{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 1 Introduction and Overview of PP-OCR System\n", "\n", "The first two chapters mainly introduce the DBNet text detection algorithm and CRNN text recognition algorithm. However, for an image in our actual scene, if we want to be based on the text detection or recognition model alone, it is impossible to obtain the text position and text content at the same time. Therefore, we connect the text detection algorithm and the text recognition algorithm in series to construct the PP- OCR text detection and recognition system. In the actual use process, the detected text direction may not be the direction we expected, which will eventually lead to text recognition errors. Therefore, we have also introduced a direction classifier in the PP-OCR system.\n", "\n", "This chapter mainly introduces the PP-OCR text detection and recognition system and the optimization strategies involved in the system. Through the study of this lesson, you can obtain:\n", "\n", "* PaddleOCR strategy tuning skills\n", "* Optimization techniques and optimization methods for text detection, recognition, and direction classifier models\n", "\n", "The PP-OCR system has undergone a total of 2 optimizations. The following is a brief introduction to the PP-OCR system and these 2 optimizations.\n", "\n", "## 1.1 Introduction to PP-OCR System and Optimization Strategy\n", "\n", "In PP-OCR, if you want to extract text information from an image, you need to complete the following steps:\n", "\n", "* Use the text detection method to obtain the polygon information of the text area (the text detection in PP-OCR uses DBNet, so the four-point information is obtained).\n", "* Perform cropping and perspective transformation correction on the above-mentioned text polygon area, convert the text area into a rectangular box, and then use the direction classifier to correct the direction.\n", "* Perform text recognition based on the rectangular box containing the text area, and get the final recognition result.\n", "\n", "The above has completed the text detection and recognition process for an image.\n", "\n", "The system block diagram of PP-OCR is shown below.\n", "\n", "

\n", " \n", "

\n", "

Figure 1: PP-OCR system block diagram
\n", "\n", "Text detection is based on DBNet with a relatively simple post-processing scheme. Text region correction mainly uses geometric transformation and direction classifiers. Text recognition uses a CRNN model based on fusion of convolution and sequence features. CTC loss is used to solve the inconsistency of prediction results and labels. problem.\n", "\n", "PP-OCR uses a total of 19 strategies from the backbone network, learning rate strategy, data augmentation, model tailoring and quantification, etc., to optimize and slim the model, and finally create a server-oriented PP-OCR server system and a mobile-oriented PP -OCR mobile system.\n", "\n", "## 1.2 Introduction to PP-OCRv2 System and Optimization Strategy\n", "\n", "Compared with PP-OCR, PP-OCRv2 further optimizes the three aspects of backbone network, data augmentation, and loss function to solve the problems of poor end-to-side prediction efficiency, complex background, and misrecognition of similar characters. At the same time, it introduces The knowledge distillation training strategy further improves the accuracy of the model. specifically:\n", "\n", "* Detection model optimization: (1) Adopt CML collaborative mutual learning knowledge distillation strategy; (2) CopyPaste data augmentation strategy;\n", "* Recognition model optimization: (1) PP-LCNet lightweight backbone network; (2) U-DML improved knowledge distillation strategy; (3) Enhanced CTC loss loss function improvement.\n", "\n", "From the effect point of view, there are three main improvements:\n", "\n", "* In terms of model effect, compared to the PP-OCR mobile version, it has increased by over 7%;\n", "* In terms of speed, compared to the PP-OCR server version, an increase of more than 220%;\n", "* In terms of model size, with a total size of 11.6M, both server and mobile terminals can be easily deployed.\n", "\n", "The comparison chart of the accuracy, prediction time, and model size between the PP-OCRv2 model and the previous PP-OCR series models is shown below.\n", "\n", "

\n", " \n", "

\n", "

Figure 2: Comparison of speed, accuracy and model size between PP-OCRv2 and PP-OCR
\n", "\n", "The system block diagram of PP-OCRv2 is shown below.\n", "\n", "

\n", " \n", "

\n", "

Figure 3: PP-OCRv2 system block diagram
\n", " \n", "\n", "This chapter will give a detailed interpretation of the above-mentioned PP-OCR and PP-OCRv2 system optimization strategies." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 2 PP-OCR Optimization Strategy\n", "\n", "The PP-OCR system includes a text detector, a direction classifier and a text recognizer. This section introduces the model optimization strategies in these three directions in detail.\n", "\n", "## 2.1 Text Detection\n", "\n", "The text detection in PP-OCR is based on the DBNet (Differentiable Binarization) model, which is based on the segmentation scheme, and the post-processing is simple. The specific model structure of DBNet is shown in the figure below.\n", "\n", "
\n", "\n", "
\n", "
Figure 4: DBNet block diagram
\n", "\n", "DBNet extracts features through the backbone, and uses the structure of DBFPN (neck) to fuse the features at each stage to obtain the fused features. The fused features are decoded by operations such as convolution (head) to generate a probability map and a threshold map. After the two are fused, an approximate binary map is calculated. When calculating the loss function, the loss function is calculated for these three feature maps. Here, the binary supervision is also added to the training process, so that the model can learn a more accurate boundary.\n", "\n", "Six optimization strategies are used in DBNet to improve model accuracy and speed, including backbone network, feature pyramid network, head structure, learning rate strategy, model tailoring and other strategies. On the validation set, the conclusions of the ablation experiments for different modules are shown below.\n", "\n", "
\n", "\n", "
\n", "
Figure 5: DBNet Ablation Experiment
\n", "\n", "\n", "The detailed description is given below.\n", "\n", "### 2.1.1 Lightweight Backbone Network\n", "\n", "The size of the backbone network has an important influence on the model size of the text detector. Therefore, when constructing an ultra-lightweight detection model, a lightweight backbone network should be selected. With the development of image classification technology, MobileNetV1, MobileNetV2, MobileNetV3 and ShuffleNetV2 series are often used as lightweight backbone networks. Each series has a different model size and performance. [PaddeClas](https://github.com/PaddlePaddle/PaddleClas) provides more than 20 kinds of lightweight backbone networks. Their `Accuracy-Speed` curve on ARM is shown in the figure below.\n", "\n", "
\n", "\n", "
\n", "
Figure 6: The \"speed-accuracy\" curve of the backbone network in PaddleClas
\n", "\n", "In the case of the same prediction time, the MobileNetV3 series can achieve higher accuracy. In order to cover as many scenes as possible during the design, the author uses the parameter scale to adjust the number of feature map channels. The standard is 1x. If it is 0.5x, it means that the number of feature map channels in the network is 0.5 times that of the 1x corresponding network. . In order to further balance the accuracy and efficiency, in the size selection of V3, we adopted the structure of MobileNetV3_large 0.5x.\n", "\n", "The following print out the feature map size of each stage of MobileNetV3 in DBNet." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fatal: destination path 'PaddleOCR' already exists and is not an empty directory.\n", "Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple\n", "Requirement already satisfied: pip in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (21.3.1)\n", "Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple\n", "Requirement already satisfied: shapely in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from -r requirements.txt (line 1)) (1.8.0)\n", "Requirement already satisfied: scikit-image in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from -r requirements.txt (line 2)) (0.19.1)\n", "Requirement already satisfied: imgaug==0.4.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from -r requirements.txt (line 3)) (0.4.0)\n", "Requirement already satisfied: pyclipper in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from -r requirements.txt (line 4)) (1.3.0.post2)\n", "Requirement already satisfied: lmdb in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from -r requirements.txt (line 5)) (1.2.1)\n", "Requirement already satisfied: tqdm in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from -r requirements.txt (line 6)) (4.27.0)\n", "Requirement already satisfied: numpy in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from -r requirements.txt (line 7)) (1.20.3)\n", "Requirement already satisfied: visualdl in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from -r requirements.txt (line 8)) (2.2.0)\n", "Requirement already satisfied: python-Levenshtein in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from -r requirements.txt (line 9)) (0.12.2)\n", "Requirement already satisfied: opencv-contrib-python==4.4.0.46 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from -r requirements.txt (line 10)) (4.4.0.46)\n", "Requirement already satisfied: cython in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from -r requirements.txt (line 11)) (0.29)\n", "Requirement already satisfied: lxml in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from -r requirements.txt (line 12)) (4.7.1)\n", "Requirement already satisfied: premailer in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from -r requirements.txt (line 13)) (3.10.0)\n", "Requirement already satisfied: openpyxl in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from -r requirements.txt (line 14)) (3.0.5)\n", "Requirement already satisfied: fasttext==0.9.1 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from -r requirements.txt (line 15)) (0.9.1)\n", "Requirement already satisfied: imageio in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from imgaug==0.4.0->-r requirements.txt (line 3)) (2.6.1)\n", "Requirement already satisfied: scipy in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from imgaug==0.4.0->-r requirements.txt (line 3)) (1.6.3)\n", "Requirement already satisfied: Pillow in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from imgaug==0.4.0->-r requirements.txt (line 3)) (7.1.2)\n", "Requirement already satisfied: opencv-python in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from imgaug==0.4.0->-r requirements.txt (line 3)) (4.1.1.26)\n", "Requirement already satisfied: six in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from imgaug==0.4.0->-r requirements.txt (line 3)) (1.15.0)\n", "Requirement already satisfied: matplotlib in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from imgaug==0.4.0->-r requirements.txt (line 3)) (2.2.3)\n", "Requirement already satisfied: pybind11>=2.2 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from fasttext==0.9.1->-r requirements.txt (line 15)) (2.8.1)\n", "Requirement already satisfied: setuptools>=0.7.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from fasttext==0.9.1->-r requirements.txt (line 15)) (56.2.0)\n", "Requirement already satisfied: packaging>=20.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from scikit-image->-r requirements.txt (line 2)) (20.9)\n", "Requirement already satisfied: networkx>=2.2 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from scikit-image->-r requirements.txt (line 2)) (2.4)\n", "Requirement already satisfied: tifffile>=2019.7.26 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from scikit-image->-r requirements.txt (line 2)) (2021.11.2)\n", "Requirement already satisfied: PyWavelets>=1.1.1 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from scikit-image->-r requirements.txt (line 2)) (1.2.0)\n", "Requirement already satisfied: protobuf>=3.11.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from visualdl->-r requirements.txt (line 8)) (3.14.0)\n", "Requirement already satisfied: flake8>=3.7.9 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from visualdl->-r requirements.txt (line 8)) (3.8.2)\n", "Requirement already satisfied: Flask-Babel>=1.0.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from visualdl->-r requirements.txt (line 8)) (1.0.0)\n", "Requirement already satisfied: pandas in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from visualdl->-r requirements.txt (line 8)) (1.1.5)\n", "Requirement already satisfied: pre-commit in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from visualdl->-r requirements.txt (line 8)) (1.21.0)\n", "Requirement already satisfied: shellcheck-py in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from visualdl->-r requirements.txt (line 8)) (0.7.1.1)\n", "Requirement already satisfied: requests in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from visualdl->-r requirements.txt (line 8)) (2.22.0)\n", "Requirement already satisfied: flask>=1.1.1 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from visualdl->-r requirements.txt (line 8)) (1.1.1)\n", "Requirement already satisfied: bce-python-sdk in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from visualdl->-r requirements.txt (line 8)) (0.8.53)\n", "Requirement already satisfied: cssutils in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from premailer->-r requirements.txt (line 13)) (2.3.0)\n", "Requirement already satisfied: cachetools in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from premailer->-r requirements.txt (line 13)) (4.0.0)\n", "Requirement already satisfied: cssselect in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from premailer->-r requirements.txt (line 13)) (1.1.0)\n", "Requirement already satisfied: et-xmlfile in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from openpyxl->-r requirements.txt (line 14)) (1.0.1)\n", "Requirement already satisfied: jdcal in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from openpyxl->-r requirements.txt (line 14)) (1.4.1)\n", "Requirement already satisfied: pycodestyle<2.7.0,>=2.6.0a1 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from flake8>=3.7.9->visualdl->-r requirements.txt (line 8)) (2.6.0)\n", "Requirement already satisfied: importlib-metadata in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from flake8>=3.7.9->visualdl->-r requirements.txt (line 8)) (0.23)\n", "Requirement already satisfied: mccabe<0.7.0,>=0.6.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from flake8>=3.7.9->visualdl->-r requirements.txt (line 8)) (0.6.1)\n", "Requirement already satisfied: pyflakes<2.3.0,>=2.2.