{ "nbformat": 4, "nbformat_minor": 2, "metadata": { "colab": { "name": "mmocr.ipynb", "provenance": [], "collapsed_sections": [], "toc_visible": true }, "kernelspec": { "name": "python3", "display_name": "Python 3", "language": "python" }, "language_info": { "name": "python", "version": "3.8.5" }, "accelerator": "GPU", "widgets": { "application/vnd.jupyter.widget-state+json": { "2c92390d57494a4281fe95cc5e061092": { "model_module": "@jupyter-widgets/controls", "model_name": "HBoxModel", "model_module_version": "1.5.0", "state": { "_view_name": "HBoxView", "_dom_classes": [], "_model_name": "HBoxModel", "_view_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_view_count": null, "_view_module_version": "1.5.0", "box_style": "", "layout": "IPY_MODEL_a73f09aca9e24725b2e35347a902de89", "_model_module": "@jupyter-widgets/controls", "children": [ "IPY_MODEL_0ca81ff36c61401e9943825dccd671da", "IPY_MODEL_728a93a11fe44e9e977ca8d75d67c7af", "IPY_MODEL_330f4551fe984d1ea40e4bea51831533" ] } }, "a73f09aca9e24725b2e35347a902de89": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_view_name": "LayoutView", "grid_template_rows": null, "right": null, "justify_content": null, "_view_module": "@jupyter-widgets/base", "overflow": null, "_model_module_version": "1.2.0", "_view_count": null, "flex_flow": null, "width": null, "min_width": null, "border": null, "align_items": null, "bottom": null, "_model_module": "@jupyter-widgets/base", "top": null, "grid_column": null, "overflow_y": null, "overflow_x": null, "grid_auto_flow": null, "grid_area": null, "grid_template_columns": null, "flex": null, "_model_name": "LayoutModel", "justify_items": null, "grid_row": null, "max_height": null, "align_content": null, "visibility": null, "align_self": null, "height": null, "min_height": null, "padding": null, "grid_auto_rows": null, "grid_gap": null, "max_width": null, "order": null, "_view_module_version": "1.2.0", "grid_template_areas": null, "object_position": null, "object_fit": null, "grid_auto_columns": null, "margin": null, "display": null, "left": null } }, "0ca81ff36c61401e9943825dccd671da": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_view_name": "HTMLView", "style": "IPY_MODEL_62a06be59f204e9ab16e4160db18e808", "_dom_classes": [], "description": "", "_model_name": "HTMLModel", "placeholder": "​", "_view_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "value": "100%", "_view_count": null, "_view_module_version": "1.5.0", "description_tooltip": null, "_model_module": "@jupyter-widgets/controls", "layout": "IPY_MODEL_aa7261dfcabb4b85be7611ea1b6f7046" } }, "728a93a11fe44e9e977ca8d75d67c7af": { "model_module": "@jupyter-widgets/controls", "model_name": "FloatProgressModel", "model_module_version": "1.5.0", "state": { "_view_name": "ProgressView", "style": "IPY_MODEL_cd501d23a4d04be3897db97e3261f9c0", "_dom_classes": [], "description": "", "_model_name": "FloatProgressModel", "bar_style": "success", "max": 145703066, "_view_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "value": 145703066, "_view_count": null, "_view_module_version": "1.5.0", "orientation": "horizontal", "min": 0, "description_tooltip": null, "_model_module": "@jupyter-widgets/controls", "layout": "IPY_MODEL_c678a46976e8469b8e77ba23b266174f" } }, "330f4551fe984d1ea40e4bea51831533": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "model_module_version": "1.5.0", "state": { "_view_name": "HTMLView", "style": "IPY_MODEL_9f7b0826508147c4be923443e8e6243b", "_dom_classes": [], "description": "", "_model_name": "HTMLModel", "placeholder": "​", "_view_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "value": " 139M/139M [00:12<00:00, 12.3MB/s]", "_view_count": null, "_view_module_version": "1.5.0", "description_tooltip": null, "_model_module": "@jupyter-widgets/controls", "layout": "IPY_MODEL_3d80c260ae4f4ea0ab07b2ed8367600f" } }, "62a06be59f204e9ab16e4160db18e808": { "model_module": "@jupyter-widgets/controls", "model_name": "DescriptionStyleModel", "model_module_version": "1.5.0", "state": { "_view_name": "StyleView", "_model_name": "DescriptionStyleModel", "description_width": "", "_view_module": "@jupyter-widgets/base", "_model_module_version": "1.5.0", "_view_count": null, "_view_module_version": "1.2.0", "_model_module": "@jupyter-widgets/controls" } }, "aa7261dfcabb4b85be7611ea1b6f7046": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_view_name": "LayoutView", "grid_template_rows": null, "right": null, "justify_content": null, "_view_module": "@jupyter-widgets/base", "overflow": null, "_model_module_version": "1.2.0", "_view_count": null, "flex_flow": null, "width": null, "min_width": null, "border": null, "align_items": null, "bottom": null, "_model_module": "@jupyter-widgets/base", "top": null, "grid_column": null, "overflow_y": null, "overflow_x": null, "grid_auto_flow": null, "grid_area": null, "grid_template_columns": null, "flex": null, "_model_name": "LayoutModel", "justify_items": null, "grid_row": null, "max_height": null, "align_content": null, "visibility": null, "align_self": null, "height": null, "min_height": null, "padding": null, "grid_auto_rows": null, "grid_gap": null, "max_width": null, "order": null, "_view_module_version": "1.2.0", "grid_template_areas": null, "object_position": null, "object_fit": null, "grid_auto_columns": null, "margin": null, "display": null, "left": null } }, "cd501d23a4d04be3897db97e3261f9c0": { "model_module": "@jupyter-widgets/controls", "model_name": "ProgressStyleModel", "model_module_version": "1.5.0", "state": { "_view_name": "StyleView", "_model_name": "ProgressStyleModel", "description_width": "", "_view_module": "@jupyter-widgets/base", "_model_module_version": "1.5.0", "_view_count": null, "_view_module_version": "1.2.0", "bar_color": null, "_model_module": "@jupyter-widgets/controls" } }, "c678a46976e8469b8e77ba23b266174f": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_view_name": "LayoutView", "grid_template_rows": null, "right": null, "justify_content": null, "_view_module": "@jupyter-widgets/base", "overflow": null, "_model_module_version": "1.2.0", "_view_count": null, "flex_flow": null, "width": null, "min_width": null, "border": null, "align_items": null, "bottom": null, "_model_module": "@jupyter-widgets/base", "top": null, "grid_column": null, "overflow_y": null, "overflow_x": null, "grid_auto_flow": null, "grid_area": null, "grid_template_columns": null, "flex": null, "_model_name": "LayoutModel", "justify_items": null, "grid_row": null, "max_height": null, "align_content": null, "visibility": null, "align_self": null, "height": null, "min_height": null, "padding": null, "grid_auto_rows": null, "grid_gap": null, "max_width": null, "order": null, "_view_module_version": "1.2.0", "grid_template_areas": null, "object_position": null, "object_fit": null, "grid_auto_columns": null, "margin": null, "display": null, "left": null } }, "9f7b0826508147c4be923443e8e6243b": { "model_module": "@jupyter-widgets/controls", "model_name": "DescriptionStyleModel", "model_module_version": "1.5.0", "state": { "_view_name": "StyleView", "_model_name": "DescriptionStyleModel", "description_width": "", "_view_module": "@jupyter-widgets/base", "_model_module_version": "1.5.0", "_view_count": null, "_view_module_version": "1.2.0", "_model_module": "@jupyter-widgets/controls" } }, "3d80c260ae4f4ea0ab07b2ed8367600f": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "model_module_version": "1.2.0", "state": { "_view_name": "LayoutView", "grid_template_rows": null, "right": null, "justify_content": null, "_view_module": "@jupyter-widgets/base", "overflow": null, "_model_module_version": "1.2.0", "_view_count": null, "flex_flow": null, "width": null, "min_width": null, "border": null, "align_items": null, "bottom": null, "_model_module": "@jupyter-widgets/base", "top": null, "grid_column": null, "overflow_y": null, "overflow_x": null, "grid_auto_flow": null, "grid_area": null, "grid_template_columns": null, "flex": null, "_model_name": "LayoutModel", "justify_items": null, "grid_row": null, "max_height": null, "align_content": null, "visibility": null, "align_self": null, "height": null, "min_height": null, "padding": null, "grid_auto_rows": null, "grid_gap": null, "max_width": null, "order": null, "_view_module_version": "1.2.0", "grid_template_areas": null, "object_position": null, "object_fit": null, "grid_auto_columns": null, "margin": null, "display": null, "left": null } } } } }, "cells": [ { "cell_type": "markdown", "source": [ "# MMOCR Tutorial\n", "\n", "Welcome to MMOCR! This is the official colab tutorial for using MMOCR. In this tutorial, you will learn how to\n", "\n", "- Perform inference with a pretrained text recognizer\n", "- Perform inference with a pretrained text detector\n", "- Perform end-to-end OCR with pretrained recognizer and detector\n", "- Combine OCR with downstream tasks\n", "- Perform inference with a pretrained Key Information Extraction (KIE) model\n", "- Train a text recognizer with a toy dataset\n", "\n", "Let's start!" ], "metadata": { "id": "jU9T31gbQmvs" } }, { "cell_type": "markdown", "source": [ "## Install MMOCR" ], "metadata": { "id": "Sfvz1sywQ9_4" } }, { "cell_type": "markdown", "source": [ "When installing dependencies for mmocr, please ensure that all the dependency versions are compatible with each other. For instance, if CUDA 10.1 is installed, then the Pytorch version must be compatible with cu10.1. Please see [getting_started.md](docs/getting_started.md) for more details. " ], "metadata": { "id": "q3fZP1LspEUp" } }, { "cell_type": "code", "execution_count": 12, "source": [ "%cd .." ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "/\n" ] } ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "rB3qciTXpEUq", "outputId": "4a32aea6-3b92-4da0-b096-c6127ae71957" } }, { "cell_type": "markdown", "source": [ "### Check NVCC and GCC compiler version" ], "metadata": { "id": "mSkZOdrMpEUr" } }, { "cell_type": "code", "execution_count": 2, "source": [ "!nvcc -V\n", "!gcc --version" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "nvcc: NVIDIA (R) Cuda compiler driver\n", "Copyright (c) 2005-2020 NVIDIA Corporation\n", "Built on Wed_Jul_22_19:09:09_PDT_2020\n", "Cuda compilation tools, release 11.0, V11.0.221\n", "Build cuda_11.0_bu.TC445_37.28845127_0\n", "gcc (Ubuntu 7.5.0-3ubuntu1~18.04) 7.5.0\n", "Copyright (C) 2017 Free Software Foundation, Inc.\n", "This is free software; see the source for copying conditions. There is NO\n", "warranty; not even for MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.\n", "\n" ] } ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "2DBpcKj2RDfu", "outputId": "cbb83e76-b4df-418b-ea78-b8ceacdc07c2" } }, { "cell_type": "markdown", "source": [ "### Install Dependencies " ], "metadata": { "id": "Tw7u_baQpEUs" } }, { "cell_type": "code", "execution_count": 13, "source": [ "# Install torch dependencies: (use cu110 since colab has CUDA 11)\n", "!pip install -U torch==1.7.0+cu110 torchvision==0.8.0 -f https://download.pytorch.org/whl/torch_stable.html\n", "\n", "# Install mmcv-full thus we could use CUDA operators\n", "!pip install mmcv-full -f https://download.openmmlab.com/mmcv/dist/cu110/torch1.6.0/index.html\n", "\n", "# Install mmdetection\n", "!pip install mmdet\n", "\n", "# Install mmocr\n", "!git clone https://github.com/open-mmlab/mmocr.git\n", "%cd mmocr\n", "!pip install -r requirements.txt\n", "!pip install -v -e ." ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Looking in links: https://download.pytorch.org/whl/torch_stable.html\n", "Collecting torch==1.7.0+cu110\n", "tcmalloc: large alloc 1137090560 bytes == 0x55fec2658000 @ 0x7ff4c85391e7 0x55febfab6a18 0x55febfa81987 0x55febfc00335 0x55febfb9aa48 0x55febfa85252 0x55febfb6396e 0x55febfa84ea9 0x55febfb76c0d 0x55febfaf90d8 0x55febfa8665a 0x55febfaf4d67 0x55febfa8665a 0x55febfaf4d67 0x55febfaf3dcc 0x55febfa86fec 0x55febfa871f1 0x55febfaf6318 0x55febfaf3c35 0x55febfa86fec 0x55febfa871f1 0x55febfaf6318 0x55febfaf3c35 0x55febfa86fec 0x55febfa871f1 0x55febfaf6318 0x55febfaf3dcc 0x55febfa86fec 0x55febfa871f1 0x55febfaf6318 0x55febfaf3c35\n", "tcmalloc: large alloc 1421369344 bytes == 0x55ff062c2000 @ 0x7ff4c853a615 0x55febfa8202c 0x55febfb6217a 0x55febfa84e4d 0x55febfb76c0d 0x55febfaf90d8 0x55febfaf3c35 0x55febfa8673a 0x55febfaf4d67 0x55febfaf3c35 0x55febfa8673a 0x55febfaf4d67 0x55febfaf3c35 0x55febfa8673a 0x55febfaf4d67 0x55febfaf3c35 0x55febfa8673a 0x55febfaf4d67 0x55febfaf3c35 0x55febfa8673a 0x55febfaf4d67 0x55febfa8665a 0x55febfaf4d67 0x55febfaf3c35 0x55febfa8673a 0x55febfaf593b 0x55febfaf3c35 0x55febfa8673a 0x55febfaf4d67 0x55febfaf4235 0x55febfa8673a\n", " Using cached https://download.pytorch.org/whl/cu110/torch-1.7.0%2Bcu110-cp37-cp37m-linux_x86_64.whl (1137.1 MB)\n", "Collecting torchvision==0.8.0\n", " Downloading torchvision-0.8.0-cp37-cp37m-manylinux1_x86_64.whl (11.8 MB)\n", "\u001b[K |████████████████████████████████| 11.8 MB 258 kB/s \n", "\u001b[?25hRequirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from torch==1.7.0+cu110) (3.7.4.3)\n", "Collecting dataclasses\n", " Downloading dataclasses-0.6-py3-none-any.whl (14 kB)\n", "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from torch==1.7.0+cu110) (1.19.5)\n", "Requirement already satisfied: future in /usr/local/lib/python3.7/dist-packages (from torch==1.7.0+cu110) (0.16.0)\n", "Requirement already satisfied: pillow>=4.1.1 in /usr/local/lib/python3.7/dist-packages (from torchvision==0.8.0) (7.1.2)\n", "Installing collected packages: dataclasses, torch, torchvision\n", " Attempting uninstall: torch\n", " Found existing installation: torch 1.9.0+cu102\n", " Uninstalling torch-1.9.0+cu102:\n", " Successfully uninstalled torch-1.9.0+cu102\n", " Attempting uninstall: torchvision\n", " Found existing installation: torchvision 0.10.0+cu102\n", " Uninstalling torchvision-0.10.0+cu102:\n", " Successfully uninstalled torchvision-0.10.0+cu102\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", "torchtext 0.10.0 requires torch==1.9.0, but you have torch 1.7.0+cu110 which is incompatible.\u001b[0m\n", "Successfully installed dataclasses-0.6 torch-1.7.0+cu110 torchvision-0.8.0\n" ] }, { "output_type": "display_data", "data": { "application/vnd.colab-display-data+json": { "pip_warning": { "packages": [ "dataclasses", "torch", "torchvision" ] } } }, "metadata": {} }, { "output_type": "stream", "name": "stdout", "text": [ "Looking in links: https://download.openmmlab.com/mmcv/dist/cu110/torch1.6.0/index.html\n", "Requirement already satisfied: mmcv-full in /usr/local/lib/python3.7/dist-packages (1.3.11)\n", "Requirement already satisfied: packaging in /usr/local/lib/python3.7/dist-packages (from mmcv-full) (21.0)\n", "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from mmcv-full) (1.19.5)\n", "Requirement already satisfied: yapf in /usr/local/lib/python3.7/dist-packages (from mmcv-full) (0.31.0)\n", "Requirement already satisfied: Pillow in /usr/local/lib/python3.7/dist-packages (from mmcv-full) (7.1.2)\n", "Requirement already satisfied: addict in /usr/local/lib/python3.7/dist-packages (from mmcv-full) (2.4.0)\n", "Requirement already satisfied: pyyaml in /usr/local/lib/python3.7/dist-packages (from mmcv-full) (3.13)\n", "Requirement already satisfied: pyparsing>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from packaging->mmcv-full) (2.4.7)\n", "Requirement already satisfied: mmdet in /usr/local/lib/python3.7/dist-packages (2.15.1)\n", "Requirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (from mmdet) (3.2.2)\n", "Requirement already satisfied: pycocotools in /usr/local/lib/python3.7/dist-packages (from mmdet) (2.0.2)\n", "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from mmdet) (1.19.5)\n", "Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from mmdet) (1.15.0)\n", "Requirement already satisfied: terminaltables in /usr/local/lib/python3.7/dist-packages (from mmdet) (3.1.0)\n", "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib->mmdet) (0.10.0)\n", "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->mmdet) (1.3.1)\n", "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->mmdet) (2.8.2)\n", "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->mmdet) (2.4.7)\n", "Requirement already satisfied: setuptools>=18.0 in /usr/local/lib/python3.7/dist-packages (from pycocotools->mmdet) (57.4.0)\n", "Requirement already satisfied: cython>=0.27.3 in /usr/local/lib/python3.7/dist-packages (from pycocotools->mmdet) (0.29.24)\n", "fatal: destination path 'mmocr' already exists and is not an empty directory.\n", "/mmocr\n", "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from -r requirements/build.txt (line 2)) (1.19.5)\n", "Requirement already satisfied: Polygon3 in /usr/local/lib/python3.7/dist-packages (from -r requirements/build.txt (line 3)) (3.0.9.1)\n", "Requirement already satisfied: pyclipper in /usr/local/lib/python3.7/dist-packages (from -r requirements/build.txt (line 4)) (1.3.0)\n", "Requirement already satisfied: torch>=1.1 in /usr/local/lib/python3.7/dist-packages (from -r requirements/build.txt (line 5)) (1.7.0+cu110)\n", "Requirement already satisfied: imgaug in /usr/local/lib/python3.7/dist-packages (from -r requirements/runtime.txt (line 1)) (0.2.9)\n", "Requirement already satisfied: lanms-proper in /usr/local/lib/python3.7/dist-packages (from -r requirements/runtime.txt (line 2)) (1.0.1)\n", "Requirement already satisfied: lmdb in /usr/local/lib/python3.7/dist-packages (from -r requirements/runtime.txt (line 3)) (0.99)\n", "Requirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (from -r requirements/runtime.txt (line 4)) (3.2.2)\n", "Requirement already satisfied: numba>=0.45.1 in /usr/local/lib/python3.7/dist-packages (from -r requirements/runtime.txt (line 5)) (0.51.2)\n", "Requirement already satisfied: rapidfuzz in /usr/local/lib/python3.7/dist-packages (from -r requirements/runtime.txt (line 9)) (1.5.0)\n", "Requirement already satisfied: scikit-image in /usr/local/lib/python3.7/dist-packages (from -r requirements/runtime.txt (line 10)) (0.16.2)\n", "Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from -r requirements/runtime.txt (line 11)) (1.15.0)\n", "Requirement already satisfied: terminaltables in /usr/local/lib/python3.7/dist-packages (from -r requirements/runtime.txt (line 12)) (3.1.0)\n", "Requirement already satisfied: asynctest in /usr/local/lib/python3.7/dist-packages (from -r requirements/tests.txt (line 1)) (0.13.0)\n", "Requirement already satisfied: codecov in /usr/local/lib/python3.7/dist-packages (from -r requirements/tests.txt (line 2)) (2.1.12)\n", "Requirement already satisfied: flake8 in /usr/local/lib/python3.7/dist-packages (from -r requirements/tests.txt (line 3)) (3.9.2)\n", "Requirement already satisfied: isort in /usr/local/lib/python3.7/dist-packages (from -r requirements/tests.txt (line 4)) (5.9.3)\n", "Requirement already satisfied: kwarray in /usr/local/lib/python3.7/dist-packages (from -r requirements/tests.txt (line 6)) (0.5.19)\n", "Requirement already satisfied: pytest in /usr/local/lib/python3.7/dist-packages (from -r requirements/tests.txt (line 8)) (3.6.4)\n", "Requirement already satisfied: pytest-cov in /usr/local/lib/python3.7/dist-packages (from -r requirements/tests.txt (line 9)) (2.9.0)\n", "Requirement already satisfied: pytest-runner in /usr/local/lib/python3.7/dist-packages (from -r requirements/tests.txt (line 10)) (5.3.1)\n", "Requirement already satisfied: ubelt in /usr/local/lib/python3.7/dist-packages (from -r requirements/tests.txt (line 11)) (0.10.0)\n", "Requirement already satisfied: xdoctest>=0.10.0 in /usr/local/lib/python3.7/dist-packages (from -r requirements/tests.txt (line 12)) (0.15.6)\n", "Requirement already satisfied: yapf in /usr/local/lib/python3.7/dist-packages (from -r requirements/tests.txt (line 13)) (0.31.0)\n", "Requirement already satisfied: dataclasses in /usr/local/lib/python3.7/dist-packages (from torch>=1.1->-r requirements/build.txt (line 5)) (0.6)\n", "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from torch>=1.1->-r requirements/build.txt (line 5)) (3.7.4.3)\n", "Requirement already satisfied: future in /usr/local/lib/python3.7/dist-packages (from torch>=1.1->-r requirements/build.txt (line 5)) (0.16.0)\n", "Requirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from numba>=0.45.1->-r requirements/runtime.txt (line 5)) (57.4.0)\n", "Requirement already satisfied: llvmlite<0.35,>=0.34.0.dev0 in /usr/local/lib/python3.7/dist-packages (from numba>=0.45.1->-r requirements/runtime.txt (line 5)) (0.34.0)\n", "Requirement already satisfied: scipy in /usr/local/lib/python3.7/dist-packages (from imgaug->-r requirements/runtime.txt (line 1)) (1.4.1)\n", "Requirement already satisfied: imageio in /usr/local/lib/python3.7/dist-packages (from imgaug->-r requirements/runtime.txt (line 1)) (2.4.1)\n", "Requirement already satisfied: Shapely in /usr/local/lib/python3.7/dist-packages (from imgaug->-r requirements/runtime.txt (line 1)) (1.7.1)\n", "Requirement already satisfied: opencv-python in /usr/local/lib/python3.7/dist-packages (from imgaug->-r requirements/runtime.txt (line 1)) (4.1.2.30)\n", "Requirement already satisfied: Pillow in /usr/local/lib/python3.7/dist-packages (from imgaug->-r requirements/runtime.txt (line 1)) (7.1.2)\n", "Requirement already satisfied: networkx>=2.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image->-r requirements/runtime.txt (line 10)) (2.6.2)\n", "Requirement already satisfied: PyWavelets>=0.4.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image->-r requirements/runtime.txt (line 10)) (1.1.1)\n", "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib->-r requirements/runtime.txt (line 4)) (0.10.0)\n", "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->-r requirements/runtime.txt (line 4)) (2.8.2)\n", "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->-r requirements/runtime.txt (line 4)) (1.3.1)\n", "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->-r requirements/runtime.txt (line 4)) (2.4.7)\n", "Requirement already satisfied: coverage in /usr/local/lib/python3.7/dist-packages (from codecov->-r requirements/tests.txt (line 2)) (5.5)\n", "Requirement already satisfied: requests>=2.7.9 in /usr/local/lib/python3.7/dist-packages (from codecov->-r requirements/tests.txt (line 2)) (2.23.0)\n", "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests>=2.7.9->codecov->-r requirements/tests.txt (line 2)) (2021.5.30)\n", "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests>=2.7.9->codecov->-r requirements/tests.txt (line 2)) (2.10)\n", "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests>=2.7.9->codecov->-r requirements/tests.txt (line 2)) (1.24.3)\n", "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests>=2.7.9->codecov->-r requirements/tests.txt (line 2)) (3.0.4)\n", "Requirement already satisfied: pycodestyle<2.8.0,>=2.7.0 in /usr/local/lib/python3.7/dist-packages (from flake8->-r requirements/tests.txt (line 3)) (2.7.0)\n", "Requirement already satisfied: importlib-metadata in /usr/local/lib/python3.7/dist-packages (from flake8->-r requirements/tests.txt (line 3)) (4.6.4)\n", "Requirement already satisfied: pyflakes<2.4.0,>=2.3.0 in /usr/local/lib/python3.7/dist-packages (from flake8->-r requirements/tests.txt (line 3)) (2.3.1)\n", "Requirement already satisfied: mccabe<0.7.0,>=0.6.0 in /usr/local/lib/python3.7/dist-packages (from flake8->-r requirements/tests.txt (line 3)) (0.6.1)\n", "Requirement already satisfied: more-itertools>=4.0.0 in /usr/local/lib/python3.7/dist-packages (from pytest->-r requirements/tests.txt (line 8)) (8.8.0)\n", "Requirement already satisfied: py>=1.5.0 in /usr/local/lib/python3.7/dist-packages (from pytest->-r requirements/tests.txt (line 8)) (1.10.0)\n", "Requirement already satisfied: pluggy<0.8,>=0.5 in /usr/local/lib/python3.7/dist-packages (from pytest->-r requirements/tests.txt (line 8)) (0.7.1)\n", "Requirement already satisfied: attrs>=17.4.0 in /usr/local/lib/python3.7/dist-packages (from pytest->-r requirements/tests.txt (line 8)) (21.2.0)\n", "Requirement already satisfied: atomicwrites>=1.0 in /usr/local/lib/python3.7/dist-packages (from pytest->-r requirements/tests.txt (line 8)) (1.4.0)\n", "Requirement already satisfied: ordered-set in /usr/local/lib/python3.7/dist-packages (from ubelt->-r requirements/tests.txt (line 11)) (4.0.2)\n", "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->flake8->-r requirements/tests.txt (line 3)) (3.5.0)\n", "Using pip 21.1.3 from /usr/local/lib/python3.7/dist-packages/pip (python 3.7)\n", "Value for scheme.platlib does not match. Please report this to \n", "distutils: /usr/local/lib/python3.7/dist-packages\n", "sysconfig: /usr/lib/python3.7/site-packages\n", "Value for scheme.purelib does not match. Please report this to \n", "distutils: /usr/local/lib/python3.7/dist-packages\n", "sysconfig: /usr/lib/python3.7/site-packages\n", "Value for scheme.headers does not match. Please report this to \n", "distutils: /usr/local/include/python3.7/UNKNOWN\n", "sysconfig: /usr/include/python3.7m/UNKNOWN\n", "Value for scheme.scripts does not match. Please report this to \n", "distutils: /usr/local/bin\n", "sysconfig: /usr/bin\n", "Value for scheme.data does not match. Please report this to \n", "distutils: /usr/local\n", "sysconfig: /usr\n", "Additional context:\n", "user = False\n", "home = None\n", "root = None\n", "prefix = None\n", "Non-user install because site-packages writeable\n", "Created temporary directory: /tmp/pip-ephem-wheel-cache-fvycazpz\n", "Created temporary directory: /tmp/pip-req-tracker-we_a93c3\n", "Initialized build tracking at /tmp/pip-req-tracker-we_a93c3\n", "Created build tracker: /tmp/pip-req-tracker-we_a93c3\n", "Entered build tracker: /tmp/pip-req-tracker-we_a93c3\n", "Created temporary directory: /tmp/pip-install-ok1naoq0\n", "Obtaining file:///mmocr\n", " Added file:///mmocr to build tracker '/tmp/pip-req-tracker-we_a93c3'\n", " Running setup.py (path:/mmocr/setup.py) egg_info for package from file:///mmocr\n", " Created temporary directory: /tmp/pip-pip-egg-info-rei2_m70\n", " Running command python setup.py egg_info\n", " running egg_info\n", " creating /tmp/pip-pip-egg-info-rei2_m70/mmocr.egg-info\n", " writing /tmp/pip-pip-egg-info-rei2_m70/mmocr.egg-info/PKG-INFO\n", " writing dependency_links to /tmp/pip-pip-egg-info-rei2_m70/mmocr.egg-info/dependency_links.txt\n", " writing requirements to /tmp/pip-pip-egg-info-rei2_m70/mmocr.egg-info/requires.txt\n", " writing top-level names to /tmp/pip-pip-egg-info-rei2_m70/mmocr.egg-info/top_level.txt\n", " writing manifest file '/tmp/pip-pip-egg-info-rei2_m70/mmocr.egg-info/SOURCES.txt'\n", " reading manifest template 'MANIFEST.in'\n", " adding license file 'LICENSE'\n", " writing manifest file '/tmp/pip-pip-egg-info-rei2_m70/mmocr.egg-info/SOURCES.txt'\n", " Source in /mmocr has version 0.2.1, which satisfies requirement mmocr==0.2.1 from file:///mmocr\n", " Removed mmocr==0.2.1 from file:///mmocr from build tracker '/tmp/pip-req-tracker-we_a93c3'\n", "Requirement already satisfied: imgaug in /usr/local/lib/python3.7/dist-packages (from mmocr==0.2.1) (0.2.9)\n", "Requirement already satisfied: lanms-proper in /usr/local/lib/python3.7/dist-packages (from mmocr==0.2.1) (1.0.1)\n", "Requirement already satisfied: lmdb in /usr/local/lib/python3.7/dist-packages (from mmocr==0.2.1) (0.99)\n", "Requirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (from mmocr==0.2.1) (3.2.2)\n", "Requirement already satisfied: numba>=0.45.1 in /usr/local/lib/python3.7/dist-packages (from mmocr==0.2.1) (0.51.2)\n", "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from mmocr==0.2.1) (1.19.5)\n", "Requirement already satisfied: Polygon3 in /usr/local/lib/python3.7/dist-packages (from mmocr==0.2.1) (3.0.9.1)\n", "Requirement already satisfied: pyclipper in /usr/local/lib/python3.7/dist-packages (from mmocr==0.2.1) (1.3.0)\n", "Requirement already satisfied: rapidfuzz in /usr/local/lib/python3.7/dist-packages (from mmocr==0.2.1) (1.5.0)\n", "Requirement already satisfied: scikit-image in /usr/local/lib/python3.7/dist-packages (from mmocr==0.2.1) (0.16.2)\n", "Requirement already satisfied: six in /usr/local/lib/python3.7/dist-packages (from mmocr==0.2.1) (1.15.0)\n", "Requirement already satisfied: terminaltables in /usr/local/lib/python3.7/dist-packages (from mmocr==0.2.1) (3.1.0)\n", "Requirement already satisfied: llvmlite<0.35,>=0.34.0.dev0 in /usr/local/lib/python3.7/dist-packages (from numba>=0.45.1->mmocr==0.2.1) (0.34.0)\n", "Requirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from numba>=0.45.1->mmocr==0.2.1) (57.4.0)\n", "Requirement already satisfied: imageio in /usr/local/lib/python3.7/dist-packages (from imgaug->mmocr==0.2.1) (2.4.1)\n", "Requirement already satisfied: Shapely in /usr/local/lib/python3.7/dist-packages (from imgaug->mmocr==0.2.1) (1.7.1)\n", "Requirement already satisfied: Pillow in /usr/local/lib/python3.7/dist-packages (from imgaug->mmocr==0.2.1) (7.1.2)\n", "Requirement already satisfied: scipy in /usr/local/lib/python3.7/dist-packages (from imgaug->mmocr==0.2.1) (1.4.1)\n", "Requirement already satisfied: opencv-python in /usr/local/lib/python3.7/dist-packages (from imgaug->mmocr==0.2.1) (4.1.2.30)\n", "Requirement already satisfied: networkx>=2.