MMOCR_ABCNet_Text_Spotting.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "r7z2wFsMuRhG",
    "outputId": "8abdf7c4-784d-41cd-912e-557ba35fdbf4"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.10/dist-packages/gdown/cli.py:121: FutureWarning: Option `--id` was deprecated in version 4.3.1 and will be removed in 5.0. You don't need to pass it anymore to use a file ID.\n",
      "  warnings.warn(\n",
      "Downloading...\n",
      "From: https://drive.google.com/uc?id=1x9e2FNDlKc_lBkJvHvWSKKfCSSqNsQfM\n",
      "To: /content/icdar2003.zip\n",
      "100% 45.7M/45.7M [00:00<00:00, 91.9MB/s]\n"
     ]
    }
   ],
   "source": [
    "# https://drive.google.com/file/d/1x9e2FNDlKc_lBkJvHvWSKKfCSSqNsQfM/view\n",
    "!gdown --id 1x9e2FNDlKc_lBkJvHvWSKKfCSSqNsQfM\n",
    "!unzip -q icdar2003.zip"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Sfvz1sywQ9_4"
   },
   "source": [
    "## 1. Install MMOCR from source\n",
    "\n",
    "Installing MMOCR is straightforward. We recommend users to install MMOCR from source as any local code changes on MMOCR can take effect immediately, which is needed for research & developement purpose. Refer to [documentation](https://mmocr.readthedocs.io/en/dev-1.x/get_started/install.html) for more information."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "RQ0hd0HP_wje"
   },
   "source": [
    "### Install MMOCR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "tQN7DcAMxdwu",
    "outputId": "42d27d34-c80c-4c13-bbee-5561ffc27d0b"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "\u001b[?25hCollecting nvidia-cusolver-cu11==11.4.0.1 (from torch==2.0.0)\n",
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      "\u001b[?25h  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
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      "Building wheels for collected packages: lit\n",
      "  Building wheel for lit (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
      "  Created wheel for lit: filename=lit-17.0.6-py3-none-any.whl size=93255 sha256=33218606f538f9b97dbb8396f56ba6252bd5b27117cd8c5e5ebd11e00829c30d\n",
      "  Stored in directory: /root/.cache/pip/wheels/30/dd/04/47d42976a6a86dc2ab66d7518621ae96f43452c8841d74758a\n",
      "Successfully built lit\n",
      "Installing collected packages: lit, nvidia-nvtx-cu11, nvidia-nccl-cu11, nvidia-cusparse-cu11, nvidia-curand-cu11, nvidia-cufft-cu11, nvidia-cuda-runtime-cu11, nvidia-cuda-nvrtc-cu11, nvidia-cuda-cupti-cu11, nvidia-cublas-cu11, nvidia-cusolver-cu11, nvidia-cudnn-cu11, triton, torch, torchvision\n",
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      "    Found existing installation: triton 2.1.0\n",
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      "    Found existing installation: torchvision 0.16.0+cu118\n",
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      "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
      "torchaudio 2.1.0+cu118 requires torch==2.1.0, but you have torch 2.0.0 which is incompatible.\n",
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      "\u001b[0mSuccessfully installed lit-17.0.6 nvidia-cublas-cu11-11.10.3.66 nvidia-cuda-cupti-cu11-11.7.101 nvidia-cuda-nvrtc-cu11-11.7.99 nvidia-cuda-runtime-cu11-11.7.99 nvidia-cudnn-cu11-8.5.0.96 nvidia-cufft-cu11-10.9.0.58 nvidia-curand-cu11-10.2.10.91 nvidia-cusolver-cu11-11.4.0.1 nvidia-cusparse-cu11-11.7.4.91 nvidia-nccl-cu11-2.14.3 nvidia-nvtx-cu11-11.7.91 torch-2.0.0 torchvision-0.15.1 triton-2.0.0\n",
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      "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->openmim) (2023.11.17)\n",
      "Requirement already satisfied: python-dateutil>=2.8.1 in /usr/local/lib/python3.10/dist-packages (from pandas->openmim) (2.8.2)\n",
      "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas->openmim) (2023.3.post1)\n",
      "Requirement already satisfied: numpy>=1.21.0 in /usr/local/lib/python3.10/dist-packages (from pandas->openmim) (1.23.5)\n",
      "Requirement already satisfied: markdown-it-py>=2.2.0 in /usr/local/lib/python3.10/dist-packages (from rich->openmim) (3.0.0)\n",
      "Requirement already satisfied: pygments<3.0.0,>=2.13.0 in /usr/local/lib/python3.10/dist-packages (from rich->openmim) (2.16.1)\n",
      "Requirement already satisfied: mdurl~=0.1 in /usr/local/lib/python3.10/dist-packages (from markdown-it-py>=2.2.0->rich->openmim) (0.1.2)\n",
      "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.1->pandas->openmim) (1.16.0)\n",
      "Collecting oss2~=2.17.0 (from openxlab->opendatalab->openmim)\n",
      "  Downloading oss2-2.17.0.tar.gz (259 kB)\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m259.5/259.5 kB\u001b[0m \u001b[31m17.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
      "Collecting requests (from openmim)\n",
      "  Downloading requests-2.28.2-py3-none-any.whl (62 kB)\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m62.8/62.8 kB\u001b[0m \u001b[31m390.8 kB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[?25hCollecting rich (from openmim)\n",
      "  Downloading rich-13.4.2-py3-none-any.whl (239 kB)\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m239.4/239.4 kB\u001b[0m \u001b[31m27.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[?25hCollecting setuptools~=60.2.0 (from openxlab->opendatalab->openmim)\n",