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from flake8>=3.7.9->visualdl->-r requirements.txt (line 8)) (2.2.0)\n", "Requirement already satisfied: Werkzeug>=0.15 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from flask>=1.1.1->visualdl->-r requirements.txt (line 8)) (0.16.0)\n", "Requirement already satisfied: click>=5.1 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from flask>=1.1.1->visualdl->-r requirements.txt (line 8)) (7.0)\n", "Requirement already satisfied: Jinja2>=2.10.1 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from flask>=1.1.1->visualdl->-r requirements.txt (line 8)) (2.11.0)\n", "Requirement already satisfied: itsdangerous>=0.24 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from flask>=1.1.1->visualdl->-r requirements.txt (line 8)) (1.1.0)\n", "Requirement already satisfied: Babel>=2.3 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from Flask-Babel>=1.0.0->visualdl->-r requirements.txt (line 8)) (2.8.0)\n", "Requirement already satisfied: pytz in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from Flask-Babel>=1.0.0->visualdl->-r requirements.txt (line 8)) (2019.3)\n", "Requirement already satisfied: decorator>=4.3.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from networkx>=2.2->scikit-image->-r requirements.txt (line 2)) (4.4.2)\n", "Requirement already satisfied: pyparsing>=2.0.2 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from packaging>=20.0->scikit-image->-r requirements.txt (line 2)) (2.4.2)\n", "Requirement already satisfied: future>=0.6.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from bce-python-sdk->visualdl->-r requirements.txt (line 8)) (0.18.0)\n", "Requirement already satisfied: pycryptodome>=3.8.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from bce-python-sdk->visualdl->-r requirements.txt (line 8)) (3.9.9)\n", "Requirement already satisfied: kiwisolver>=1.0.1 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from matplotlib->imgaug==0.4.0->-r requirements.txt (line 3)) (1.1.0)\n", "Requirement already satisfied: cycler>=0.10 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from matplotlib->imgaug==0.4.0->-r requirements.txt (line 3)) (0.10.0)\n", "Requirement already satisfied: python-dateutil>=2.1 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from matplotlib->imgaug==0.4.0->-r requirements.txt (line 3)) (2.8.0)\n", "Requirement already satisfied: aspy.yaml in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from pre-commit->visualdl->-r requirements.txt (line 8)) (1.3.0)\n", "Requirement already satisfied: cfgv>=2.0.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from pre-commit->visualdl->-r requirements.txt (line 8)) (2.0.1)\n", "Requirement already satisfied: pyyaml in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from pre-commit->visualdl->-r requirements.txt (line 8)) (5.1.2)\n", "Requirement already satisfied: toml in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from pre-commit->visualdl->-r requirements.txt (line 8)) (0.10.0)\n", "Requirement already satisfied: nodeenv>=0.11.1 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from pre-commit->visualdl->-r requirements.txt (line 8)) (1.3.4)\n", "Requirement already satisfied: virtualenv>=15.2 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from pre-commit->visualdl->-r requirements.txt (line 8)) (16.7.9)\n", "Requirement already satisfied: identify>=1.0.0 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from pre-commit->visualdl->-r requirements.txt (line 8)) (1.4.10)\n", "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from requests->visualdl->-r requirements.txt (line 8)) (1.25.6)\n", "Requirement already satisfied: idna<2.9,>=2.5 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from requests->visualdl->-r requirements.txt (line 8)) (2.8)\n", "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from requests->visualdl->-r requirements.txt (line 8)) (3.0.4)\n", "Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from requests->visualdl->-r requirements.txt (line 8)) (2019.9.11)\n", "Requirement already satisfied: MarkupSafe>=0.23 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from Jinja2>=2.10.1->flask>=1.1.1->visualdl->-r requirements.txt (line 8)) (1.1.1)\n", "Requirement already satisfied: zipp>=0.5 in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (from importlib-metadata->flake8>=3.7.9->visualdl->-r requirements.txt (line 8)) (3.6.0)\n" ] } ], "source": [ "import os\n", "import sys\n", "\n", "# Download code\n", "os.chdir(\"/home/aistudio/\")\n", "!git clone https://gitee.com/paddlepaddle/PaddleOCR.git\n", "# Switch working directory\n", "os.chdir(\"/home/aistudio/PaddleOCR/\")\n", "!pip install -U pip\n", "!pip install -r requirements.txt" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "the shape of 0 stage: [1, 16, 160, 160]\n", "the shape of 1 stage: [1, 24, 80, 80]\n", "the shape of 2 stage: [1, 56, 40, 40]\n", "the shape of 3 stage: [1, 480, 20, 20]\n" ] } ], "source": [ "# The specific code implementation is located at:\n", "# https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/ppocr/modeling/backbones/det_mobilenet_v3.py\n", "import numpy as np\n", "import paddle\n", "\n", "# Set random input\n", "inputs = np.random.rand(1, 3, 640, 640).astype(np.float32)\n", "x = paddle.to_tensor(inputs)\n", "\n", "# Import MobileNetV3 library\n", "from ppocr.modeling.backbones.det_mobilenet_v3 import MobileNetV3\n", "\n", "# Model definition\n", "backbone_mv3 = MobileNetV3(scale=0.5, model_name='large')\n", "\n", "# Model forward\n", "bk_out = backbone_mv3(x)\n", "\n", "# Model middle layer printing\n", "for i, stage_out in enumerate(bk_out):\n", " print(\"the shape of \",i,'stage: ',stage_out.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.1.2 Lightweight Feature Pyramid Network DBFPN Structure\n", "\n", "The feature fusion (neck) part of the text detector, DBFPN, is similar in structure to the FPN in the target detection task, fusing feature maps of different scales to improve the detection effect of text regions of different scales.\n", "\n", "In order to facilitate the merging of feature maps of different channels, a convolution of `1×1` is used to reduce the feature maps to the same number of channels.\n", "\n", "The probability map and the threshold map are generated by the feature map fused by convolution, and the convolution is also associated with inner_channels. Therefore, inner_channels has a great influence on the model size. When inner_channels is reduced from 256 to 96, the model size is reduced from 7M to 4.1M, and the speed is increased by 48%, but the accuracy is only slightly reduced.\n", "\n", "The structure of DBFPN and the fusion result of the backbone network feature map are printed below." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DBFPN(\n", " (in2_conv): Conv2D(16, 96, kernel_size=[1, 1], data_format=NCHW)\n", " (in3_conv): Conv2D(24, 96, kernel_size=[1, 1], data_format=NCHW)\n", " (in4_conv): Conv2D(56, 96, kernel_size=[1, 1], data_format=NCHW)\n", " (in5_conv): Conv2D(480, 96, kernel_size=[1, 1], data_format=NCHW)\n", " (p5_conv): Conv2D(96, 24, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " (p4_conv): Conv2D(96, 24, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " (p3_conv): Conv2D(96, 24, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " (p2_conv): Conv2D(96, 24, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", ")\n", "the shape of output of DBFPN: [1, 96, 160, 160]\n" ] } ], "source": [ "# The specific code implementation is located at:\n", "# https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/ppocr/modeling/necks/db_fpn.py\n", "from ppocr.modeling.necks.db_fpn import DBFPN\n", "\n", "neck_bdfpn = DBFPN(in_channels=[16, 24, 56, 480], out_channels=96)\n", "# Print DBFPN structure\n", "print(neck_bdfpn)\n", "\n", "# First reduce the number of original channels to 96, then to 24, and concat the last 4 feature maps\n", "fpn_out = neck_bdfpn(bk_out)\n", "\n", "print('the shape of output of DBFPN: ', fpn_out.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.1.3 SE Module Analysis in Backbone Network\n", "\n", "SE is the abbreviation of `squeeze-and-excitation` (Hu, Shen, and Sun 2018). as the picture shows\n", "\n", "
\n", "\n", "
\n", "
Figure 7: Schematic diagram of SE module
\n", "\n", "The SE block explicitly models the interdependence between the channels and adaptively recalibrates the channel characteristic response. The use of SE blocks in the network can significantly improve the accuracy of vision tasks. Therefore, the search space of MobileNetV3 includes SE modules, and finally MobileNetV3 also contains many SE modules. However, when the input resolution is large, such as `640×640`, it is difficult to estimate the characteristic response of the channel using the SE module, and the accuracy improvement is limited, but the time cost of the SE module is very high. In DBNet, **we remove the SE module from the backbone network**, and the model size is reduced from `4.1M` to `2.6M`, but the accuracy has no effect.\n", "\n", "In PaddleOCR, you can remove the SE module in the backbone network by setting `disable_se=True`. The usage method is as follows." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "the shape of 0 stage: [1, 16, 160, 160]\n", "the shape of 1 stage: [1, 24, 80, 80]\n", "the shape of 2 stage: [1, 56, 40, 40]\n", "the shape of 3 stage: [1, 480, 20, 20]\n" ] } ], "source": [ "# The specific code implementation is located at:\n", "# https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/ppocr/modeling/backbones/det_mobilenet_v3.py\n", "\n", "x = paddle.rand([1, 3, 640, 640])\n", "\n", "from ppocr.modeling.backbones.det_mobilenet_v3 import MobileNetV3\n", "\n", "# Define model\n", "backbone_mv3 = MobileNetV3(scale=0.5, model_name='large', disable_se=True)\n", "\n", "# Model forward\n", "bk_out = backbone_mv3(x)\n", "# Output\n", "for i, stage_out in enumerate(bk_out):\n", " print(\"the shape of \",i,'stage: ',stage_out.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.1.4 Learning Rate Strategy Optimization\n", "\n", "* Cosine Learning Rate Reduction Strategy\n", "\n", "The gradient descent algorithm requires us to set a value to control the weight update amplitude, which we call the learning rate. It is a hyperparameter that controls the learning speed of the model. The smaller the learning rate, the slower the change in loss. Although using a lower learning rate can ensure that no local minima is missed, it also means that the model converges slowly.\n", "\n", "Therefore, in the early stage of training, the weights are in a random initialization state, and we can set a relatively large learning rate to speed up the convergence. In the later stage of training, the weight is close to the optimal value, and using a relatively small learning rate can prevent the model from oscillating during the convergence process.\n", "\n", "The Cosine learning rate strategy also came into being. The Cosine learning rate strategy refers to the learning rate that changes according to the cosine curve during the training process. During the entire training process, the Cosine learning rate decay strategy enables the network to maintain a relatively large learning rate in the initial stage of training, and the learning rate will gradually decay to 0 in the later stage, and its convergence speed is relatively slow, but the final convergence accuracy is better. The figure below compares two different learning rate decay strategies `piecewise decay` and `cosine decay`.\n", "\n", "
\n", "\n", "
\n", "
Figure 8: Cosine and Piecewise learning rate reduction strategy
\n", "\n", "* Learning Rate Warm-up Strategy\n", "\n", "When the model is first trained, the model weights are initialized randomly. At this time, if a larger learning rate is selected, the model training may be unstable. Therefore, the concept of **learning rate warm-up** is proposed to solve The problem of non-convergence in the initial stage of model training.\n", "\n", "Learning rate warm-up refers to starting the learning rate from a small value and gradually increasing to the initial larger learning rate. It can ensure the stability of the model in the initial training stage. Using the learning rate warm-up strategy helps to improve the accuracy of image classification tasks. In DBNet, experiments show that this strategy is also effective. When the learning rate warm-up strategy is combined with the Cosine learning rate, the change trend of the learning rate is shown in the following code." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# The specific code implementation is located in\n", "# https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/ppocr/optimizer/__init__.py\n", "# Import the function built by the learning rate optimizer\n", "from ppocr.optimizer import build_lr_scheduler\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "# Let's also see the effect when warmup_epoch is 2h为2时的效果\n", "lr_config = {'name': 'Cosine', 'learning_rate': 0.1, 'warmup_epoch': 2}\n", "epochs = 20 # config['Global']['epoch_num']\n", "iters_epoch = 100 # len(train_dataloader)\n", "lr_scheduler=build_lr_scheduler(lr_config, epochs, iters_epoch)\n", "\n", "iters = 0\n", "lr = []\n", "for epoch in range(epochs):\n", " for _ in range(iters_epoch):\n", " lr_sduler.step() # 对应 https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/tools/program.py#L262\n", " iters += 1\n", " lr.append(lr_scheduler.get_lr())\n", "\n", "x = np.arange(iters,dtype=np.int64)\n", "y = np.array(lr,dtype=np.float64)\n", "\n", "plt.figure(figsize=(15, 6))\n", "plt.plot(x,y,color='red',label='lr')\n", "\n", "plt.title(u'Cosine lr scheduler with Warmup')\n", "plt.xlabel(u'iters')\n", "plt.ylabel(u'lr')\n", "\n", "plt.legend()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.1.5 Model Tailoring Strategy-FPGM\n", "\n", "Deep learning models generally have more parameter redundancy. We can use some methods to remove more redundant parts in the model, thereby improving the efficiency of model inference.\n", "\n", "Model tailoring refers to obtaining a lighter network by removing redundant channels, filters, neurons, etc. in the network, while ensuring the accuracy of the model as much as possible.\n", "\n", "Compared with the method of clipping the channel or the feature map, the method of clipping the filter can obtain a more regular model, thus reducing the memory consumption and accelerating the model inference process.\n", "\n", "The previous cropping filter methods are mostly based on the norm. That is, the filter with a smaller norm is considered to be less important, but this method requires that the minimum norm of the existing filter should be close to 0, otherwise we It is difficult to remove.\n", "\n", "To solve the above problems, Filter Pruning via Geometric Median (FPGM) is proposed. FPGM treats each filter in the convolutional layer as a point in Euclidean space, and it introduces the concept of geometric median, which is the point with the smallest sum of distances from all sampling points. If a filter is close to this geometric median, then we can think that the information of this filter overlaps with other filters and can be removed.\n", "\n", "The comparison between FPGM and norm-based cropping algorithm is shown in the figure below.\n", "\n", "
\n", "\n", "
\n", "
Figure 9: Schematic diagram of FPGM cropping
