n",
            "  inflating: val.txt                 \n",
            "  inflating: train.txt               \n",
            "Archive:  /content/drive/MyDrive/Colab Notebooks/bg 0-33张追新番无字幕截图.zip\n",
            "   creating: bg/\n",
            "  inflating: bg/0.jpg                \n",
            "  inflating: bg/1.jpg                \n",
            "  inflating: bg/10.jpg               \n",
            "  inflating: bg/11.jpg               \n",
            "  inflating: bg/12.jpg               \n",
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            "  inflating: bg/33.jpg               \n",
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            "  inflating: bg/8.jpg                \n",
            "  inflating: bg/9.jpg                \n",
            "Archive:  /content/drive/MyDrive/Colab Notebooks/trainkeys_shuffle - 1300万.zip\n",
            "  inflating: trainkeys_shuffle.txt   \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install fontTools"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ENoRqff_f6Oj",
        "outputId": "5b4dcfc9-912b-4fd1-ce6c-aff18a7b01f0"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting fontTools\n",
            "  Downloading fonttools-4.30.0-py3-none-any.whl (898 kB)\n",
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            "\u001b[?25hInstalling collected packages: fontTools\n",
            "Successfully installed fontTools-4.30.0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!python /content/crnn/train.py --lr 0.00001 --chinese '/content/crnn/data/chinese.txt' --labels '/content/' --num_workers 2 --shufflePath '/content/trainkeys_shuffle.txt' --bgPath '/content/bg/' --weights '/content/drive/MyDrive/Colab Notebooks/chinese_247000_427398_01_1.0646029619215782_0.8785064837655844.pt' --batch_size 32 --savebatch 500 --shuffleLast 247000"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "dxCMwYdadra8",
        "outputId": "1593b0e9-2f68-4b8e-ae85-bc1def917404"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "python3: can't open file '/content/crnn/train.py': [Errno 2] No such file or directory\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!python /content/crnnTraintext/train.py --lr 0.00001 --chinese '/content/crnn/data/chinese.txt' --labels '/content/' --num_workers 2 --shufflePath '/content/trainkeys_shuffle.txt' --bgPath '/content/bg/' --weights '/content/drive/MyDrive/Colab Notebooks/chinese_247000_427398_01_1.0646029619215782_0.8785064837655844.pt' --batch_size 32 --savebatch 10 --shuffleLast 247000"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "f8lkrzG_MPkF",
        "outputId": "6d4e422c-cd2f-4078-dc5e-51ca018f7d6a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "load /content/drive/MyDrive/Colab Notebooks/chinese_247000_427398_01_1.0646029619215782_0.8785064837655844.pt model success!\n",
            "\u001b[1;34mparameter\u001b[0m: epochs=1,batch_size=32,lr=1e-05,device=cuda,chinese=/content/crnn/data/chinese.txt,labels/content/,imgH=32,nc=1,nh=256,val_epoch=1,save_all=True,best=0.5,test=False,weights=/content/drive/MyDrive/Colab Notebooks/chinese_247000_427398_01_1.0646029619215782_0.8785064837655844.pt,name=weights\n",
            "\u001b[1;34moptimizer\u001b[0m:\n",
            "Adam (\n",
            "Parameter Group 0\n",
            "    amsgrad: False\n",
            "    betas: (0.9, 0.999)\n",
            "    eps: 1e-08\n",
            "    lr: 1e-05\n",
            "    weight_decay: 0\n",
            ")\n",
            "\u001b[1;34mmodel\u001b[0m:\n",
            "CRNN(\n",
            "  (cnn): Sequential(\n",
            "    (0): Conv2d(1, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "    (2): ReLU(inplace=True)\n",
            "    (3): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
            "    (4): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "    (5): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "    (6): ReLU(inplace=True)\n",
            "    (7): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
            "    (8): Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "    (9): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "    (10): ReLU(inplace=True)\n",
            "    (11): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "    (12): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "    (13): ReLU(inplace=True)\n",
            "    (14): MaxPool2d(kernel_size=(2, 2), stride=(2, 1), padding=(0, 1), dilation=1, ceil_mode=False)\n",
            "    (15): Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "    (16): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "    (17): ReLU(inplace=True)\n",
            "    (18): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "    (19): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "    (20): ReLU(inplace=True)\n",