      "  Downloading setuptools-60.2.0-py3-none-any.whl (953 kB)\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m953.1/953.1 kB\u001b[0m \u001b[31m26.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[?25hCollecting tqdm (from opendatalab->openmim)\n",
      "  Downloading tqdm-4.65.2-py3-none-any.whl (77 kB)\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m77.1/77.1 kB\u001b[0m \u001b[31m11.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[?25hCollecting urllib3<1.27,>=1.21.1 (from requests->openmim)\n",
      "  Downloading urllib3-1.26.18-py2.py3-none-any.whl (143 kB)\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m143.8/143.8 kB\u001b[0m \u001b[31m20.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[?25hCollecting crcmod>=1.7 (from oss2~=2.17.0->openxlab->opendatalab->openmim)\n",
      "  Downloading crcmod-1.7.tar.gz (89 kB)\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m89.7/89.7 kB\u001b[0m \u001b[31m13.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
      "Collecting aliyun-python-sdk-kms>=2.4.1 (from oss2~=2.17.0->openxlab->opendatalab->openmim)\n",
      "  Downloading aliyun_python_sdk_kms-2.16.2-py2.py3-none-any.whl (94 kB)\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m94.0/94.0 kB\u001b[0m \u001b[31m13.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[?25hCollecting aliyun-python-sdk-core>=2.13.12 (from oss2~=2.17.0->openxlab->opendatalab->openmim)\n",
      "  Downloading aliyun-python-sdk-core-2.14.0.tar.gz (443 kB)\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m443.0/443.0 kB\u001b[0m \u001b[31m28.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
      "Collecting jmespath<1.0.0,>=0.9.3 (from aliyun-python-sdk-core>=2.13.12->oss2~=2.17.0->openxlab->opendatalab->openmim)\n",
      "  Downloading jmespath-0.10.0-py2.py3-none-any.whl (24 kB)\n",
      "Requirement already satisfied: cryptography>=2.6.0 in /usr/local/lib/python3.10/dist-packages (from aliyun-python-sdk-core>=2.13.12->oss2~=2.17.0->openxlab->opendatalab->openmim) (41.0.7)\n",
      "Requirement already satisfied: cffi>=1.12 in /usr/local/lib/python3.10/dist-packages (from cryptography>=2.6.0->aliyun-python-sdk-core>=2.13.12->oss2~=2.17.0->openxlab->opendatalab->openmim) (1.16.0)\n",
      "Requirement already satisfied: pycparser in /usr/local/lib/python3.10/dist-packages (from cffi>=1.12->cryptography>=2.6.0->aliyun-python-sdk-core>=2.13.12->oss2~=2.17.0->openxlab->opendatalab->openmim) (2.21)\n",
      "Building wheels for collected packages: oss2, aliyun-python-sdk-core, crcmod\n",
      "  Building wheel for oss2 (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
      "  Created wheel for oss2: filename=oss2-2.17.0-py3-none-any.whl size=112371 sha256=3e454c13dd56382043a19dedfed47b8b7a3d7fecd8c24a493b1f70efcd8e8c60\n",
      "  Stored in directory: /root/.cache/pip/wheels/87/04/7b/7e61b8157fdf211c5131375240d0d86ca82e2a88ead9672c88\n",
      "  Building wheel for aliyun-python-sdk-core (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
      "  Created wheel for aliyun-python-sdk-core: filename=aliyun_python_sdk_core-2.14.0-py3-none-any.whl size=535289 sha256=d7a3d24b154693415ea2a9c6a4383f330e41d012d864fe762524323b85a9534f\n",
      "  Stored in directory: /root/.cache/pip/wheels/16/3c/68/b7eab618d9f1d5e7d386296f1e07e2cf36aaa1eb5161885038\n",
      "  Building wheel for crcmod (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
      "  Created wheel for crcmod: filename=crcmod-1.7-cp310-cp310-linux_x86_64.whl size=31406 sha256=cb544700c1751315ac8efdf690ca53532272f15b8faeb35d8b37bb5f134d20bd\n",
      "  Stored in directory: /root/.cache/pip/wheels/85/4c/07/72215c529bd59d67e3dac29711d7aba1b692f543c808ba9e86\n",
      "Successfully built oss2 aliyun-python-sdk-core crcmod\n",
      "Installing collected packages: crcmod, urllib3, tqdm, setuptools, pycryptodome, ordered-set, jmespath, colorama, rich, requests, model-index, aliyun-python-sdk-core, aliyun-python-sdk-kms, oss2, openxlab, opendatalab, openmim\n",
      "  Attempting uninstall: urllib3\n",
      "    Found existing installation: urllib3 2.0.7\n",
      "    Uninstalling urllib3-2.0.7:\n",
      "      Successfully uninstalled urllib3-2.0.7\n",
      "  Attempting uninstall: tqdm\n",
      "    Found existing installation: tqdm 4.66.1\n",
      "    Uninstalling tqdm-4.66.1:\n",
      "      Successfully uninstalled tqdm-4.66.1\n",
      "  Attempting uninstall: setuptools\n",
      "    Found existing installation: setuptools 67.7.2\n",
      "    Uninstalling setuptools-67.7.2:\n",
      "      Successfully uninstalled setuptools-67.7.2\n",
      "  Attempting uninstall: rich\n",
      "    Found existing installation: rich 13.7.0\n",
      "    Uninstalling rich-13.7.0:\n",
      "      Successfully uninstalled rich-13.7.0\n",
      "  Attempting uninstall: requests\n",
      "    Found existing installation: requests 2.31.0\n",
      "    Uninstalling requests-2.31.0:\n",
      "      Successfully uninstalled requests-2.31.0\n",
      "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
      "ipython 7.34.0 requires jedi>=0.16, which is not installed.\n",
      "lida 0.0.10 requires fastapi, which is not installed.\n",
      "lida 0.0.10 requires kaleido, which is not installed.\n",
      "lida 0.0.10 requires python-multipart, which is not installed.\n",
      "lida 0.0.10 requires uvicorn, which is not installed.\n",
      "cvxpy 1.3.2 requires setuptools>65.5.1, but you have setuptools 60.2.0 which is incompatible.\n",
      "google-colab 1.0.0 requires requests==2.31.0, but you have requests 2.28.2 which is incompatible.\n",