\n", "\n", "\n", "In PP-OCR, we use FPGM to prune the detection model. In the end, the model accuracy of DBNet only slightly decreases, but the model size is reduced by 46%, and the prediction speed is accelerated by 19%.\n", "\n", "For more details on the implementation of FPGM model clipping, please refer to [PaddleSlim](https://github.com/PaddlePaddle/PaddleSlim/blob/release/2.0.0/docs/zh_cn/api_cn/dygraph/pruners/fpgm_filter_pruner.rst#fpgmfilterpruner ).\n", "\n", "\n", "**Notice:**\n", "\n", "1. Model tailoring requires retraining the model, please refer to [PaddleOCR Pruning Tutorial](https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.3/deploy/slim/prune/README.md).\n", "2. The tailoring code is adapted according to DBNet. If you need to prune your own model, you need to re-analyze the model structure and the sensitivity of the parameters. We usually only recommend cutting the relatively low-sensitivity parameters, and skip allergies. Parameters with high sensitivity.\n", "3. The pruning rate of each convolutional layer is also very important for the performance of the cropped model. Using exactly the same cropping rate for model cropping will usually result in significant performance degradation.\n", "4. Model tailoring is not accomplished overnight, and repeated experiments are required to obtain a model that meets the requirements.\n", "\n", "### 2.1.6 Description of Text Detection Configuration\n", "\n", "A brief description of the training configuration of DBNet is given below, and the complete configuration file can be referred to:[ch_det_mv3_db_v2.0.yml](https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/configs/det/ch_ppocr_v2.0/ch_det_mv3_db_v2.0.yml)。\n", "\n", "```yaml\n", "Architecture: # Model structure definition\n", " model_type: det\n", " algorithm: DB\n", " Transform:\n", " Backbone:\n", " name: MobileNetV3 # Configure backbone network\n", " scale: 0.5\n", " model_name: large\n", " disable_se: True # Remove SE module\n", " Neck:\n", " name: DBFPN # Configure DBFPN\n", " out_channels: 96 # Configure inner_channels\n", " Head:\n", " name: DBHead\n", " k: 50\n", "\n", "Optimizer:\n", " name: Adam\n", " beta1: 0.9\n", " beta2: 0.999\n", " lr:\n", " name: Cosine # Configure cosine learning rate reduction strategy\n", " learning_rate: 0.001 # Initial learning rate\n", " warmup_epoch: 2 # Configure learning rate warmup strategy\n", " regularizer:\n", " name:'L2' # Configure L2 regular\n", " factor: 0 # The weight of the regular term\n", "```\n", "\n", "### 2.1.7 PP-OCR Detection Optimization Summary\n", "\n", "The above introduced the optimization strategy of the text detection algorithm in PP-OCR, and here I will review the ablation experiments and conclusions corresponding to different optimization strategies.\n", "\n", "
\n", "\n", "
\n", "
Figure 10: DBNet Ablation Experiment
\n", "\n", "Through strategies such as lightweight backbone network, lightweight neck structure, SE module analysis and removal, learning rate adjustment and optimization, and model tailoring, the model size of DBNet is reduced from **7M** to **1.5M**. Through training strategy optimization such as learning rate strategy optimization, DBNet's model accuracy has increased by more than **1%**.\n", "\n", "In PP-OCR, the ultra-lightweight DBNet detection effect is as follows:\n", "\n", "
\n", "\n", "
\n", "
Figure 11: the ultra-lightweight DBNet detection results
\n", "\n", "The following shows the prediction effect of quickly using the text detection model. The specific predictive reasoning code will be explained in detail in Chapter 5." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "mkdir: cannot create directory ‘inference’: File exists\n", "--2021-12-24 21:07:17-- https://paddleocr.bj.bcebos.com/PP-OCRv2/chinese/ch_PP-OCRv2_det_infer.tar\n", "Resolving paddleocr.bj.bcebos.com (paddleocr.bj.bcebos.com)... 182.61.200.229, 182.61.200.195, 2409:8c04:1001:1002:0:ff:b001:368a\n", "Connecting to paddleocr.bj.bcebos.com (paddleocr.bj.bcebos.com)|182.61.200.229|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 3190272 (3.0M) [application/x-tar]\n", "Saving to: ‘ch_PP-OCRv2_det_infer.tar’\n", "\n", "ch_PP-OCRv2_det_inf 100%[===================>] 3.04M 4.13MB/s in 0.7s \n", "\n", "2021-12-24 21:07:18 (4.13 MB/s) - ‘ch_PP-OCRv2_det_infer.tar’ saved [3190272/3190272]\n", "\n", "[2021/12/24 21:07:22] root INFO: 00111002.jpg\t[[[78, 641], [408, 638], [408, 659], [78, 662]], [[76, 614], [214, 614], [214, 635], [76, 635]], [[103, 554], [150, 554], [150, 576], [103, 576]], [[74, 531], [349, 531], [349, 551], [74, 551]], [[75, 503], [310, 499], [311, 523], [75, 527]], [[162, 462], [320, 462], [320, 495], [162, 495]], [[326, 432], [415, 432], [415, 453], [326, 453]], [[306, 409], [429, 407], [430, 428], [306, 430]], [[74, 411], [212, 406], [213, 426], [75, 431]], [[74, 384], [219, 382], [219, 403], [74, 405]], [[309, 381], [429, 381], [429, 402], [309, 402]], [[74, 362], [201, 359], [201, 380], [75, 383]], [[304, 358], [426, 358], [426, 378], [304, 378]], [[70, 336], [242, 332], [242, 356], [71, 359]], [[72, 312], [206, 307], [206, 328], [73, 333]], [[304, 308], [419, 308], [419, 329], [304, 329]], [[114, 271], [249, 271], [249, 302], [114, 302]], [[363, 270], [383, 270], [383, 297], [363, 297]], [[68, 248], [246, 246], [246, 269], [69, 271]], [[65, 218], [188, 218], [188, 242], [65, 242]], [[337, 215], [384, 215], [384, 241], [337, 241]], [[67, 196], [248, 196], [248, 216], [67, 216]], [[296, 196], [424, 190], [425, 211], [296, 217]], [[65, 167], [245, 167], [245, 188], [65, 188]], [[67, 138], [290, 138], [290, 159], [67, 159]], [[68, 112], [411, 112], [411, 132], [68, 132]], [[278, 86], [417, 86], [417, 107], [278, 107]], [[167, 60], [412, 61], [412, 74], [167, 73]], [[165, 17], [412, 16], [412, 51], [165, 52]], [[7, 6], [61, 6], [61, 24], [7, 24]]]\n", "\n", "[2021/12/24 21:07:22] root INFO: The predict time of ./doc/imgs/00111002.jpg: 1.7913281917572021\n", "[2021/12/24 21:07:22] root INFO: The visualized image saved in ./inference_results/det_res_00111002.jpg\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "!mkdir inference\n", "!cd inference && wget https://paddleocr.bj.bcebos.com/PP-OCRv2/chinese/ch_PP-OCRv2_det_infer.tar -O ch_PP-OCRv2_det_infer.tar && tar -xf ch_PP-OCRv2_det_infer.tar\n", "!python tools/infer/predict_det.py --image_dir=\"./doc/imgs/00111002.jpg\" --det_model_dir=\"./inference/ch_PP-OCRv2_det_infer\" --use_gpu=False\n", "from PIL import Image\n", "img_det = Image.open('./inference_results/det_res_00111002.jpg')\n", "\n", "plt.figure(figsize=(14, 10)) # window size\n", "plt.imshow(img_det)\n", "plt.axis('on')\n", "plt.title('Detection')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2.2 Direction Classifier\n", "\n", "The task of the direction classifier is to classify the direction of the text instance detected by the text, rotate the text to 0 degrees, and then send it to the subsequent text recognizer. In PP-OCR, we considered two directions of **0** degree and **180** degree. The following is a detailed introduction to the speed and accuracy optimization strategy for the direction classifier.\n", "\n", "
\n", "\n", "
\n", "
Figure 12: Directional classifier ablation experiment
\n", "\n", "### 2.2.1 Lightweight Backbone Network\n", "\n", "Same as the text detector, we still use MobileNetV3 as the backbone network of the direction classifier. Because the task of direction classification is relatively simple, we use MobileNetV3 small 0.35x to balance model accuracy and prediction efficiency. Experiments show that even when using a larger backbone, the accuracy will not be further improved.\n", "\n", "
\n", "\n", "
\n", "
Figure 13: Comparison of the accuracy of direction classifiers under different backbone networks
\n", "\n", "### 2.2.2 Data Enhancement\n", "\n", "Data enhancement refers to transforming the image and sending it to the network for training, which can improve the generalization performance of the network. Commonly used data enhancement includes rotation, perspective distortion transformation, motion blur transformation and Gaussian noise transformation, etc. In PP-OCR, we collectively refer to these data enhancement methods as BDA (Base Data Augmentation). The results show that BDA can significantly improve the accuracy of the directional classifier.\n", "\n", "The following shows the effect of some BDA data augmentation methods\n", "\n", "
\n", "\n", "
\n", "
Figure 14: BDA data augmentation effect
\n", "\n", "\n", "In addition to BDA, we also added some higher-level data augmentation operations to improve the classification effect, such as AutoAugment (Cubuk et al. 2019), RandAugment (Cubuk et al. 2020), CutOut (DeVries and Taylor 2017), RandErasing (Zhong et al. 2020), HideAndSeek (Singh and Lee 2017), GridMask (Chen 2020), Mixup (Zhang et al. 2017) and Cutmix (Yun et al. 2019).\n", "\n", "These data augmentations are divided into 3 categories:\n", "\n", "(1) Image transformation category: AutoAugment, RandAugment\n", "\n", "(2) Image cropping categories: CutOut, RandErasing, HideAndSeek, GridMask\n", "\n", "(3) Image aliasing: Mixup, Cutmix\n", "\n", "The visual comparison results of different high-level data augmentation are given below.\n", "\n", "
\n", "\n", "
\n", "
Figure 15: High-level data augmentation visualization effect
\n", "\n", "\n", "But experiments show that, except for RandAugment and RandErasing, most methods are not suitable for directional classifiers. The figure below also shows the changes in model accuracy under different data enhancement strategies.\n", "\n", "
\n", "\n", "
\n", "
Figure 16: Ablation study of data augmentation for direction classication
\n", "\n", "Finally, we combine BDA and RandAugment as a data enhancement strategy for the directional classifier during training.\n", "\n", "* RandAugment code demo" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Reference Code:\n", "# https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/ppocr/data/imaug/__init__.py\n", "import random\n", "from PIL import Image\n", "from ppocr.data.imaug import DecodeImage, RandAugment, transform\n", "\n", "np.random.seed(1)\n", "random.seed(1)\n", "\n", "img = Image.open('./doc/imgs_words/ch/word_4.jpg')\n", "\n", "# Draw the original image\n", "plt.figure(\"Image1\") # Image window name\n", "plt.imshow(img)\n", "plt.axis('on') # Turn off the axis is off\n", "plt.title('Before RandAugment') # image title\n", "plt.show()\n", "\n", "\n", "data = {'image':None}\n", "with open('./doc/imgs_words/ch/word_4.jpg','rb') as f:\n", " img = f.read()\n", " data['image'] = img\n", "\n", "# Define transformation operator\n", "ops_list = [DecodeImage(), RandAugment()]\n", "\n", "# Data transformation\n", "data = transform(data,ops_list)\n", "\n", "img_auged = data['image']\n", "\n", "# show\n", "img_auged = Image.fromarray(img_auged,'RGB')\n", "plt.figure(\"Image\") # Image window name\n", "plt.imshow(img_auged)\n", "plt.axis('on') # Turn off the axis is off\n", "plt.title('After RandAugment') # image titleplt.title('After RandAugment') # Image title\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following shows the prediction effect of quickly using the direction classifier model. The specific predictive reasoning code will be explained in detail in [Chapter 5](../5.ppocrv2_inference_deployment/PP-OCRv2_prediction_deployment_practice.ipynb)." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--2021-12-24 21:19:04-- https://paddleocr.bj.bcebos.com/dygraph_v2.0/ch/ch_ppocr_mobile_v2.0_cls_infer.tar\n", "Resolving paddleocr.bj.bcebos.com (paddleocr.bj.bcebos.com)... 182.61.200.195, 182.61.200.229, 2409:8c04:1001:1002:0:ff:b001:368a\n", "Connecting to paddleocr.bj.bcebos.com (paddleocr.bj.bcebos.com)|182.61.200.195|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 1454080 (1.4M) [application/x-tar]\n", "Saving to: ‘ch_ppocr_mobile_v2.0_cls_infer.tar’\n", "\n", "ch_ppocr_mobile_v2. 100%[===================>] 1.39M --.-KB/s in 0.1s \n", "\n", "2021-12-24 21:19:04 (14.3 MB/s) - ‘ch_ppocr_mobile_v2.0_cls_infer.tar’ saved [1454080/1454080]\n", "\n", "[2021/12/24 21:19:06] root INFO: Predicts of ./doc/imgs_words/ch/word_1.jpg:['0', 0.9998784]\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "[2021/12/24 21:19:09] root INFO: Predicts of ./test.png:['180', 0.9999759]\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Reference Code:\n", "# https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/tools/infer/predict_cls.py\n", "!cd inference && wget https://paddleocr.bj.bcebos.com/dygraph_v2.0/ch/ch_ppocr_mobile_v2.0_cls_infer.tar -O ch_ppocr_mobile_v2.0_cls_infer.tar && tar -xf ch_ppocr_mobile_v2.0.tars_infer\n", "\n", "# Direction classifier classification\n", "!python tools/infer/predict_cls.py --image_dir=\"./doc/imgs_words/ch/word_1.jpg\" --cls_model_dir=\"./inference/ch_ppocr_mobile_v2.0_cls_infer\" --use_gpu=False\n", "\n", "# Import image\n", "import cv2\n", "img = cv2.imread(\"./doc/imgs_words/ch/word_1.jpg\")\n", "\n", "plt.imshow(img[:,:,::-1])\n", "plt.show()\n", "\n", "# Rotate 180 degrees\n", "img = cv2.rotate(img, cv2.ROTATE_90_CLOCKWISE)\n", "img = cv2.rotate(img, cv2.ROTATE_90_CLOCKWISE)\n", "cv2.imwrite(\"./test.png\", img)\n", "\n", "# Use the direction classifier to classify the rotated image\n", "!python tools/infer/predict_cls.py --image_dir=\"./test.png\" --cls_model_dir=\"./inference/ch_ppocr_mobile_v2.0_cls_infer\" --use_gpu=False\n", "\n", "plt.imshow(img[:,:,::-1])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### 2.2.3 Input Resolution Optimization\n", "\n", "Generally speaking, when the input resolution of the image increases, the accuracy will also increase. Since the backbone network parameters of the direction classifier are very small, even if the resolution is increased, the reasoning time will not increase significantly. We increased the input image scale of the direction classifier from `3x32x100` to `3x48x192`, and the accuracy of the direction classifier increased from `92.1%` to `94.0%`, but the prediction time only increased from `3.19ms` to `3.21 ms`.\n", "\n", "Below is a comparison of the image sizes at the two scales.\n", "\n", "
\n", "\n", "
\n", "
Figure 17: Image size comparison between 32x100 and 48x192 scales