            "    (21): MaxPool2d(kernel_size=(2, 2), stride=(2, 1), padding=(0, 1), dilation=1, ceil_mode=False)\n",
            "    (22): Conv2d(512, 512, kernel_size=(2, 2), stride=(1, 1), bias=False)\n",
            "    (23): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "    (24): ReLU(inplace=True)\n",
            "  )\n",
            "  (rnn): Sequential(\n",
            "    (0): BidirectionalLSTM(\n",
            "      (rnn): LSTM(512, 256, bidirectional=True)\n",
            "      (embedding): Linear(in_features=512, out_features=256, bias=True)\n",
            "    )\n",
            "    (1): BidirectionalLSTM(\n",
            "      (rnn): LSTM(256, 256, bidirectional=True)\n",
            "      (embedding): Linear(in_features=512, out_features=63465, bias=True)\n",
            "    )\n",
            "  )\n",
            ")\n",
            "  0% 0/180398 [00:00<?, ?it/s]epoch 1: train_loss=2.3775179386138916, train_acc=0.78125\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.78125\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.78125\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.78125\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.78125\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.78125\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.78125\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.78125\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.8125\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.8125\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.8125\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.84375\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.84375\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.84375\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.84375\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.84375\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.84375\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.84375\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.84375\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.84375\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.84375\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.84375\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.84375\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.84375\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.84375\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.84375\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.875\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.875\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.875\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.875\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.875\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.875\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.875\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.875\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.875\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.875\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.875\n",
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            "epoch 1: train_loss=2.3775179386138916, train_acc=0.875\n",
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            "epoch 1: train_loss=2.3775179386138916, train_acc=0.875\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.875\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.875\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.875\n",
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            "epoch 1: train_loss=2.3775179386138916, train_acc=0.90625\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.90625\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.90625\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.90625\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.90625\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.90625\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.90625\n",
            "epoch 1: train_loss=2.3775179386138916, train_acc=0.90625\n",
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            "epoch 1: train_loss=2.3775179386138916, train_acc=0.90625\n",
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            "epoch 1: train_loss=2.3775179386138916, train_acc=0.9375\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "6DedN-brQOGk",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "2ca6e574-7d81-43f4-e86e-8a366ae2097a"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Sat Feb 19 22:16:42 2022       \n",
            "+-----------------------------------------------------------------------------+\n",