      "torchaudio 2.1.0+cu118 requires torch==2.1.0, but you have torch 2.0.0 which is incompatible.\n",
      "torchdata 0.7.0 requires torch==2.1.0, but you have torch 2.0.0 which is incompatible.\n",
      "torchtext 0.16.0 requires torch==2.1.0, but you have torch 2.0.0 which is incompatible.\n",
      "yfinance 0.2.32 requires requests>=2.31, but you have requests 2.28.2 which is incompatible.\u001b[0m\u001b[31m\n",
      "\u001b[0mSuccessfully installed aliyun-python-sdk-core-2.14.0 aliyun-python-sdk-kms-2.16.2 colorama-0.4.6 crcmod-1.7 jmespath-0.10.0 model-index-0.1.11 opendatalab-0.0.10 openmim-0.3.9 openxlab-0.0.31 ordered-set-4.1.0 oss2-2.17.0 pycryptodome-3.19.0 requests-2.28.2 rich-13.4.2 setuptools-60.2.0 tqdm-4.65.2 urllib3-1.26.18\n"
     ]
    },
    {
     "data": {
      "application/vnd.colab-display-data+json": {
       "pip_warning": {
        "packages": [
         "_distutils_hack",
         "pkg_resources",
         "setuptools"
        ]
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Looking in links: https://download.openmmlab.com/mmcv/dist/cu117/torch2.0.0/index.html\n",
      "Collecting mmengine<1.1.0,>=0.7.1\n",
      "  Downloading mmengine-0.10.1-py3-none-any.whl (450 kB)\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m450.3/450.3 kB\u001b[0m \u001b[31m10.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[?25hCollecting addict (from mmengine<1.1.0,>=0.7.1)\n",
      "  Downloading addict-2.4.0-py3-none-any.whl (3.8 kB)\n",
      "Requirement already satisfied: matplotlib in /usr/local/lib/python3.10/dist-packages (from mmengine<1.1.0,>=0.7.1) (3.7.1)\n",
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      "Requirement already satisfied: pyyaml in /usr/local/lib/python3.10/dist-packages (from mmengine<1.1.0,>=0.7.1) (6.0.1)\n",
      "Requirement already satisfied: rich in /usr/local/lib/python3.10/dist-packages (from mmengine<1.1.0,>=0.7.1) (13.4.2)\n",
      "Requirement already satisfied: termcolor in /usr/local/lib/python3.10/dist-packages (from mmengine<1.1.0,>=0.7.1) (2.4.0)\n",
      "Collecting yapf (from mmengine<1.1.0,>=0.7.1)\n",
      "  Downloading yapf-0.40.2-py3-none-any.whl (254 kB)\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m254.7/254.7 kB\u001b[0m \u001b[31m19.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[?25hRequirement already satisfied: opencv-python>=3 in /usr/local/lib/python3.10/dist-packages (from mmengine<1.1.0,>=0.7.1) (4.8.0.76)\n",
      "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->mmengine<1.1.0,>=0.7.1) (1.2.0)\n",
      "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib->mmengine<1.1.0,>=0.7.1) (0.12.1)\n",
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      "Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->mmengine<1.1.0,>=0.7.1) (9.4.0)\n",
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      "Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib->mmengine<1.1.0,>=0.7.1) (2.8.2)\n",
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      "Requirement already satisfied: importlib-metadata>=6.6.0 in /usr/local/lib/python3.10/dist-packages (from yapf->mmengine<1.1.0,>=0.7.1) (7.0.0)\n",
      "Requirement already satisfied: platformdirs>=3.5.1 in /usr/local/lib/python3.10/dist-packages (from yapf->mmengine<1.1.0,>=0.7.1) (4.1.0)\n",
      "Requirement already satisfied: tomli>=2.0.1 in /usr/local/lib/python3.10/dist-packages (from yapf->mmengine<1.1.0,>=0.7.1) (2.0.1)\n",
      "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.10/dist-packages (from importlib-metadata>=6.6.0->yapf->mmengine<1.1.0,>=0.7.1) (3.17.0)\n",
      "Requirement already satisfied: mdurl~=0.1 in /usr/local/lib/python3.10/dist-packages (from markdown-it-py>=2.2.0->rich->mmengine<1.1.0,>=0.7.1) (0.1.2)\n",
      "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib->mmengine<1.1.0,>=0.7.1) (1.16.0)\n",
      "Installing collected packages: addict, yapf, mmengine\n",
      "Successfully installed addict-2.4.0 mmengine-0.10.1 yapf-0.40.2\n",
      "Looking in links: https://download.openmmlab.com/mmcv/dist/cu117/torch2.0.0/index.html\n",
      "Collecting mmcv<2.1.0,>=2.0.0rc4\n",
      "  Downloading https://download.openmmlab.com/mmcv/dist/cu117/torch2.0.0/mmcv-2.0.1-cp310-cp310-manylinux1_x86_64.whl (74.3 MB)\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m74.3/74.3 MB\u001b[0m \u001b[31m8.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[?25hRequirement already satisfied: addict in /usr/local/lib/python3.10/dist-packages (from mmcv<2.1.0,>=2.0.0rc4) (2.4.0)\n",
      "Requirement already satisfied: mmengine>=0.3.0 in /usr/local/lib/python3.10/dist-packages (from mmcv<2.1.0,>=2.0.0rc4) (0.10.1)\n",
      "Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from mmcv<2.1.0,>=2.0.0rc4) (1.23.5)\n",
      "Requirement already satisfied: packaging in /usr/local/lib/python3.10/dist-packages (from mmcv<2.1.0,>=2.0.0rc4) (23.2)\n",
      "Requirement already satisfied: Pillow in /usr/local/lib/python3.10/dist-packages (from mmcv<2.1.0,>=2.0.0rc4) (9.4.0)\n",
      "Requirement already satisfied: pyyaml in /usr/local/lib/python3.10/dist-packages (from mmcv<2.1.0,>=2.0.0rc4) (6.0.1)\n",
      "Requirement already satisfied: yapf in /usr/local/lib/python3.10/dist-packages (from mmcv<2.1.0,>=2.0.0rc4) (0.40.2)\n",
      "Requirement already satisfied: opencv-python>=3 in /usr/local/lib/python3.10/dist-packages (from mmcv<2.1.0,>=2.0.0rc4) (4.8.0.76)\n",