\n", "\n", "\n", "### 2.2.4 Model Quantification Strategy-PACT\n", "\n", "Model quantization is a technology that converts floating point calculations into low-rate specific point calculations, which can make neural network models have lower delay, smaller size, and lower computational power consumption.\n", "\n", "Model quantification is mainly divided into offline quantification and online quantification. Among them, offline quantization refers to a fixed-point quantization method that uses methods such as KL divergence to determine quantization parameters, and does not require retraining after quantization; online quantization refers to determining quantization parameters during the training process. Compared with offline quantization mode, its The accuracy loss is smaller.\n", "\n", "PACT (PArameterized Clipping acTivation) is a new online quantization method that can **remove some extreme values from the activation layer in advance**. After removing extreme values, the model can learn more appropriate quantitative parameters. The preprocessing of the activation value of the ordinary PACT method is based on the RELU function, and the formula is as follows:\n", "\n", "$$\n", "y=P A C T(x)=0.5(|x|-|x-\\alpha|+\\alpha)=\\left\\{\\begin{array}{cc}\n", "0 & x \\in(-\\infty, 0) \\\\\n", "x & x \\in[0, \\alpha) \\\\\n", "\\alpha & x \\in[\\alpha,+\\infty)\n", "\\end{array}\\right.\n", "$$\n", "\n", "All activation values greater than a certain threshold will be reset to a constant. However, the activation function in MobileNetV3 is not only ReLU, but also hardswish. Therefore, the use of ordinary PACT quantization will lead to higher accuracy loss. Therefore, in order to reduce the quantization loss, we modify the formula of the activation function to:\n", "\n", "$$\n", "y=P A C T(x)=\\left\\{\\begin{array}{rl}\n", "-\\alpha & x \\in(-\\infty,-\\alpha) \\\\\n", "x & x \\in[-\\alpha, \\alpha) \\\\\n", "\\alpha & x \\in[\\alpha,+\\infty)\n", "\\end{array}\\right.\n", "$$\n", "\n", "PaddleOCR provides quantitative scripts suitable for PP-OCR kits. For specific links, please refer to [PaddleOCR Model Quantization Tutorial](https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/deploy/slim/quantization/README.md).\n", "\n", "\n", "### 2.2.5 Direction Classifier Configuration Instructions\n", "\n", "When training the direction classifier, some key fields and descriptions in the configuration file are as follows. The complete configuration file can refer to [cls_mv3.yml](https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/configs/cls/cls_mv3.yml).\n", "\n", "```yaml\n", "Architecture:\n", " model_type: cls\n", " algorithm: CLS\n", " Transform:\n", " Backbone:\n", " name: MobileNetV3 # Configure the classification model as MobileNetV3\n", " scale: 0.35\n", " model_name: small\n", " Neck:\n", " Head:\n", " name: ClsHead\n", " class_dim: 2\n", "\n", "Train:\n", " dataset:\n", " name: SimpleDataSet\n", " data_dir: ./train_data/cls\n", " label_file_list:\n", " -./train_data/cls/train.txt\n", " transforms:\n", " -DecodeImage: # load image\n", " img_mode: BGR\n", " channel_first: False\n", " -ClsLabelEncode: # Class handling label\n", " -RecAug:\n", " use_tia: False # Configure BDA data enhancement without using TIA data enhancement\n", " -RandAugment: # Configure random enhancement data enhancement method\n", " -ClsResizeImg:\n", " image_shape: [3, 48, 192] # Here, [3, 32, 100] is changed to [3, 48, 192] to optimize the input resolution\n", " -KeepKeys:\n", " keep_keys: ['image','label'] # dataloader will return list in this order\n", " loader:\n", " shuffle: True\n", " batch_size_per_card: 512\n", " drop_last: True\n", " num_workers: 8\n", "```\n", "\n", "### 2.2.5 Experimental Summary of Directional Classifier\n", "\n", "In the optimization of the direction classifier model, we use a lightweight backbone network and model quantization, and finally reduce the model from 0.85M** to 0.46M**, using combined data augmentation, high resolution and other features, and finally Improved model accuracy by more than **2%**. The comparison of ablation experiments is shown below.\n", "\n", "
\n", "\n", "
\n", "
Figure 18: Directional classifier ablation experiment
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## 2.3 Text recognition\n", "\n", "In PP-OCR, the text recognizer uses the CRNN model. When training, use CTC loss to solve the prediction problem of variable length text.\n", "\n", "The structure of the CRNN model is shown below.\n", "\n", "
\n", "\n", "
\n", "
Figure 19: CRNN structure diagram
\n", "\n", "PP-OCR is aimed at the text recognizer and optimizes the model from multiple perspectives such as backbone network, head structure optimization, data enhancement, regularization strategy, feature map downsampling strategy, and quantification. The specific ablation experiment is shown below.\n", "\n", "
\n", "\n", "
\n", "
Figure 20: CRNN recognition model ablation experiment
\n", "\n", "The specific optimization strategy of the text recognition model is described in detail below.\n", "\n", "\n", "### 2.3.1 Lightweight Backbone Network and Head Structure\n", "\n", "* Lightweight backbone network\n", "\n", "In text recognition, MobileNetV3, which is the same as text detection, is still used as the backbone. Selected from MobileNetV3_small_x0.5 to further balance accuracy and efficiency. If the model size is not required, you can choose MobileNetV3_small_x1, the model size is only increased by 5M, and the accuracy is significantly improved.\n", "\n", "
\n", "\n", "
\n", "
Figure 21: Comparison of recognition model accuracy under different backbone networks
\n", "\n", "* Lightweight Head Structure\n", "\n", "In CRNN, the lightweight head used for decoding is a fully connected layer used to decode sequence features into ordinary predicted characters. The dimension of the sequence feature has a great influence on the model size of the text recognizer, especially for the Chinese recognition scene with more than 6000 characters (if the sequence feature dimension is set to 256, the model size of only the head part is **6.7M **). In PP-OCR, we conducted experiments on the dimension of sequence features, and finally set it to 48, which balances accuracy and efficiency. The conclusions of some ablation experiments are as follows.\n", "\n", "
\n", "\n", "
\n", "
Figure 22: Accuracy comparison of feature dimensions of different sequences
\n", "\n", "\n", "### 2.3.2 Data Enhancement\n", "\n", "In addition to the aforementioned BDA (Basic Data Enhancement), which is often used for text recognition, TIA (Luo et al., 2020) is also an effective method for text recognition data enhancement. TIA is a data enhancement method for scene text. It sets multiple reference points in the image, and then randomly moves the points to generate new images through geometric transformation, which greatly improves the diversity of data and the generalization ability of the model. The basic flow chart of TIA is shown in the figure:\n", "\n", "
\n", "\n", "
\n", "
Figure 23: The basic flow chart of TIA
\n", "\n", "Experiments show that the use of TIA data augmentation can help the accuracy of the text recognition model to be further improved by 0.9% on a very high baseline.\n", "\n", "Below is the visualization of the three types of data augmentation involved in TIA." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Reference Code:\n", "# https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/ppocr/data/imaug/text_image_aug/augment.py\n", "import cv2\n", "from ppocr.data.imaug.rec_img_aug import tia_distort, tia_stretch, tia_perspective\n", "img = cv2.imread(\"./doc/imgs_words/ch/word_1.jpg\")\n", "\n", "img_out1 = tia_distort(img, 2.5)\n", "img_out2 = tia_stretch(img, 3)\n", "img_out3 = tia_perspective(img)\n", "plt.figure(figsize=(20, 8))\n", "plt.subplot(1,4,1)\n", "plt.imshow(img[:,:,::-1])\n", "plt.subplot(1,4,2)\n", "plt.imshow(img_out1[:,:,::-1])\n", "plt.subplot(1,4,3)\n", "plt.imshow(img_out2[:,:,::-1])\n", "plt.subplot(1,4,4)\n", "plt.imshow(img_out3[:,:,::-1])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.3.3 Learning Rate Strategy and Regularization\n", "\n", "In the training of the recognition model, the learning rate reduction strategy is the same as the text detection, and the learning rate strategy of Cosine+Warmup is also used.\n", "\n", "Regularization is a widely used method to avoid overfitting, generally including L1 regularization and L2 regularization. In most usage scenarios, we use L2 regularization. Its main principle is to calculate the L2 norm of the weights in the network and add it to the loss function. With the help of L2 regularization, the weight of the network tends to choose a smaller value, and finally the parameters in the entire network tend to 0, thereby alleviating the over-fitting problem of the model and improving the generalization performance of the model.\n", "\n", "Our experiments have found that for text recognition, L2 regularization has a great influence on the recognition accuracy.\n", "\n", "
\n", "\n", "
\n", "
Figure 24: CRNN recognition model ablation experiment
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.3.4 Feature Map Downsampling Strategy\n", "\n", "When we are doing downstream vision tasks such as detection, segmentation, OCR, the backbone network is generally the backbone network in the image classification task used, and its input resolution is generally set to 224x224. When downsampling, the width and height will generally decrease at the same time. sampling.\n", "\n", "However, for text recognition tasks, since the input image is generally 32x100, the aspect ratio is very unbalanced. At this time, the width and height are downsampled at the same time, which will cause severe feature loss. Therefore, the backbone network in the image classification task is applied to text recognition The task needs to be adapted for feature map downsampling (**If you change the backbone network by yourself, you need to pay attention here**).\n", "\n", "In PaddleOCR, the height and width of the input image set by the CRNN Chinese text recognition model are set to 32 and 320. The original MobileNetV3 comes from the classification model. As mentioned above, the step size of downsampling needs to be adjusted to adapt to the text image input resolution. Specifically, in order to retain more level information, we modify the step size of the down-sampling feature map from **(2,2)** to **(2,1)**, except for the first down-sampling. The final result is shown in the figure below.\n", "\n", "
\n", "\n", "
\n", "
Figure 25: Optimization visualization of downsampling step strategy
\n", "\n", "In order to retain more vertical information, we further modify the step size of the second downsampling feature map from **(2,1)** to **(1,1)**. Therefore, the step size s2 of the second down-sampling feature map will significantly affect the resolution of the entire feature map and the accuracy of the text recognizer. In PP-OCR, s2 is set to (1,1) to obtain better performance. At the same time, due to the increase in horizontal resolution, the inference time of the CPU has increased from `11.84ms` to `12.96ms`.\n", "\n", "The following shows the comparison of the feature map scale before and after stride optimization. Although the final output feature map has the same scale, after stride is modified from (2,1) to (1,1), the feature information is preserved more complete in the encoding process." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1, 288, 1, 80]\n", "[1, 288, 1, 80]\n" ] } ], "source": [ "# Reference Code:\n", "# https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/ppocr/modeling/backbones/rec_mobilenet_v3.py\n", "from ppocr.modeling.backbones.rec_mobilenet_v3 import MobileNetV3\n", "\n", "mv3_ori = MobileNetV3(model_name=\"small\", scale=0.5, small_stride=[2,2,2,2])\n", "mv3_new = MobileNetV3(model_name=\"small\", scale=0.5, small_stride=[1,2,2,2])\n", "\n", "x = paddle.rand([1, 3, 32, 320])\n", "\n", "y_ori = mv3_ori(x)\n", "y_new = mv3_new(x)\n", "\n", "print(y_ori.shape)\n", "print(y_new.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "### 2.3.5 PACT Online Quantitative Strategy\n", "\n", "We use a scheme similar to the quantization of the direction classifier to reduce the model size of the text recognizer. Due to the complexity of LSTM quantization, LSTM is not quantized in PP-OCR. After using this quantification strategy, the model size is reduced by 67.4%, the prediction speed is accelerated by 8%, and the accuracy is increased by 1.6%. Quantization can reduce model redundancy and enhance the expressive ability of the model.\n", "\n", "
\n", "\n", "
\n", "
Figure 26: Model quantitative ablation experiment
\n", "\n", "### 2.3.6 Text Recognition Pre-training Model\n", "\n", "Using a suitable pre-trained model can speed up the convergence speed of the model. In real scenarios, the data used for text recognition is usually limited. In PP-OCR, we synthesized tens of millions of levels of data, trained the model, and then fine-tuned on the real data based on the model. The final recognition accuracy increased from `65.81%` to `69%`.\n", "\n", "### 2.3.7 Description of Text Recognition Configuration\n", "\n", "A brief description of the training configuration of CRNN is given below. The complete configuration file can be referred to: [rec_chinese_lite_train_v2.0.yml](https://github.com/PaddlePaddle/PaddleOCR/blob/release%2F2.4/configs/rec/ch_ppocr_v2.0/rec_chinese_lite_train_v2.0.yml).\n", "\n", "\n", "```yaml\n", "Optimizer:\n", " name: Adam\n", " beta1: 0.9\n", " beta2: 0.999\n", " lr:\n", " name: Cosine # Configure Cosine learning rate reduction strategy\n", " learning_rate: 0.001\n", " warmup_epoch: 5 # Configure warmup learning rate\n", " regularizer:\n", " name:'L2' # Configure L2 regular\n", " factor: 0.00001\n", "\n", "Architecture:\n", " model_type: rec\n", " algorithm: CRNN\n", " Transform:\n", " Backbone:\n", " name: MobileNetV3 # Configure Backbone\n", " scale: 0.5\n", " model_name: small\n", " small_stride: [1, 2, 2, 2] # Configure the stride for downsampling\n", " Neck:\n", " name: SequenceEncoder\n", " encoder_type: rnn\n", " hidden_size: 48 # Configure the dimension of the last fully connected layer\n", " Head:\n", " name: CTCHead\n", " fc_decay: 0.00001\n", " \n", " Train:\n", " dataset:\n", " name: SimpleDataSet\n", " data_dir: ./train_data/\n", " label_file_list: [\"./train_data/train_list.txt\"]\n", " transforms:\n", " -DecodeImage: # load image\n", " img_mode: BGR\n", " channel_first: False\n", " -RecAug: # Configuration data enhancement BDA and TIA, TIA is used by default\n", " -CTCLabelEncode: # Class handling label\n", " -RecResizeImg:\n", " image_shape: [3, 32, 320]\n", " -KeepKeys:\n", " keep_keys: ['image','label','length'] # dataloader will return list in this order\n", " loader:\n", " shuffle: True\n", " batch_size_per_card: 256\n", " drop_last: True\n", " num_workers: 8\n", " ```\n", "\n", "### 2.3.8 Summary of Identification and Optimization\n", "\n", "In terms of model size, PP-OCR uses a lightweight backbone network, sequence dimension tailoring, and model quantification strategies to reduce the model size from 4.5M to 1.6M. In terms of accuracy, optimization strategies such as TIA data enhancement, Cosine-warmup learning rate strategy, L2 regularization, feature map resolution improvement, and pre-training model are used to finally improve the validation set by 15.4%.\n", "\n", "Some of the recognition results by PP-OCR are shown below.\n", "\n", "
\n", "\n", "
\n", "
Figure 27: The recognition results by PP-OCR