            "| NVIDIA-SMI 460.32.03    Driver Version: 460.32.03    CUDA Version: 11.2     |\n",
            "|-------------------------------+----------------------+----------------------+\n",
            "| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |\n",
            "| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |\n",
            "|                               |                      |               MIG M. |\n",
            "|===============================+======================+======================|\n",
            "|   0  Tesla K80           Off  | 00000000:00:04.0 Off |                    0 |\n",
            "| N/A   47C    P8    30W / 149W |      0MiB / 11441MiB |      0%      Default |\n",
            "|                               |                      |                  N/A |\n",
            "+-------------------------------+----------------------+----------------------+\n",
            "                                                                               \n",
            "+-----------------------------------------------------------------------------+\n",
            "| Processes:                                                                  |\n",
            "|  GPU   GI   CI        PID   Type   Process name                  GPU Memory |\n",
            "|        ID   ID                                                   Usage      |\n",
            "|=============================================================================|\n",
            "|  No running processes found                                                 |\n",
            "+-----------------------------------------------------------------------------+\n"
          ]
        }
      ],
      "source": [
        "!/opt/bin/nvidia-smi"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xJP3eD-UCAYu",
        "outputId": "bdeb8c3f-ef35-4969-bea8-390db8d2b8dc"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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            "  inflating: chinese/img_0257923.jpg  \n",
            "  inflating: chinese/img_0551695.jpg  \n",
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            "  inflating: chinese/img_0468911.jpg  \n",
            "  inflating: chinese/img_0671211.jpg  \n",
            "  inflating: chinese/img_0355040.jpg  \n",
            "  inflating: chinese/img_0349330.jpg  \n",
            "  inflating: chinese/img_0951728.jpg  \n",
            "  inflating: chinese/img_0134748.jpg  \n",
            "  inflating: chinese/img_0518377.jpg  \n",
            "  inflating: chinese/img_0221592.jpg  \n",
            "  inflating: chinese/img_0189492.jpg  \n",
            "  inflating: chinese/img_0910317.jpg  \n",
            "  inflating: chinese/img_0976849.jpg  \n",
            "  inflating: chinese/img_0538684.jpg  \n",
            "  inflating: chinese/img_0423028.jpg  \n",
            "  inflating: chinese/img_0148645.jpg  \n",
            "  inflating: chinese/img_0206787.jpg  \n",
            "  inflating: chinese/img_0366000.jpg  \n",
            "  inflating: chinese/img_0020949.jpg  \n",
            "  inflating: chinese/img_0230234.jpg  \n",
            "  inflating: chinese/img_0923413.jpg  \n",
            "  inflating: chinese/img_0881662.jpg  \n",
            "  inflating: chinese/img_0183903.jpg  \n",
            "  inflating: chinese/img_0887271.jpg  \n",
            "  inflating: chinese/img_0326534.jpg  \n",
            "  inflating: chinese/img_0707454.jpg  \n",
            "  inflating: chinese/img_0758509.jpg  \n",
            "  inflating: chinese/img_0216516.jpg  \n",
            "  inflating: chinese/img_0504797.jpg  \n",
            "  inflating: chinese/img_0150908.jpg  \n",
            "  inflating: chinese/img_0557395.jpg  \n",
            "  inflating: chinese/img_0547316.jpg  \n",
            "  inflating: chinese/img_0958396.jpg  \n",
            "  inflating: chinese/img_0119437.jpg  \n",
            "  inflating: chinese/img_0634363.jpg  \n",
            "  inflating: chinese/img_0673216.jpg  \n",
            "  inflating: chinese/img_0372398.jpg  \n",
            "  inflating: chinese/img_0106757.jpg  \n",
            "  inflating: chinese/img_0535252.jpg  \n",
            "  inflating: chinese/img_0856660.jpg  \n",
            "  inflating: chinese/img_0603755.jpg  \n",
            "  inflating: chinese/img_0278927.jpg  \n",
            "  inflating: chinese/img_0431026.jpg  \n",
            "  inflating: chinese/img_0176732.jpg  \n",
            "  inflating: chinese/img_0097100.jpg  \n",
            "  inflating: chinese/img_0662665.jpg  \n",
            "  inflating: chinese/img_0343328.jpg  \n",
            "  inflating: chinese/img_0945646.jpg  \n",
            "  inflating: chinese/img_0928122.jpg  \n",