      "Requirement already satisfied: matplotlib in /usr/local/lib/python3.10/dist-packages (from mmengine>=0.3.0->mmcv<2.1.0,>=2.0.0rc4) (3.7.1)\n",
      "Requirement already satisfied: rich in /usr/local/lib/python3.10/dist-packages (from mmengine>=0.3.0->mmcv<2.1.0,>=2.0.0rc4) (13.4.2)\n",
      "Requirement already satisfied: termcolor in /usr/local/lib/python3.10/dist-packages (from mmengine>=0.3.0->mmcv<2.1.0,>=2.0.0rc4) (2.4.0)\n",
      "Requirement already satisfied: importlib-metadata>=6.6.0 in /usr/local/lib/python3.10/dist-packages (from yapf->mmcv<2.1.0,>=2.0.0rc4) (7.0.0)\n",
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      "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->mmengine>=0.3.0->mmcv<2.1.0,>=2.0.0rc4) (3.1.1)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib->mmengine>=0.3.0->mmcv<2.1.0,>=2.0.0rc4) (2.8.2)\n",
      "Requirement already satisfied: markdown-it-py>=2.2.0 in /usr/local/lib/python3.10/dist-packages (from rich->mmengine>=0.3.0->mmcv<2.1.0,>=2.0.0rc4) (3.0.0)\n",
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      "Requirement already satisfied: mdurl~=0.1 in /usr/local/lib/python3.10/dist-packages (from markdown-it-py>=2.2.0->rich->mmengine>=0.3.0->mmcv<2.1.0,>=2.0.0rc4) (0.1.2)\n",
      "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib->mmengine>=0.3.0->mmcv<2.1.0,>=2.0.0rc4) (1.16.0)\n",
      "Installing collected packages: mmcv\n",
      "Successfully installed mmcv-2.0.1\n",
      "Looking in links: https://download.openmmlab.com/mmcv/dist/cu117/torch2.0.0/index.html\n",
      "Collecting mmdet<3.2.0,>=3.0.0rc5\n",
      "  Downloading mmdet-3.1.0-py3-none-any.whl (2.0 MB)\n",
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      "Collecting terminaltables (from mmdet<3.2.0,>=3.0.0rc5)\n",
      "  Downloading terminaltables-3.1.10-py2.py3-none-any.whl (15 kB)\n",
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      "Requirement already satisfied: termcolor in /usr/local/lib/python3.10/dist-packages (from mmengine<1.0.0,>=0.7.1->mmdet<3.2.0,>=3.0.0rc5) (2.4.0)\n",
      "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->mmdet<3.2.0,>=3.0.0rc5) (1.2.0)\n",
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      "Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib->mmdet<3.2.0,>=3.0.0rc5) (2.8.2)\n",
      "Requirement already satisfied: markdown-it-py>=2.2.0 in /usr/local/lib/python3.10/dist-packages (from rich->mmengine<1.0.0,>=0.7.1->mmdet<3.2.0,>=3.0.0rc5) (3.0.0)\n",
      "Requirement already satisfied: pygments<3.0.0,>=2.13.0 in /usr/local/lib/python3.10/dist-packages (from rich->mmengine<1.0.0,>=0.7.1->mmdet<3.2.0,>=3.0.0rc5) (2.16.1)\n",
      "Requirement already satisfied: importlib-metadata>=6.6.0 in /usr/local/lib/python3.10/dist-packages (from yapf->mmcv<2.1.0,>=2.0.0rc4->mmdet<3.2.0,>=3.0.0rc5) (7.0.0)\n",
      "Requirement already satisfied: platformdirs>=3.5.1 in /usr/local/lib/python3.10/dist-packages (from yapf->mmcv<2.1.0,>=2.0.0rc4->mmdet<3.2.0,>=3.0.0rc5) (4.1.0)\n",
      "Requirement already satisfied: tomli>=2.0.1 in /usr/local/lib/python3.10/dist-packages (from yapf->mmcv<2.1.0,>=2.0.0rc4->mmdet<3.2.0,>=3.0.0rc5) (2.0.1)\n",
      "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.10/dist-packages (from importlib-metadata>=6.6.0->yapf->mmcv<2.1.0,>=2.0.0rc4->mmdet<3.2.0,>=3.0.0rc5) (3.17.0)\n",
      "Requirement already satisfied: mdurl~=0.1 in /usr/local/lib/python3.10/dist-packages (from markdown-it-py>=2.2.0->rich->mmengine<1.0.0,>=0.7.1->mmdet<3.2.0,>=3.0.0rc5) (0.1.2)\n",
      "Installing collected packages: terminaltables, mmdet\n",
      "Successfully installed mmdet-3.1.0 terminaltables-3.1.10\n",
      "Looking in links: https://download.openmmlab.com/mmcv/dist/cu117/torch2.0.0/index.html\n",
      "Collecting mmocr\n",
      "  Downloading mmocr-1.0.1-py2.py3-none-any.whl (627 kB)\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m627.6/627.6 kB\u001b[0m \u001b[31m12.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[?25hRequirement already satisfied: imgaug in /usr/local/lib/python3.10/dist-packages (from mmocr) (0.4.0)\n",
      "Collecting lmdb (from mmocr)\n",
      "  Downloading lmdb-1.4.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (299 kB)\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m299.2/299.2 kB\u001b[0m \u001b[31m22.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
      "\u001b[?25hRequirement already satisfied: matplotlib in /usr/local/lib/python3.10/dist-packages (from mmocr) (3.7.1)\n",
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      "Requirement already satisfied: opencv-python!=4.5.5.*,>=4.2.0.32 in /usr/local/lib/python3.10/dist-packages (from mmocr) (4.8.0.76)\n",
      "Collecting pyclipper (from mmocr)\n",
      "  Downloading pyclipper-1.3.0.post5-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.whl (908 kB)\n",
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      "Collecting rapidfuzz>=2.0.0 (from mmocr)\n",
      "  Downloading rapidfuzz-3.5.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.3 MB)\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.3/3.3 MB\u001b[0m \u001b[31m37.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
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      "Requirement already satisfied: terminaltables in /usr/local/lib/python3.10/dist-packages (from mmdet<3.2.0,>=3.0.0rc5->mmocr) (3.1.10)\n",