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image->mmocr==0.2.1) (2.6.2)\n", "Requirement already satisfied: PyWavelets>=0.4.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image->mmocr==0.2.1) (1.1.1)\n", "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib->mmocr==0.2.1) (0.10.0)\n", "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->mmocr==0.2.1) (2.4.7)\n", "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->mmocr==0.2.1) (1.3.1)\n", "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->mmocr==0.2.1) (2.8.2)\n", "Created temporary directory: /tmp/pip-unpack-khia4f7t\n", "Installing collected packages: mmocr\n", " Attempting uninstall: mmocr\n", " Found existing installation: mmocr 0.2.1\n", " Not sure how to uninstall: mmocr 0.2.1 - Check: /mmocr\n", " Can't uninstall 'mmocr'. No files were found to uninstall.\n", " Value for scheme.platlib does not match. Please report this to \n", " distutils: /usr/local/lib/python3.7/dist-packages\n", " sysconfig: /usr/lib/python3.7/site-packages\n", " Value for scheme.purelib does not match. Please report this to \n", " distutils: /usr/local/lib/python3.7/dist-packages\n", " sysconfig: /usr/lib/python3.7/site-packages\n", " Value for scheme.headers does not match. Please report this to \n", " distutils: /usr/local/include/python3.7/mmocr\n", " sysconfig: /usr/include/python3.7m/mmocr\n", " Value for scheme.scripts does not match. Please report this to \n", " distutils: /usr/local/bin\n", " sysconfig: /usr/bin\n", " Value for scheme.data does not match. Please report this to \n", " distutils: /usr/local\n", " sysconfig: /usr\n", " Additional context:\n", " user = False\n", " home = None\n", " root = None\n", " prefix = None\n", " Running setup.py develop for mmocr\n", " Running command /usr/bin/python3 -c 'import io, os, sys, setuptools, tokenize; sys.argv[0] = '\"'\"'/mmocr/setup.py'\"'\"'; __file__='\"'\"'/mmocr/setup.py'\"'\"';f = getattr(tokenize, '\"'\"'open'\"'\"', open)(__file__) if os.path.exists(__file__) else io.StringIO('\"'\"'from setuptools import setup; setup()'\"'\"');code = f.read().replace('\"'\"'\\r\\n'\"'\"', '\"'\"'\\n'\"'\"');f.close();exec(compile(code, __file__, '\"'\"'exec'\"'\"'))' develop --no-deps\n", " running develop\n", " running egg_info\n", " writing mmocr.egg-info/PKG-INFO\n", " writing dependency_links to mmocr.egg-info/dependency_links.txt\n", " writing requirements to mmocr.egg-info/requires.txt\n", " writing top-level names to mmocr.egg-info/top_level.txt\n", " reading manifest template 'MANIFEST.in'\n", " adding license file 'LICENSE'\n", " writing manifest file 'mmocr.egg-info/SOURCES.txt'\n", " running build_ext\n", " Creating /usr/local/lib/python3.7/dist-packages/mmocr.egg-link (link to .)\n", " mmocr 0.2.1 is already the active version in easy-install.pth\n", "\n", " Installed /mmocr\n", "Value for scheme.platlib does not match. Please report this to \n", "distutils: /usr/local/lib/python3.7/dist-packages\n", "sysconfig: /usr/lib/python3.7/site-packages\n", "Value for scheme.purelib does not match. Please report this to \n", "distutils: /usr/local/lib/python3.7/dist-packages\n", "sysconfig: /usr/lib/python3.7/site-packages\n", "Value for scheme.headers does not match. Please report this to \n", "distutils: /usr/local/include/python3.7/UNKNOWN\n", "sysconfig: /usr/include/python3.7m/UNKNOWN\n", "Value for scheme.scripts does not match. Please report this to \n", "distutils: /usr/local/bin\n", "sysconfig: /usr/bin\n", "Value for scheme.data does not match. Please report this to \n", "distutils: /usr/local\n", "sysconfig: /usr\n", "Additional context:\n", "user = False\n", "home = None\n", "root = None\n", "prefix = None\n", "Successfully installed mmocr-0.2.1\n", "Removed build tracker: '/tmp/pip-req-tracker-we_a93c3'\n" ] } ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "DwDY3puNNmhe", "tags": [ "outputPrepend" ], "outputId": "f9a5ff35-f44f-459f-ca79-7f943938a99a" } }, { "cell_type": "code", "execution_count": 5, "source": [ "!pip uninstall mmcv-full\n", "!pip install mmcv-full -f https://download.openmmlab.com/mmcv/dist/cu110/torch1.6.0/index.html --no-cache-dir" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Found existing installation: mmcv-full 1.3.11\n", "Uninstalling mmcv-full-1.3.11:\n", " Would remove:\n", " /usr/local/lib/python3.7/dist-packages/mmcv/*\n", " /usr/local/lib/python3.7/dist-packages/mmcv_full-1.3.11.dist-info/*\n", "Proceed (y/n)? y\n", " Successfully uninstalled mmcv-full-1.3.11\n", "Looking in links: https://download.openmmlab.com/mmcv/dist/cu110/torch1.6.0/index.html\n", "Collecting mmcv-full\n", " Downloading mmcv-full-1.3.11.tar.gz (307 kB)\n", "\u001b[K |████████████████████████████████| 307 kB 8.2 MB/s \n", "\u001b[?25hRequirement already satisfied: addict in /usr/local/lib/python3.7/dist-packages (from mmcv-full) (2.4.0)\n", "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from mmcv-full) (1.19.5)\n", "Requirement already satisfied: packaging in /usr/local/lib/python3.7/dist-packages (from mmcv-full) (21.0)\n", "Requirement already satisfied: Pillow in /usr/local/lib/python3.7/dist-packages (from mmcv-full) (7.1.2)\n", "Requirement already satisfied: pyyaml in /usr/local/lib/python3.7/dist-packages (from mmcv-full) (3.13)\n", "Requirement already satisfied: yapf in /usr/local/lib/python3.7/dist-packages (from mmcv-full) (0.31.0)\n", "Requirement already satisfied: pyparsing>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from packaging->mmcv-full) (2.4.7)\n", "Building wheels for collected packages: mmcv-full\n", " Building wheel for mmcv-full (setup.py) ... \u001b[?25l\u001b[?25hdone\n", " Created wheel for mmcv-full: filename=mmcv_full-1.3.11-cp37-cp37m-linux_x86_64.whl size=25895154 sha256=8cedf064bd88018d0cfba49032423d19888db695f5dc98dce606653bc40d8321\n", " Stored in directory: /tmp/pip-ephem-wheel-cache-8t9ngi9u/wheels/4c/8f/1d/903456a291e5bf33d99cb03cb1bbc822e2c5d32c123b873ebe\n", "Successfully built mmcv-full\n", "Installing collected packages: mmcv-full\n", "Successfully installed mmcv-full-1.3.11\n" ] }, { "output_type": "display_data", "data": { "application/vnd.colab-display-data+json": { "pip_warning": { "packages": [ "mmcv" ] } } }, "metadata": {} } ], "metadata": { "id": "_o0PrIixutjd", "outputId": "e3a3fd44-9f4e-41e8-c6dc-58993edb4666", "colab": { "base_uri": "https://localhost:8080/", "height": 547 } } }, { "cell_type": "markdown", "source": [ "### Check Installed Dependencies Versions" ], "metadata": { "id": "DY64JCc0pEUu" } }, { "cell_type": "code", "execution_count": 12, "source": [ "# Check Pytorch installation\n", "import torch, torchvision\n", "print(torch.__version__, torch.cuda.is_available())\n", "\n", "# Check MMDetection installation\n", "import mmdet\n", "print(mmdet.__version__)\n", "\n", "# Check mmcv installation\n", "import mmcv\n", "from mmcv.ops import get_compiling_cuda_version, get_compiler_version\n", "print(mmcv.__version__)\n", "print(get_compiling_cuda_version())\n", "print(get_compiler_version())\n", "\n", "# Check mmocr installation\n", "import mmocr\n", "print(mmocr.__version__)\n", "\n", "%cd /mmocr/\n", "!ls" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "1.7.0+cu110 True\n", "2.15.1\n", "1.3.11\n", "11.0\n", "GCC 7.5\n", "0.2.1\n", "/mmocr\n", "configs docs_zh_CN mmocr.egg-info requirements\t setup.py\n", "demo\t LICENSE model-index.yml requirements.txt tests\n", "docker\t MANIFEST.in README.md resources\t tools\n", "docs\t mmocr\t README_zh-CN.md setup.cfg\n" ] } ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "JABQfPwQN52g", "outputId": "188c72bd-5aa2-4521-f63b-bf6a829633c0" } }, { "cell_type": "markdown", "source": [ "# Inference\n", "\n", "We provide an easy-to-use inference script, `mmocr/utils/ocr.py`, that can be either called through command line or imported as an object (the `MMOCR` class inside). In this notebook, we choose the latter option for ease of demonstration. You can check out its full usage and examples in our [official documentation](https://mmocr.readthedocs.io/en/latest/demo.html)." ], "metadata": { "id": "YCLL7zlu5Hm1" } }, { "cell_type": "markdown", "source": [ "## Perform Inference with a Pretrained Text Recognizer \n", "\n", "We now demonstrate how to inference on a [demo text recognition image](https://github.com/open-mmlab/mmocr/raw/main/demo/demo_text_recog.jpg) with a pretrained text recognizer using command line. SAR text recognizer is used for this demo, whose checkpoint can be found in the [official documentation](https://mmocr.readthedocs.io/en/latest/textrecog_models.html#show-attend-and-read-a-simple-and-strong-baseline-for-irregular-text-recognition). But you don't need to download it manually -- Our inference script handles these cumbersome setup steps for you! \n", "\n", "Run the following command and the recognition result will be saved to `outputs/demo_text_recog_pred.jpg`. We will visualize the result in the end." ], "metadata": { "id": "59gHy8Y4pEUv" } }, { "cell_type": "code", "execution_count": 15, "source": [ "from mmocr.utils.ocr import MMOCR\n", "mmocr = MMOCR(det=None, recog='SAR')\n", "mmocr.readtext('demo/demo_text_recog.jpg', print_result=True, output='outputs/demo_text_recog_pred.jpg')" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Use load_from_http loader\n" ] }, { "output_type": "stream", "name": "stderr", "text": [ "/mmocr/mmocr/apis/inference.py:48: UserWarning: Class names are not saved in the checkpoint's meta data, use COCO classes by default.