            "  inflating: chinese/img_0603715.jpg  \n",
            "  inflating: chinese/img_0035930.jpg  \n",
            "  inflating: chinese/img_0205765.jpg  \n",
            "  inflating: chinese/img_0632081.jpg  \n",
            "  inflating: chinese/img_0823167.jpg  \n",
            "  inflating: chinese/img_0583648.jpg  \n",
            "  inflating: chinese/img_0373440.jpg  \n",
            "  inflating: chinese/img_0969086.jpg  \n",
            "  inflating: chinese/img_0778526.jpg  \n",
            "  inflating: chinese/img_0421467.jpg  \n",
            "  inflating: chinese/img_0115180.jpg  \n"
          ]
        }
      ],
      "source": [
        "!unzip '/content/drive/MyDrive/Colab Notebooks/chinese.zip'"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!python /content/crnn/train.py"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "IMs4fV_EMrvw",
        "outputId": "aee5378a-4c66-4bea-a576-f6cfeb3e587b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "no saved model, training will start from scratch!\n",
            "\u001b[1;34mparameter\u001b[0m: epochs=1,batch_size=32,lr=0.0001,device=cuda,chinese=/content/crnn/data/chinese.txt,images=/content/chinese,labels/content/crnn/data/labels/,imgH=32,nc=1,nh=256,val_epoch=1,save_all=True,best=0.5,test=False,weights=,name=/content/drive/MyDrive/Colab Notebooks/weights\n",
            "\u001b[1;34moptimizer\u001b[0m:\n",
            "Adam (\n",
            "Parameter Group 0\n",
            "    amsgrad: False\n",
            "    betas: (0.9, 0.999)\n",
            "    eps: 1e-08\n",
            "    lr: 0.0001\n",
            "    weight_decay: 0\n",
            ")\n",
            "\u001b[1;34mmodel\u001b[0m:\n",
            "CRNN(\n",
            "  (cnn): Sequential(\n",
            "    (0): Conv2d(1, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "    (2): ReLU(inplace=True)\n",
            "    (3): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
            "    (4): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "    (5): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "    (6): ReLU(inplace=True)\n",
            "    (7): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
            "    (8): Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "    (9): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "    (10): ReLU(inplace=True)\n",
            "    (11): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "    (12): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "    (13): ReLU(inplace=True)\n",
            "    (14): MaxPool2d(kernel_size=(2, 2), stride=(2, 1), padding=(0, 1), dilation=1, ceil_mode=False)\n",
            "    (15): Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "    (16): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "    (17): ReLU(inplace=True)\n",
            "    (18): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
            "    (19): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "    (20): ReLU(inplace=True)\n",
            "    (21): MaxPool2d(kernel_size=(2, 2), stride=(2, 1), padding=(0, 1), dilation=1, ceil_mode=False)\n",
            "    (22): Conv2d(512, 512, kernel_size=(2, 2), stride=(1, 1), bias=False)\n",
            "    (23): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
            "    (24): ReLU(inplace=True)\n",
            "  )\n",
            "  (rnn): Sequential(\n",
            "    (0): BidirectionalLSTM(\n",
            "      (rnn): LSTM(512, 256, bidirectional=True)\n",
            "      (embedding): Linear(in_features=512, out_features=256, bias=True)\n",
            "    )\n",
            "    (1): BidirectionalLSTM(\n",
            "      (rnn): LSTM(256, 256, bidirectional=True)\n",
            "      (embedding): Linear(in_features=512, out_features=2569, bias=True)\n",
            "    )\n",
            "  )\n",
            ")\n",
            "epoch 1:  17% 4066/23438 [1:51:13<9:08:06,  1.70s/it, acc=0.25, loss=18.6]"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "XUcLCk-gplqA"
      },
      "outputs": [],
      "source": [
        "!ls '/content/chinese'"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!ls '/content/drive/MyDrive/Colab Notebooks/weights'"
      ],
      "metadata": {
        "id": "9_c8JejQPSeO"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ysz2_V2MqGPy",
        "outputId": "d8f6d854-eebc-4045-e1ec-6ebf13c04a75"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "cp: -r not specified; omitting directory '/content/chinese'\n"
          ]
        }
      ],
      "source": [
        "!cp '/content/chinese' '/content/drive/MyDrive/Colab Notebooks/Chinese'"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "OxlHscgB5zIP"
      },
      "source": [