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      "Requirement already satisfied: networkx>=2.2 in /usr/local/lib/python3.10/dist-packages (from scikit-image->mmocr) (3.2.1)\n",
      "Requirement already satisfied: tifffile>=2019.7.26 in /usr/local/lib/python3.10/dist-packages (from scikit-image->mmocr) (2023.9.26)\n",
      "Requirement already satisfied: PyWavelets>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from scikit-image->mmocr) (1.5.0)\n",
      "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->mmocr) (1.2.0)\n",
      "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib->mmocr) (0.12.1)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->mmocr) (4.46.0)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->mmocr) (1.4.5)\n",
      "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->mmocr) (3.1.1)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib->mmocr) (2.8.2)\n",
      "Requirement already satisfied: markdown-it-py>=2.2.0 in /usr/local/lib/python3.10/dist-packages (from rich->mmengine<1.1.0,>=0.7.0->mmocr) (3.0.0)\n",
      "Requirement already satisfied: pygments<3.0.0,>=2.13.0 in /usr/local/lib/python3.10/dist-packages (from rich->mmengine<1.1.0,>=0.7.0->mmocr) (2.16.1)\n",
      "Requirement already satisfied: importlib-metadata>=6.6.0 in /usr/local/lib/python3.10/dist-packages (from yapf->mmcv<2.2.0,>=2.0.0rc4->mmocr) (7.0.0)\n",
      "Requirement already satisfied: platformdirs>=3.5.1 in /usr/local/lib/python3.10/dist-packages (from yapf->mmcv<2.2.0,>=2.0.0rc4->mmocr) (4.1.0)\n",
      "Requirement already satisfied: tomli>=2.0.1 in /usr/local/lib/python3.10/dist-packages (from yapf->mmcv<2.2.0,>=2.0.0rc4->mmocr) (2.0.1)\n",
      "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.10/dist-packages (from importlib-metadata>=6.6.0->yapf->mmcv<2.2.0,>=2.0.0rc4->mmocr) (3.17.0)\n",
      "Requirement already satisfied: mdurl~=0.1 in /usr/local/lib/python3.10/dist-packages (from markdown-it-py>=2.2.0->rich->mmengine<1.1.0,>=0.7.0->mmocr) (0.1.2)\n",
      "Installing collected packages: pyclipper, lmdb, rapidfuzz, mmocr\n",
      "Successfully installed lmdb-1.4.1 mmocr-1.0.1 pyclipper-1.3.0.post5 rapidfuzz-3.5.2\n"
     ]
    }
   ],
   "source": [
    "!pip install torch==2.0.0 torchvision==0.15.1\n",
    "!pip install -U openmim\n",
    "!mim install \"mmengine>=0.7.1,<1.1.0\"\n",
    "!mim install \"mmcv>=2.0.0rc4,<2.1.0\"\n",
    "!mim install \"mmdet>=3.0.0rc5,<3.2.0\"\n",
    "!mim install mmocr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Izfq4Xm-_v88",
    "outputId": "6562f6a5-e13b-456a-c732-8d00f3b31c5d"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cloning into 'mmocr'...\n",
      "remote: Enumerating objects: 16384, done.\u001b[K\n",
      "remote: Counting objects: 100% (293/293), done.\u001b[K\n",
      "remote: Compressing objects: 100% (220/220), done.\u001b[K\n",
      "remote: Total 16384 (delta 101), reused 200 (delta 70), pack-reused 16091\u001b[K\n",
      "Receiving objects: 100% (16384/16384), 16.24 MiB | 20.35 MiB/s, done.\n",
      "Resolving deltas: 100% (10769/10769), done.\n",
      "/content/mmocr\n",
      "Using pip 23.1.2 from /usr/local/lib/python3.10/dist-packages/pip (python 3.10)\n",
      "Obtaining file:///content/mmocr\n",
      "  Running command python setup.py egg_info\n",
      "  running egg_info\n",
      "  creating /tmp/pip-pip-egg-info-qiwaujio/mmocr.egg-info\n",
      "  writing manifest file '/tmp/pip-pip-egg-info-qiwaujio/mmocr.egg-info/SOURCES.txt'\n",
      "  warning: no files found matching 'mmocr/.mim/model-index.yml'\n",
      "  warning: no files found matching 'mmocr/.mim/dicts/*.txt'\n",
      "  warning: no files found matching '*.py' under directory 'mmocr/.mim/configs'\n",
      "  warning: no files found matching '*.yml' under directory 'mmocr/.mim/configs'\n",
      "  warning: no files found matching '*.sh' under directory 'mmocr/.mim/tools'\n",
      "  warning: no files found matching '*.py' under directory 'mmocr/.mim/tools'\n",
      "  writing manifest file '/tmp/pip-pip-egg-info-qiwaujio/mmocr.egg-info/SOURCES.txt'\n",
      "  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
      "Requirement already satisfied: imgaug in /usr/local/lib/python3.10/dist-packages (from mmocr==1.0.1) (0.4.0)\n",
      "Requirement already satisfied: lmdb in /usr/local/lib/python3.10/dist-packages (from mmocr==1.0.1) (1.4.1)\n",
      "Requirement already satisfied: matplotlib in /usr/local/lib/python3.10/dist-packages (from mmocr==1.0.1) (3.7.1)\n",
      "Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from mmocr==1.0.1) (1.23.5)\n",
      "Requirement already satisfied: opencv-python!=4.5.5.*,>=4.2.0.32 in /usr/local/lib/python3.10/dist-packages (from mmocr==1.0.1) (4.8.0.76)\n",
      "Requirement already satisfied: pyclipper in /usr/local/lib/python3.10/dist-packages (from mmocr==1.0.1) (1.3.0.post5)\n",
      "Requirement already satisfied: pycocotools in /usr/local/lib/python3.10/dist-packages (from mmocr==1.0.1) (2.0.7)\n",
      "Requirement already satisfied: rapidfuzz>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from mmocr==1.0.1) (3.5.2)\n",
      "Requirement already satisfied: scikit-image in /usr/local/lib/python3.10/dist-packages (from mmocr==1.0.1) (0.19.3)\n",
      "Requirement already satisfied: six in /usr/local/lib/python3.10/dist-packages (from imgaug->mmocr==1.0.1) (1.16.0)\n",