\n", " warnings.warn('Class names are not saved in the checkpoint\\'s '\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "{'text': 'STAR', 'score': 0.9664112031459808}\n", "\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "[{'score': 0.9664112031459808, 'text': 'STAR'}]" ] }, "metadata": {}, "execution_count": 15 } ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "iQQIVH9ApEUv", "outputId": "34347c86-7e88-4e2f-d875-ff92533c2793" } }, { "cell_type": "code", "execution_count": 16, "source": [ "# Visualize the results\n", "import matplotlib.pyplot as plt\n", "predicted_img = mmcv.imread('./outputs/demo_text_recog_pred.jpg')\n", "plt.imshow(mmcv.bgr2rgb(predicted_img))\n", "plt.show()" ], "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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" }, "metadata": { "needs_background": "light" } } ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 268 }, "id": "0ab_YJnXpEUw", "outputId": "0ee7b117-f75c-49b3-f4cd-6289713ae260" } }, { "cell_type": "markdown", "source": [ "## Perform Inference with a Pretrained Text Detector \n", "\n", "Next, we perform inference with a pretrained TextSnake text detector and visualize the bounding box results for the demo text detection image provided in [demo_text_det.jpg](https://raw.githubusercontent.com/open-mmlab/mmocr/main/demo/demo_text_det.jpg)." ], "metadata": { "id": "NgoH6qEcC9CL" } }, { "cell_type": "code", "execution_count": null, "source": [ "from mmocr.utils.ocr import MMOCR\n", "mmocr = MMOCR(det='TextSnake', recog=None)\n", "_ = mmocr.readtext('demo/demo_text_det.jpg', output='outputs/demo_text_det_pred.jpg')" ], "outputs": [], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000, "referenced_widgets": [ "2c92390d57494a4281fe95cc5e061092", "a73f09aca9e24725b2e35347a902de89", "0ca81ff36c61401e9943825dccd671da", "728a93a11fe44e9e977ca8d75d67c7af", "330f4551fe984d1ea40e4bea51831533", "62a06be59f204e9ab16e4160db18e808", "aa7261dfcabb4b85be7611ea1b6f7046", "cd501d23a4d04be3897db97e3261f9c0", "c678a46976e8469b8e77ba23b266174f", "9f7b0826508147c4be923443e8e6243b", "3d80c260ae4f4ea0ab07b2ed8367600f" ] }, "id": "u0YyG9y0TzL4", "outputId": "8ba20ef3-31bc-41a6-b596-42adf9fd83f8" } }, { "cell_type": "code", "execution_count": 19, "source": [ "# Visualize the results\n", "import matplotlib.pyplot as plt\n", "predicted_img = mmcv.imread('./outputs/demo_text_det_pred.jpg')\n", "plt.figure(figsize=(9, 16))\n", "plt.imshow(mmcv.bgr2rgb(predicted_img))\n", "plt.show()" ], "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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" }, "metadata": { "needs_background": "light" } } ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 353 }, "id": "2-UHsqkZJFND", "outputId": "08f51ae9-1124-46fd-f858-7e659e2f2f88" } }, { "cell_type": "markdown", "source": [ "## Perform end-to-end OCR with pretrained recognizer and detector\n", "\n", "With the help of `ocr.py`, we can easily combine any text detector and recognizer into a pipeline that forms a standard OCR step. Now we build our own OCR pipeline with TextSnake and SAR and apply it to [demo_text_ocr.jpg](https://raw.githubusercontent.com/open-mmlab/mmocr/main/demo/demo_text_ocr.jpg)." ], "metadata": { "id": "x-uRAtLa63sz" } }, { "cell_type": "code", "execution_count": 21, "source": [ "from mmocr.utils.ocr import MMOCR\n", "mmocr = MMOCR(det='TextSnake', recog='SAR')\n", "mmocr.readtext('demo/demo_text_ocr.jpg', print_result=True, output='outputs/demo_text_ocr_pred.jpg')" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Use load_from_http loader\n", "Use load_from_http loader\n" ] }, { "output_type": "stream", "name": "stderr", "text": [ "/mmocr/mmocr/apis/inference.py:48: UserWarning: Class names are not saved in the checkpoint's meta data, use COCO classes by default.\n", " warnings.warn('Class names are not saved in the checkpoint\\'s '\n", "/usr/local/lib/python3.7/dist-packages/mmdet/datasets/utils.py:68: UserWarning: \"ImageToTensor\" pipeline is replaced by \"DefaultFormatBundle\" for batch inference. It is recommended to manually replace it in the test data pipeline in your config file.\n", " 'data pipeline in your config file.', UserWarning)\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "{'filename': 'demo_text_ocr', 'text': ['OCBCBANK', 'soculationists', 'sanetal.enance.ounces', '70%', 'ROUND', 'SALE', 'ALLYEAR', 'is', 'SALE']}\n", "\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "[{'filename': 'demo_text_ocr',\n", " 'text': ['OCBCBANK',\n", " 'soculationists',\n", " 'sanetal.enance.ounces',\n", " '70%',\n", " 'ROUND',\n", " 'SALE',\n", " 'ALLYEAR',\n", " 'is',\n", " 'SALE']}]" ] }, "metadata": {}, "execution_count": 21 } ], "metadata": { "id": "xu68YizP8qu6", "outputId": "8633e7eb-49c4-490b-d2fe-0d669383f156", "colab": { "base_uri": "https://localhost:8080/" } } }, { "cell_type": "code", "execution_count": 22, "source": [ "# Visualize the results\n", "import matplotlib.pyplot as plt\n", "predicted_img = mmcv.imread('./outputs/demo_text_ocr_pred.jpg')\n", "plt.figure(figsize=(9, 16))\n", "plt.imshow(mmcv.bgr2rgb(predicted_img))\n", "plt.show()" ], "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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" }, "metadata": { "needs_background": "light" } } ], "metadata": { "id": "2AZqwCt09XqR", "outputId": "c7941729-ffdc-4360-fa20-84b4dc9087f2", "colab": { "base_uri": "https://localhost:8080/", "height": 262 } } }, { "cell_type": "markdown", "source": [ "## Combine OCR with Downstream Tasks\n", "\n", "MMOCR also supports downstream tasks of OCR, such as key information extraction (KIE). We can even add a KIE model, SDMG-R, to the pipeline applied to [demo_kie.jpeg](https://raw.githubusercontent.com/open-mmlab/mmocr/main/demo/demo_kie.jpeg) and visualize its prediction based on the OCR result.\n" ], "metadata": { "id": "WQ9zzYMa9p9Y" } }, { "cell_type": "code", "execution_count": 24, "source": [ "# SDMGR relies on the dictionary provided in wildreceipt\n", "# First download the KIE dataset .tar file and extract it to ./data\n", "!mkdir data\n", "!wget https://download.openmmlab.com/mmocr/data/wildreceipt.tar\n", "!tar -xf wildreceipt.tar \n", "!mv wildreceipt ./data" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "--2021-08-23 03:17:39-- https://download.openmmlab.com/mmocr/data/wildreceipt.tar\n", "Resolving download.openmmlab.com (download.openmmlab.com)... 47.254.186.225\n", "Connecting to download.openmmlab.com (download.openmmlab.com)|47.254.186.225|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 185323520 (177M) [application/x-tar]\n", "Saving to: ‘wildreceipt.tar’\n", "\n", "wildreceipt.tar 100%[===================>] 176.74M 11.2MB/s in 16s \n", "\n", "2021-08-23 03:17:58 (10.8 MB/s) - ‘wildreceipt.tar’ saved [185323520/185323520]\n", "\n" ] } ], "metadata": { "id": "oALHgzmrAqik", "outputId": "9f0ca247-37fb-44a4-f08e-9945b7885804", "colab": { "base_uri": "https://localhost:8080/" } } }, { "cell_type": "code", "execution_count": 25, "source": [ "from mmocr.utils.ocr import MMOCR\n", "mmocr = MMOCR(det='TextSnake', recog='SAR', kie='SDMGR')\n", "mmocr.readtext('demo/demo_kie.jpeg', print_result=True, output='outputs/demo_kie_pred.jpg')" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Use load_from_http loader\n", "Use load_from_http loader\n" ] }, { "output_type": "stream", "name": "stderr", "text": [ "/mmocr/mmocr/apis/inference.py:48: UserWarning: Class names are not saved in the checkpoint's meta data, use COCO classes by default.\n", " warnings.warn('Class names are not saved in the checkpoint\\'s '\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "Use load_from_http loader\n" ] }, { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.7/dist-packages/mmdet/datasets/utils.py:68: UserWarning: \"ImageToTensor\" pipeline is replaced by \"DefaultFormatBundle\" for batch inference. It is recommended to manually replace it in the test data pipeline in your config file.\n", " 'data pipeline in your config file.', UserWarning)\n", "/mmocr/mmocr/datasets/kie_dataset.py:46: UserWarning: KIEDataset is only initialized as a downstream demo task of text detection and recognition without an annotation file.