        "修改dataset.py, train.py 图片路径，weights删除"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DgaHvcXZk1li",
        "outputId": "d0cd74ee-7752-4737-89ca-ae5a9de37634"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Archive:  /content/drive/MyDrive/Colab Notebooks/chinese.zip\n",
            "caution: filename not matched:  /content/drive/MyDrive/Colab Notebooks/chineseExtracted\n"
          ]
        }
      ],
      "source": [
        "!unzip '/content/drive/MyDrive/Colab Notebooks/chinese.zip' '/content/drive/MyDrive/Colab Notebooks/chineseExtracted' "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ghiPjtf5CSL7",
        "outputId": "976e2be9-470c-4c24-e5d2-8bc05b223fbe"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "^C\n"
          ]
        }
      ],
      "source": [
        "!cp -r '/content/chinese' '/content/drive/MyDrive/Colab Notebooks/Chinese'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "CDZB2VSBDOdv",
        "outputId": "0b2d1996-03c0-4086-94d2-c61baf50a28b"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Archive:  /content/drive/MyDrive/Colab Notebooks/chinese.zip\n",
            "caution: filename not matched:  /crnn/chinese/\n"
          ]
        }
      ],
      "source": [
        "!unzip '/content/drive/MyDrive/Colab Notebooks/chinese.zip' '/crnn/chinese/'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "R0hzZD22JDjQ",
        "outputId": "a786efe1-8ad2-4b3c-fdd4-5a57b4d7f17b"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Python 3.7.12\n"
          ]
        }
      ],
      "source": [
        "!python --version"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "S9m1U349LEWv"
      },
      "outputs": [],
      "source": [
        "!pip list #查看所有包。Pillow 是7.1.2"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "N_I7XWLQPgAK"
      },
      "outputs": [],
      "source": [
        "!pip install Pillow==8.2.0"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true
        },
        "id": "xduqMJGW57AF"
      },
      "outputs": [],
      "source": [
        "!python '/content/drive/MyDrive/Colab Notebooks/crnn/train.py'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "unRNJmFcYCWA"
      },
      "outputs": [],
      "source": [
        "!cat /proc/meminfo #显示内存\n",
        "import torch\n",
        "print(torch.__version__) #显示torch版本\n",
        "flag = torch.cuda.is_available()\n",
        "print(flag)\n",
        "\n",
        "ngpu= 1\n",
        "# Decide which device we want to run on\n",
        "device = torch.device(\"cuda:0\" if (torch.cuda.is_available() and ngpu > 0) else \"cpu\")\n",
        "print(device)\n",
        "print(torch.cuda.get_device_name(0))\n",
        "print(torch.rand(3,3).cuda())"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "p0BzWVMe1AaF"
      },
      "outputs": [],
      "source": [
        "!unrar e '/content/drive/MyDrive/Colab Notebooks/Chinese_dataset.rar'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "BCBMSf2-9i8d"
      },
      "outputs": [],
      "source": [
        "!cp '/content/drive/MyDrive/Colab Notebooks/Chinese_dataset.rar'  '/crnn/datachinese'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "PLf2z2ZIAxB2",
        "outputId": "9a7fe765-8fa6-422b-da52-b862e3851670"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "/content/drive/MyDrive/Colab Notebooks/\n",
            "/content/drive/MyDrive/Colab Notebooks/crnn3x1024.zip\n",
            "/content/drive/MyDrive/Colab Notebooks/.ipynb_checkpoints\n",
            "/content/drive/MyDrive/Colab Notebooks/Chinese_dataset.rar\n",
            "/content/drive/MyDrive/Colab Notebooks/crnn-train.ipynb\n",
            "img_0437502.jpg\n"
          ]
        }
      ],
      "source": [
        "!find '/content/drive/MyDrive/Colab Notebooks/' img_0437502.jpg"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "PhQe9TXaBXp3",
        "outputId": "18c8f3c7-6a1d-45c7-ee63-9b006afb7480"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Chinese_dataset.rar  crnn3x1024.zip  crnn-train.ipynb\n"
          ]
        }
      ],
      "source": [
        "!ls '/content/drive/MyDrive/Colab Notebooks/'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "kL4Q2xpeC_Fl",
        "outputId": "a6293eee-fdb9-4078-9216-c60f3b47ba66"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "bin\t crnn\t  etc\tlib32  mnt   python-apt  sbin  tensorflow-1.15.2  usr\n",
            "boot\t datalab  home\tlib64  opt   root\t srv   tmp\t\t  var\n",
            "content  dev\t  lib\tmedia  proc  run\t sys   tools\n"
          ]
        }
      ],
      "source": [
        "!ls /"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "eV6OGw9LZ2-r",
        "outputId": "c3b2f10a-0e47-49f5-e46a-f002aa880ded"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "ls: cannot access '!ls': No such file or directory\n",