      "Requirement already satisfied: scipy in /usr/local/lib/python3.10/dist-packages (from imgaug->mmocr==1.0.1) (1.11.4)\n",
      "Requirement already satisfied: Pillow in /usr/local/lib/python3.10/dist-packages (from imgaug->mmocr==1.0.1) (9.4.0)\n",
      "Requirement already satisfied: imageio in /usr/local/lib/python3.10/dist-packages (from imgaug->mmocr==1.0.1) (2.31.6)\n",
      "Requirement already satisfied: Shapely in /usr/local/lib/python3.10/dist-packages (from imgaug->mmocr==1.0.1) (2.0.2)\n",
      "Requirement already satisfied: networkx>=2.2 in /usr/local/lib/python3.10/dist-packages (from scikit-image->mmocr==1.0.1) (3.2.1)\n",
      "Requirement already satisfied: tifffile>=2019.7.26 in /usr/local/lib/python3.10/dist-packages (from scikit-image->mmocr==1.0.1) (2023.9.26)\n",
      "Requirement already satisfied: PyWavelets>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from scikit-image->mmocr==1.0.1) (1.5.0)\n",
      "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from scikit-image->mmocr==1.0.1) (23.2)\n",
      "Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->mmocr==1.0.1) (1.2.0)\n",
      "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib->mmocr==1.0.1) (0.12.1)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->mmocr==1.0.1) (4.46.0)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->mmocr==1.0.1) (1.4.5)\n",
      "Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->mmocr==1.0.1) (3.1.1)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib->mmocr==1.0.1) (2.8.2)\n",
      "Installing collected packages: mmocr\n",
      "  Attempting uninstall: mmocr\n",
      "    Found existing installation: mmocr 1.0.1\n",
      "    Uninstalling mmocr-1.0.1:\n",
      "      Removing file or directory /usr/local/lib/python3.10/dist-packages/mmocr-1.0.1.dist-info/\n",
      "      Removing file or directory /usr/local/lib/python3.10/dist-packages/mmocr/\n",
      "      Successfully uninstalled mmocr-1.0.1\n",
      "  Running setup.py develop for mmocr\n",
      "    Running command python setup.py develop\n",
      "    running develop\n",
      "    /usr/local/lib/python3.10/dist-packages/setuptools/command/easy_install.py:156: EasyInstallDeprecationWarning: easy_install command is deprecated. Use build and pip and other standards-based tools.\n",
      "      warnings.warn(\n",
      "    /usr/local/lib/python3.10/dist-packages/setuptools/command/install.py:34: SetuptoolsDeprecationWarning: setup.py install is deprecated. Use build and pip and other standards-based tools.\n",
      "      warnings.warn(\n",
      "    running egg_info\n",
      "    creating mmocr.egg-info\n",
      "    writing manifest file 'mmocr.egg-info/SOURCES.txt'\n",
      "    writing manifest file 'mmocr.egg-info/SOURCES.txt'\n",
      "    running build_ext\n",
      "Successfully installed mmocr-1.0.1\n"
     ]
    }
   ],
   "source": [
    "!git clone https://github.com/open-mmlab/mmocr.git\n",
    "%cd mmocr\n",
    "!pip install -v -e ."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "GKSzQJcWrrZR"
   },
   "source": [
    "## 2. Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "ScRrfsKjte_T",
    "outputId": "4c8b09ee-c463-4619-c3d7-301b5349bfc5"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/content/mmocr/projects/ABCNet\n"
     ]
    }
   ],
   "source": [
    "# Linux\n",
    "%cd 'projects/ABCNet'\n",
    "!export PYTHONPATH=`pwd`:$PYTHONPATH"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "AXfz0cPdt89k",
    "outputId": "30162709-572b-4086-b2f2-7f180e641a26"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2023-12-14 09:46:03--  https://download.openmmlab.com/mmocr/data/icdar2015/mini_icdar2015.tar.gz\n",
      "Resolving download.openmmlab.com (download.openmmlab.com)... 163.181.66.107, 163.181.66.106, 163.181.66.108, ...\n",
      "Connecting to download.openmmlab.com (download.openmmlab.com)|163.181.66.107|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 17997790 (17M) [application/gzip]\n",
      "Saving to: ‘mini_icdar2015.tar.gz’\n",
      "\n",
      "mini_icdar2015.tar. 100%[===================>]  17.16M  7.95MB/s    in 2.2s    \n",
      "\n",
      "2023-12-14 09:46:06 (7.95 MB/s) - ‘mini_icdar2015.tar.gz’ saved [17997790/17997790]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "!wget https://download.openmmlab.com/mmocr/data/icdar2015/mini_icdar2015.tar.gz\n",
    "!tar -xf mini_icdar2015.tar.gz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "81cPXl5mzB9y",
    "outputId": "88b5986e-b6cd-4925-f8cc-682c9bf3e42f"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training command is /usr/bin/python3 /content/mmocr/mmocr/.mim/tools/train.py config/abcnet/abcnet_resnet50_fpn_500e_icdar2015.py --launcher none --work-dir work_dirs/. \n",
      "Traceback (most recent call last):\n",
      "  File \"/usr/local/lib/python3.10/dist-packages/mmengine/utils/misc.py\", line 77, in import_modules_from_strings\n",
      "    imported_tmp = import_module(imp)\n",
      "  File \"/usr/lib/python3.10/importlib/__init__.py\", line 126, in import_module\n",
      "    return _bootstrap._gcd_import(name[level:], package, level)\n",
      "  File \"<frozen importlib._bootstrap>\", line 1050, in _gcd_import\n",
      "  File \"<frozen importlib._bootstrap>\", line 1027, in _find_and_load\n",
      "  File \"<frozen importlib._bootstrap>\", line 1004, in _find_and_load_unlocked\n",