\n", " 'without an annotation file.', UserWarning)\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "{'filename': 'demo_kie', 'text': ['Appraval:052723', 'Acct:Xexexxx8425', '128.27', 'Master', '128.27', 'Total', 'Tax', '11.02', '117.25', 'subTotal', 'Cheese', '10.47', '3.Perreroni', '11.07', '3Supreme', '11.97', '26', '43.94', '0.00', '12.Crunchy.Taco', '10.00', 'SLACOMPARTY', '0.00', '12SFTTACO', '10.00', 'SFtt.Tac.Party.', '0.00', 'MONODELONS', '0.00', '10.Bean', 'Grande', '9.90', 'Beatean', '0.00', 'grande', '9.90', '0rder-113533', 'Cashier:.Eric', '7/30/2012', '8:27:32', '=Article-I.D.:']}\n", "\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "[{'filename': 'demo_kie',\n", " 'text': ['Appraval:052723',\n", " 'Acct:Xexexxx8425',\n", " '128.27',\n", " 'Master',\n", " '128.27',\n", " 'Total',\n", " 'Tax',\n", " '11.02',\n", " '117.25',\n", " 'subTotal',\n", " 'Cheese',\n", " '10.47',\n", " '3.Perreroni',\n", " '11.07',\n", " '3Supreme',\n", " '11.97',\n", " '26',\n", " '43.94',\n", " '0.00',\n", " '12.Crunchy.Taco',\n", " '10.00',\n", " 'SLACOMPARTY',\n", " '0.00',\n", " '12SFTTACO',\n", " '10.00',\n", " 'SFtt.Tac.Party.',\n", " '0.00',\n", " 'MONODELONS',\n", " '0.00',\n", " '10.Bean',\n", " 'Grande',\n", " '9.90',\n", " 'Beatean',\n", " '0.00',\n", " 'grande',\n", " '9.90',\n", " '0rder-113533',\n", " 'Cashier:.Eric',\n", " '7/30/2012',\n", " '8:27:32',\n", " '=Article-I.D.:']}]" ] }, "metadata": {}, "execution_count": 25 } ], "metadata": { "id": "2KPRTdHVAGfF", "outputId": "792c3a41-c447-4b94-b23b-dfb0ddbb5bdf", "colab": { "base_uri": "https://localhost:8080/" } } }, { "cell_type": "code", "execution_count": 28, "source": [ "# Visualize the results\n", "import matplotlib.pyplot as plt\n", "predicted_img = mmcv.imread('./outputs/demo_kie_pred.jpg')\n", "plt.figure(figsize=(18, 32))\n", "plt.imshow(mmcv.bgr2rgb(predicted_img))\n", "plt.show()" ], "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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" }, "metadata": { "needs_background": "light" } } ], "metadata": { "id": "96hqfaovAGhl", "outputId": "1d5b91b6-8885-4bc2-ca9a-4925d780b4e9", "colab": { "base_uri": "https://localhost:8080/", "height": 498 } } }, { "cell_type": "markdown", "source": [ "## Perform Testing with a Pretrained KIE Model\n", "\n", "We perform testing on the WildReceipt dataset for KIE model by first downloading the .tar file from [Datasets Preparation](https://mmocr.readthedocs.io/en/latest/datasets.html) in MMOCR documentation and then extract the dataset. We have chosen the Visual + Textual moduality test dataset, which we evaluate with Macro F1 metrics." ], "metadata": { "id": "PTWMzvd3E_h8" } }, { "cell_type": "code", "execution_count": null, "source": [ "# Can skip this step if you have downloaded wildreceipt in the last section\n", "# Download the KIE dataset .tar file and extract it to ./data\n", "!mkdir data\n", "!wget https://download.openmmlab.com/mmocr/data/wildreceipt.tar\n", "!tar -xf wildreceipt.tar \n", "!mv wildreceipt ./data" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "--2021-05-17 11:39:10-- https://download.openmmlab.com/mmocr/data/wildreceipt.tar\n", "Resolving download.openmmlab.com (download.openmmlab.com)... 47.75.20.25\n", "Connecting to download.openmmlab.com (download.openmmlab.com)|47.75.20.25|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 185323520 (177M) [application/x-tar]\n", "Saving to: ‘wildreceipt.tar.3’\n", "\n", "wildreceipt.tar.3 100%[===================>] 176.74M 17.7MB/s in 10s \n", "\n", "2021-05-17 11:39:21 (17.1 MB/s) - ‘wildreceipt.tar.3’ saved [185323520/185323520]\n", "\n" ] } ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "3VEW3PQrFZ0g", "outputId": "885a4d2e-ca78-42ab-f4a2-dddd9a2d8321" } }, { "cell_type": "code", "execution_count": 29, "source": [ "# Test the dataset with macro f1 metrics \n", "!python tools/test.py configs/kie/sdmgr/sdmgr_unet16_60e_wildreceipt.py https://download.openmmlab.com/mmocr/kie/sdmgr/sdmgr_unet16_60e_wildreceipt_20210405-16a47642.pth --eval macro_f1" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Use load_from_http loader\n", "Downloading: \"https://download.openmmlab.com/mmocr/kie/sdmgr/sdmgr_unet16_60e_wildreceipt_20210405-16a47642.pth\" to /root/.cache/torch/hub/checkpoints/sdmgr_unet16_60e_wildreceipt_20210405-16a47642.pth\n", "100% 18.4M/18.4M [00:01<00:00, 10.2MB/s]\n", "[>>] 472/472, 21.1 task/s, elapsed: 22s, ETA: 0s{'macro_f1': 0.87641114}\n" ] } ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "p0MHNwybo0iI", "outputId": "2ac962be-9db7-4557-8853-7201c9e0696f" } }, { "cell_type": "markdown", "source": [ "## Perform Training on a Toy Dataset with MMOCR Recognizer\n", "We now demonstrate how to perform training with an MMOCR recognizer. Since training a full academic dataset is time consuming (usually takes about several hours), we will train on the toy dataset for the SAR text recognition model and visualize the predictions. Text detection and other downstream tasks such as KIE follow similar procedures.\n", "\n", "Training a dataset usually consists of the following steps:\n", "1. Convert the dataset into a format supported by MMOCR (e.g. COCO for text detection). The annotation file can be in either .txt or .lmdb format, depending on the size of the dataset. This step is usually applicable to customized datasets, since the datasets and annotation files we provide are already in supported formats. \n", "2. Modify the config for training. \n", "3. Train the model. \n", "\n", "The toy dataset consisits of ten images as well as annotation files in both txt and lmdb format, which can be found in [ocr_toy_dataset](https://github.com/open-mmlab/mmocr/tree/main/tests/data/toy_dataset). " ], "metadata": { "id": "nYon41X7RTOT" } }, { "cell_type": "markdown", "source": [ "### Visualize the Toy Dataset\n", "\n", "We first get a sense of what the toy dataset looks like by visualizing one of the images and labels. " ], "metadata": { "id": "FElJSp1vpEUz" } }, { "cell_type": "code", "execution_count": 30, "source": [ "import mmcv\n", "import matplotlib.pyplot as plt \n", "\n", "img = mmcv.imread('./tests/data/ocr_toy_dataset/imgs/1036169.jpg')\n", "plt.imshow(mmcv.bgr2rgb(img))\n", "plt.show()" ], "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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" }, "metadata": { "needs_background": "light" } } ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 121 }, "id": "hZfd2pnqN5-Q", "outputId": "70e81e99-983b-4c2d-d947-c83aaaa67e11" } }, { "cell_type": "code", "execution_count": 31, "source": [ "# Inspect the labels of the annootation file\n", "!cat tests/data/ocr_toy_dataset/label.txt" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "1223731.jpg GRAND\n", "1223733.jpg HOTEL\n", "1223732.jpg HOTEL\n", "1223729.jpg PACIFIC\n", "1036169.jpg 03/09/2009\n", "1190237.jpg ANING\n", "1058891.jpg Virgin\n", "1058892.jpg america\n", "1240078.jpg ATTACK\n", "1210236.jpg DAVIDSON\n" ] } ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "F5M_FVVRN6Fw", "outputId": "7d396de9-deb8-415c-eb21-cdc0339a7bec" } }, { "cell_type": "markdown", "source": [ "### Modify the Configuration File\n", "\n", "In order to perform inference for SAR on colab, we need to modify the config file to accommodate some of the settings of colab such as the number of GPU available. " ], "metadata": { "id": "i-GrV0xSkAc3" } }, { "cell_type": "code", "execution_count": 32, "source": [ "from mmcv import Config\n", "cfg = Config.fromfile('./configs/textrecog/sar/sar_r31_parallel_decoder_toy_dataset.py')" ], "outputs": [], "metadata": { "id": "uFFH3yUgPEFj" } }, { "cell_type": "code", "execution_count": 33, "source": [ "from mmdet.apis import set_random_seed\n", "\n", "# Set up working dir to save files and logs.\n", "cfg.work_dir = './demo/tutorial_exps'\n", "\n", "# The original learning rate (LR) is set for 8-GPU training.\n", "# We divide it by 8 since we only use one GPU.\n", "cfg.optimizer.lr = 0.001 / 8\n", "cfg.lr_config.warmup = None\n", "# Choose to log training results every 40 images to reduce the size of log file. \n", "cfg.log_config.interval = 40\n", "\n", "# Set seed thus the results are more reproducible\n", "cfg.seed = 0\n", "set_random_seed(0, deterministic=False)\n", "cfg.gpu_ids = range(1)\n", "\n", "# We can initialize the logger for training and have a look\n", "# at the final config used for training\n", "print(f'Config:\\n{cfg.pretty_text}')" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Config:\n", "checkpoint_config = dict(interval=1)\n", "log_config = dict(interval=40, hooks=[dict(type='TextLoggerHook')])\n", "dist_params = dict(backend='nccl')\n", "log_level = 'INFO'\n", "load_from = None\n", "resume_from = None\n", "workflow = [('train', 1)]\n", "label_convertor = dict(\n", " type='AttnConvertor', dict_type='DICT90', with_unknown=True)\n", "model = dict(\n", " type='SARNet',\n", " backbone=dict(type='ResNet31OCR'),\n", " encoder=dict(\n", " type='SAREncoder', enc_bi_rnn=False, enc_do_rnn=0.1, enc_gru=False),\n", " decoder=dict(\n", " type='ParallelSARDecoder',\n", " enc_bi_rnn=False,\n", " dec_bi_rnn=False,\n", " dec_do_rnn=0,\n", " dec_gru=False,\n", " pred_dropout=0.1,\n", " d_k=512,\n", " pred_concat=True),\n", " loss=dict(type='SARLoss'),\n", " label_convertor=dict(\n", " type='AttnConvertor', dict_type='DICT90', with_unknown=True),\n", " max_seq_len=30)\n", "optimizer = dict(type='Adam', lr=0.000125)\n", "optimizer_config = dict(grad_clip=None)\n", "lr_config = dict(policy='step', step=[3, 4], warmup=None)\n", "total_epochs = 5\n", "img_norm_cfg = dict(mean=[0.5, 0.5, 0.5], std=[0.5, 0.5, 0.5])\n", "train_pipeline = [\n", " dict(type='LoadImageFromFile'),\n", " dict(\n", " type='ResizeOCR',\n", " height=48,\n", " min_width=48,\n", " max_width=160,\n", " keep_aspect_ratio=True),\n", " dict(type='ToTensorOCR'),\n", " dict(type='NormalizeOCR', mean=[0.5, 0.5, 0.5], std=[0.5, 0.5, 0.5]),\n", " dict(\n", " type='Collect',\n", " keys=['img'],\n", " meta_keys=[\n", " 'filename', 'ori_shape', 'resize_shape', 'text', 'valid_ratio'\n", " ])\n", "]\n", "test_pipeline = [\n", " dict(type='LoadImageFromFile'),\n", " dict(\n", " type='ResizeOCR',\n", " height=48,\n", " min_width=48,\n", " max_width=160,\n", " keep_aspect_ratio=True),\n", " dict(type='ToTensorOCR'),\n", " dict(type='NormalizeOCR', mean=[0.5, 0.5, 0.5], std=[0.5, 0.5, 0.5]),\n", " dict(\n", " type='Collect',\n", " keys=['img'],\n", " meta_keys=[\n", " 'filename', 'ori_shape', 'resize_shape', 'valid_ratio',\n", " 'img_norm_cfg', 'ori_filename'\n", " ])\n", "]\n", "dataset_type = 'OCRDataset'\n", "img_prefix = 'tests/data/ocr_toy_dataset/imgs'\n", "train_anno_file1 = 'tests/data/ocr_toy_dataset/label.txt'\n", "train1 = dict(\n", " type='OCRDataset',\n", " img_prefix='tests/data/ocr_toy_dataset/imgs',\n", " ann_file='tests/data/ocr_toy_dataset/label.txt',\n", " loader=dict(\n", " type='HardDiskLoader',\n", " repeat=100,\n", " parser=dict(\n", " type='LineStrParser',\n", " keys=['filename', 'text'],\n", " keys_idx=[0, 1],\n", " separator=' ')),\n", " pipeline=None,\n", " test_mode=False)\n", "train_anno_file2 = 'tests/data/ocr_toy_dataset/label.lmdb'\n", "train2 = dict(\n", " type='OCRDataset',\n", " img_prefix='tests/data/ocr_toy_dataset/imgs',\n", " ann_file='tests/data/ocr_toy_dataset/label.lmdb',\n", " loader=dict(\n", " type='LmdbLoader',\n", " repeat=100,\n", " parser=dict(\n", " type='LineStrParser',\n", " keys=['filename', 'text'],\n", " keys_idx=[0, 1],\n", " separator=' ')),\n", " pipeline=None,\n", " test_mode=False)\n", "test_anno_file1 = 'tests/data/ocr_toy_dataset/label.lmdb'\n", "test = dict(\n", " type='OCRDataset',\n", " img_prefix='tests/data/ocr_toy_dataset/imgs',\n", " ann_file='tests/data/ocr_toy_dataset/label.lmdb',\n", " loader=dict(\n", " type='LmdbLoader',\n", " repeat=10,\n", " parser=dict(\n", " type='LineStrParser',\n", " keys=['filename', 'text'],\n", " keys_idx=[0, 1],\n", " separator=' ')),\n", " pipeline=None,\n", " test_mode=True)\n", "data = dict(\n", " workers_per_gpu=2,\n", " samples_per_gpu=8,\n", " train=dict(\n", " type='UniformConcatDataset',\n", " datasets=[\n", " dict(\n", " type='OCRDataset',\n", " img_prefix='tests/data/ocr_toy_dataset/imgs',\n", " ann_file='tests/data/ocr_toy_dataset/label.txt',\n", " loader=dict(\n", " type='HardDiskLoader',\n", " repeat=100,\n", " parser=dict(\n", " type='LineStrParser',\n", " keys=['filename', 'text'],\n", " keys_idx=[0, 1],\n", " separator=' ')),\n", " pipeline=None,\n", " test_mode=False),\n", " dict(\n", " type='OCRDataset',\n", " img_prefix='tests/data/ocr_toy_dataset/imgs',\n", " ann_file='tests/data/ocr_toy_dataset/label.lmdb',\n", " loader=dict(\n", " type='LmdbLoader',\n", " repeat=100,\n", " parser=dict(\n", " type='LineStrParser',\n", " keys=['filename', 'text'],\n", " keys_idx=[0, 1],\n", " separator=' ')),\n", " pipeline=None,\n", " test_mode=False)\n", " ],\n", " pipeline=[\n", " dict(type='LoadImageFromFile'),\n", " dict(\n", " type='ResizeOCR',\n", " height=48,\n", " min_width=48,\n", " max_width=160,\n", " keep_aspect_ratio=True),\n", " dict(type='ToTensorOCR'),\n", " dict(\n", " type='NormalizeOCR', mean=[0.5, 0.5, 0.5], std=[0.5, 0.5,\n", " 0.5]),\n", " dict(\n", " type='Collect',\n", " keys=['img'],\n", " meta_keys=[\n", " 'filename', 'ori_shape', 'resize_shape', 'text',\n", " 'valid_ratio'\n", " ])\n", " ]),\n", " val=dict(\n", " type='UniformConcatDataset',\n", " datasets=[\n", " dict(\n", " type='OCRDataset',\n", " img_prefix='tests/data/ocr_toy_dataset/imgs',\n", " ann_file='tests/data/ocr_toy_dataset/label.lmdb',\n", " loader=dict(\n", " type='LmdbLoader',\n", " repeat=10,\n", " parser=dict(\n", " type='LineStrParser',\n", " keys=['filename', 'text'],\n", " keys_idx=[0, 1],\n", " separator=' ')),\n", " pipeline=None,\n", " test_mode=True)\n", " ],\n", " pipeline=[\n", " dict(type='LoadImageFromFile'),\n", " dict(\n", " type='ResizeOCR',\n", " height=48,\n", " min_width=48,\n", " max_width=160,\n", " keep_aspect_ratio=True),\n", " dict(type='ToTensorOCR'),\n", " dict(\n", " type='NormalizeOCR', mean=[0.5, 0.5, 0.5], std=[0.5, 0.5,\n", " 0.5]),\n", " dict(\n", " type='Collect',\n", " keys=['img'],\n", " meta_keys=[\n", " 'filename', 'ori_shape', 'resize_shape', 'valid_ratio',\n", " 'img_norm_cfg', 'ori_filename'\n", " ])\n", " ]),\n", " test=dict(\n", " type='UniformConcatDataset',\n", " datasets=[\n", " dict(\n", " type='OCRDataset',\n", " img_prefix='tests/data/ocr_toy_dataset/imgs',\n", " ann_file='tests/data/ocr_toy_dataset/label.lmdb',\n", " loader=dict(\n", " type='LmdbLoader',\n", " repeat=10,\n", " parser=dict(\n", " type='LineStrParser',\n", " keys=['filename', 'text'],\n", " keys_idx=[0, 1],\n", " separator=' ')),\n", " pipeline=None,\n", " test_mode=True)\n", " ],\n", " pipeline=[\n", " dict(type='LoadImageFromFile'),\n", " dict(\n", " type='ResizeOCR',\n", " height=48,\n", " min_width=48,\n", " max_width=160,\n", " keep_aspect_ratio=True),\n", " dict(type='ToTensorOCR'),\n", " dict(\n", " type='NormalizeOCR', mean=[0.5, 0.5, 0.5], std=[0.5, 0.5,\n", " 0.5]),\n", " dict(\n", " type='Collect',\n", " keys=['img'],\n", " meta_keys=[\n", " 'filename', 'ori_shape', 'resize_shape', 'valid_ratio',\n", " 'img_norm_cfg', 'ori_filename'\n", " ])\n", " ]))\n", "evaluation = dict(interval=1, metric='acc')\n", "work_dir = './demo/tutorial_exps'\n", "seed = 0\n", "gpu_ids = range(0, 1)\n", "\n" ] } ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "67OJ6oAvN6NA", "outputId": "a20033ed-a5d3-45d6-bdb2-29feae88004e" } }, { "cell_type": "markdown", "source": [ "### Train the SAR Text Recognizer \n", "Finally, we train the SAR text recognizer on the toy dataset for five epochs. " ], "metadata": { "id": "TZj5vyqEmulE" } }, { "cell_type": "code", "execution_count": 34, "source": [ "from mmocr.datasets import build_dataset\n", "from mmocr.models import build_detector\n", "from mmocr.apis import train_detector\n", "import os.path as osp\n", "\n", "# Build dataset\n", "datasets = [build_dataset(cfg.data.train)]\n", "\n", "# Build the detector\n", "model = build_detector(\n", " cfg.model, train_cfg=cfg.get('train_cfg'), test_cfg=cfg.get('test_cfg'))\n", "# Add an attribute for visualization convenience\n", "model.CLASSES = datasets[0].CLASSES\n", "\n", "# Create work_dir\n", "mmcv.mkdir_or_exist(osp.abspath(cfg.work_dir))\n", "train_detector(model, datasets, cfg, distributed=False, validate=True)" ], "outputs": [ { "output_type": "stream", "name": "stderr", "text": [ "/mmocr/mmocr/apis/train.py:80: UserWarning: config is now expected to have a `runner` section, please set `runner` in your config.\n", " 'please set `runner` in your config.', UserWarning)\n", "2021-08-23 03:27:59,310 - mmocr - INFO - Start running, host: root@0c6e7899740e, work_dir: /mmocr/demo/tutorial_exps\n", "2021-08-23 03:27:59,311 - mmocr - INFO - Hooks will be executed in the following order:\n", "before_run:\n", "(VERY_HIGH ) StepLrUpdaterHook \n", "(NORMAL ) CheckpointHook \n", "(NORMAL ) EvalHook \n", "(VERY_LOW ) TextLoggerHook \n", " -------------------- \n", "before_train_epoch:\n", "(VERY_HIGH ) StepLrUpdaterHook \n", "(NORMAL ) EvalHook \n", "(LOW ) IterTimerHook \n", "(VERY_LOW ) TextLoggerHook \n", " -------------------- \n", "before_train_iter:\n", "(VERY_HIGH ) StepLrUpdaterHook \n", "(NORMAL ) EvalHook \n", "(LOW ) IterTimerHook \n", " -------------------- \n", "after_train_iter:\n", "(ABOVE_NORMAL) OptimizerHook \n", "(NORMAL ) CheckpointHook \n", "(NORMAL ) EvalHook \n", "(LOW ) IterTimerHook \n", "(VERY_LOW ) TextLoggerHook \n", " -------------------- \n", "after_train_epoch:\n", "(NORMAL ) CheckpointHook \n", "(NORMAL ) EvalHook \n", "(VERY_LOW ) TextLoggerHook \n", " -------------------- \n", "before_val_epoch:\n", "(LOW ) IterTimerHook \n", "(VERY_LOW ) TextLoggerHook \n", " -------------------- \n", "before_val_iter:\n", "(LOW ) IterTimerHook \n", " -------------------- \n", "after_val_iter:\n", "(LOW ) IterTimerHook \n", " -------------------- \n", "after_val_epoch:\n", "(VERY_LOW ) TextLoggerHook \n", " -------------------- \n", "2021-08-23 03:27:59,313 - mmocr - INFO - workflow: [('train', 1)], max: 5 epochs\n", "2021-08-23 03:28:11,809 - mmocr - INFO - Epoch [1][40/250]\tlr: 1.250e-04, eta: 0:06:16, time: 0.312, data_time: 0.054, memory: 2149, loss_ce: 3.1350, loss: 3.1350\n", "2021-08-23 03:28:22,325 - mmocr - INFO - Epoch [1][80/250]\tlr: 1.250e-04, eta: 0:05:36, time: 0.263, data_time: 0.002, memory: 2149, loss_ce: 2.0554, loss: 2.0554\n", "2021-08-23 03:28:32,623 - mmocr - INFO - Epoch [1][120/250]\tlr: 1.250e-04, eta: 0:05:13, time: 0.257, data_time: 0.002, memory: 2149, loss_ce: 1.3114, loss: 1.3114\n", "2021-08-23 03:28:42,724 - mmocr - INFO - Epoch [1][160/250]\tlr: 1.250e-04, eta: 0:04:55, time: 0.253, data_time: 0.002, memory: 2149, loss_ce: 0.9297, loss: 0.9297\n", "2021-08-23 03:28:52,679 - mmocr - INFO - Epoch [1][200/250]\tlr: 1.250e-04, eta: 0:04:39, time: 