\n", "\n", "The code demonstration of the text recognition model is as follows." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "--2021-12-24 21:50:31-- https://paddleocr.bj.bcebos.com/PP-OCRv2/chinese/ch_PP-OCRv2_rec_infer.tar\n", "Resolving paddleocr.bj.bcebos.com (paddleocr.bj.bcebos.com)... 182.61.200.195, 182.61.200.229, 2409:8c04:1001:1002:0:ff:b001:368a\n", "Connecting to paddleocr.bj.bcebos.com (paddleocr.bj.bcebos.com)|182.61.200.195|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 8875520 (8.5M) [application/x-tar]\n", "Saving to: ‘ch_PP-OCRv2_rec_infer.tar’\n", "\n", "ch_PP-OCRv2_rec_inf 100%[===================>] 8.46M 24.2MB/s in 0.4s \n", "\n", "2021-12-24 21:50:31 (24.2 MB/s) - ‘ch_PP-OCRv2_rec_infer.tar’ saved [8875520/8875520]\n", "\n", "[2021/12/24 21:50:33] root INFO: Predicts of ./doc/imgs_words/ch/word_4.jpg:('实力活力', 0.9409585)\n" ] } ], "source": [ "# Visualize the original image\n", "img = cv2.imread(\"./doc/imgs_words/ch/word_4.jpg\")\n", "plt.imshow(img[..., ::-1])\n", "plt.show()\n", "\n", "!cd inference && wget https://paddleocr.bj.bcebos.com/PP-OCRv2/chinese/ch_PP-OCRv2_rec_infer.tar -O ch_PP-OCRv2_rec_infer.tar && tar -xf ch_PP-OCRv2_rec_infer.tar\n", "!python tools/infer/predict_rec.py --image_dir=\"./doc/imgs_words/ch/word_4.jpg\" --rec_model_dir=\"./inference/ch_PP-OCRv2_rec_infer\" --use_gpu=False" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAABrCAYAAABnlHmpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzsvUezbVly3/fLtdY2x17z/Kt6ZdBggy2FEKGABH0CRWimqaQPwJGGGvCzcKCxPgEjNJYiNOBIokCRIECgu6v7lXnmunO2WSY1yLXPvdVVABsE2JAQNztu9Ttum2XS/POfuUVVeZRHeZRHeZT//4v7+76AR3mUR3mUR/m7kUeF/iiP8iiP8g9EHhX6ozzKozzKPxB5VOiP8iiP8ij/QORRoT/KozzKo/wDkUeF/iiP8iiP8g9E/lYKXUT+GxH5NyLyZyLyT/+uLupRHuVRHuVR/uYi/6E8dBHxwJ8C/zXwFfAvgP9eVf/V393lPcqjPMqjPMpvK38bD/2PgT9T1X+nqjPwvwD/7d/NZT3KozzKozzK31T+Ngr9E+CXD15/Vd97lEd5lEd5lL8HCf+xTyAi/wT4JwC49o9k/QwDeeT+Ow9enj6T5bMHkJAsXxIQQUtGnIAWVBURUFVQEOfr9+8PrCiCoPenvpfvIU9iP1W1n6uCKlLPr2qHVbVzI3Y9y1dPB1vgrIc3eDrfj0BdfxX69ZvXKw8G6wefPXz/Rz5UffCFHz/hw0+WI+iPHvOvP8733v/eAX/4G1l8izouKmrz/BvnkPrf01yiP7jL762vh+Msv3HND65JHv5D5YdDd5pLefC75R/3Z5T6XVuHhabxtG1DaDylZEpRSiloUXIupFwoBRCHiK1ZFXkw4MuaredQu+ffuKnv389vyo+td+p9/uB7y9p9+P6D7+nD+7arW/aJ3b/W/VhO49E0QvCO4B05JUoptp+cwzkHIuSipJRJOdcZfehryv00Cqd9eP/pg8+x9S1SV4cWQHGAOGibgPceLRkoeO9xThBx9ksFLUpBKfWaYsqUXOwAdgF1fO7XyW8OvekCefCqXndd/7qMzqIvlqX34DYerm09/Oqdqj7j3yN/G4X+K+DNg9ef1ve+J6r6z4B/BuDP3mjzX/1PRHWUul4FaFzBS11frkVcqHs5Q8k4CkVsWkQ8JYMTxZGYpzucjjQB9mcbRITjMDGMkZQKElZIu0WlsU2Gw3uPiFCwjZdzRkuBYmrFIbRNIKURSmIeB4LztI0nxQIIoelQ3zKmYjq9bQgoOUcotqByzkg1BM4528jLZnecDIXNniJl2bTOvrcsXufA3S8KVbXrdYILAXGuHkrx3pNztu+6YJun3jNAKQWh2EYqmVzS6XcAOSVwDsGuddnMTsQ2ST2/KSUzZo4CJVejKgR3vxlVlTTHOvaKc3YtqrZpVE4jbveaC0UzOMW7hlIU7xtKiRRNVR172/JajbqCR2yNCGQR8AFKHd+cEAXnBZyiTpCi93NBofHhgaJwdaz9jxp/L/a5CqhmcpxBM62D1ivzcAXzwOefv+A/+dmXNKHw7v1bbm8PCJ6u69huz8jZ8/a7K95+e83HmwkNa8JqB35FKgXvGlJKhBBsL6CneS7FrkWwtewUlFzn+17p2Zwt91l/o/fr6Ef262meH4qIh1L3jCSKt8+zKiUlvAidU7xmyAfyfKApE+e7ln/0k+esO8GVxM31R9o2sNudsd1uCU3DmDK3h5mr6wM//8WvGKbCODqcBIo4pnkm5oJvWrquO82JiMdJgOJAWzw2DqLR1ksZEB3pe3hyvuLsrOPp5Y6cRqbxwLOLPefne7quw7lAcZ45ZaZxJiY4zpF3H6759dvv+Hh1y5Q8WT0pFXJRGxPqXsXhg+CcjaFmgB5wFBziPb5p8E1LKQ1ZHYitb/M7C1BOc6C52F6tczH/H//05z9ciT+Uv41C/xfAPxKRLzFF/t8B/8Nf9wNFSBJOysn+3/wNrQpF8RSHKTddLJRDTtawPDACCZWZ3brh1csLgnMoGXmy4/b2jg9XN9xNA0pnE4BDpCAF1AlOhKIFh5IVHBkBvPNInvE5Ms0H+saz3/XkeeYwDzb5RUk5gQTAoTGRJJvtdYJTu6+yeJy5nKy5c87eP0Uh3CvwZbMJCAW8vXlyytWUsYopRXJBc7H7cQ53sv7OjuUcIoL3guaCdwJZTAmVgne2gTUnnCsUkh2jKuxF4ZlDYueAcpobQdA4m8Ksn0vhZChzzjQ+nJSnqCLqqjYs4B1KwPmC14A6M4LOOZxXijhyiqjLuGWNqKBl8SSrYqme7CLi3IPIzYPmqt8FMe/g3p6a+TIz4cRuT+4jOrt1QasSxdVNXPTkWUtRM/7TAU/k+YsdP/3yOa0b+PjuWwKZP/zZ7+Mk4H1D03QonvOzPX37Dfnnb7kbIxonRBqcs62pztdI8EG0uXjtuvhwQhH53rWxGF8piAoi5XsK/K9S5qfxW+bSQcmK5mpMqPdc16sXG7MgICVT8oij0Hllv3JcbjyNjHgc03wgNMrZ+Zbz8x1934M43Gxee0oNL56dMw6Zb765pZSZmAquRFoRhEyaBptPJwTfo0TyrHTtnsa3NARKUlKeIWfaBvarhsuzNZcXa+bphuFwTdcEznYr+jagpTDPR5K5OnjncK2gLrDb9Fycb3Gi3B4SKRUmZ967OHCorSmBEDzeizkeRYgpE3Mh1/Um2ZGZUQrOtbbiREAKahYA84UUnOJwP2pc/zr5D1boqppE5H8E/lfAA/+zqv7JX/sbBG3M6jrnEDGvTbNQnFvUhm0iBwFPIx4RZZgnmhDIOeMdNC5yd/WOT15e8Pmb52xXgfFwhzhhu91ys3a0TLy/Hvk43SJ0eN+AtGiZbYE6G1B/CjULATFPez4QiHz5+gnPnlzgpDAMB1TPORwnfvmrb0BbQujJ6ikqhL6xSEMLmm2xL56QKOAEkYA4peT8ADqpnrBmtIZ+ch/AghROukTMO9WieCxSATMYqoU0J3RZBA+86pITJWXEhhZPwYkphhwjOU2oRoIvJw9aqwYTp+SYENH7CIF7j7ytCpuikDmdswsCAUqZvrcKFoXjpTClBAo5NSge1I6fcYgL+GYNBdqmBe/IWckqpkQBvLPzUuzGhGqoq6oTQR0PlH0Nz8uy0mycMuDEPKllNZjNXcCYCoVwbwREC06FoB4tE6XM9C5zuV/z5ZsLzs88tx+/o2Xi8vKSJ9sdIo6cE1McaJuOp2cr9M1TshZ++faKq8NAnj2h21Yj5ev1CkHcyTCaoleLDuv/lApVyWKAH6At5YfQVN3HP6owfvO9gqJYtHf6nbN59ioIiZJnNI20rbBqhKfbnv1akXREvWMab2iaBmFGJFPKjAoEL6zXHqFn1Tzl47tbyjEyzzNTisxJUPGEtkGco4hQqpGb58RYEuSRkjO5OByZVhLSCl3r2HSeLhQaF5nygJaJftURgielhGZIJRNzplANmW9ovWPdedadYwyK27XVmTCIxjcBL646CRa1xjKj2uB9IObAOMNxmIlJyTqRkqdINt3gPV6XyD2f9jdS9WFeHLm/Ckv7ofytMHRV/efAP/+tfyCC+mAbzTnE2YUWsk0QdYE4wRdFSqGUhJRMIwVNM5ozSCHNIy+erPnJZy/J8y1zUS73G/b7LU3TsWkCabij9YF+gG+vjuQ0IjSAx/mA0BiE4gSHQMnm2ZVEIPLq2Y5XT7c0ITGMBy7Wge3ZnuMQEZ357v0dt8cbSlRcu4Z5Ims2DzwJThqCVI9ZDPtMOaKpQFUcNiwe1cRps5TFIXOYK3m/uUzJmhdZSkachf2nUBmH8w5PQCloKieIxLtlA9uoxziRU0Kcow2wWTv6NuD9vfJbNnbwFRKp+KRiC9Bjm817TwiBNoQT3BRjNAMs7hR9GDZZqoFT2+gpMg6RaYqkKZEKBimoR1JBszDrgLi26uGVQUTf8zKdQUB+gd5rRPBgjIuU078X4wSgThFnUY5pcfeDYy8Ipyl6PUU9pEJOI8SJIDP7fcenr854+fSMNN1wd/2Oi/Mtz59ccjzcVmUg5BLxAl1oefnsHN+0THPmOH9kjCOaWwRTDFBh6wf35Wv8UCiIt6goA7KEEVIewOo/rhB+zEt/CKsBlFxqZLI4B44ksTothcYJqglNM3m6pXGR/WbHi/2GfRhZ+4jqTB4LcRxovRmlFCeKphOsgAYaUdq+5apM9K2y325oupaYE8M02bj7wJxMX5TimAI0ouQ0I5psfCgEn+l62GwaNtuG0EAuEwbZV9iwKkuLDhJliSqdx+VsUXCJeE2IRhotiA/41lsEWfeeFFvcrgEfWnwTcCEwDMIwKasmMMbCMCaOc2LOiSKC98HOQX6Qpig4jx3T/5gJ/uvlP3pS9Hsi97qpYOG3ve8NB86mmEqKOE2QIyVOFI34FnKaLNQXaCTyyfNneB2J04Fnn7zgzSevcChTTPjtimG3JU0faPYtu805SKCo5zgmru6OHIcRcGhSnGtIecappyC8uNjy5vmWkq7xOL58/YSLi3NSylzd3NF89gSNAznecUyR1pl3qjmZl50c+I6CWXCcJ/genBDT4kXCyWN9GA7LgwF76FdphW68oxGlaCFPE6UkvGRc29SEk6B4VEr1yhUvQtDFYIKIsgpK03TsdlvONj3n+0AfqLAKJ6WXS2QaxmoYcvVq6iYohSnb5pAikDxN27LddLStKd7GtwYxqZJLsdwCoGL/TtoR58w8J9NK3tU4KfDh/S3DmPj25obiGrxfoeIoOeNdWzewO22KxUWgGDZvsEi9PvHVGDnEV6UlljRDvM3HkqQC+/0SPC2ecYWDFIOGtIyQR1qf2a0b3rx+wosXW5qmcLgZaIJju1rT+sBQMuNsUFcuZuycb2jXW9at8PRix/vrO+JVhBTxbUspEcGbwqhzbhYfgxApeBylKE5K9aKx75wSqTXh9xv64T6lq6eI7uHfCTJc3qvHMcxXKWkiqyIp4Yn0vbBfrXj5ZMezs44wJebDLV4KKkIILc4FgjgaZ+Od5glwOFcIviPgeXKxJ40T03RgSkfUCZ5S4dGElETXrGiagN+tGabM+3dXOOdoBNMXKN3as1o3tL0AhWGOHI4DOSZiUhSPc4EsM2PKlBRt1l0hiyPnEVVhs+5wckFMGedCRRe8edbZxtsvEJhmUpnRlNmtd5ztV8QEw5S4ORx5f3Xg6jCT8gDJI6495dlExGBf8YgXKIWS/wb6ld+1QgdwC6ZnqqqUQgiBoEKRjMsTLg08O1/z7PwCz8w8HRFfyKWhTBEtiS54Or2ily1/8J/+Hme7PYfDgZubG1KG1WrFy5fPefXyKUIkF2EYE1NUQr+l6dccxsS//tM/5+44cDgemcaRrmlRzfz+m2e49J7dzvPq1Ss2mzXj8ZYQHM/OPDoPvHnu+PLTl3TthqTK3a0tgBSV45RwfsXd3ZHbu4mbw4FhuKFZ7+lCS1LFO4eqOyVkpXpBRTAYwVcWgJoCQZU2CPNwQ8kjP/nyNc+evmKebtlvV0zTQNd13B4PHG6vKTgaH+i6BlTxXkwplEIQYb3pWfcdbduy6hqaIKy6Hu+r4vceX73tXI3tQnAwjDzi1KFhSdTdJ+Qs8WxRiDslDyyctSR0VagVbw8SyGRSjoiobbSiaHnNcZp5d3vHu49H/vKX3/LNN+8J/QWu2YPvzRB4wz2N2VB3gTqQgkgAd6+kpeZkVMv9NT+IRkopNE1DXhK99bfOOYOuMgQHabojMLHpE68vd7x6sWPdCw0j0zFyuDvSd1twPSklDocjKeWa2yhEHXFuJgTH1bsPbFdrztctx7uMeoOURk04b0kyy88orhScOFQN9TXX3PIezgmlJBAleAvnLTK5zzWcRKpjJUYGEL/kqszo2b17cikEZ6SCGCOtK6R0wJcRlydWwfHicsvLJ0/Zdh7SCNMHrq8/kNKRi9UZ0ziyWW3p+zWrbksrDbfHW8o8UUTNKMkAYcXl2ZqnT7+0dVeT+kt0UICm6Wi6tibLCx8/fuR/+9//nJRmtLV8OMAYIV47ru883jeEEGiahsvLl1w+fUpxHVNKzLEwF7E9V9QcIA+ND/Tec7nf0bZG1vBuiaLlZOBFM94LKSViMedACEzRPHYRYZhGDuOG7z70/PrbW3759RVlCrR9Y0lTV3NmUvBYIjs7Y0KVH6Xl/bj87hU61MwfpySTQ2hEiXnCpwNvXl7y8smO6+/eMqcB7wqrtse3Da73BCd8/slLVuuergmEEDgcbvnw4YphGg12cOCbTPCwWwXilNiebxHfEotA8HQB3rzY8e594ny7JecVQU2BdS6SZWK13rNatzgP0zwwThPr9ZZXL5/x9NkFVx9vOB6PeO8Iu5Y8Z1IrPL08A9eQ8jkfPt7wq68/8uF6IOWJVBQJnZGptCYZxbBgSzoZHmwK0V5LMc9jOlzjJfHJJ5e8+eSMvhU+ppFxuEME3r/7hhgjKUWDQZqWRrJt3hjxrWfTNfSrlrPdivW6pwk2hqZYDTvPKVOSEDEF5xf8lgo5lEV5KhojmWJMC1XbF9x7tQvrxrmAitTjmccXXAMI+AROEZ3xzhO80HjHnDIX+452HdhuN8biSV/z4WYkl5am7yxX4Cx5ijdPFm04rS4BlVzH2uSe4WLfWd5bjNHp9ZI01oJYCAZF8c5TykjbZJ5fbHj+tGfdK5qOlNzYXKqAVFaPsxyJF8F5S157byFByZGUZmISnEDwnqgZ1UwTDN4SJ+QcSSnVcN9XY6SoWFTmnKtjaHmDVBbWi8OJtyiFezhF5UFu4QFRQQGKnvIQNm/mVITGkfNAno44Hdlve56ebbjYdqxCwWlE05EcBwhK36wA8N7Tti3rbk3ftBbpAM4JoUZLJSdymZCkpgi9sc2cM8aLzYkgwRHngSHd0nUdF+cbXr++5Pr6I8fhhsPdgWGYKKXQd2u2mw277RnrfsX5+TnbzY6+6S2SzUpO5mmXZGvnoWFfmGkpJbxvqnf+Q5aUUMhayCo43yF+iRAjRZUQCqvOcbbrGebM7RC5OzhKiohvYYHUpJyioyXYesAS/ffK71yhO5ETnUzUNrVXJacBHwcuN4E3z/ccr79l3UaevX7G2XZD3/eEECzEdHBxtiXnSIyRw3DH4XAg5ohvHCXDOI/oNOAdjLeZ3Xpjob5ryUBoOiQnynSNzwe2mzVN0xFUKx6c2T97Qb/uSCUzHmZSzqSiHMcBnFBS5MXzS7x/xpwyWgKaIabCNE1MsSCuZdVfmjF6+4FvvrsB52GhBVZGCjyMrcpCd0HVGStEClIi3k+c7zu+/PSM7TrTtcLl+RNE1cL6KTEME/MwMs8z+7Mt2/WKrussN+GNZugcFToo5Jgo84gWx1QXb4zxxBAxRX+v9MCMjatGJ5cRKt/ipCxqwu7kxYhFYDixxJLW3y5eslOcx/BYJzTOY7itJ4QdfRcQ3zBMhVJa/s9/+XOmmk8RZ4pXUwLvKzUT23TuAT1PCloqFl6970UWCibUcdHFMIBqPMFWS4SpcWLdwbPzDa9f7DnfClIG5jyQUzkld0UE8Y5CBhKND3hnRnOJXDQncop411nSUCI5ZZxbIK5ohkAE7yxaGqfZIIwlZ5EAEVJRnDgKhVyZKZ4lT+Dq6qprrzKqSl2DTtwJlymKwTiuYrlVgXkH8zgSZGa3bXl+ueXp2YbOZVxJkCY0T+QyA4Vm3TPPE4KzHEvb0jQNKU6Ws8KchSLUSDAi3hPHY11ncoI4LEdkuZoYLWma40Df9/zel59QygtSSuSSakKxJs+LEEJg1RutOQS7hpwzJCMLkI3VJeLwzuPNT7ZxygZL5RwpC8mgQofGcFGEmYKStQFRxKvNCYq4TNN4nCirlWe76dit1xwPI3M2p9Opo5CMLSUGuziR70dUv4X8zhX6CaujYoACjoSmEacjr5+/oNEjafzI73/xCa9ev7SJjpmUJnKMxJL49d17s6Cq5KzMOUHNEItTY4yUhPMNWpRhGDBM9A6ttKfVZsObl0/59MUTulVvF1gy675nno9IK/gmEGNmGCaGaT7BDymlyuOOtE2Pc46UIqinCYFV1zPHTFHjHYtrGafMd+9vmeeJsG6/PyZ4RHL10B8wD9S8M0cmE+maxNOLHfudYx7f0YUVzy9fgBbjbIundR632yIK293acGznyCUiumDfydgtJZKT3kMqlYVRkr32NfR3obPhSYVUss0Zzji/mu5ZLqf7sfl14lDuE5RaqjLFWE6qSirZWEc1q68Cc1WIretROeLaBucbvGS+/OwzvvrVNd9+mJC6CYsqBMOaBamc/krhWziKLAYn/0bS8/uywDCueubkhHhQdTjNaJ7JceT1Zxe8eLJivwWnAzkPeGfsDQiIcTkpZOY0Ic4MqSz5o5KNuVNrAYx/HNEUEcBLoZQBpxERhxTFU/CNR7UQ54lCIIQO53pwSomGVyMOrdGAVF9BSs0lKKdIC+7/vbCPzODeJ9NDMYxeyFAKUib2u55Xz/acbxp6bzi65IgTNYWaMuKVpvXc3s20re2REMLpnJaMnEEcRYWUsjl8KVUP15KOZmu90WnFWUIVpWgmRlOom21/OnbJSokLFbKQ5oiIpwmOIMHOnoyckGPC1TXUNO091FhrVYAaERlUuKyNZWzs2tSiVYFcDCbShU0lmcYr6hqjeeJpQ2DVB5y313ZAZ8WQpNM6/JupcpPfqUIXxLzypQpMKm6kiSCJ813gxZM1w8evef1sx9OLNW2jXB3umIeZOM3kHGm8eVlFQJyv3p7YQGalafwJo3daCL6lxEQIUr2YmfffvWd7tufVq1c475nnmXEcbeIqVX6ejHeas018SgkngeA8JSc0K+Nx4pBG41s33UkxBlfouhUSVkyzMIyRvm85O9sxfndTNw+nDfa9cVoUogLi8dgC1Tjy9OWa5083tE1kPhyQDCVN5k9koe86clzYCYnh7kApBSd1YWohpslw5mKbQjClIpLrQjZK42l+gBSXhHWuCt08T1FOYSn5IYtEThvBe09Rq4605GQl2TnDZItpr6qI6kZQQZxnTkoeJjoU33q8OII4Ls/2fPvhG1KekWZltJjWcjOuhqzLGC+JTzMqUr305f0qdmG1SCufcOWiuW7YQpxHNI4EzWxXgdcvd2y6hMsDWgY82VAdzQaBeEVJ5ByZklE9S8mwJNAw2mMpxhaZSkFzwjulVaAcaUOk2wT26001gMJxHLk7jJY0o1RWlEBuWdgoyJLLCJUrfb/IlkKkZRi8iAWEp4hGEK11DEitacpG0U8jbYBnl3sudisaIpojlNlqHNSUXM6Z0AU0m2Ltuo5+vcI3DUmL/RVbSyWap2uUVCjZ4duGpvGEprmHwFImaSZOEfENwdViuJyRqgfNeDm7uSL4SkVNsTAejrRNcxoDLYIn4QIgjhDMyfILrHKiqWo1oCNa7iMGipzGKGWLMlPlnasIQYLto8rWK+LIGZSlYKgG63jUucqjMkaVPmC8lR8lnP64/E4VuhEIKg1rycAbuAs6cbnfEXSizLes9+eQR6ZBGIY74jCZQyMK+IrlZcY4EXxnTAAywXlL4ORIcJ4YIzFZ4cs4jszjwO3xlqurK147gVcvifPE4e6OOUXatuVwXKh5heM4knMxvqzzhGDVYWmuCYtUcGJ0vXE4mDIP5pVOU6EVT0lwuL3DuTWbdQ9yC5wgstPYLNQ+Kxm2RJYVKBlXnBJ5cnlB3ylxvGYcb1g1hem4Z7s+Q8QR50RKs30fYxGUUqwIQq1wQUsihIcQisEsWmaWIs/FG1kwcKvWztV7s5Bw2WjzMNbKUTkpcptjOWGOCx4JGPzkHC5YpOS7liABFaXgKEWgmOLOudTzHmhxtA4+fHhL3wW0JEqJNO2qloSp0Vr9wuJfmCyL1ayu6UNF/ptrVI1fvRRTiRbEVR5/HBCNXFysefVkx24tUCNLpwktybaemFEUCjnOpDQTElbWLpkgruLy95h+27bkGRovtE7J80ycE68+O+fyfMN6tSJOI3PKbFc9+03DcYjc3E3c3R1BHUkLPvSGqZ9YFzXaq9GTr8o+LQlud6+0WBhZVU5RYjaHYLmf3aZhv1vjJFHihKbJ2CXiKckiWOeMyTIdB9q2Zbvdsuo34IRxmklxIlXM2VSBqyQJz5wSPivkgMMjdd2UGh2XkgnO4dQRS2aeIj4LTdNUx82KhVIsxkRSpaQaARUrzFsqgx0K3tZp03gUd6qKflgcdyIGFFvLyz7R6tDEGOs6x+opJKF+8dKpdScYXp+q5y9KTpZQrcUS2BXZ+jXO0o9X9P5V8juGXCqdTktlQtkmU42c7XvOzlaITmzWDTBZEmhUptlK70tJKIWUI863OOdxTpmmCfGNkfIRSko4oG9bjte3vH//keFwJKXENBz47sM7Li4uePKfndN4YZpmQttQnCA+MCWDVAJKiRFFceJRjeRUkIqwOecJvsWJJ5fEZtUjTkkpEoInxkyaZg6HyDRNhNW6Jlf8A1y3wpY1r1D5FOahFqOJ5RzRlFmverabHtFITiNOcuV0OxrXcpxnmiaw6hrGbFiikumaQM2q4lwlRTiIMTKOR3JWjsc7UrIoBPjeIk5pJiXzMhaF/jCR6IqVv1v4ea/E4Z7xoqon5bF47nhH03e06xV9v8Y3Hf16bfRObHM4FwiuoGUixwMxFnLUCi8VYmW0GCRSqZG54PXeqJy2w6m8elFap3KtEwyoqvj6AycWn2hJ5DghwOWTM9683nG5ayjlhqAT3iXzwlLl5jfBSggopDxXWKsB50k1HA/iUNG64ZW2Cxwno+RJmdE5E5zy6tmOvlW+/sWfcTze0fYrnr14yaunF9weZr7+9hrykSlFYkx43xqHv0IWpmGWiLiSER5QMO9tm9bK4Ao3Walsfd8Sr7lM5Dhzttuwahwu51OdiDpHTJE0T6g6unaFpIk4zDx59oz1aotzgRgT4xwtb6OCCw2qdj7vHWSDLkUzsZbshsbyNYbjF9qmoaiNbcrmjBzGSM6REBxd3xotMlsJfinGBLJuGcFqFZya16xGwcUZS+VhQnSJypd6CjBo6N74VaeuZHKabd0HT2h72r63yE4czllls3hhmkaE8QC3AAAgAElEQVRSskRv27ZMWSyRWmtOFLknFxRA7wsufxv5nWPoqkbNWQpkFo5vcIJoRIslOo53plR8u8b5wDyPlOppAwzHOxRHzGJMDhdoWwun0jzivKOkzNu3b/mTf/mvyTkzTQPee+4ON6w3W8Yp8vH6jtu7O/rNujYHul/wc5xovJDV1esGKRkRo1qWIqRpxLlA1wZinAltoOtaYpzo28AcMzdX16RJaDrleByrJRcW+IwF1zUnE6llI/ZZgZJwEtnvelqnTIc7q4LzK0oUpikS19V7yQml/mk0jzVgi7YoKdl9lVI4HA7c3t4yzzO3t7eMw8Q0WVXnkvTJxRb1Q4/9+6Go4rWQ58m+h35PmYsIbdtaE6RgUMwCS6kTmran327YbDacXVzy9PkLzvYrq9jM1QXwDiSQc+Lu7o62fcLx+AF1aoU9Zca5hqIOcQ1aDRl6XyBkhkhA1ZQVAK5S+mpbBrXq3VKsX4urDHdNMykeWG8a3jzf8uSsofcJnQdEknmB2WCoVLKVqTtbK6lkSsqUkAmhJcVi1yLU9gUFIdD4QCOJxitBMl4G+q6ldzNX333HfuX48s0XXFxeUkQYR6UJfTWYDd98d2DWhGoyOEBqwwxxpzYJS/6qlFJhgII4X79jDtZS6FNqEpRSbCxLJqcB0sR2c0bwDnIGyThvCVvNhVSKgQYilKpM9/tzurY9FZtpTSY6FyzpXhILvX75TkoFn81zFRqD5Gp1Mt6f0iIlJebx3pnomxZHXWM1MeorFdhJoag5ezmbo5TyTM6Wwyg1Ub/QM+dxYp5Nodt+0OpgLfh5IaVMSQlKomka2vWKzdk5O+9xbaj1Co6ULfE6HI0soRoITYOMuYbnrobn971hVAHvcQs29lvI77ywqLiEl4ohKcZJL2JVoSkyDgcoie8+XNO0BzIdfb8m+Mg03hGn2TxyEQ7HkdB2vHrzGZv9jmG8pQkdoW0tbAqem9uBq483FRKwJBTScpyVq7uRbn2B+I6cBDQYPOMq7pUjfdsxT/HkVaYUaVygaGQ8HhmHAY8nt4bpzfPIoAZ7xKLc3hWuPgzsLz8jJ8dwN5Gjw3WCOiuQsZ4mpmzIFTaovNs8DziZeflyz+9/eUmMv8JRaGRDISME4lyY5oE5zSeFm/Jo7AgtzIMp7OFuOC3C4/HI7e0th8OBw+HA8Xg0ZVNDUqi0rfx95spDbNGuvSb3sCpbNQAVaVvDvL1nnDI5zzVUvT+2HfSOdnvgvXM8fXak9y2bdl3hHPP0pySsW8tbXL2/5vUXX3A3vGVOE67pELcobwfikGLJJXXO6IIFex9Xk5GGn4bGIdi10RS7h4oZe9dAKrg8E6cbZPrIm09f8XoPIR+4+vZrNB3ZbdZs+hVeHBkL91Oa8dKZ4k7KPEa6phonZyysJVpCFC9G30MzvRcajki+4enlS+bDFZs2cHl2zpPLc0IrRAXvhV5b+tUGJaC0fPi3v6Dv98w5Iu4+MspaCM7ySnlpECeCW1o2aK1Irhx9tPLT0ZrwztZjhgKS6VtPjgc0jzTeWW1DSkzTgKJ0XUvWRMoz3WplPVuAeRpIs7nKWhLeBVDjuL//8LEae4u4Q3CEIlhy2RLS4rR2R6R618YZt+ipMYaQBjyOlBOeQhCPOiWr/ZWSTEmLMAyDMWXSbM5I0ro2LXqdpolpMjZNSlZ/kCv5YFHoi3EkT/gQOHvyFNd2nF88rdHq/X6Z58QwjETnWFRvVkuYBwl4MQRDamsBJ1CKW4LH30p+twpdi7FPsEER9bisSLYk3DQOrNqZ1gs3Nzd8eP8VUzGOtCcS5zvmeeZ4PDLPM4jnP/+j/4JnT57iQsD5TCoRjYqGwL7f8bOf/YztesfHjx8R7whdy+F4xDWBb757jxah66y4pqglsESU43BLmiPvVOn7nv35GV3NoudilLOr6w/8q//7T3B41l3Lqu/JSdlsV5QyM6TE4QgSztidC1fX18zjSNOfUcRXqpzeK/MHrXgdkOOMC44n52c8fboi+EgeEyVnki94aZjnyDjODNNgtCpsEzsnhOAoc+Tbd+94+8u3HI9GZYwxMY6j0aZGoxzabgdCMOZIxVebxkqZg/MU46aYp103feMD23VP13Wsd2t2ux2r1YqmNe5+zplfvX3L8XjkeDyiqqxWK0KwsFOTcnu85d3Hd9xcf2Q8DqyaQNO1JDWDYjBVy91xYJwTwzhxdxyNQSILTroUrFlCTKXUDJk7/WmpVFnUPMoi95EipYbH1oUyzSO9F8bjFWn4wKuXG149W7PpCrdXHzhcf6BrA60PBO8pMZ3ojqUUxNsaUVU0LQyiCjdqMfy85i+0ktNymtAy4php/cy6LwRJ1p1x0+EF5mlkyslw1kbp2oaL8y3zKJzvNxzKjKoVHal6UGe0RdUTPq5y36HGtqXyEEIDKpRXoxe1ZHmOgzF+SKQU0XnCNaZ4fIXwmsbXeVdiTnSrdXWE7plhoopTSNNM03hizgzDwPX19UmRhq7l8nzPuT9jjgnf9LQh0HThBN85hLvhjru7Oy72z1mtNlB1i8fjg/VayTWyV7XzHI9HW//H8RQRTNNk31XIMTHNiXmaiClRkhnFGNOP49ml4En4EOg2WyyI8DStPzkubdtxHA5MYyRsAznDFK1XjZO+zs99UpQleS/uh+f7a+R3T1s8sdsqfa0k2sYYZ4fbjyS949XTHU3T8N37d4zHAk2g8dYzo0wThMD+7Izz80u+/MlPeP7yBXfHofZ3wLLPFcv97Msv+OSTT6x/goFoDMPAzc0Nv/zlL/nzP/tTzra7UyJlnkdKSRzHozFX+o4vf/J7+MbK+C0lXuj7nrvjyK9+/TVlnC0r7zzTNNP3HcN4oFmtObt8xU//8R+w2e/4d7/6BakU1k1DxJGsD7AttpJrtajBUt47SpnpusD5fsN63ZLSbU0cGd3LN455HpmmwDRZD5aYLDlDhUOGYeJf/5t/y9e/fkvTdJYkni3ERYGuo+06Qgj0fc/5+bkpWzy+CXRVoa86a1vQhoa272rRudKGhidPL+j7/lQ8EoK1+21bo4H9kSrjODJNBvU0/n7ZHW7vuLm54s//8s/5y1/8BW3fsdltcc5xezxYk6MYKQjXtwdUHMMciblUaKoqq1My4jeaUC1Ml9MCLPaeE4rOWFWgOyV0NWU633A8XHFXjuw2wv7yjD/4R6958WzLd1//kl9/9Qsuzva8fvWCVWtVuFO03MMSnkvwlcFwn49o2noOlkZXuWaVHEULUjK5zOQyokSaIJQ80jYrvEBKM3OaDSZQQaMSWkdwgdXKcXa24vbdgITeKixlqW/wtdUGLDCnLGwisGiwok4LlVSq8yUUyjwjjZEXgrN9i2S8s5oG0aWlcqJxBnlMczzBbaVYXUZK9wpx4ZJP08S3337LN998w/v378kI8zyy3295cnHGdr8jBMd6vbJprI3tXOgpKXN1c+Du9sir5yvWqw0pT8SSa4GWGc1cYIrp5FS8//iB29tb7m6Pp7mZpqWvUTDIRg2mzFqwFwq+OUWoD2mNSGY8DjBPnOVE17Ws1t0psWo+gzAOkVQEp57DMHOYZsTV9tdOamK/Vusqp+To30T+XnjoqpwsJmlivXZouqOkyJQmkHPWmx0htFw8XfHJmzecnW+hJA6HA/v9ltevP+X8/Jz1ds80zgzDRJyMv+olIMWUiPce33ouN7tT0u/sbMfTp5e8f/8d/8//9RXfhmB9lEVI08w0DRzjgM6Rz372j9nuL9juzhnHkZRnvA+0/YpXr9/wR3/8xwx3g3UTiYa33d3dEQ49t3cH3r2/4s00kq4+8vH6ChesUInQLHn9E16+TGcuVjVJMV6uYDj6NI2svG3InCO0gVwmilpI2zQNqaRKSTOM8tt33/GLX/yCs7Mz3rz5nL5b0bY9c4rMU6LpO/b7Pd2q59mzZzy5uLTmQvj7BxBQqWEPqIiLZ1NKwQfbuMMwMJfCME3EaaZpjM0yz/OJvhia5rTQAc4uznn+8hkvPnnJbr9nW41rKVYCbUxIK2E/Ho+s1ltubg/WwEsWz1tOTNj7atAHTJbaqGrJUdg61Pu8SE0ASlFyjKQQwUXOz3q++Oyc843j/Lzl7vY9V9fvONtt+eyzz9ivV8ZsESHPppzG0Xre2LprTmNnSbUfsmtOEJYUnFdEI3E6UOYj3pnhdVL71mOwpJZilZt5Yp4cOQW8KLtNQ/n2liDm4Vk+w8rlXeWW39eBLNq8cvX1HlKjWIIUTWiJgHmp5Jn1rqFxZkqb4BASJRr7pfXhFJWllGhXLW3bnub61BSrlFOu5ebmhr/4i7/gw4cPHI9HsgJp5uLC+qVvNhtUM87VzogIuViB0fEw8P79NWlKbDd7mqZlztYLXepuKiWiKsQYubm54+3XX/Px6j3jYDTlkmtDvlNzN6XxDvGOpmloQludlHCi4y489UVUM7fXHxiGgb5fs9lt8W2gRGsdPefE3cc7Plzd4UJHTMpxmoml4EMLzrM84EWLETu0Ksm/CcMF/h5YLvYUgmIVdyWjaab3njjcoHmg81bdtd7u+Ozzz/n88y/4/T/4KdvtllIyh8OBrmuMFeE97969Z5rn+uSXgpdahQlMtUObaubD1ftTNdput2O/2Ru+O45M4whzxcLAkmPBvPHLp8+5OH/CdrsHrBRdMazvkzef89lnnxGnRHCcWA4fr6+4vTnw1duv+eWvvyM0DXNKSBACrVUSOmqDKEBrL241FR+cR9NsdM6i1pa01OKfOpK5JErJhr1iWKJzDo956U7MCzrcDezPLvgv//iP+elP/6AmKBumGBlnq8pbqnBVla5piNlgsazFNmvOP1hYpyZrpTDeTTaWxwEwo5TmGe+Nzhicr9inLdrFU/NieHXTeM4u9vz0Z/+Y99++Q/U+cRqjtTBIxSpwtxd7/s3PP5gH6Faohqqo5Z4txG945Q+vW/P3PloUjMMiJVciaThytvH89Pef8+S8pXUDeb7lm6+/Yrvq+fT1G/a7HdPxUPsKNRV2EOZpxHJZnlUTuKe+xXrGpWmWwQ5OjQ4oqgimQON8IMURV+mlXhPkRNZKw83JjK5vUJ1xknEONitHMOInmfseKFqMFVRXzgl6kQVyqlS8k5yeRZAMG5ZCng6IKzy52NME0GRtELQkSszEaaTtutqwLOHDfZSslctv2HfVBMEzDgO//uZbvnr7NXm6b7HcbjZ89sXnvPrkE7a7HeM4WlM3FYK0pDJzfXvg5z//il+//Zaz3TmrzZZS0olhteyXHI2+OA4zVx9v+Prrbzkcbo133rb4VthsNqzXa/puTdN19G1HaBu6pqXv16zXa7quswLB2sN8aQkBVuvy8cN7Pnz4QLdZ8+zZM1arFWMZKEkZjhPvP1wzTpmz3TkfhkzMUqvW6z6oBhWxqNPqMR52Yfzt5HeMoXPyBuxBDJm2ERoSU5qYxls25xt807Ft1nzxxRf85Cc/4fz8DEUoUem6HlAOhwPzHBmGAecbVm2DNma5c864at0WL3IqlpTLpeCWBwyoVZj22x279QYvjq7rWa16Nrst50+f8Pnvfcl2f0bVwEYj0sw4RZwEmr5nWytFtW7azXbP/LLw6Re/x7O/+CVTcdwNWKfFOdFveoZk/GYtpT7Mo4a8tTtgSqluGKDMaLIQMOlS2WY0srYNliAqlT2xsFdrtv7TTz/l1atX/OEf/iGbzdbww9mok5tNqN0gLRGlOTMcDvcslMpIWZ6as3iTS0OnhbEy174xuVIynRh+b21znfkeD3joUvnASRWHNyO9almt1nz11a/pe9tA5iRmXB8sOkoZ8YGrm1tK8abQqidmUnvfgCn4U+dBKl5tDa6sjLtuSBW7njTa98tA62devXjCfiOQ76yHzvEKj3K237NZr1kqYzVlclVcvhaoAVAsYqKoJeWy9WYxyOOhh0zlNmdEszG9snG743CkWfeMhwNooO02NM5K1kuqT8PyDas2MM+RrhHQSMkRxOP8PcQDCz7+gJ9+apAmld64XFClgtYmVXEeYT5y9vyM50/OId3V/ZWX7AQ5R7z0lkRNmeAguMoNr4lYM+rhFG29ffuWX/3qV+QYCX1f2x4Ir1694Kc//SkXFxenHiqlREQa5qgcjpGvvnrLv/3Tf8fNzQ2XZ88IviWLnaOhQVM+MbUe0jSteDDQrVe8+ewzNpsNF+fnnJ9d0tRc2sLKEswJCdUjt0fX3XfpvKfoKk+eXnJzc0NWpVu1lnwdR25uDlxfHZmnwmazJ7Qr7t5/ICaF0FhXVqhRpKv1NEu0VBfS/5dpiw5PIePU2B2r1hOHa/J0R54H1v1T2rZlnhNJC4fjLZmMD52V9+faLCdHSrJBnQajAobQImKwh1+oS86a4K92W+Y81k2XOBxHmm7F7/30D3jz5g2fvHxdk6M9fd/i2+Y0sTHfZ7rBqE0pFe7u7hjHkaYmLmI0L6Nte4TAarPl1atXvLs+0K5atpsbDsPIFBXVUDvoGc5ZjM1pMEys3F7NpDiDbsjJNop6Ky8WDyXOhK5nmgfiNKOdJTNDfXCHqvLZZ5/XR57teP/+vXk7dVy04ouLMorTTKiPynsIDogWpmG6f3Sf8D2FXnJGk/Vf8Rgv3R6oUHD6/SfliAg+eGuBW0u6+36Hc45333zLL/7y5zx/+oxPPvmEEjJxzhZ1jBY6p1RIEZxv6uK/T3ouj/CzilC9R1hKpYVSPXRd+MQOJ9lK4tMBkcS6VZ5crHjzakvjRko+kuLM7dU1m/WazWpr+O9omHBJiVXfoaEhTiPj8WCG20dWmxU+eMTxIMpZPLvvK3VXr9OL0fXTPHF99YEmPGWaMjk5OGtYrVZ0bmXFLHkGscrSrvV0cyaglkdp+kojt6d0PTzX8sSm5aEXWiwhLyxQqEURjoyTDHkkrBtePD9nu2mIx4G+M/pnqU3EFljQUUiayRk23Ya+s7bUKeUHLJbI119/zV/+xS+4ur5lf/GETz/9lJcvX3J+vufNZ5+w2ayYR+uRb+21W7zA9dUNP//Fr/n5z7/m+voAeDabHUt/fs2xUovtiUISHME3cHZmMFC/Yr1es93v+fzLLwzWWZkXfnc8IvhTodA9//wBO+jBH3DqiSRaWK1W5NrmYTpO3N4euL46cH0z0HQ72nbLze3I/8vcmy5Zll33fb89nOlOOdZcXd1AAxAaBAiZBkSbsqWwHsKvYj2CX8UP4XDog8O2zAgrTII0QaDRc1XlnHc40578Ye1zMpsfLLQV0dBFVDS6Kyvr5j3nrL3W+k+H/UAfIZWgbEHI+gmls9hsyrRV4aEp+SNffxK3RavEz9s7Rxx7dt034G9Jcci7ri2mKHn//j19u+XZyxesVqcoW0CQbtFqw7478Pnnn4st6ejElGoc6bqOYRgoyxJtDXW15r/6l/81y9UKk5Hncez58Adv+MUv/xx48GkYx5EujMRDT7p/2HtO+aPWpGzANeB9IBUFLqbMbXUoa+i6jmW9pus63l9ecRgTzeY5y8UCrUTubWwtohjleWBdRMHrABMhRY/reqzKAI2LoA0hKMLYolJJUQTa3Z5DvaauFyJCSokwBuq65uLdJX3f8+TsHGsz9dINOadSnBJjBnOt1my7jr7v6bqOkJIAm0ZTVRXNUm78gKQlif7J4EbHxcUF7f4gY2kQ4Ri5QxrH8WG1YS1lXdGsltRVg7UCtr67eMtf//W/5+zkKa9ffsCiqekOrVgMZyB12azo9yPRgcle83qKAIwPIh0VhW6nbA7BCFFWaJmxodIkHorgRkLoWFc9T59UPH+yZtUoLFvwHu3EZKqyFSebc042R0Tn6boDJomCcuh6usOOvu/Z3d8KVVIZyqri9esP2Pcd/aFFnT90x9ZaCUYxBVYZxpTl8VWJTYqh67h+d8WbFx9yc3tH39/ggqJvHE3ToAuLigZFZGwPNEWNWVV8+PKc3395yzjsKFenxOiYjcIeMvTy1CKHnyYRR4e2Ql/URHEJjI6YDmyOKj5685zjTQWqoyhlrx/DSAyOGD1lafFJRFQajbXiHXR/f0/bHtjt9gSfuLi44u7ujvtti1KKH/7wY37xi1/wwx/9iOVqwX6/ZWg7bq+3jIPHOU9VLwDL//23f88XX37N+/eX2KLi5PwVpTWcnT8TUDMMoDxFqShMQdv2YkaXV35l9Yw3H33IZrNB25IYE33b0+9a3mYu+oTfPLhaSrMmTB0/Z96mCMbKemdSidZ1Se96vvzyc27u7rm53rFZPaFenBKpuLjec31w9AF0WZFUiZuwDYQqPbGP1BRkk5unP7q2/ifU5f9fL4MS69FxwPcD++6e2gr/edWIAdQ4jhRKjHy6XGDWayVGPiFirKYqS7bbLb/5zW/Y3e/kJB2nWLckY2MpgINW96xWK9brJf04YEojFLoYaWqhDA19LoTR4bI6rLYyLhpTSAxb8DlpSXafpiwnU0RmKXcUmqNSivv7Oz7//HNOzl/i+oHd3T0qKawWl0FNHoMjxCgCA4sm+AA+kLKIKThPKDLddQzCgMHkdVJF04hFqeybZZVVlCIYubq64ubqGqsNy6bKIdJeXBVHx+id3Nh9T/SB29tb7ndbnHOQzZS0NZydnfHRD39AVVUZXHboKDt/5xz/+A+/pd3vWa1WpByOPa1ypi4nRjGOMnVJXdcUtmS1OmZwI1dXF7R3Wz568/H88MwsgQzWaa2JLogCUMv6YGJQZ7Ld3IiK3W/etOhMEcx0OaUmvrnDhx6dOj784Cnnp5amDOg0ogjolAOnoxwcRY59834khYi28vNPCU/O5RVgYSlsxTB2xPhg6PRg7PRAIxT/EqENFoV4jttCfv6+H9FRURjLENUcKDKLpPKqSYRNErR+frLh6qbj4qYFP6BMOXfHjwf32XsnPQjNRUaau8IUiWnE6MRiUdIsSpQWEZfJTY40BxFimO0GrLUkH9jv97RDj9YCfF5dXXE4tIyDnzGSul7QNA1lXc9Ct3H0RMUcxl5WDSEo3r5/z5dfveN+27FcnmQfGktM0PYj3TBQlIq6rEUDEjzODWKrk0R1mRTE1NH3JZiR4OW5LbQROwat5vjG6X57vGoU18h8p6VA8jnLweq8klGkMfHu3QVffPUlp2cfUK/WrJbHXFzvubrrGKLGViuiLRkiEtqhHvxl8kiZJ4Aw39l/7Ov7V4pmv5XBe9IYSYeWtCFzvVeobNiklGG5XHJ3c8E4jhirwYNLstPdrJa8fPmSP/vZz3C9dC2b1Yr10ZGYABnxCQkhcHlxy/PnT/F+pB8PEGB7ewMpUVtDZQtSFisVmUGig8OnmBFw2c0qJYDPlGFZ2IL7m1uKokIlKOtqBlqv7m/46pu33N3dcfrkFTfXl2zvrzEck3wnrAUjjnyJlEEmhYsO5QPZxUfGdycrDUIkIEVeOispJNZaxr5FrZfYosQ5kRLHGLm5uePTTz+jKStevniWC5IUnna/p8+89GmqafuOts/eLEoehnrRsNqsqZcL6uWCw+GQ97QTkJO4ur5k9+4d74tS1G0IG8B7L/Q9JUVIF5alWuGCWJze3e1p+47D7TV4x9HRUVaUTsyavPtWIpd3o2RAMu+H1YPiFqRAJbGQDSFmBsFExZO9sPypnuB7ShM52iw52pRYLdmqWos4KikxqYrei9WDkZXNlFIjPt1qDgRxbuBwOFA2NVpZ2rYVqmbenU/CqikwQynhHE/WstMOuSxLUlT03UAIibpe4McR5yW2TX7MlPfRo+xoYkKbxNF6wcnRguv7A8kPmfomNNaHTi/mrvCxiZmAwjF4AfxSgOAwBparhrq2pNBCHDEqx0NmqqLJP0/ynqKuSYVit3PcXl5wf3/Pze3V7INS1st5j14UBUVVURTSJIzDOPPfVRY+aW3Zty1fff2ey6tbTNFQN2tpvrxjGHouLm85PVnSLAxloRnHlqHr2O12VIX4yBgjDVDyZPaVTHZlFiFm7ZkQNqIoY513uIF5yvTeZ3C0EAuNIOZ9smcX9XcIgZu7Ww6d46cvXrFYnrA/OLbtQNsPUKzQeRevkpYVZ5LVIxOdO1NtEylb+v5n3KELyBaIg0PHRFCW4BNH52esVoWsMsKIjSVHR0fstzfyRq2lLLJ0PIow5vT0lL/6q78ieVkN1GX2hzZa+KNA0ooXrz4QRVh0LBYLDu2em+sr/DCyrheoozXRy95QJcRwKAYG5wBFTK2cxJW4scUgdML337zlq6++4fT4hKqqspRZsdvvef/+iqubO86enOOGkc8++wrvPFW9xMeWFCpQJWniTceQfbZdNkNS06PI0PWEeiktei5eOk8i8mBU9P0488Cdc1n1Fgg+cbjd8uWXX3N9dTXv+YMbc0c0Mg4SiEE25RdSsgGdMFXF8dkpH3z0IadnZ6J0zCIIZTRh9JydnfGjn/yY3yId+bJZUNf1LNgaR8E4lLGsVivOzs9zAfQMnefy4pqu74njSF0t8g8oU4ySvDwSDx4zCmRdhDQIKU7udMKgUilK2lHufCUnRM2e4ikMeNdS2MTpyYbn50dYeoLrsuo0207kQ9F7n1WKmWY6FccUc1EGiDPX3lZC1ZtEcLoqUBnTmehuwpQQED9p6cK9UdjSSJErBdzv+57V0YYhBcbMbPLJUzDhJMIUkpLkqIrIybpm3Rju2j2l1ihTkZR5cFgMAsLHiU6YJmuzINL4pDIwmqjqklVTo1XCJSf2wfnrUohzEFQIgXFoCdFR2GqeNnwYefLkCU+fPqUoCkafuLq8Y7s7CB5QSfMV0sPnqlDooiBFhQvQD4G2G4iUNNUKUywl0KQ7MLQd765uWC4tZaWIcWTo9gx9j06R58+fs9lIB90NWUjkBworyUcAXScHbz8Oj/yL/MzGmq6jpB0dc3Z2NoO9MnVFwMwZqSTN2fkT6uURd/ued+/u8N5iqwXJlIQ4iZd1ts99mJ5StuAVvAEAACAASURBVABJGcT/z5y2mEhB9mJ+GNEuUZgKELZISHID13WNqRSb5YqbpkErS101sp8eB5wLHA4dySfWqxXVQi5MP3rcoZN9txJxR1GWbLf73PlIFxRD4vr6hsN2x9H6RMBJZTJgFhn8QDf0+JDYdy1V3cgNOSlFMsXvt7/9He++ec/75j1aa5arDd572r7nftehtOYH62Mur6+4uXiHbTak1OGHkaSXmLQiJNnJE0FrQ1DSHemcChyC/KybZYlRU3KK7Ny9d7hxZLVcyookd7JaWXwMTB7PJHj7/oqq0Ax9+8DLnqT72qKLCqxhc3xC1ZSURU1RF6zXa9589CEff/wxZdPQ7vaMIeJ8RBXgQ+Lo+IT/9l/9a376yc8wxrBaLUUtWgiw3E8dfxJXQWWlWCWfGLqRd28vsP/B8PlXX4oDo1KMzonajJBZKROomXNOA2gTkezQSHY0mr9GPEjyUiJkwM+KT7pI8x2nRwuenDbURSSGcQ6egGwdm1IW+4gUPemH7z8xRkC+LvpAe9gRo0cQlzCvEY4XZ5DXDI99cIiyvosxEq3knJaVpigVtrL4PnK/v2dztsEWcgCGMJlQSeAH2mSPnoC1gbpSHB+VPDlbcb+/RCUnObnTYZbkOoiQ7Z88nWka8YXBYqxmtVpQN1WmN3rxa1fC0NLGELWm7zqGtqU97HBuoCxrmqZh0VQsF68pCoOPYjexWB3xwQev+Obt5eyRPhlgTTkAEpFo8ChCSviYcAEwJT5ZSlUisYKRQMu+bfnsy2/EPz452sM9WsOLZ0+pFkuMLXPAiEzfvetBa3TQHA4Hri+vuL+/px+H7CMz+RfJ9Xb5YD0/P2exWhGSksyPvCEpJrJAhJgUq80JRb3kbt9zebnldt9T1kcUZSUNbBbBpahy01JIMwdMRXwq6N/19ScBRf3owAWhpKHQpiQmw77dizS+KLCFpqwsdS0dW0qJqqzzwxyxhaYdhLXSxo4p8iuS0NYQUmI8tOIJkX2Ox9EzDI4QErttx8XbK1aLr7m/3eaOIhvouJbL6wsObY9XiT/72c85PT3N6jYRC8QI33z1lu3X77irapnXtAgSUgRsxeb0nIglhMCTZ0+olhuiqmk7z912R1CSdRjytUuZmyxc5WxgFgT0HI8b6lLlLkBRlXamgz1OIJ92z0K7KrCmBFNBiAzJgy0ojaZZVHN6zHKxFq7tYsnzVy/z/xcPDlsWrNdLIpq2PbBve7nhU8QEEa3f3G1Zrhqev3o57/N99KIY9A5blZlCJoKSdrvNKxTLcrXhJz89oXUdF9dXuBjAWEIY0VYRQqaGaZ1TdwS2e+wvIztfnffBAlpJtkQWyQhCK1NYDKTgOdo02ewsMAwHlHGSEJQcRV3kAzWQENAvpUJ2vzyIY5QyOexYxvH9fi9rlcTcuXVjx7m1sw2qziBvylzvKdRb5SmgqAqKymCtog89290tXX+KMRoTJbk+xJGk5HPWypJMQLkA0VMaz9FRzfNnJ1xc3nMYO4wqAC1K5ySc9Ik+DOTx/iH0Y86vLYRVY4zK4GeE4NGlorQWcPTOs7/fyvs8tLTtHqUMm82G09NTtNYMw8D9bsvhcODMRZ4+f8X5+TnOxXktN69Vkfs/xUBSFpShGxxd77FFQ1ktSapkDBAosPWSMMD9zRVoD3GE6CmaGmVKobZOBmRKPArEdM7RD4H37y/57A9/4PbmXnbsueueLKNBCnoaBs7OzvJUUUlCVppEUpaYUsY44PzpM8Zk+OZqx24IRG3FCz1nCE8ZoSmv23QS5pgUcqEdf8fGfH597x062cxGJUnXSSF3lC6Kb0KA5KVophCzwZCi73uqxVJ8XbJIJfpI3w95zxnmgm6sxSdP50eJXvPMkWpVVUk3jmYcA19/85636QpjhQscfcCngX27gxg4ff6c09NzFutNpp6NlEWNUob/8i9+zf/h/j3t3T22EnBVaY2pSrAVyhgOXUfTLDg7f0JZr8CWHFpP8f6Gy4sDkQaFlRPa53WC+jY1ymcKVVkI51UpsLaQUOzdYaZOzclBiNd4SgZTlFBWHG/WPHl6wrNnTzk+Ws4qvKIoaJqleFavj2bcwecReHSOYRhp+5G23ctNnvmywYtnxqFr80Sg2Gceu4uBMps/TaKl4ORhGScFrzG0BxnJP/jgA5brFaMTUFoZPWUUgEqZQjrA5LinJpBVP9xXPHxmWugBsh5CumgxVvKU1rJoCkqd8L4lhREsWQQlHXyVnfJiCgTlsXnnOqkFgfngjJ5Z3k5+sG1+HyEErLUS3DDtQ/P7EpPxydkwx7EZRVlZjBVu977dcXV7wcnZaW7GJ4dAR0KLolcp9HT/ppGyKDjaNDx9csTn39wJ+yqJFfEEDJPr+cSJn0A4rckFxWOLmrKUa+fcIMWcKKk/MdG3HYfdTlSehy3Bif9JDCKy2+12oiqOA13XkdAsF0fUTcliecT19d0MfE8ApPNe1nouoq38XtcP9M5RVDW2XhKTrDtsNn+jKtnRQ+xJTmNKqGpJCQtJ9CPaJpTRMq0gLKzRj9xub7m8vmB/v0eZAmMEoBS/mEm9KR5L66ONeDo1dV7DiVZEDgGFi/LcLFcb9rcH7vYtLlh0uSCZAo8iJrJro/x8JrNqZH2e8mcfQE0K3u+mLPr+hUXOZ3RdLmAMWZqQFDrLtlOI8yg2nYKTc9x0gmpdkFQWDvmEG0acE/AikvAh4KJjuV5R1zUpu89Zu2Tfi4kVpqHtwLU7IeAGBxqqZcXzbC3w8Y9/xEcf/3CWsAfEdKi0il//5b/gn33yU8ZedmzffP2OfhzQRckQE7vDnmbZUNelKNGWC1bLIzoXWa0WXL7/e9I4CiCl9AxUicFQ5rwbS/LSHUWfGONIWZSMzvH27Vvevf+GN29ec3Z2ytHhiNVygyfKOBwU2tZoW3L69Bmf/OwnfPjRaxaLmkQe/7M5mVKK7X7Hvmu/dZiETOUMITB4R10IjbHI10Pl1c+k0HNu6sih9f38uQESwqs19WJBlZNj2sPI9fUN1aJmvToiRllzNQuJ7Jp8qG0GyFIUqlzSHqKogmfvb4Cc1TmxjhKZhgQSO0agMIbCKglgDgHve5IviDGQLJmxQbbATTNPf+br6wfxx3SATorQx/+cfum8FYrByUM7MXeQ+/hx7JhKSBNiDDEFxrHn7u6Oo5MjVHb79H6UTICIaC8QdobogzwpDRRa8ex8zdXNLbtOfI7EcM0wmaDP7KxAPqQtSkfRegRJ+6lLi1biiW9VDgvPh9d2u+fu7o7Dbk8/DBgFha2IWqxmB9fme0g8fJp6idKST7tYNlxd3RC93FuazGIKYRYHRhUIaLEuUwplCvrRYbQlobDGkoiYcsEqHePGjliMaBK2LCirFbZo5FlP3153TcwV7z2j92L2ZUuMfVD3GmOzVb4mFpbj42OhjOYLKpiKmq0wlBIaqbYV+901MRmULbK830JSc/GXx3wU1biyk/RLQPeZ4fLdjLngey/oCXyYHzDngaixtsANDjcM1IXBTsCRkSRNowyYHNybZF16fX3Nfrtj7Hq6Q8fQ9RwOHWPXz2Y7wtfVlIuaX//Vr2m7js36mBBB6YbV+hnOeZbHRwz9gdW65uhoxfnphk9+IUq15XqBsib7THhCkui5qCLLuuHJy3PIIbQ/++XPiElx6DtZLQw9wzAKgwXpVJfLBYduJIWSQifcEDGlJvgkQlQVUHmVIlTuCJnCtqwbJgXo1dUVX3z6e9Bwfn6Od6M87GHEFqVExilN3SyI2lI0S9bn5yxPTxjaNocROFRMqP1esAWl6bLwKET3re5JaWiqAg30w0BdVjgnbnRVI8Cn1jlcIYh4RSctzJwUKHKUmHOObuhpuz1lUUMSul7fOe7udtiqoh8HFqvmARAKguYpCvn5fQAT5bOyuXOWZYvcWwkePwwittI4nSB5itJQl1ayQaPPoirHorKZfx1yaIghJo3FUNlqTqmZBFVQzEVislf1Oa2nzJRWqzVjL2yVZpFxmin0ICVQEgYdghP2jbKoaKkLsWMorM0hKQc2R8cMfqTQijSOJKvQZUle1qF0wThEkh5YFBWnK80PXh7zD5/dcRgPYGqKssE5OWBNYXJ3aFBJYyixCXrn5Z5OChU9OipMEqm/MYnt3Zbd7Q27u3vu728ZB5cN3aY4PSuHi095oiyJSgztVoslxmixyggD1q5BhVl8NYnXiqIiacMQPC44QSWCpy4tbvRYWxBGOaCD94SoseUSXaxFcGctzpf4VBNVIWykssrFXDCH5eqYzfEJy/WGpPY09Yq6bh4KNEYAaF3QLCqePXvGom7Er0YjmcUqYpQwjtwYiVGA9L4f0BRoSohik0sSrbJSmpAcxIDWJdLATQx08gE9WRh8txL7vWeKyuETs4hG1FHBCyfWKs3YdxyiY+h61kcbYkoUhZ3BkomL+7d/+7ds7+4Jo6M7dHmUd8RhRBkjXGitSa7n6OUznjx5wqETsHMYPcaW1EvNab1ms1pTlHB+uuHlqyc8OT+mKIVsHgiMXcfoMhClIQZZD9232xxlZTLYKh4eo3dQKBbLktV6gU6Ii2NwOLfP+aADy7Jm6ybpvxjyg3sAoISKAJj8NWo27wdYnR5zdnrKmzdvuLx4L/z9okDbIgdCQ71cSLeOjJyjH9l3+2zKn+PivABBuqxm4K4uK7TWM0ikdc48DDmLNE8Qk9RffNVvMLoQFkDmwYcg67OqqugOHZeX17RtS10VArzqmu39gXeXV1y+vcCWJV3bE08TRhe45FF5vfLQKSNpP7kLV2kWt0snliQgRCmFQTFF5xGDrAy02CX4NGYwVNwtIbNPxLAcpWyeEqXASFeXvuV7MnXbEztiMp7y3lNlR8HoPUaJm2d0Hp3DiOP0OSawxqCSfCalkZ33NKkqJSvHo2NFVRTEEIgEjInZYln2+zFvCQyKwsCqUZwc1RwfFfitxw0D3plZozo/g5ndhZJnU5quhFYJq0HhReofE74fuHj7jrubW4bugPdjpoUCkxQ+QkrxUSdrWCwWnJycsFqtKKwVarAWnEPnqmVUDhxJ4ufE5MuUICmDSvkASpph6LFaDM1CcNiyEiA8gDI1IWpCNDif8FHTNAuc70VsFjzeRRbNipcv3jD6yH7fotAZzK/mFdB0ODdNJfnDKjGOPd6PwtNH9ACS6JVk3eSEeUafw0KSyqEfWR88adzwQlmcdc3ym9+FpvhPX99zpmiCyWNZT7u8xPawp65FPjv2LVaXma+ewwayHHeKLcNo7u/vUcBivWKzOaIqSsqyno2gwiiFqB16Xn34ClPU1BQoE+ldLz7EheXXf/kXnJwc09QlTW0pSkjB0Q47EgGX1z5JaVBiXBWzUMNaTfAOcAyjpKYYU8h+zUxro5iLsMMaWUn0Q2C73aJNBu0IImpAhB7zr2kkzqNhiA+A52az4Y15w2a9llWH9yxyCyk4gzj1FaWWDkhFYpQ9eNcfJEE+d4OkSFSR0AXGQQ5Hk2+w0fXz7ne9XlNYi810Lz8rQDV3t7f87h8/paoa7Cd/xpMnZ3IAEim0hgjXF9d88dmXDIOTLjMpFBawXFxdQVJUlVDZrCnnbk1lq2FlRMRjrMZLTypAVyLbsT0AjSoJAJYyuByDAKJKByS1MeaDUTpmpTLHPNPGHnubF0WZ7YELEag8Gt9Birr3Podvp1k6XjfNDPgtmnJmc1S5oE+MkxgTymq0egjVnumNWZ7ft10GvEWJXJUaWzx0nJPdQa5+cpiXFWcnBc8Ojt7dcXPo8F5hTEPMREdjLDFFUAFUFGUpIygHSqyQrUq4BG4YaO9vuXx/Qbvfy4qlzB1n9ETyM5p4AIBToiiEgnx8fMxyuZybs2lqe2xJG0myhkha1pDRkKJ4wIQgEx/Ro1JgvVrJai7I/Xh7e0fwoI0whpQpCEGKrM6OikIXFTfRsmx4/vwFm+OzGV+b3o9kjMoEpvOh5NxI3x0Yhv7BJhlFSh5ta0pT4qLDb3uA3EwIHJ10LrWzriKv6iCD+IqoctM08dAfMan+2Nf3vkMHOZVT9logitdKiCUqq+rmHWJ+MFJKGWALmZ4Hv/rVr1g2YuK0apZUWaAwRdSJiEQiwWxdEZRG64C1id3umm5o+cXPf8kPf/IhpbEM/QEfR7pti/NDTrlywmdPEkbmCcSYQBfY7CLnnfDbSRpjCvp+zEAYoCJuDNRVlTs7ObT22x1DJ8rMFByoAk0+HFScd6Iqxvl6Oic5jDRSCIyVrqcoitlV0pbFXFAm9ofWArIMY8ft3Q3BD/ixx5gCmyJ97ElxzF2gJBtNtC3vPX4c0NaI9L+q0aW8oUkWLfQ5mRrefvUNaM3r1294/vwppTWoFCRYO8H11S1fff4VbowiNkoa5xK2FJDJVI0wknIRMyaHSSNgsNYq+yIgVEQ131KzMnU6DGP0aHJuJzkVKnrAQ3LEWKAm32wxUhG3TJOwlZkxHK01dV3Pvj7R+flAn+616b6c7s2Jxzxdi2EYWK+OGLzQDg2KoCaOsSGlySPoQXy0WCwoSzkEqqnYhUBZVLhxJDpPyKC/YAaJqB4OIeFaV9SV4fSo5m5n2d8Kpxpdi6dSQGwKJuFTCigCaIdSAec6xqFFhcDY7djdXnN79Z6+bVFJlLKCbYV5Ypt8dbSRNlRrEQiuVqs52CQm8VSXiVfPBV1nXnbMPHlxNkxYW1KakjGB0pHCJk5Oj/jBD19zfroRH6CLa34fIjfXO5wLsrrSlqTkkBi8IyEqdIPC5lwEa0oWC8HZJovjB0WvdP/Re1KKsmIce4TSKW6JOiViFGKH0gat46wYhhpSQFvZxU/ZpuLWLHOSTgh1ebqHp5sqTM/+d+vYv38/dLRc/BjxGejXRgKVVQooo6mXNTpFDvs9VlkWzVJuHC9ybE3ixz/+8ey3bZSENackfuYxRqqylJshRWGb7HtGl2g7x/t3VwQnVqXt/h5fWsahwxglXhRaMYwtE6NCwLWIqiyVlW5A3NSGXAwhRjeveqw1tO0ebcBkybhSCedHiLC7vydlK1QArXKU1uQGGP8Jpxoe5Xo+eDvEGBmdw8dAUZSijEx6Lugur4m01tze3PP73/6Bk1NJXjLGYBEg1ruOcew57Fpub29nU6K+7wmjgJw///nPWS3Em7rtO+musqp2WS95+ew5L1++wrnAyeaIRVXjg3TwRhmUMrjBc9juZQGpFKooRRAUIkVZzSs176M4LOuHNYgxCmMAlQ+p7L2hpP3KN3+cQUc9h/lmm1cVIDqU9qhkiQ5hcpgsCzcRpcEWGlPK6N/mvNiirkhawnv7R4ZN0yuFOCsJZ8OyHEBslOThquy4OE07UxD1JMkPIWGs5INWlYQ1TOKclCTi7bDbU581WCOMpmHoWK5WQuWMk4eNTCTeywrDFIrVUvHibEm/Hbm8kCBnay3aGAk911IoYxxJeJQRRfTQjWzvbtAMuG7P9vaC/d0NOoIyhrGXZmDirk+ZsRP0Ma2LFovFzKhSZjp0BFOa64J6kNxPik2lRHBVlxVFYfKUGzg5XfHxj17z0Q9e0dRSA5a1HLh//5vPeHdxie8dq2FaIYrYTun8d2al7zh4vAbj0lw3JvdEaYiybUOMmab4YCOtE5gMjscoB3g/jOzbLE4aHYnJCtdkIaBsKVKyeSUodQSlUCJDzkhQBmtmok2aG5f/2OtPwkOf1ggpBhmxYmK7a9ksE4ucQThJ6Jum4eT4GAWMzmGslv1Y7oK01oRx8vqYYs2kGI1OwgaqsqHtIi4oPv3sC/7mP/wNEAluIPhe0oNcTwz5QEgi3vEu+5AoS1KRaB5SSIahYxx63HCgrHKQwegBjS0abPb3EE6yF3mxlw5/6B3W1Nl7pcz7aZUpY3ktpbJcG3lcHsJ7AxELJgNHSZg9E2LvYqDQkkAkgc8Wayu22wN+DOz3PXUhqxCxQwmMw4H99h7XS2cxszS8B2NYF5JmtFgs8H6kG2SktGUxrxFevn7Dv/k3G3o38vzJU4xRHFoR2vTAZnXEixcvuPnwXkIJMjURW+BCJGnD6B6KosoccpP528YYtJF1ibGKNArvOmkDyT6MqtPaSo6rnFgvjUDMfD2lkEkoRTGmClklbDRFYTFGMzoZqxeLaqZdTniCHFITPz7bNPvhW2ysB4aL/paXzbQSmord9DyEEMCK0rdaCNfZZgA8jI5RQW9b/GqkKiqGUWLyvBsos9H4BKRNbIkYRfW5qi3mfE2389xdvcftAmFRUJoFMSZhT2ohLCQxVCb4QBd6ri8dKnaEcU9/2OGGkSpFfA57HoMnabBWZ1BfCeUOPf+Mk8BsWiMJzsA8had/0rwgTyc6eTHWsokUR9zYsmgsT56sef78iLoMtO09hERTr3nzwXO61rNvd9zd33BoDX2/xPsCGJFwqZRtKxRD32JsSWkTKZkcQefyBiFmi4eUWUHy3gqjAEOcbHSB4BP92HN1fc+hGwkYqqqgb6XZUiGgk9AoiUkOgpzaldCgNDHTbFGCCYkZ4HffpX+/oKjSsgtD9uDi86/QukbbwJuPPqTSLaRBTKA6x7pZY6Jle31L27cCOrqRb7Zf5p1mQivLyckJTZPTUXIX8Nvf/Y7f/OY3VEVBuzNs9wM+QFFXlKVhd7vjt3/3G85