      "ModuleNotFoundError: No module named 'abcnet'\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/usr/local/lib/python3.10/dist-packages/mmengine/config/config.py\", line 462, in fromfile\n",
      "    import_modules_from_strings(**cfg_dict['custom_imports'])\n",
      "  File \"/usr/local/lib/python3.10/dist-packages/mmengine/utils/misc.py\", line 84, in import_modules_from_strings\n",
      "    raise ImportError(f'Failed to import {imp}')\n",
      "ImportError: Failed to import abcnet\n",
      "\n",
      "The above exception was the direct cause of the following exception:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/content/mmocr/mmocr/.mim/tools/train.py\", line 114, in <module>\n",
      "    main()\n",
      "  File \"/content/mmocr/mmocr/.mim/tools/train.py\", line 59, in main\n",
      "    cfg = Config.fromfile(args.config)\n",
      "  File \"/usr/local/lib/python3.10/dist-packages/mmengine/config/config.py\", line 474, in fromfile\n",
      "    raise ImportError(err_msg) from e\n",
      "ImportError: Failed to import custom modules from {'imports': ['abcnet'], 'allow_failed_imports': False}, the current sys.path is: \n",
      "    /content/mmocr/tools\n",
      "    /env/python\n",
      "    /usr/lib/python310.zip\n",
      "    /usr/lib/python3.10\n",
      "    /usr/lib/python3.10/lib-dynload\n",
      "    /usr/local/lib/python3.10/dist-packages\n",
      "    /content/mmocr\n",
      "    /usr/lib/python3/dist-packages\n",
      "    /tmp/tmp_g15vb60\n",
      "You should set `PYTHONPATH` to make `sys.path` include the directory which contains your custom module\n",
      "Traceback (most recent call last):\n",
      "  File \"/usr/local/bin/mim\", line 8, in <module>\n",
      "    sys.exit(cli())\n",
      "  File \"/usr/local/lib/python3.10/dist-packages/click/core.py\", line 1157, in __call__\n",
      "    return self.main(*args, **kwargs)\n",
      "  File \"/usr/local/lib/python3.10/dist-packages/click/core.py\", line 1078, in main\n",
      "    rv = self.invoke(ctx)\n",
      "  File \"/usr/local/lib/python3.10/dist-packages/click/core.py\", line 1688, in invoke\n",
      "    return _process_result(sub_ctx.command.invoke(sub_ctx))\n",
      "  File \"/usr/local/lib/python3.10/dist-packages/click/core.py\", line 1434, in invoke\n",
      "    return ctx.invoke(self.callback, **ctx.params)\n",
      "  File \"/usr/local/lib/python3.10/dist-packages/click/core.py\", line 783, in invoke\n",
      "    return __callback(*args, **kwargs)\n",
      "  File \"/usr/local/lib/python3.10/dist-packages/mim/commands/train.py\", line 100, in cli\n",
      "    is_success, msg = train(\n",
      "  File \"/usr/local/lib/python3.10/dist-packages/mim/commands/train.py\", line 261, in train\n",
      "    ret = subprocess.check_call(\n",
      "  File \"/usr/lib/python3.10/subprocess.py\", line 369, in check_call\n",
      "    raise CalledProcessError(retcode, cmd)\n",
      "subprocess.CalledProcessError: Command '['/usr/bin/python3', '/content/mmocr/mmocr/.mim/tools/train.py', 'config/abcnet/abcnet_resnet50_fpn_500e_icdar2015.py', '--launcher', 'none', '--work-dir', 'work_dirs/']' returned non-zero exit status 1.\n"
     ]
    }
   ],
   "source": [
    "!mim train mmocr config/abcnet/abcnet_resnet50_fpn_500e_icdar2015.py --work-dir work_dirs/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "rei7j1vUuK_s",
    "outputId": "9f087bac-e3ab-431e-9ae6-ee5a069db89e"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'dataset_type': 'TextDetDataset', 'task_name': 'textdet', 'category': [{'id': 0, 'name': 'text'}]}\n",
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'bbox_label': 0, 'ignore': True}, {'polygon': [322, 314, 366, 308, 367, 322, 322, 328], 'bbox': [322.0, 308.0, 367.0, 328.0], 'bbox_label': 0, 'ignore': True}, {'polygon': [303, 394, 354, 386, 356, 399, 305, 407], 'bbox': [303.0, 386.0, 356.0, 407.0], 'bbox_label': 0, 'ignore': True}, {'polygon': [549, 10, 616, 14, 627, 52, 577, 94], 'bbox': [549.0, 10.0, 627.0, 94.0], 'bbox_label': 0, 'ignore': False}, {'polygon': [253, 178, 369, 164, 371, 178, 256, 193], 'bbox': [253.0, 164.0, 371.0, 193.0], 'bbox_label': 0, 'ignore': True}, {'polygon': [614, 2, 657, 0, 695, 1, 630, 44], 'bbox': [614.0, 0.0, 695.0, 44.0], 'bbox_label': 0, 'ignore': True}, {'polygon': [310, 231, 389, 223, 395, 247, 317, 260], 'bbox': [310.0, 223.0, 395.0, 260.0], 'bbox_label': 0, 'ignore': True}], 'img_path': 'training/img_927.jpg', 'height': 720, 'width': 1280, 'seg_map': 'training/gt_img_927.txt'}, {'instances': [{'polygon': [279, 42, 313, 42, 314, 54, 280, 54], 'bbox': [279.0, 42.0, 314.0, 54.0], 'bbox_label': 0, 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333, 93, 280, 90], 'bbox': [280.0, 57.0, 333.0, 93.0], 'bbox_label': 0, 'ignore': False}, {'polygon': [491, 75, 523, 78, 523, 103, 491, 100], 'bbox': [491.0, 75.0, 523.0, 103.0], 'bbox_label': 0, 'ignore': False}, {'polygon': [127, 48, 214, 54, 214, 85, 127, 80], 'bbox': [127.0, 48.0, 214.0, 85.0], 'bbox_label': 0, 'ignore': False}, {'polygon': [732, 178, 755, 178, 752, 201, 728, 201], 'bbox': [728.0, 178.0, 755.0, 201.0], 'bbox_label': 0, 'ignore': True}, {'polygon': [808, 181, 840, 178, 837, 206, 806, 208], 'bbox': [806.0, 178.0, 840.0, 208.0], 'bbox_label': 0, 'ignore': True}, {'polygon': [892, 191, 917, 192, 914, 213, 888, 212], 'bbox': [888.0, 191.0, 917.0, 213.0], 'bbox_label': 0, 'ignore': True}], 'img_path': 'training/img_421.jpg', 'height': 720, 'width': 1280, 'seg_map': 'training/gt_img_421.txt'}]\n",