            "'/content/drive/MyDrive/Colab Notebooks/':\n",
            "Chinese      crnn3x1024.zip  crnnReadZip\n",
            "chinese.zip  crnn_original   crnn-train.ipynb\n"
          ]
        }
      ],
      "source": [
        "!ls '/content/drive/MyDrive/Colab Notebooks/'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "W-g3W-uAR1ay",
        "outputId": "31e7d0bb-8651-4691-906a-11e149f51fc3"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "crnn.py  detect.py    test     train_batch.py  utils   weights1\n",
            "data\t __pycache__  test.py  train.py        val.py\n"
          ]
        }
      ],
      "source": [
        "!ls '/content/drive/MyDrive/Colab Notebooks/crnn_original/crnn'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true,
          "base_uri": "https://localhost:8080/"
        },
        "id": "bgn8L4rbapB5",
        "outputId": "5d819ee7-a844-4992-a7b8-7e261de76a86"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "Welcome to Python 3.7's help utility!\n",
            "\n",
            "If this is your first time using Python, you should definitely check out\n",
            "the tutorial on the Internet at https://docs.python.org/3.7/tutorial/.\n",
            "\n",
            "Enter the name of any module, keyword, or topic to get help on writing\n",
            "Python programs and using Python modules.  To quit this help utility and\n",
            "return to the interpreter, just type \"quit\".\n",
            "\n",
            "To get a list of available modules, keywords, symbols, or topics, type\n",
            "\"modules\", \"keywords\", \"symbols\", or \"topics\".  Each module also comes\n",
            "with a one-line summary of what it does; to list the modules whose name\n",
            "or summary contain a given string such as \"spam\", type \"modules spam\".\n",
            "\n",
            "No Python documentation found for 'edit'.\n",
            "Use help() to get the interactive help utility.\n",
            "Use help(str) for help on the str class.\n",
            "\n",
            "No Python documentation found for 'vm'.\n",
            "Use help() to get the interactive help utility.\n",
            "Use help(str) for help on the str class.\n",
            "\n"
          ]
        }
      ],
      "source": [
        "help()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "qnryW4OrEIUU"
      },
      "outputs": [],
      "source": [
        "!unrar t '/crnn/datachinese'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "KqkUHR2IE7mc",
        "outputId": "a3781463-b5a9-4a43-e252-dad9d3747a15"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "UNRAR 5.50 freeware      Copyright (c) 1993-2017 Alexander Roshal\n",
            "\n",
            "\n",
            "Extracting from /crnn/datachinese\n",
            "\n",
            "\n",
            "Would you like to replace the existing file img_0994202.jpg\n",
            "  3291 bytes, modified on 2018-09-30 21:59\n",
            "with a new one\n",
            "  3291 bytes, modified on 2018-09-30 21:59\n",
            "\n",
            "[Y]es, [N]o, [A]ll, n[E]ver, [R]ename, [Q]uit q\n",
            "\n",
            "Program aborted\n"
          ]
        }
      ],
      "source": [
        "!unrar e '/crnn/datachinese'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "eHJtll-mGJdt",
        "outputId": "a89a8c39-80fa-495e-ceb1-75e4918beab3"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "UNRAR 5.50 freeware      Copyright (c) 1993-2017 Alexander Roshal\n",
            "\n",
            "\n",
            "Extracting from /crnn/datachinese\n",
            "\n",
            "No files to extract\n"
          ]
        }
      ],
      "source": [
        "!unrar x '/crnn/datachinese' '/crnn/datachineseExtracted'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "q-n_mNbaFVrw",
        "outputId": "bf605d83-91ee-408c-f3e3-baaf1e163b10"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "/crnn/datachinese\n"
          ]
        }
      ],
      "source": [
        "!ls '/crnn/datachinese'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fn5o-xrvFZhD",
        "outputId": "d06e8be2-1116-498c-8587-c03aa094b891"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "/crnn/datachinese\n"
          ]
        }
      ],
      "source": [
        "!ls '/crnn/datachinese'"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "name": "crnn-train.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "mount_file_id": "1wcR4xV63nDVIHzZ-HlFdzz8xA5BP9A_i",
      "authorship_tag": "ABX9TyOWIiouNWsy4+jFlBwangs0",
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "nbformat": 4,
  "nbformat_minor": 0
}