0.249, data_time: 0.002, memory: 2149, loss_ce: 0.7357, loss: 0.7357\n", "2021-08-23 03:29:02,564 - mmocr - INFO - Epoch [1][240/250]\tlr: 1.250e-04, eta: 0:04:26, time: 0.247, data_time: 0.002, memory: 2149, loss_ce: 0.5924, loss: 0.5924\n", "2021-08-23 03:29:05,069 - mmocr - INFO - Saving checkpoint at 1 epochs\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 100/100, 15.6 task/s, elapsed: 6s, ETA: 0s" ] }, { "output_type": "stream", "name": "stderr", "text": [ "2021-08-23 03:29:13,961 - mmocr - INFO - \n", "Evaluateing tests/data/ocr_toy_dataset/label.lmdb with 100 images now\n", "2021-08-23 03:29:13,975 - mmocr - INFO - Epoch(val) [1][13]\t0_word_acc: 0.9000, 0_word_acc_ignore_case: 0.9000, 0_word_acc_ignore_case_symbol: 0.9000, 0_char_recall: 0.9355, 0_char_precision: 0.9062, 0_1-N.E.D: 0.9000\n", "2021-08-23 03:29:26,001 - mmocr - INFO - Epoch [2][40/250]\tlr: 1.250e-04, eta: 0:04:08, time: 0.300, data_time: 0.054, memory: 2149, loss_ce: 0.4840, loss: 0.4840\n", "2021-08-23 03:29:36,000 - mmocr - INFO - Epoch [2][80/250]\tlr: 1.250e-04, eta: 0:03:57, time: 0.250, data_time: 0.002, memory: 2149, loss_ce: 0.3639, loss: 0.3639\n", "2021-08-23 03:29:46,164 - mmocr - INFO - Epoch [2][120/250]\tlr: 1.250e-04, eta: 0:03:46, time: 0.254, data_time: 0.002, memory: 2149, loss_ce: 0.3488, loss: 0.3488\n", "2021-08-23 03:29:56,310 - mmocr - INFO - Epoch [2][160/250]\tlr: 1.250e-04, eta: 0:03:36, time: 0.254, data_time: 0.002, memory: 2149, loss_ce: 0.3102, loss: 0.3102\n", "2021-08-23 03:30:06,387 - mmocr - INFO - Epoch [2][200/250]\tlr: 1.250e-04, eta: 0:03:25, time: 0.252, data_time: 0.002, memory: 2149, loss_ce: 0.3109, loss: 0.3109\n", "2021-08-23 03:30:16,397 - mmocr - INFO - Epoch [2][240/250]\tlr: 1.250e-04, eta: 0:03:14, time: 0.250, data_time: 0.002, memory: 2149, loss_ce: 0.3027, loss: 0.3027\n", "2021-08-23 03:30:18,939 - mmocr - INFO - Saving checkpoint at 2 epochs\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 100/100, 15.4 task/s, elapsed: 6s, ETA: 0s" ] }, { "output_type": "stream", "name": "stderr", "text": [ "2021-08-23 03:30:27,896 - mmocr - INFO - \n", "Evaluateing tests/data/ocr_toy_dataset/label.lmdb with 100 images now\n", "2021-08-23 03:30:27,903 - mmocr - INFO - Epoch(val) [2][13]\t0_word_acc: 0.9000, 0_word_acc_ignore_case: 0.9000, 0_word_acc_ignore_case_symbol: 0.9000, 0_char_recall: 0.9355, 0_char_precision: 0.9062, 0_1-N.E.D: 0.9000\n", "2021-08-23 03:30:39,993 - mmocr - INFO - Epoch [3][40/250]\tlr: 1.250e-04, eta: 0:03:00, time: 0.301, data_time: 0.054, memory: 2149, loss_ce: 0.2920, loss: 0.2920\n", "2021-08-23 03:30:49,971 - mmocr - INFO - Epoch [3][80/250]\tlr: 1.250e-04, eta: 0:02:50, time: 0.249, data_time: 0.002, memory: 2149, loss_ce: 0.2860, loss: 0.2860\n", "2021-08-23 03:30:59,999 - mmocr - INFO - Epoch [3][120/250]\tlr: 1.250e-04, eta: 0:02:40, time: 0.251, data_time: 0.002, memory: 2149, loss_ce: 0.2801, loss: 0.2801\n", "2021-08-23 03:31:10,073 - mmocr - INFO - Epoch [3][160/250]\tlr: 1.250e-04, eta: 0:02:29, time: 0.252, data_time: 0.002, memory: 2149, loss_ce: 0.2863, loss: 0.2863\n", "2021-08-23 03:31:20,139 - mmocr - INFO - Epoch [3][200/250]\tlr: 1.250e-04, eta: 0:02:19, time: 0.252, data_time: 0.002, memory: 2149, loss_ce: 0.2881, loss: 0.2881\n", "2021-08-23 03:31:30,175 - mmocr - INFO - Epoch [3][240/250]\tlr: 1.250e-04, eta: 0:02:09, time: 0.251, data_time: 0.002, memory: 2149, loss_ce: 0.2644, loss: 0.2644\n", "2021-08-23 03:31:32,719 - mmocr - INFO - Saving checkpoint at 3 epochs\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 100/100, 15.3 task/s, elapsed: 7s, ETA: 0s" ] }, { "output_type": "stream", "name": "stderr", "text": [ "2021-08-23 03:31:41,616 - mmocr - INFO - \n", "Evaluateing tests/data/ocr_toy_dataset/label.lmdb with 100 images now\n", "2021-08-23 03:31:41,622 - mmocr - INFO - Epoch(val) [3][13]\t0_word_acc: 1.0000, 0_word_acc_ignore_case: 1.0000, 0_word_acc_ignore_case_symbol: 1.0000, 0_char_recall: 1.0000, 0_char_precision: 1.0000, 0_1-N.E.D: 1.0000\n", "2021-08-23 03:31:53,746 - mmocr - INFO - Epoch [4][40/250]\tlr: 1.250e-05, eta: 0:01:56, time: 0.302, data_time: 0.054, memory: 2149, loss_ce: 0.2739, loss: 0.2739\n", "2021-08-23 03:32:03,736 - mmocr - INFO - Epoch [4][80/250]\tlr: 1.250e-05, eta: 0:01:46, time: 0.250, data_time: 0.002, memory: 2149, loss_ce: 0.2507, loss: 0.2507\n", "2021-08-23 03:32:13,784 - mmocr - INFO - Epoch [4][120/250]\tlr: 1.250e-05, eta: 0:01:36, time: 0.251, data_time: 0.002, memory: 2149, loss_ce: 0.2563, loss: 0.2563\n", "2021-08-23 03:32:23,840 - mmocr - INFO - Epoch [4][160/250]\tlr: 1.250e-05, eta: 0:01:25, time: 0.251, data_time: 0.002, memory: 2149, loss_ce: 0.2738, loss: 0.2738\n", "2021-08-23 03:32:33,902 - mmocr - INFO - Epoch [4][200/250]\tlr: 1.250e-05, eta: 0:01:15, time: 0.252, data_time: 0.002, memory: 2149, loss_ce: 0.2401, loss: 0.2401\n", "2021-08-23 03:32:43,940 - mmocr - INFO - Epoch [4][240/250]\tlr: 1.250e-05, eta: 0:01:05, time: 0.251, data_time: 0.002, memory: 2149, loss_ce: 0.2558, loss: 0.2558\n", "2021-08-23 03:32:46,493 - mmocr - INFO - Saving checkpoint at 4 epochs\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 100/100, 15.4 task/s, elapsed: 6s, ETA: 0s" ] }, { "output_type": "stream", "name": "stderr", "text": [ "2021-08-23 03:32:55,484 - mmocr - INFO - \n", "Evaluateing tests/data/ocr_toy_dataset/label.lmdb with 100 images now\n", "2021-08-23 03:32:55,492 - mmocr - INFO - Epoch(val) [4][13]\t0_word_acc: 1.0000, 0_word_acc_ignore_case: 1.0000, 0_word_acc_ignore_case_symbol: 1.0000, 0_char_recall: 1.0000, 0_char_precision: 1.0000, 0_1-N.E.D: 1.0000\n", "2021-08-23 03:33:07,613 - mmocr - INFO - Epoch [5][40/250]\tlr: 1.250e-06, eta: 0:00:52, time: 0.302, data_time: 0.054, memory: 2149, loss_ce: 0.2637, loss: 0.2637\n", "2021-08-23 03:33:17,612 - mmocr - INFO - Epoch [5][80/250]\tlr: 1.250e-06, eta: 0:00:42, time: 0.250, data_time: 0.002, memory: 2149, loss_ce: 0.2344, loss: 0.2344\n", "2021-08-23 03:33:27,652 - mmocr - INFO - Epoch [5][120/250]\tlr: 1.250e-06, eta: 0:00:32, time: 0.251, data_time: 0.002, memory: 2149, loss_ce: 0.2523, loss: 0.2523\n", "2021-08-23 03:33:37,712 - mmocr - INFO - Epoch [5][160/250]\tlr: 1.250e-06, eta: 0:00:22, time: 0.251, data_time: 0.002, memory: 2149, loss_ce: 0.2391, loss: 0.2391\n", "2021-08-23 03:33:47,752 - mmocr - INFO - Epoch [5][200/250]\tlr: 1.250e-06, eta: 0:00:12, time: 0.251, data_time: 0.002, memory: 2149, loss_ce: 0.2556, loss: 0.2556\n", "2021-08-23 03:33:57,763 - mmocr - INFO - Epoch [5][240/250]\tlr: 1.250e-06, eta: 0:00:02, time: 0.250, data_time: 0.002, memory: 2149, loss_ce: 0.2495, loss: 0.2495\n", "2021-08-23 03:34:00,311 - mmocr - INFO - Saving checkpoint at 5 epochs\n" ] }, { "output_type": "stream", "name": "stdout", "text": [ "[>>>>>>>>>>>>>>>>>>>>>>>>>>>>>>] 100/100, 15.4 task/s, elapsed: 6s, ETA: 0s" ] }, { "output_type": "stream", "name": "stderr", "text": [ "2021-08-23 03:34:09,084 - mmocr - INFO - \n", "Evaluateing tests/data/ocr_toy_dataset/label.lmdb with 100 images now\n", "2021-08-23 03:34:09,090 - mmocr - INFO - Epoch(val) [5][13]\t0_word_acc: 1.0000, 0_word_acc_ignore_case: 1.0000, 0_word_acc_ignore_case_symbol: 1.0000, 0_char_recall: 1.0000, 0_char_precision: 1.0000, 0_1-N.E.D: 1.0000\n" ] } ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "mDVkK6yjpEU1", "outputId": "9d0494c8-06c5-4c75-c898-71b679198b83" } }, { "cell_type": "markdown", "source": [ "### Test and Visualize the Predictions\n", "\n", "For completeness, we also perform testing on the latest checkpoint and evaluate the results with hmean-iou metrics. The predictions are saved in the ./outputs file. " ], "metadata": { "id": "sklydRNXnfJk" } }, { "cell_type": "code", "execution_count": 35, "source": [ "from mmocr.apis import init_detector, model_inference\n", "\n", "img = './tests/data/ocr_toy_dataset/imgs/1036169.jpg'\n", "checkpoint = \"./demo/tutorial_exps/epoch_5.pth\"\n", "out_file = 'outputs/1036169.jpg'\n", "\n", "model = init_detector(cfg, checkpoint, device=\"cuda:0\")\n", "if model.cfg.data.test['type'] == 'ConcatDataset':\n", " model.cfg.data.test.pipeline = model.cfg.data.test['datasets'][0].pipeline\n", "\n", "\n", "result = model_inference(model, img)\n", "print(f'result: {result}')\n", "\n", "img = model.show_result(\n", " img, result, out_file=out_file, show=False)\n", "\n", "mmcv.imwrite(img, out_file)" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Use load_from_local loader\n", "result: {'text': '03/09/2009', 'score': [0.9998674392700195, 0.9986717700958252, 0.9974325299263, 0.9999891519546509, 0.9976925849914551, 0.9968488812446594, 0.997633695602417, 0.9999977350234985, 0.999995231628418, 0.9993376135826111]}\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "True" ] }, "metadata": {}, "execution_count": 35 } ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "-HbXY7uUpEU1", "outputId": "535374c9-aae8-4a80-caa7-45a8402daa22" } }, { "cell_type": "code", "execution_count": 36, "source": [ "# Visualize the results\n", "predicted_img = mmcv.imread('./outputs/1036169.jpg')\n", "plt.figure(figsize=(4, 4))\n", "plt.imshow(mmcv.bgr2rgb(predicted_img))\n", "plt.show()" ], "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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" }, "metadata": { "needs_background": "light" } } ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 146 }, "id": "k3s27QIGQCnT", "outputId": "c945a860-4358-4939-9ac6-c5d712b2c7d6" } } ] }