      "dict_keys(['metainfo', 'data_list'])\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import json\n",
    "\n",
    "test_json_path = 'mini_icdar2015/textdet_train.json'\n",
    "with open(test_json_path, 'r') as f:\n",
    "    data = json.load(f)\n",
    "    print(data['metainfo'])\n",
    "    print(data['data_list'])\n",
    "    print(data.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "R0t8aOGftosl"
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "YCLL7zlu5Hm1"
   },
   "source": [
    "## 3. Inference\n",
    "\n",
    "MMOCR has made inference easy by providing a variety of `Inferencer`s. In this section, we will focus on the usage of `MMOCRInferencer`. However, if you want to learn more about other `Inferencer`s, you can refer to the [documentation](https://mmocr.readthedocs.io/en/dev-1.x/user_guides/inference.html) which provides detailed descriptions."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "x-uRAtLa63sz"
   },
   "source": [
    "### Perform text spotting with ABCNet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "65HAW_U_IlqO"
   },
   "outputs": [],
   "source": [
    "from mmocr.apis import TextSpotInferencer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "vUPBg_8m1njx",
    "outputId": "3a620581-4341-478d-8621-a669b2616294"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/content/mmocr/projects/ABCNet\n"
     ]
    }
   ],
   "source": [
    "# Linux\n",
    "%cd 'projects/ABCNet'\n",
    "!export PYTHONPATH=`pwd`:$PYTHONPATH"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "eGcOmM_z2aCg",
    "outputId": "12309d78-79c1-4785-f0e4-2aa5772fcbdb"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2023-12-13 17:03:54--  https://download.openmmlab.com/mmocr/textspotting/abcnet-v2/abcnet-v2_resnet50_bifpn/abcnet-v2_resnet50_bifpn_500e_icdar2015-5e4cc7ed.pth\n",
      "Resolving download.openmmlab.com (download.openmmlab.com)... 8.48.85.212, 8.48.85.211, 8.48.85.214, ...\n",
      "Connecting to download.openmmlab.com (download.openmmlab.com)|8.48.85.212|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 192469716 (184M) [application/octet-stream]\n",
      "Saving to: ‘abcnet-v2_resnet50_bifpn_500e_icdar2015-5e4cc7ed.pth.1’\n",
      "\n",
      "abcnet-v2_resnet50_ 100%[===================>] 183.55M  28.2MB/s    in 8.0s    \n",
      "\n",
      "2023-12-13 17:04:07 (22.9 MB/s) - ‘abcnet-v2_resnet50_bifpn_500e_icdar2015-5e4cc7ed.pth.1’ saved [192469716/192469716]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "!wget https://download.openmmlab.com/mmocr/textspotting/abcnet-v2/abcnet-v2_resnet50_bifpn/abcnet-v2_resnet50_bifpn_500e_icdar2015-5e4cc7ed.pth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "xu68YizP8qu6",
    "outputId": "57e9cb5a-d5b7-4341-eda0-a5144fc9dfe8"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loads checkpoint by local backend from path: /content/mmocr/projects/ABCNet/abcnet-v2_resnet50_bifpn_500e_icdar2015-5e4cc7ed.pth\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.10/dist-packages/mmcv/cnn/bricks/conv_module.py:207: UserWarning: Unnecessary conv bias before batch/instance norm\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "12/13 17:04:18 - mmengine - WARNING - Failed to search registry with scope \"mmocr\" in the \"function\" registry tree. As a workaround, the current \"function\" registry in \"mmengine\" is used to build instance. This may cause unexpected failure when running the built modules. Please check whether \"mmocr\" is a correct scope, or whether the registry is initialized.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.10/dist-packages/mmengine/visualization/visualizer.py:196: UserWarning: Failed to add <class 'mmengine.visualization.vis_backend.LocalVisBackend'>, please provide the `save_dir` argument.\n",
      "  warnings.warn(f'Failed to add {vis_backend.__class__}, '\n"
     ]
    }
   ],
   "source": [
    "checkpoint_path = '/content/mmocr/projects/ABCNet/abcnet-v2_resnet50_bifpn_500e_icdar2015-5e4cc7ed.pth'\n",
    "model_path = '/content/mmocr/projects/ABCNet/config/abcnet_v2/abcnet-v2_resnet50_bifpn_500e_icdar2015.py'\n",
    "\n",
    "infer = TextSpotInferencer(\n",
    "    model=model_path,\n",
    "    weights=checkpoint_path\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "pw-XI26K3Nm3",
    "outputId": "8b061f03-e87c-4c26-9e5b-be5b9a5079ff"
   },
   "outputs": [
    {
     "output_type": "stream",
     "text": [
      "\u001b[1;30;43mKết quả của ô này quá lớn nên chỉ có thể hiển thị sau khi bạn đăng nhập.\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "\n",
    "data_dir = '/content/SceneTrialTrain/apanar_06.08.2002/'\n",
    "for img_filename in os.listdir(data_dir):\n",
    "    img_path = os.path.join(data_dir, img_filename)\n",
    "    result = infer(img_path, return_vis=True, progress_bar=False)\n",
    "\n",
    "    plt.figure(figsize=(12, 16))\n",
    "    plt.title(result['predictions'][0]['texts'])\n",
    "    plt.imshow(result['visualization'][0])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "2AZqwCt09XqR"
   },
   "outputs": [],
   "source": [
    "# Visualize the results\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.figure(figsize=(9, 16))\n",
    "plt.imshow(result['visualization'][0])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "QJOEB0w71-ff"
   },
   "outputs": [],
   "source": [
    "result['predictions'][0]['texts']"
   ]
  }
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