O15web2jbA8YKMLvd3XF7e03fj9TNktOzp5wch1xAsovfEPnr/+3/Yhw6FouaxaqRgFzg+YtXrI+PWCwqSJJmFF3g67eXjGPAFolxGLF1k6lmQt9JXvZpOnduUxGYOvRpDEypACOZoQpDs1wQcgFxPuJcoK6WdK2iLjaMbQux4t2Xd8SQ1abRkxhYLg1NU7FabfjzDz5ktVqJQjAXlvVahEcueO6vduiyAgNjCLjgGaOiv9vRLJcsyzP23QHnxHukKDWkwPX2ho9+/AP++a9+xf29SLb3fSdduoLgIpeX77m/u8KHnpgcVV0w9pY4OgpbYEbhahcqSQCIdZAksFsOwEkcI4fh5Dc14RTEiC0UZWGwRnxiCivLtLIoxaWv1PR9y749sNkcs95saJolRhd0h50AlczbT6KHruvY7/dizJUdC6fCPx0CXdfh/YOsXOhvsqqxSkBeFxIWTV0tODk5Y7FYsNttMyMmcgA+3e958fIlg0vUiyXbuyvWRyeSqpNXDCnlRCkfSIzUpaZpCuybMwo0n352x83dDYM/iJ9QYbPhnAiPUtSiYk2a2+s7Un8LYYQ4wNjRJnFuFMvagCo12hZC/cvGZEopFpVYQNSLpVzjFCkf4QPWJkLyYPQDZpB9bXrfMoZAiprKDpS243ij+OSnL3jz4XPWy8j+7ssMrmpCv0fpih9/fM4wPOPv/u6Wrr3l6hqsGTg7bijzlG+NoSpLgmuxWg606CIupHnVGKMX36bJbTVGttttbp5EDOXGkFdqjqu7Ww5dR1kvODo+58npMYtlxAXwQQRyh+4gqWq6xNaL7OcPKD0zqBKCnOoUQWmJEvwOr++/Q9dWijmWlEahm4VA0yzFhKjbU+a4p77f0bWe0QfGsZViO470Y5fFDD3WFvzoJz/lyZMn8w7S5ugvtOLi7VtwDvwKqhW6WFDoAj+MfPPl15Qm0HdbDvc3lIXFuQGN54svPuPm5oZDP7DZHLPZbFita0gW5yIpKq4vrvn8s2/AR8pFTVULzXKxanj94cecn59LFF53EIZDhN3uQF0tudsNmLohROZwCILMWGoSocBDPBbkm8mSEtn0SjqEGCM6WlDiF17VomhNMWGMnYGeuiw53jzHGs1yWVFbTVnB8emSZ8/OKMuazeY44xEFKnujhxA4tDu2+70kL+UMTp8gaZOBvUA3DmIsloJEjFmRbkuEmOZue8swes7OnnJ0tOYkRUxVSAJ90rx8dc5nf/g9WqdMkctdnRY6m9WBuiwotYIoDx1G1lWSc6x4nAegsoBHRGgOvMdUGk0kek9pE0bJIbGoJZM1BAkSnnbnTQ45fgDBePh++e9wznE4HJhsA0KQJCnnJASFmLK9xIOHvIDqYq4VktgRT4ZoShkWixVNs+Tq6hJjMyi+2zEGj/Oe82dPgYqEx4eBElkxxuDEykFnvnUKuFHcI9eLYz54ecZuP7I77Bl8wKoq74wLCBCCgPhWN9nF0RJ0IR5DSaNMSXKjdI/aMAEJZSny+slkrCgKquIBZGT63JC9vdWGrh1E+IbgDtpY0QJkiq/zkRAdVW15/fopZVHx/NkZm0WNdz1GaXS+v4OLoi4urHi2DzsAxr7DjUtibHBjJEWDLYwYuGlNYTVDv+fdu3cPOpaYxT25ERDny57Li2uGweXpS+Fdtru2Bq88IUaqTIPVBo4256BLoZN6zXbX0r0Vo7KoDbrO+aEzsydPajr7EsE8of6xZf1PkilqbUkIHkG3PCgBgZp6iUsL/Lij6zqMKfj0iy/ouoHgekIUS8xu6OmHHjycPXsGkCXnD77mWmtevXrFX/z61/TtnsPBUtVr+i7RDQOHdsv99QVfF4EXz05x/Y77uyvItpu3N9ccupaI4vh4w+ZowXJV47zGlgalCsbP38KgwDaEWLA/DKQ0UDTL2adCK3kvZVXQdfe4fmC1ekr77ooY5IZMcaIsPdAUmYQ/qKwcnb5EOlCl0rc+05QSMdPnxCRspB8Glss1JycbYgz88Icf8MEHrzg+WlOWBVVhWC9rylp21D4kcQgc5c+mJGCScy5TtUSAYbSIPaa1gtE6UwgzbRDy+1MoLY6VxhQoI26SX375uQCNTYW7F3VdYyusMSyXdWbWeLx/ALc1InQpjJX/Rsy/Od3qMa+qAKXzOB+Y/M+F6iB/zigoLUQ3MriRRVNQ1yWJSNvu8d6zXK9oFivKuiI5ZCcaIlpl73olVDRJwcqrmDjR73J4SPCQwU8x+zLf8qR5vG4QX3cZtQsrkvvFaoX3nmEYGHuXDeYkSKEwz9EqmprZPAAAIABJREFU4ceB4AZi3WBSLp754JDvH/PEJ7zvqjK8fLZiHHveXt5yaHtMsZGDMIKJYiOrYsD7h2BptM0iq0TKQLuwsrLXutEYbSnrkrIQWwlrSgk9eRQ/SL43psNr6s6VfrSOCaJV0QZqW/G0LFmtpBE7OlrLxNpLA6SyL5FBU5SGbjgQhj11oRkHT+hH/OBxg8Oghf2E5A7bQsrf4XDg008/Zb/fy/XI1gghum+ZdQ3tIIhmTi4Ts7kNy/UCUxtModkcn7LZHLNoltiyAWXRtiYEw3IprKeL6y3OiVpalwIqo8SoTednPiLEEXHq/OMFRt9vQVfIWIbF5xN+ktVOKPfhcODp2Qknx6f8P//4O7788kuGYUArofqUZUlVVbx+/ZqE4YMPPuD169eUZc2h7cUnIT9Y5+fn/Df/6l+iSBw6TUwFh72ctm275euvPuf3v/sNt3//DaSR0O+pmxqS5+Wr5yzDipgU66M19aJCF1oYBdpAKlC6gmaD1hZbFETV4LotZ2cv2Rwdy00conQdRlB1pTRaGXb7lpQMSovXy8ON8pCMLsDMxFDND1F6OL2ngvCggFMZHJ4wBbBFZLm2KL3mn/30Da9ev8iiICfUzuRo71qGocN5ibj7Fvf8kbpO9vj579FakoeSnrcbBvGz0SmJZ5Z6AMXatsUNAWulcB7aLff7SLVshMlUNOLXrhI+08JmQDBK52uMoS5KcSVJEDMoqnTIn8l86kmxyZ9ZiGIFq0zC6oQi4MYeoz06f48UIyF47u/vMaWZrRGsKRkGMW1KUdSBjxXLZDHNXITkI5Brk8G3mLzYCdSrGQif/7wWG9WJ568VFIXG6IK6ruevHftO6KpHsg5bLGqU0fjwsKcv7IS1pPnapSBTigCdDqvh7KzBpSNc6lHXB9p+YLIy02h0fAhyV8qgdSXxjlGhAhLsggbl5RA1UFQNRWGompqyzKygfP1NIevBQJotEeJ8j+pvdfFirAfRR2HKaPEcP96sxOYgJvwoRdpoMKYkxUAIcqBub+64uXyPkszGvOpMeBcZyeI4VaCVhOTE4Onbjm+++pq+bdHFw/uZqLtKKUpjOX8pZl9VVWFNSVlWLFcbFqsl5UIK+nKzpq4WKKUY+qxhKBcoXXFy7LG2xIcvuN11ArZGyShOKuNWk8O/moefR03Lf/z1JwNFieT1ghKXubJEW8Xx8TFVU3FxfcXFxQUfffSG5XpFoTVVJe5/zXLB85cviEHRrJZoVXLoWqacSKEYiSvd2dkJiUizWeCd4uRUmAOKxI9+9Jqhu+bT391QFZpXH31AXRZsVgtWqwV9SuKnrTWDH3FuIKaCkAykiAuBompISRGVJelEc3LKRz/8mM1mQ0qD+EunwDAEhq5lsVjQ9yNt2wPr/NA98M7JLIEJDpmpeI8+u+nmDyHMh9f8uZK9IlJCG0U/HAixw5YBWwb64Z6uFVaG6wU4C17sEsZxZLFazYVUpURhp1VEpnAJ+jj7NAsHPqtKSagka5aYhP2jTeSw32bmkagf/diJn0pZ42LAKuHqjn3H5fsL9u2O1XqJqhpc8Pgg4Lm1dqa0piTOnVonUYiSZI8OEEMGUsWi1jsHBFQaKYtKQi3iwOgPrJuS169e882XX3E47FGl5emZdFnCHAr4HJQtboyyBnu4PiHfaw9g7rQPfnwwe+9ZmCmURMzNJGlM/heQrthomZQOfTczM1JKNJUUyaPNEavFQhgspSF0jrbdU9iKVAW5VfLfO3frGIQxN6INVE3F+VnD4DZoDV98fk+KTlSLUYu7bhLWjLaGpAvhUiN0Qm1C1kRokgJbGprFkrIqhD1TyNplsmCYuvOHQ/DbrJbpM3poRKwcdCoK8Jp6rC4wFHjvxEcchcZkrYpMZ+3+wO31NVcX35CcJCelPEEFF0lWYbPFdMx4lEQgLnj69KkI80ozU3KNkeALue8anr14xXp9xKJZZQGfFb1EYaFARFaZ6cNsLazJAVaYRc2zs2Our28YR0/vZE8vPkzZOE0FJu57SHlC/w6v772gTzYG8IimpBI+iBz8+ekpn/3htxx2e37y0x/zq1//pZgbjcMsuIgkRu9QWAYvo6hzDqMLAomh7+XPRLjfH4CI0gNKFRhbEXyiLAzHmwXPnpywvT3mL/78E1aN5bDfUpcl/8u/+3d88stfcnJ2ivNT0dQPXGGTWKwajk7XIuCpahbrhhcvn/DmB29AJWKQzkxr2U32fU9VLbnf9fT9AHoj33Yu2Hou7GkG+eR3ps8qPYoRk0BpGU2DF5bDVMiMMXTdIJQpndju7tgfrqkb+YaTDbHRBcbmlYaRDhktsnCjJMo7hkBwMmKrmAiZXjg9gLPQJpl5vSAceDBWEpySjwSVwHhKLfajBE+pLbosqGzFfnfPN199JV1wnFgQsq9NgCksRS1hKFrtZFUVFTMffSpkgoSilSYln6mKjugOki8ZR5TxPH/6hKNljU6Ju9sbqrrh2dNnnD99xnKxngEv7wUDkBS7gNGWOAmPQqA/tLNfzdwZ83DdHqYMZl+cSSQEZNpiwGTF5bRWm4UtGurc9RaFjOjb3R1H5TlKQdcdWC7XhFBjTClTUsY/VC6mYZTDWOkIjCyWBU+erInRc/H+lvZwICWHZmp4pAiJ55kYvYGXYmurTCaKoEvKqqZsVkwsRB2VkB2MBJVIQU/fKtqkx/d0evRrKvCCASkln7mPU9cq+gyrFc4PuZmNaBXoux33t5fstrcY27BcLek7z9C1DMuKerFAa6jqgm4/EqI0kmdPzvn1X/6LuZBP72uyMxCRkZAGykImI7HHSDMJI5LwCdQwAaqTH5MmxRFtHEnVVIVmURdYk9AZIzC6yjdLxoL+E15/AlA0yXrByN0iXUTC2mnHJNzlTz75hJevX4kgZttjErhhJCShho0xsFis6YdBPESQBJFpX6eMpq7EY8RoiM4RUw8chH1gSm4Oe+7vrvnw1XPWi4r/83//X3n79RcCSiZZr2xWa/Zth86ghSS0e5QOPH12xn/xF3+G0QVFVbLcLFmvVzQLgxv22OxfrkIkRc/oBjbNMSkNhMGjFpOfhzwAhOxH/S0hQcwF86E4kGlzcQrCzYVepYA2zA9zjJGiFFFQ2+65vr5ksbQi8CgQAyajM08+j7w+yFosGRKRmAUzXdfJwTmMEvrrhOWgMKCy+VaU6SD4NAdCmDx9gYRnG1OwWK7nBycih7RLHV9//TVf/uFznjw7F8rmZC8cxqwsNFSVYr1eYe0t3j2YiMn7EM6wzoHH3jtC6EiMMoITsNpTlZqTzRFnJ2sKFenals1qzdn5E569fMniaEVCMfQjbvDCpMoy9qnwgIiXwjjO7IfHK6rHr8e78jivazxFWWaAVEy3rMkmddpydHQkoPqjLvZxNzsMAypK1OCQ9+ymGGkWNerRhKAg+26r7L3uCYOjqEo2qxI44eL9LZfhjrHvCVHou1ZJpy3rAEOKGkWRWRgBVAFpBFtgilIm7Pz9Rds+rS6m9/0wNWit8eERfjAdgo9whUTMZpS50EdHyutKIujSoD2k6EnKM/Qt+92W25sLghtYLjc8f3bON+8ucX5gGFpCMChT58kt4EPERFkJvvnwB/NqQyk1K84nXE4pRQzIxOgEp3MZr4uIOMh7nwWHUeyGfS/iqKSxRUJln6pFXVFYjRllslQqPYSPqKyl4MFO4bu8/qiCrpT6DNghFmA+pfQrpdQp8D8BHwGfAf99Sun2/+v7pMzp1EqLemqcFHIJazVFYfjdP/yO05MVr16/IETP5Y3kgfohMLhx7gCx5lEyt8cUYtxUVCWFLgkpMubuvVCgTWJ0I0aLwdQwtHzx2R+4vbng43/+c/7h7/6GLz79nXBA+4FisaY2BQZB0JMwtARoi4kYRtZry08/+QGLxQK0onc9IYhhjw99Rso9Pox0bUsKEnbcdXd532rFRH+6cHnVMhWMx7xcSRGKmeXyIHKYR/+5G5NiMXGip6LYdQP7rqUdeorCAirzhhO9G2TXHwJD1+PcQBgDfd/SdzL6j13P4XCgbzsJYE5CtVLK4MMhP3Q6C59ESKXMBI6KdWtVNVRlw9mTp4B04CknVkUX+eLrL2h3e5o3b1hUogIeRxlJfYLaGIrKsjk5pqov6cfcSSadV0E8dMZJgqLlkBxJceBos2C1Kjk5Lnn1/Cm7+0u2u3u0SvzoRz9iuVpTLGqCjxJ24CNTMIdRClJEGzVrAiZa4m63y5oCM//3SQryeM3wOKNyAu5DNvMCOQwjgSIIw+bo6OSh0846g7ZtSQqqRWanZL+cvu/RtqJuBDScKK7KGGLIyU9kADdFlJfEnqN1xYsXJ5Ras9917Pc97WEg+IGYLMqUWc1ZSnEGpjQjlOy5TWHRpsDk5sJgZuGSNjJBTTtzZXJmwBim2vKttQxIdz5hEZOnTFSZW5+QcIkQKAvBp2JyXF++5fbuFh8cdWNpmpJnz864290BCaUdSkeMTUQ1ogvF0PakMebnIGJNiYtyPZJRwrIJ3/bpmTpyWZNMQi7FoR2IESprsgo6ExxUyOljwqUnlTRVQaE1RmfsJYVZhDQJjuQZ57tuXL5Th/7fpZSuHv37vwX+55TS/6iU+rf53/+HP/abaWtEQp0S1iSaRSUZgX7k9evXDDlDkeA5bO/Fd4RIVZWzQVfXtfgQ0UWJtuL34NwwF8Jx6MQzJEoCkHYDVS2htfvtgbdf/J6PXjxjOOz5/Pe/J3nZC04dB0w8cDULI0YvMWAa6PuW3UGitMqyRBmhE7YhYPIe32hLTJ6udRhdok3F7c0Ok8e5kIGzqZAnnUHdqSOPamZ5QGaKqccgpWES1OjsF1EUBVWVIBm0KqiLiuQTd9dbTjYnKD+tC8R+dWg7Dvstbhi5u77JsXQDbdvSH1op6P2AGwbwPk9ZOqNmBoos+86mSlYXcwGZO2hl5DDVmveXV6QUpGPXZaZYKi6uLx7yS+ua0mY3w/RQ1KxRLFcVVWkgyQGvZ1LXw87aqIRWkWgDfhyAnqdnzzk9XnB63OBHmc4Ko3j+/Dln5+fiVZ0Sh7anG3qMlr9fRUnASjFi9eT1YVAqMHrPvmvx3lMUj2x1HxX0uas3GhMlcm7u2KOsppKCFBOTC6NSirKuqMpGwqZ5+D1pZCSIuV6u5uBu50ZcDJjJ+yZJ0Y5amEc+DJkLnoVS4//L3Lv8SJZk6X0/e9yHe7jHKyMz69XVPYOhyCFESNoIAsSFAEGEdtppq4UA/iFa6V/g7LTRQhtCWgnSRksNKWhEShw2u6u7q7qqMjMy4+Xv+zCzo8Uxu+6R3TNdI4E97UAhsjIiw6/fa3bsnO985/s6EMtnLy+4Wp6x3Ry4vb3n9t0dm/WBGPp8iOUDGoMYj3XaAI6hMLFU8VI4yjXohLLDWQOiWXsyx74LZPjVmIyX5/VN0YYZtJmdA2zjKyRCHDokCWMcaRpPGA+E2PPh/Vt2h47z5QxjLW0DZ2cVTaXv0bSepq2mhrX1jmR00rnv1YSjbueT4uNYVZh0hINKlm6Mweb312Cc0YCqps9+BkZ0QlzyQJp3niSRsQsMadBqg/F5QDQqOvY3DeAfv/7/QC7/BfCf5D//d8D/xu8K6CLUviJ2ii1Za5AYuLxYsFjMtOmYAmMcOHQ7vLd0hx2LxYIURpUz7XtIicorA8B4rwMIQ8f5+aWWvhji2ONCyFl5Ytfv6bqOjUTu3n/g8e4elwKfvLjgl7/4Oev7B8CoGpuBetYyO1O3pKqpMdbTj1G5AHk8eLtd89W/+RnXLy55ef2Cs/MlaUw4wCaLSRVj17M7BG7fPXF1/ZIP92seV1uQGmLCGT+Na2tKEil2aoonqsGHiMkMi0jCEkQwXrMv5xx9UnOGIojknKNpHKGHtp5hUsXj7ZbG3LFZ7CfTg2HoWK2f2O+3KkW832sQClk3pzRdS+O2qrGVw7hKB0vEUs/U3q+4uDdVO42Bl4BcLL26rmO1WjGOI/3jE9Z53ewhYeqKV59/ysvXr7CVzRCKEMNA284IQ0/CsJxVOBfARiAQktFhMuUlog476ht56PdIv+byuuWL11ecLyxtBY8Pd1yfn3G2XPD6088YgrA7dIg16mo1JoJ0NL7CW0cWPtE1ZxSqiuNAN+jBJzFi6mP15BufB280EMcTc+cSNMrXlFTjpXIqVhUyj90aPxmZdGZkUVeZzqbmIsMQcFWkntXasM60Xtu6jGpWiDWYKtMlk8c7p9OzIWgmTGJRt8oWOjP4z6+4OG95/+GR1dOe9aZX5lUyiPUYBOsaohzUWSpFrKuBWuE+owdUyWIlD8hgNYEQEZKBIEl9RDkmJ1q9qCyA5jRKMbSSGUCSVKIgBlLq2W239Ict9w8fOOw2LBbnDGPiaXxiGwbCsOHHX9xw6EdNMGIg24jkNrolJEHigDUeG3JiElWa2XnPMIxY1Obv0PXTJHMZQHJO5z+81/kaV9VU1gOJISUwjiQGV9Xsuw2bXYcSnfTzJ9S0HZ/hpJy8YIqhyr+dpqgA/4vR+vmfiMifAa9F5G3+/jvg9e/8LUZFppxRbZQQOywjTaUDHhYVbdrtdlMT9Gp5znarnqBiLT6XmLvdgWGM9CLgPfPzC8XLncMmIaTAbr3m6eE93X7H0O3YbFc6sTf0NHXNj7/4nPvbd3z1059CjJisDTOOI65SLF7s8YZONmpR8eG2qXj/7nue7t8Tf/xjXoaX1FUDSWhcTZdH6d8/3rPddVy9aHh8+sDhMOL8jMK2Od6fdIRfIOPIGtSnrKaUfVLpZpETHDln7qWkDyHhfItDKWcPH1aMXaLyii9bEsO4p+sOlGx6uVzqYJGrcd5QeR19LxVK3TacnZ1lrXmvGu/LFuuYflYDuZsMFbzVAEMStvsdX331FZuVWpId9h0hJEISFsslf/Inf8KrT9VQOIRACiqmpBBCxDiPryxtW1HZSLKCmJCX8mlzOSg/e/eEm8Ef/fgzmkZU+yP1xHHg+vWnzObq69r1I2NSo5TJRGViQcZpoEgk5cejolurlU4wk6ERm7XfjckuW+2ckOLUzC8wYdvqwNIkrOY9Ngc+hSwsrq6Yzxc8PT1NZb/JPaKQosJnzYw29yoO3Y5mWOJ8jatqYgrEPuF9HrTLEriSp49tHvNPqcPbSOUjzlVUlaOuK66vB55WB96+ec84ZBaHq/De6oAggab2kxKltcpT904wzmQKqyXJiL6lZBZIlphGK/WjBozkGYMim2DwpkJiYBg7SFGfclIG22b1yP3Dez7cvuflqyuSCB/e37JZrVlcXBJDp2bbuGlKF+zU65FMQNCKwhLCwDAEztrZdPDqnIE+67v39+x2u4wQ6L+v6xpfV1ivszRmcY4xLdkME2ct2KPQ4DAMjCH3CpLJT0BhQ03QTXbhOumZ/Q1ePzSg/0MR+d4Y8wr4X40xPz39poiIOZ10OXkZY/4x8I8BaK9JMSrWhg6hpNAza2vGfkfqOxgjv/7VL1nO5nrqfXLkRcdhJIwj282OzW7PEBKjMXzxkz/i8sU1hpQzEPU5+fDuLT/91/83++2alBtrRuDLLz7j888+ofGen371c7Z3H7Bti0GpecQxu3oH1QtJMWPWMWfTkqGMmvVqxdAdkBhIYeT8/FwZBUFF9He7He/uHrl5/Sn9GLl/XGNshbWKmcUs14rkYE7iNMZrkFdu8fEBHw+Zkt18rA0CkCQiccBXllevbrh3BufzNGBlqFxFPTvn6uaaxWLO4lwbcW2rUqB1U1FXR+VLlylfddtMAV4yc0KbV0dOtiTNrzB2CujOWC5fvODq+gVD109u6l030PUjs8UZr1+/5mzZst/vs/JjRKwwphGXHJVT7F5H5wcozSTyvcu4pcQDfdhC4/j0k0suL86QOGDEMYw9+8OWvu+JCV1HwUx0vekeSqQMSImovaAe6BHvK4ZhYL1aMfbHhqjNVnWSudwiykByrsKgvYBxVPy4VFMxc8lTHoySE5bF9fU1t7dvJ4z5FLsfYlD99HmLc55dt1cFwbqhaRpSdv5RyCNPDuUmHGQIpUgYJFX+NFaYNTWVa1ks51xcLrEOPtw+sXraIxKIyeAqTwqWqlX2iPEOl6d2XaWqotOanATNRHXCUWjS+3oSj4Pn8JTqHzliigxdhwUqZ5WDPg7stxs+3L7n4fFDrsgDH+4e+PDhlpCEyxfXDMNA3c6mwxASarKdh86exzC6vTbm57MFRec/JaX47nY7nh5WbLc6eKaDYFmquvLMlguurq6wxmG91XWabRSVHKVm1ylBGCHrWmZ/UaPJG6e0ZE31JP1byNBF5Pv89b0x5p8C/yFwa4z5VETeGmM+Bd7/Ff/2z4A/AzAXX4rJi1jSgLeREA7Mm5bDZkVlR24uL3jz62+4797Szhq+/dWvGMee4nYThpG+HxlDpBtGaBq++PJHnC9muYGkvG+L8OHulre//prZ2ZyL5YLziwXnZwtev7rBivCv/p9/yZvvvoW6Vgqgy5xWoxCCnZoTJ5v85FV5DTCjRO5v3zAetspxTQkrlj5EhjFytrzmfHnNm9sHnlY7jPVgvSK/UnDmdMzQ0aYeeYBGfoPidRrQtfue7zXj2DOM3ZTRjkPk/HzJv/8f/INJxIukAlfea3Bs6oqz5YJ6PqfyDZiEy9Kl8JsDTAB90gy4NKU1KDCJdYmITuZlXnY5dOq6Zr5csLw4xxiTYYeKmP1gAfb7LfvDLhtCx6lPUDLnmF2HrNPDSTtlOcsxQcW2wgFrAi9fX/DpZzfE1DHKwNPTgbqyNE2j4/ocOFtmo3JT5GAVNiklr2SqZvkcpWLa7XZT9lxgruP90hFuEWGxOOf86pLtdp+NENK0Ub2vsbbohaiWT/BFqx0ur6+zjG6W5838aKwyUWKMjP2Am2m11B/22ZBhliEbqw5FZbzc6tQo2VmHpGqLaj6uvaEkGuybSoN13f6IvhvZbvckLCn7x1rr1eqtbXDOqJ5LlmJ+lpPkSceCrZdMufIqeV2C42k26rPuyjAOSIxYZ9V1qKrYbde8efMd66cVxhiuLi958/bXvP9wT9drEK+dJ4YBS6siZkmpoWkMxOp4oE5DYSil9Ouvv56GutpGG89d1ylcu9pOFZWzWkGCVhlnh3Osd1xdXeeg7hEb9bOL9gW8r6kqwYx6IEhKTPJ7pSjPX43R+QT+Zgn67w7oxpgzwIrIJv/5HwH/DfA/Af8V8N/mr//j73w3yTraMZGIxHBgNnM4BnabJ7qw5+XVJfOm4ftffU2336sOS1uBVUODNI6QwJ+dEQXOz89YnDXMKuWkh7FTyGU8EEPH9csbfvzF53gLs+ztuXl64s233/HrX/yKNAxUbcW4P+BnLc5ZQuJEfF8Dq7GicrhRpUtjVJ3zF5dXhG5HCgPffv0LijD+YX+gOVty9fIzPvv8R9w9rPnm27f0uw7bXml386MBMCvPFzVkrq9ROwItj5/rNU+8bzkKeMVRg1oKatBR1Q2vL15zsVhmepnN+G7+XZJI1tCFpOPSKSjemJ3ep1LYGG3e5eBa+NR6fzQJPGZDUAyMXWI6tPoxsusHKm8nFUNrvErmGr3vY+rp+j5zs/VarTUIuUpKkapyGNT2DeezH23MFoE9lQ9cXsy5vp7TVAlkwJjAfrfHLVRrfBxHfKVTs7WtTmhr+fBWEjRFYmBqzHrP0HUcDgfu7u606sz6QymB945hDEplnS+5uXlFXbXcbj5QNTOsU1cpKN1Qpe4+axgmAMPZ2ZnSB8cjFFSUKqtK+xjDoLaDbduy2XbMB3X8ahp13kFGlWSexOS1ESlZ59+JMo6cD4QxEEIPWHwt1LVj1nourxa8e/tB8WOj2kPOO6yvsZXPpAStQFLUm6iVh2LmZV8456agWDRfnrGD8nq2wJjZWm3TYERhD28M79+/5+HhgXk7Y3HW0nUd33/3lu6wx8/mVJX6sRYTDWtVwXAMg2b+omSCUPQOToy/9/s9240eik1Ozsq+AvXYpezBHNCjqcEa6nbGcnnBbHEGqAJn0WKy1tPUM0KwbA4HsI6YklaXFuy073/4mP9ve/2QDP018E/zB/bAfy8i/7Mx5p8D/4Mx5r8GvgH+yx/yhpoB66CHSR3XV2cM+0e67ZrYbQjbDZ9/9hnpj/+YX/ziF3Qp4K0hpEA7n9OeXyil6+qSPibOr19wfXmBNRHJuLARYegOLGYzXv27fx+P8N233/D4QVkR282K+3fv84CQ0Qynrp/RAI1RXY2yiQqmqtAHmKSaID/68nPOWk8cOr77Tl18dr3a59188gUvXn3Obt/zy2/es1n34OaoXKayQMhkpdPsHMhqDjlnTccR+GdDGOnISwayYUbG/eLIMA7EmINsGglDNwX0kJtioFTMMSVGzIQtSswBzGqg8RnXm5gJnGTuKU4G33DkFbuTzMtYvV4hZtgC7DiSogo6CZq5dWOHDoBHKpdZQAltVqPnoHeOWVMDkSSSq5yc9aYRY0auLlrOlzWzxiLSgwxZNz4bghTzEVPhx4BpTZZ1ON6bUqFZc9RGqbNG+X6/RSSyXq8gZ+/ApCWPdby8ec2XX/6ExWLB/f3jVK0Yo7Q+Zz3GFJ37hLMGn0lO5fBoGjWFGE7ofadBZhxHrFV9+rO6hhRJMRCHnmQN1nsqZ9XfYxIuy/CQMSQHYlXcTQ/IkRQD3npIA+tNT98blsszHd+PYH2VxdAirvIZtFE1xRT1q3Uy6fuUHkHTKNwy9IqfV1U1QS6na0pnN7QfpkJaico7+t3IN2++4/H+Ay+urqm843DY8f3339PtdoC6Ds2zL6gRpeJa1JjaZmjjlBasWL1Wjt57Xr58iaS7Z7MD3mv1M5upk1Y5iKx3atVYNywuL7m5ueH6xQua2jMMfdkN03Or65oxCMZ0GOyE4Wu8Mc/yO8lYzceV8e96/c6ALiK/BP693/L398B/+oPfCQCDiZEJqrWUAAAgAElEQVQw7DHDjtc3S754dcav/uU/57C547BZk0LkZ3/5r6iqBlc75kvVTij61Lt+oOv3vP70FdfLc3BaZu532yljlCEw7HdcnM8Z9gf+2f/5f7DfbKi8p9tsIeuqWiNU1jFIobtFjPUYY7FV/SwTPp7SqvFgSPTDAWfg808/4Z/9+f/O2PeZa97Qh4pfffOeX/16w2x+zRBrjFtg/YxkKsVLSzAvBOrc2U9Z+MhIyvhnxIqovndUjZACu5RpQ2NU3W+73lBXLc5anTw02hwd4sDY77GmqC/aZ9WAWENMEPMh5o2lrRVHVMxQEEk6cp3/bRTN8n3p0ANJO7PPNmmMYTJryJInJLKwkldXqTTRN7M9l9EKwIqqT5qoYldV2zKvHWeNxdFjkrriSDBISlROWMwrri9rDDu2mwOhN8zbBpKOWxtjJren7XbLfr/nXIT5fE7jWirlkOYgrWvEijAMI7PzM4b9jqeHR/6vv/gLGEeaxYL+cGB0jrpuWCyW/Ef/8T/k5uVLbm/vefP9O86vrvjyRz/i4voFszNtiO53B3a7HTqEk2l71upkrqg6ZtGhP2x3xHCsxhIyQUCTqiPgjLC6f89ht+Hs7IzLy8tJW8R4T0iQokU9VCxRHDImnHE0jX7+lBLb9Zrvvv+OD5s1Fzef4P0LnG8JyVHVLcO4U0OW4o+K6ra7zDuvfK3aMhIYDz11o5+lz65YqiY5o/YVRHVYisNIDAHJzLQ0BJxVeuS7b9/x/u07un7Pq5sX3N1/4M1333N//0EZbd5js3FLXdfUvtJ70/XMZzMeHjfIMLDO+6Zt5jq/ECKByGgiL65f8o/+s/+c9XrN+fk5TXP02C1B2Vo/0U7LYRAyPg4WE/U9Q8iuUihdua4tzhuVR6gslTdYl/L07nE6NUnpamhVXPoLPxR5+T1b0AmEiMtNneXZkpgt3FQveoBBNa0Howp01sIYB7xVQZ3AoMMiTrvD69WKy40uXud0EmskqeeoMSqzu99Dgq7rpgEeUNpSzKO9YrRBkZI2wZIIQTQYVlU1yQuIcYQwqHRniuomPw54X7He7tXJpDkj2pqqPgPTEKLH2ArwFOH/lCdCC3xOwdIo/PNjdjAeNri2Oj70JEp5tGoMPA4Di7OWGEY10YhRebteGIf9BJcYUHck1OauHPyG7CDkhCqVJmPCZQNmT8LElL1KtdEW4oDJ2YORpFZ6oLhgPGK9JQAVvRdrrZboopWBAK33iHMMoxoHO6dZsrMGK5q5GzRzG7oDiMM7g7MJSQcMNXEcmc3nzNqKeWMZDhviuEfosanG2YQXQxj02gEWyyUkYQgD3W6HQ9+7rWpibrCq9duIQXsNQ3fg9vYtY+h5enjAOE8aA97pZOX19TV/70//lE8//ZR3t7f0fc98Puf6+prLqwuaWUMKkc1uTRiVK14SCZs3cMzzEJMHacZyrS09B5VlGLKnq3OOsVeDjcvra7rYc9htOey2Wt22I23b4l2Dcx7fqCzGOI54dMjP56GgIAObzY73t3fc3a+gaWmbc56eemKwgNJMRQzG+AkqiVH3QkpRn6/V/oyEwg7TKiSMcQqE1uhEphWhH3okJYb+oBOw3hJSgqg65O/fv2d/2HJzfcV+u+ObX33Nbr1BQoZCQqDKss+gVekwDJiF4vnjOBJixDmvypleZ2CcMVrVhsDoIxbPxfUVAEMs8xXaU3A4JUWEosZYsnhtlhscTnToSc1sUja2GQlCrlAS3qM9IKO8e076Y/p2WZTvBIL7oa/fr8EFCrnEYYQxcNjvmRnoD93xh0RUcs5mA2BnMoapmaGTCutM5oBqcL17fzuVRG3dMPYH9tsdlxdLpTwmlZadahrjMPmGSf7/hBzhK4NSh6RIkGoXfbfb5ZI3j1E4zzAMLOZn1HWN4EjWEUaoz87AzsHUJKnUf5Bq4t1K5rggBdsUdZyRNHVGzISpGx084Jgt6AL4CIIpuKTzOAxD1EGYKDperjKlyulNoowf6x3OaJOtNpKd5pVDnfKG8taoTGscCAXnTOOkER7Dc2hK4vhscZaGaNHKbuYzPXyzp2TM/GDtIzqsKPRgrSWNkcrohq2NzhdI8nkzJggd0Slzqq2FxkckdOz7NUgPRlkeRoSm8go9jIHdbqMzUb4hBGG7WyMpe53WDc2sZuhGksRpyGwYAnfvb9lvtxgSxIjNlYe1lheXV9zc3PDq5UvSGBiHgbOzGU0756ydAYrRhj7QhxFzUo6T2TRhHLGSkKhrP4RBtXBEB09Oq6oybFYadz4EvHVU1tHFjrHreX97y3w+Z7lcsjg7p6pnmKQ2Z9aUwCFYq6SDp/WG779/y8P9E4LjbHHNbp94Wu0ZI1hXk0mcAHjjca7SwJiCTlFn2MTn7FL3yIzC366dZ1Y31E71cYauB4mMXafGDiTdGiGy22149/Z7hm7PxXLB/rDjq5/9nMeHu6P4l8k66xkOLG5SzqjvL8lAOg79DMNAVY2Tj2iJJWkMjHl692MihH4dn63p8iQmarFEbXpLIMUB59BDOBRXKB018c5MrDXkFGgpfTFyv8hg7R9wQBcRbFS/SIzlsD3QW6c85BA04NrMX7WVdraLk4dxOkqeLDgl6/tasazHx0dCCJyfnzNrGp4eHpGYmDctQ38ghAIg5t8PeQjFMEnHCzr1aOw0udb3I1UNISXG7Rbnqok9YC14exxZtq4C02CrmqpeIm5OMq26vxiPkTJNpxnBRHIup0gJgCVRnx52bjjKUQFRndSU/iK5+ZnGAQmjOh4lgewxaVLU/0z+kMZlYwCr4vkWTFTcFSOkYZywT61KtIEVxoGu65TqF3X6su+VehjleRam9LA4ycdKDs51hhBmsxlVpdlU3VY5uGjzqmo8Va3Spk3TULsGYw2knN1nWl9TOZo6p4Ah4tuKyo+AYeh3pP0mT9Um+jiqns5shjVCDIEhUw0vLjwpjoQhQkjE2KvloVURrrpWvv/hcGC3PfD4+EidmSM2T7KmlCZnp6LSd39/rweBMczPWrx3hGFkjIE4ZvOS/Kz1cVoN4BLwRjnfzlaTL2wQ7eG4idanh6TERBhGNTCvKlX0nM3Z7Tasn3TuYt/W7NYrzs8vWZxfMp8v1ARGjr6zq23P4+OKD+8fef/uAykaLm9e07QX3K06Njs1M3fWZ1N05csXQavT6rL8XbnOyjqd+hWt4LzTGQVvHZKb7xIjKarXqXee2Hc8Ptzz9HBHf9gxaxTj/vU3X/Nwf6+NSae+AcDkT1qSHW+OQnoaGDVxyNs7V5VBReKs6jOFOGBGIRVO/EnypFDYSTAXneouMEyKCYceItZYjHEMcVCNHl9TCAiln+CcxrPsz31UMZUIqCOa6sQMf6MY+3uGXI5NJmscm9WaSlT7mahZON7jvMfnKTcyywO0ez7xOnMW0DQNdw+3HHY7vv7lL7EY5u2MP/7Jl7x98x37zRbGcJJ9P+dwKwIjGsjz963TrHXsesxCM7rtYU/tK2ZNjTUCYvB1jfc265w7jNNs3JkmazPofxiry+6EAnmkkssUzEsJUXiox2s0xDgSgiVVyk6YXiblSUMLSRiHQb0Sm7lmkRnmEifqgj5Gxvx7DyHQDwNh0KapScJhv8sTokJISokbBg3k/aACXcVkV983a12gMJBYk4e/xmn6L6VEkKS9hyzRUJQzm7bNlcWMummZzVrmZ4obL88WzGdLvNd+Rh8G5oslwyiZ/aCqdVpNREJnGNNAGgZsHPX8MjplO6B0utpm5gpC1x2mQai+23NIezZbiH3H+dUlF4slvSiOv9lsuH1zS9d13Fxf8f79+ylgGKPKiMrK0WDQ7Q/Mzub0Y89hpzo+dbOAJCpHkYdNkmRZB1FdbFsGl8rBbY6VT8kWT5lNUOQDdCs/3j/gX3rq3Lgb+gPdYcd2t5kkpbv9FlcruySJMITI0+OGd2/veFztsKbh8vKa2eIFq+3Iap2tG6uZVrOpB9Ghmsr5rFOu06TG5udrDSmNdN1+oio65/J8R6KtPVWtRtMpDKQQqQtUQ+Jp9cjd+3ccdlsWiwUYHRp69+4NpICra1TVULBOddhPTadBM/wYgn6/crp2M+XSFJ0Yl/eTaICJUSsfyXCIWJXpTWhVS5YDKNm+Saqv74zFZJcjY5QEUBtLMpaUZxfSMDAMkZggRJlkPU7x8WcJ3f+H1+9ZbVGzRnJTr98NPIYhR+kaY7Xh6DONKSXRrFEMuNwoyBlQSJH1eo33novlkoeHB54eHjmbzXl5ccH5/Iyvvvqep4dHfd8c0SVvFkChFU6I/RmScNP761CBMwaHsNus8dZotmAteyJD39HUc2IC6xqSqQniKXg59vkBQsbMtC97LF312lRPXCEZM3XCC197HEekrZ6Vg9aqjK5EZaTEYWC/2cAY8bUnjSPdYT9J3hYdHIB+OLDZ7eizMTQhsdvt6PueFAIRzfZLSW+M4rVVhk6s0kBoamU6GMA4xUVj1OssrJoxBtWDiYE4Zi12iWy3jmEYMcZhjU6kzs5alsslF+fn3Lz4hMViiStBoap5XO2o/FzdcARGCcQhsaeHpDo6FbpxjLX5elRsDO9o2ppZ1TCOPbvNmouLC+I46NRqHIl9j7FZocQ7whB48+Ydm9WWm5sb1us1b75/lweMlL1R50AVwkjfd7Szmtvbt/im5tB1LBYLbl40FP1zkhIInXc4jE5SBhWlEtFAE+IwPfdyODpcSUp16jPDd9brFPN2tSGNkeVyyaubG+6f7lmtVux2W7brLY8PDzo4Vtd4rwNfOh+x1Sni+TWvPnnF/Oya7T5ye7+iHwzWzpSdlRLOGKIkZm09BdHSpHfonEOMSY2du149S4vhN3n/SWLsOg67A0kilbP4yhHjyHa359tvvubp6Yl5O0NiYrvbcPvmLaEfIAneQsgqPibLDLjKTzRjQXsl4zhQ2xbvLRJH+oPCprVX1UPt3eUhKJ+hWKbwkL+mXFEon7xMPRcKL1kNtWTV1giSAlFUn34IiX5IDCHSB0NHRT8GFYbITk0lNpkcj8zET/9DboqSvQOTDq5E5+n7A7LvFMaQCJKOnfxcvpegaL2OJNdZdnS73eaA4bi+vMKJYTFv+dHnn/N4f8f3336nGVHmO8cpkJ+cfiLT/1trsc5ROfWBDMPIfrtVpkDd8P7dO959943a5TUtxhi2245/5+/8qW5I46nqOZFa5UqfHbKSQXFtJpVmysfXIkam/mg5fNTDsxyEx0dbyjsdTx710Nmu2e92zJqWdj7L4+krdrtNPqC6KagPw8C+22UDCCBJph/qkJC16hU5n8/54ovPaNqaeTujbdtpvL007sx0D4/PuWSu5UAaBh2t3neHCa7pe1VzjMVseb1ntzfsdxt22y271YHLyyvqWUvdNGx2e1ZPOz79/Cfaj4lRVRVNz2gsPnPWfbZ7E9RHMkpkGEbEG4SjHofqnYdsehB4uLtns1qzXq+nz3k4dKSUeHnzKc45vvvuO/bb7YkIlR68lfes12sePtzx8pNP6LtOoZdZy363o2nOaJsZrm7zklaowmST4CLOZfLxuNvtJunijweXjgqNkaLaqDBhP01WL5cXXJ1f0VY1Hx7ueXh4YPXwmKsji7FCSNCP0M4vuPz0FYuL18znL9juBr59+4FkWsDjnPLsjUkISvdViYg8AyARbz22QIlJWS8lMSr3acjPPeX1UPxZpfbs1loJrh4eub295WJ5ztX1Jff397x794bV6hFMwtVl+EsmiEuNyo73RSTbxvWHzLHXdT2OPb73jH3LGJpc/RcbQaPU5Dw/IdaqSxOa6GFsxrb1vYMo1h+JxCA6pDV9/JGu7wmictLrzYH9YUDqlrPLV/l3ekJM6qRFqSY1JJiT/sjf5PX7Z7mIihyllGjqGeNhhyTFllMiKzAWvZIcBDOuXrcN7XyWJ+eGvIAPjL1mno3zpBD59ttvefPdt5qdhxGTswhrDMkUXPcZ61NvRqUd/8LTHoeBlKCtKwTltr999z3D0NPWDW074/rq1eT4jqkYIyQiuJPGJ4KRPNBRGp1ip2wtTaoJU9c2N0zy/2U6k072iWLmIWKcyc4raZoe7A89u91ODX7zBj8cDuwP26ObuWjgUEy7YXZ+nl3jLW0zwzqFxHzlJq5wGSASEYbQ03X7HKAHzegzJGDssUFaqIslqGt233BxscTaK4xR4a0QAjEYVps1jw9PdP2BcRx4vPvA5mnD3d0dtvLMF2dgLG1zzuX1gTBoqV5cfdQgWbAUYwhPFMXMxajM6jAoTu4K9psS2/VKJQdmDfu2Zr1es9usEBGaesZiseQnP/kJF+dXfP3117x/r0PRVVVNz2Mw2mMIMXJ3d8d8ueDy8oLVZsXj4wOr1QrEc3l5yXJ5Tt00KgeQq7TCCEpJM8Ldrme7fsqJy+bYPOV54Cr3PcaCqUdwFY/3T2zXO168vGHWLvns1Yzl7ILHhzvVnznsIQWwnqtXP2JxeYOrLtjvAo9PH+iDI0mD9SohgPWZwm6RFGnbmrapqNwxwwRUVhnLJJtsDMTMXiGpoNl+x26zZfX4RJ0FzSyJw37LYbtls16znC+5ub6iP3Tc3b7n7vY9YRjwTZEfDlqZWEdVZ+0bdxSwgzKLAa53WpVUPicWHU9PD0DKEBCMY88+bvMaN9NhYYxCLnpoHiGuovEiUR2zxqSCdnEMKkUtkWgTxlXsdyOHYSQkw+z8Be05BBGSOBA1cynw72+8/pBZLqC4VJIAw4Cr1Wi1mp8z7iOS5TKL+aweUgVPtqp1XjVUlafr9lRVw26jgWW3XlNZT5Xhkt16BYBrlFeLVfldaxyJBNnyyWQBLiugbukZ8446Nj+GjsfHFfN5y4sXL+j6Pd/9+teM/cCrFy959eoVt2/f8XD/iKlvSOJwVaNMgHx4KaqSpW7JifoPuFca+DNumhIx5kaTxGmKMuaGZrARWzkqZxj7ns1qzWa31inIuiaI8sVns5ni1PM58/mcdlZPAZeoVcqpq85ut+NwOKg2ep6OHMdxyo7LdRYVOmM1I1GTa2XLGBwiagpeVRUXV5ecnS05m7W0My3HfT3n8vyCi4sLUkpsNhtWT2u22z2b7YohJPzTiqpp+aM/fkkMQj/GXElk7ZRRECeIPR3CMlNAtw5CUmEyRDHdumrp+56npycscH5+zjiO7HcdzlkuLi744osfMZud8c033/DNN99gxWK9ygekEKlq3UbrzYaqqnh4eMA3NZ988gmvX77iZz/7mUJOh4GniyuWiwvmywWLxVKhK6MQVtfvc4AXdpsVm82KWVvz+Pj4GwG93PcYI2INjlKp6T0JIXA4aCW0PL/k6uqK6+trZm3NYrFgs1vT9z0hgWtmjMlx6AL9AMNoCRism+kAnBz128m2cLN2TlvVeJsZWCmSghquRGOp8l6Pg9KS7+97Li6WeK9GJJvNmv1+T0wjbVWjGoiwP2wZup5/8Pf+Pnd3d/yLf/EXWqEQcbWun3HsSQbqqlYVxZOgd9pnEInEAQbXMW8VdukPO3YHHfpJMUw9HoXk+mktxxgn+VzQSVqD03UvJ4wuESLCGDOUOZYp6pE+JrAVxrbUzZz5+RVNuyRR0fU7hXpcq1RIOMLCEwuOP/yALkElWY33hHAALFFqqBaq4Ga80s1SdpTIEdBXNe18SUJ9MUQMT086iNQfVP5yHAIhy5QW4fBkspv2RJfRJpqeE6rbQowkq8MWIepJGUYITcSI4/7+kfXa8eLqms8++ZyrxSUiwvX1DWMQfv7zXzB0A3VtMcZqQLNaWRQXb6V264JHkjI3TpuketEcs/RjBaFBq0HyQhrHxD4JnSS8M7S1Zf20oa4cF/MF15cXDPsdD0NH3WhGPJvNWCzUC7Gua4xVbu5+s9eNHQJh6Dn03RTMT0X9u+6EWjpda7k+me63sVA1Ll+/0saMKH9ZMx9YPa65//CAhEGfsfe0zZzLy0vNKGczLpbnXF9esdsf2O0O3H54wvqWTz77kqvrl7z9cM/d0wbjG3QS1GFzlhrHhG9dvvakA1CFHpbpq2EINI1D7IgzwvrpAZ9t3s6WF9TtGZVvePHiBc42fPvr73n35pY4pkm4STIcNmTISqyQTOIwHBi/7QlDx83NDX/37/wRt7e3fPv9LfvdhvuqnaCCZtYym51NlVAZjU9h5Pr6mrvbO0KvFDuTIBjlZfX5ANVeXiKZzCipKj38JZCI7LsDh75ju9NhmappMJXH1jNiUv70ZrCYMao0rfEEPJIqnK/zABw6cyCRGHvqRnsdVW3zPMKIpBEjCV85SKqm2B/WDL2qEw7DgLGReTvDOYN3kcP+icfHR2ZNm+3ekroHffkljw93/PIXP2e/WYGB9myWf08Hzk5NX6zeA220e2XfaCMCZ62SHsLIfrvBGaE/7Fk9PmmT/7CbtHti1HVaBrUUBiwaRi4/r9wfyKYWz5rUEqYKCyCKwdo5rmm4ur5icXHDfHlDsJ7b91v2h5wMEZVMkXKz3rjJrOUYNH+4HMDvHXKZ+BvlZiQHpsbYDLNUYMQhadSSMJP7k+gJ2bYtY+jZHnrCMGIxVM6h8wUyKdZlu5xsx6WaFSI6OWlyoEFsLiNz8E9KFK2MZxgCfghYJ5Py3+3bdyrak+l3X/38lzytd6yetuCKOH5WxdPLyXi4uqQbo8JOKmZ/PJGfvZJOoVImRY3BJv0bXVxCHAeG3Y7KW5rKkQbY77YM3Z71rOWTV6/4/PNPMUbwTc3V9fWEZRbXm/1+z26/nbK4GCMpjMQsyWsmOtqxrH/uufjcCJnp+gpvt3zfUrmiEy7TYWEVoM+Hi7qyv3v3jndvvsc1M25ubrh58ZLlcsn55Q2zxUtcPefFzWu6IfHdd2/oB2WyOFNrAMs8YFyRPo2ErJSpOtvKmkp5qq/ve8KgnOAYhXjosdZzdrYA0RL74WHN3aiQSd/3EyvGGTOJnTlnkQz7DMOA956u63jz5g1h6Hnx4gWfvH5JSrBarVg96mi5q6vcVMwNxSyN29QzvvjRZ1yen/PTv/zL6Z7GPFBX7rVmcmBSIhZaa9lX1mSBNaXfPq5WPDytSQhiMvznG4xrcFKDqSB5EgaRPEms/JUMUyp2TtIGZlOpyg45mEsMIEHlI4IhjQN9v88mNAMSEw93gW4+42K55OrqgrNZy+7lDWPfT4Jii8WCtm74iz//cz58uMU4h+Sp4YnHXuvwUEhR4Z2TtTpto3T8N7q2j1CgMxDHQYX50MPAGA3W+ip72OY1HxFrkWgnCjGiDBhnVPa2cg0hCSEzjoytqGdX1M2Ci8tXuHrJKJ6ug26IGb4ph4LGoZhK2DKo1HHOzp/Bw3/96/efoYtg8wdIZULROox4DI12mSVj6sYq7Q89+dKYqM4ccYRxyHijUVcfSTkJk3KjHFibF+bR3olJQ6Fgf9lOzORTFaVdDcNA99BT1xrcu65jFwJms6X2VVZVFHYPG2jOqNuWaM10uhYMvEx8TYM205iqgCvZzynTJX+Q7O4imYductl7OBxIcSD0A2bWqKZ5GjPv+IEHgbHvefnyhTaPRdisFXp5fHrSRtHQTbAKMAVqa70OiGT8sIhnlUxdeTc263Y/p1WeNm9OJ9yMMTmoZmaOs9S+me59HINKo+bKYQiRGBJ3H+65e1iBWGazM778yd8l9ANfffVLNruOp9UGY1pwOu6OOFJUZlREsuJjgV3S9LiLeFjsdTIR0J6BZNMQoB82WKMSECKiuGg2ilanImUknQ5PWf2wCGpXF1Niv9/z9q1KBC+XSz559ZJXNy/Ydweenp5Yr7cT7KH3UXsan7y64cXlJev1E08P9+rz2jCtd1B5CFAWzymlsUBfeq36HNr5nMOhp89QA40OO/l2jnENo5wMwEWbh89UhE4x5HwfU0CIVHVFXWuDMMWgyZcETNIp5TQGxnCg328Zxr0mOgY2qyc2K8946FguzzibzZg1DbuNkhuapiEMI9/ffuDdu/eqzVRVCFYnttsKI+lkvenaK1o7uueULz4OeaAsHwIiB0APzeVyiTk5kOta1RUr5/O6r7N+Sz2JhznnJgEyvReoxykGwdKNgyZt3uNdjeDpgyarXTCk0NPHgS7CKIYkDuurPKgFR28DP6EsGqf+kJui+aU3pOTqDiO12oWZiFDnIFhhjMUQM26X2G73Kq409Hir48sxRuIQMjNGTztrFBc3mYRkyFm6Vd7osZ7RjNlQAq5keEYbVFGUFVL0qk1VEUOi7wfGMSh/vmqom5aEOsxElI0Q/4rP/dvQ89PS7fhVNU3KNKDJgwlxVNpfiiNxhG5QCQBS0HHwvuO7b77h7u69LsLKT470Qm7oyMn49cl/MeucHCdRj/TIUpqSf0cZAvsho8mnv+vIQtDDtfC3Ae2n4LBeD+kYhRAjXR/4y3/9b7SS840OcRUJhQgxDfrsxSLk8nkkO9yX+6sa2ykl0hjUKckeg3JIEahUBEycioLl5rW1HtvWWFHLMustKaiErwYX1ckvB2BKxc/VEELkw4cPPD09sT9sOT8/Zz6fU9c3qp2fdVv031RcXFxwuTxnv9/zzTe/ngZ/pBCUp2cAzpeBmaM/p6RTqWNDRIjjqJPQdY3zLU27wDcLsBURh7UtmAbETViuYEghaPVRAktSo+3aN9pgHHpC6EhRJzxjGBj7A31/IIwDUoTWRCl+yhrb0W/39C8u6XI2XowfHu8feHp64uGDOl26zGbjxLJvNptNLDjDb67V0ypQhcvsRPsEpmnlIsdgrfaVzs7Opgw95QM2JY57x3BEFSSboUumm2p3jiFExoBWOVh8c4mvZrhqjgBj8gQs4io9iI0larTLGyVlImbWapp6iD/89beSoatjim5AYypwNRIVTkhWdUyMUdlPNYJQ8f3DrsfIRqfoPNNJnELSaJUbmiZjnIBCLVatnaaJ5ZOHrwySMMVZZUuAdRqYleg++ucAABV7SURBVOaXaVfGYXxpSmnmX818tuI6Uo3ihLWcZqv5wUyDqTJRnMzEvJEpO/+Ne5YXquKrKj+rY/YBHPS9mjfPZrPjSH6MzHPTR3Ff8E458mUTlP904OUo9CUik06GK7Q4NJOYNhFMvQBlW+bP+tG48seaFAVycU4nBfVnXNk1FP3oDCgQogE8tm4xtmZyQQrKpijwuLUOSS4PfYSsjpkDoapRYdKR6maMWouFEBCj/quqW90yplIWkw1OimlvmT7Ma3R6Pke6rTEqY1DULEWM2tTdRVarJ9p2psp9VaPrKErW7hH6fcc3D088PDywWW2x1lPXrc5yeaeZcz6YPDXWmGdwyynsEtHf248jYip8VeGrOcbPEFODNERxDKJrQw98sDY7aZl47DdJJKWgCZaMxPEAMtB3W8KgUtVjf6DvStM8QBhVkKquCaNaSIp1hHHk4e6R7XqXx/O1RzMcVHeclLA+w6FyHE5LEWzlicQpYz4aUQSFzqQE4yPLqlSjxuhzKLMR5ftlr4zjePI8hcJ2Kfc0oD2gJAJ4TSaAmCwpWZKpML6m8hU4TzItwdZEcVjXgHVYWynykFS6I8WIcZrcaGIZsaIHAqh+vcaLH/b6W8nQy8sYp243UuuGs2DzGYWoEFaSiKQBY7Vs2W07hJFJHzuK4n9k6ogxGa8+DhIJdnKByVEpVwh57jZraQMTp9tYx9D3GOOoa6+YmZTBCJs9G1XXwuKp64Y+Gazzuimm9zPHw+Sj1+kmhAzHfLwxhWlxkRJj7DFEfOWRmJRaaZJqgORMZjabYUyBHY5LoWQsHwdYfRYamMvCL3g78Cw7f/bzQDJmktSdSv08UJVp988ySGPMNIxiMaTccJIcyNV+S/VykoCxNVU7YwgGjOqIR7GIqHyB0p4dSKUqlCeUOTBTsC1UNmtMhinInG+DMVXOtp3yskM8qSD1ycQYSEaorCVJlvzNJ4myP5gOzrKORGDS7ECnTRUi2Kr35GTZZ6eeQwyiDbteNclr3zIGwFn8lCFm3FVEpSV4fv/L+4PisjGPvltXgXVEsQpPZZxckiUAmT+Xfz4nWElpoVqtqPJnv9+ztQHvA/1hR99tieOBcTgoPIXCYGe5kZnGwDbz9iUdNd01OdG1EfphssbzdY3kKpJchTnvcJk+62yl/qU5oJe9JCJqLH3yOmWjlMDd9/20D8q/hePsxHFvnBzYBoLYPG/ilF3jtJrDWKxvIOvamKoG40mpQvAa0MUjVv2B1WxTp4QxICnDqgUazlPDoPv+h1TB5fV7D+imbCgRJPmc8dUZInHasClMF5P1QMyAoD6cceiwzZwUtJwz3uRx25J+6yvlk00nyTjJyvNQj8lZmxV8lvlMoScmYQxBs2XAWEeMwhgFg9eDwbnJZcc4D7amH8HNamW4OAf54RRQXYP188aN5Emycl+O15gz9oQGuZh7AlIx9kJVWzabA5VVfDNJwOH0dLeWrusmSKXrNpk5MQBCkGPZPskd5JfliIWfLvY0hOPE0G95nsDktJL/UfnmcYM4+yygO6f3xzldgmNQSqHztcoLG4OrK8R4onFUbUvCMkbJZACfoZ+IjCkr1+UNhqE/bDEuj9GblIWcTnTl8RgTp2AaR9WoNzkhcL6wZALGVohR0bFgVJNG7/WxAhCO/RznvS5hOeqBNM2MJOcMUZ+V9TXqrRlIWadmHMqEZY2tVFp2GAaQRIoDMZxg/s4xhIiMIXOvn/cwCqSVgLqZ58qmRlyNtTXiKg3kuVjWCiYpjTcNpCA6nSsRI4YyUASR9eqR3SbiCKRwwDDgrOaULk9JpjGyGXriGJ4ZK+szS0STmUc5UbGVmth4exTakgRV6yZ5YBGnxiYuD79FUb1za6nrKl+nHswlYBeru8Lzj1k47mPtl74fj8+yJG4kHS7KiZlOplqF/qjBqeiedzXYFsGR8ERjiOKIrlLBPSpiTlT0PZ1eq5SOmuTJU8k5xMleKxX0D3z9LWToJwHDoIEiZeGtjB1TGk6igyJ6o3PAqq1+cK9loTG5iSqCFXP0lzQmP9iMW+fGlSQ7BRxjFaUhKa8a50EiYVTX72KPZk2dz0sdsADN5KzVRUZSPn3KanRiigzvsVIowVyhUHvSlNV7Mj203EGfOiMohqvZkdL/xszuGcaQKWMDEsc8WDPkngEqNcyRQ1yy1WPAzW+hM8xaSk4wAjnjM1A6+zzHw0+vPYvz5ud2fAaS30dOGncmGUzGf8XrhnLWTeUr1oJrctnpwTgtUcuhbbMqpCmUNZsXvh6wMQ5gCqtJIKWstCCTgqWxJmu3a+Rwppo+gz7Xknw4HdZB1+pEcTPafLVTT6Zk9JKblHb6O2MyE8M4bQirCLbyxZMhRgNRspWgA+cQYwgRPUxEKbxJxmktpRAUKgQt93/LIVqgJWs9zteKmZsimqXMq1IZ6dQyk6Ca6iUFSp+JfP+SNi0Yh45RRpABZwOSAzpJZWkLF15EqPIsiN43ZQSRfxas/nprMxU0pz85Ow+q30BMWXfFFO19MzV9FT4r28XoesnwiLF+Ir1V3iHDR8lKboQbZ7HGn8wvFLgtr+GMeasjgMf4FucbsDWIJ4lqzUdUNRVjtJLMVl76HPQ+l/e0Rt9fjNMtKTKFhalK5+P99te//nYy9CmoJS1NUA6rJH8M5hPArL57xubhFJOwViZ8UH3bSrCyJzFKH6xSBLWESYL+rpy9CIkUk2btpjSDRpR9kUtW6yYzAPLBgvE5Y9XpTMmlq7G6EbU3oCdy6byXBofkjfO8jDr+WXHpE858NBixGOMR40E8EEmx4ML6c3pO6hBIwd20yRUzFniCfZ+8tw47HYP1x83Qj5/db/59dvoxbtK2+K3wjJQqRaGgFMFYUaKPcSQUUhHnNYM0lR6WGIw4ks2VlZTgmSdnpai7q16PEd3w0fr8vMaCu524qsv0nI73oDA7jhWMMTz/LPlADNkAWbPAYz+mVEUfs3xAsemY8f6UlACQoiVEk3sAudpDn6OImiYYYzFOMOhU6rP7m68/5WsrSUw5iKy1GKtZpOTM1aj5Kmp4LnqP89os69Tmr8qyNSCq2x6TKj7q+2llTFIa6DGDz15cJ8NPcGyGn0Igxvnj4SN5/cSk0s7WYZKSG7SBoA3ImEsK6wzWOuW0n8gvlIj4caM0hKOcyOnflyrKGo/YE2gmN6oTkhMGC1U1VTcatzS4J+OIEWIyxNwvS0imAKPDRUbhZFAaRjRMk8qgiaiKq5rsjyt5a//wYA5/Sxh6yg2YciIr1CInpsC5q6+1oAYmiflkTojL5WEW4smdzpxxgK7K0yy3lKN50GDSHNcFiMk6FZIwptLMJA45Tcm4rqk0exUPrsq7PZ/AGSYqpZkOMxW53NMAXR5pKb/KdR09FTUJPW4Wkz9zaSBbV6soE4PCCynoVwmUimAqEyVCKrrNRYtCpvtiTGEAyfT3JaOGfLhMGD4aMKaKienaMfnAK4fLCdRwfMkUkBAhmgRWCGkEE8E3OGdzMM8HlygckoylCEdOz9Qoo2N6B9HZgimDk5zqZOz8eKBm9pPY/DzLuig6Ghr40nP+wcniVWw8OqFydpJtMKZUNDmgFgcnym0xJNFAEfPYeJb/UphDN0S+jrxBJCrEp5rBGY6ESfL52bmqa96WIOk8zjqsq0gZ/rMiJ8825mct0z2whV2Rq0uFHUtGXw6S53CAri91/THkKshoAIyZDRULDmx1zUse9JJcueh1uCy+Vz5rnuLOEK1m04aQoQlnFHrSAG6n4JxOMPTTpv9EvTUfkQEozy1N8FtCh+VUJ8gotFaBryusbxBbkdDq3CRzjDu5J4N5vmq0EZ/jXf6WK7lYjhnPNl65plSqyD/gDB2enzrGKEGfVLJXdxLsjW52wKB63UYS2Kgwid4SxOTR/TLOX6atSuCSvMiMrt9kVYPh9FDQUi9hcTirp64xkh+ABVvptRmLGIfLwzKambq8o/XPmrPm4Q2YIJDnmPURRjrN5qbFlgEHxfM0gzFisb7WOJ0vi2hA+swWEQr4MW2+E759edmTA6a872kj9uOs4K/LEjRA5wP1r/i5qalLrs5y8EuIuk9Zq8+/yiwOPIJDrEIuJn8y/Rj5QCrNxqmySpgpEJZDllzRnNzz8vky80l/haMceEjh1hwbVHoWmON/cqw09N7JVP4bU3RWJA+DlfI+EfJ6KAHe5CxNcEo31E4tU0O/9IEmGE6fpbNuuqeSYUqTm4Mmc6mt8VjnwHkkGZKUykzyPTOTMXFCYRIRq/cw/xho01lDf5yK5okymso1ZQMH0SDrjAbuMR2b4aeDPymlCT4r4wtFW0mrcXv8szETRCNJSDFDJAY1k8h4fKkO4kQ5fC5k9wxGOcnMgVxVKddd739uUOfKyXqLs4IXh/p3qR+D6M3TXWcc5L2f8poyubF+KpBbpHnLyyWtTi0yxW2VU9YPOVVEP/D1ew/oqeB1qqjCBD2ajDVKGRHXxWJyuYfXTNVKItmIMcVZPk38UREdfeE3nD5ODhDRW4xolqLfLc3JlPe8PGui6ZBSjWSc15jjQi589+eZiz3ivXAM5PJxQJdc6j+vJEoWO3W4jcswkQpO6SrKmacIpIC4asLtj8NL6YRC6PIBZvIz0JzsOcRSgnu+QmPygZOvyZic5XO8zpL1GnN8XzhmXpDHx4/Pw9ljnZKMgK+wVZ2zSZ/vkz1WOQYkBZ0hMDlrlkQZ2mK6R5zAKX5aWyYzQdw0FJIDq7U5SOUffJatZ7w95UPDlIEigKBVRsyOUzmgW5uHk6bKx1KqtPJ+iu2afN+0iWMmDLt8P8Mn5VmTnjelTakzyjPIrvVWoQND1ls3qhZYssDCCjUw3TeDmViy+rsK5HSaxeZ9MP2M/nsVhKuyoYNKA5R+CEZoso2e9zU2M6UkBIoD2XFfHGshY4tsxMmfS5JjBEHlHFIssE7ZM+XrMWCfNvg/ZrQUeAzI+0bnAYzos+T/be+MQuUqzjj++5+9NzfShGpUJERpkyIUKRKDlQjBB0tbvS9pIQ95ah4KhdqCfSgYCRR98KGCFQQxKMZEW2pa29K8FGproE9NatskXpveeq2ChjShlWj6EvXu58N8szt33b03xvXs2fX7wbKzcw7Mf78z5zsz38yZUd68YyoNYLd8uqGl8YE2Sg5bVVrrX62uXXsaN8nseX65NyDMe7V5/Ky45+S+sI1hixSDpyszghh63mUk1y7zJ7Iva7qY4t45/ptaSsWbeO5wVE35zdj2p1sxLzi3iHOZ5aAeuTK7k7HcYq0we8+nG2YnBFIb0zTytZAr0Wkp+b2e4r+pid+JE0NePc3XNO/R1Ll5PF22zrs3VW65tzC9T0Wru6+qVV1n06potaeLHkVqWXZeS+rcsfka5J7D8vHyXLFKjaX+rDnfGGUrv7yBqiJO31uWWlPQSr2i3DtLVyZfy4oP1+Y+bZaO3rTbS6XKHUKaXpbnpNtim7a8u+826NpmcE8jOao0yyHbndz28uUElnTj8bpDt7WtzpRK/+4sj5CcgPL00Pzp2EqpR9hxCuYOIg/603lwpxlFHv4zf5lOLVQJw1/pl2/0TRrwtbxtjry3lcMwane1ZeePOpsXV9UqMGhVPmPI0gOo5XWmmqk6Ww2i7mYgkJz10jpXtuDLFn1aMiPVrTSeZm1fClt5AHOR7r3UU5d7YtG9sfUlD6iptOF1eo/F14apppiaWo2mplkkjeNay8NAuQ554y0vd21FHUr7xXanVvbrAac/ne73FM9X0Tq/+HALgD5q0P3jIOk8MF9bgcPlKuC/oxZxCYTuehlX3TC+2j8Nuj9nZlevdFLdLfR5M7u55jKHgqQXx1F76K6XcdUN46s9dHfp/7ZIEARBMHaEQw+CIJgQ6nboj9dc3jAZV+2hu17GVTeMr/bQ7dQ6KBoEQRB8ckTIJQiCYEKozaFLukPSvKQFSbvrKvdSkPS6pJckHZP0ouetk/S8pFf8+4oG6Nwn6aykuSKvr04lHnH7n5C0ZXTKB2q/T9Ipt/sxSbPFsXtd+7ykr49GNUi6TtJhSf+Q9LKkuz2/0XZfRnejbS5ptaSjko677vs9f6OkI67voKRVnj/jvxf8+Ocbpnu/pNcKe2/2/OHUk3Jdg0/qQ1pP7VVgE7AKOA7cUEfZl6j3deCqnrwHgd2e3g38uAE6bwO2AHMr6QRmgd+R3nnZChxpoPb7gB/2OfcGrzMzwEavS60R6V4PbPH0WuBfrq/Rdl9Gd6Nt7nZb4+lp4Ijb8RfATs/fC3zX03cBez29Ezg4InsP0r0f2NHn/KHUk7pa6LcAC2b2bzN7F3gW2F5T2cNiO3DA0weAb4xQCwBm9ifgrZ7sQTq3A09b4s/A5ZLW16P0wwzQPojtwLNmdsHMXgMWSHWqdszstJn9zdPngZPABhpu92V0D6IRNne7/d9/TvvHgNuB5zy/1975OjwHfEVLX0mthWV0D2Io9aQuh74BeKP4/SbLV6ZRY8DvJf1V0nc87xozO+3p/wDXjEbaigzSOS7X4Pve5dxXhLUaqd278zeRWl9jY/ce3dBwm0tqSToGnAWeJ/UWzpn5gvBLtXV0+/G3gSvrVZzo1W1m2d4PuL0flpR3TB+KvWNQtD/bzGwLcCfwPUm3lQct9ZEaPz1oXHQWPAZ8AdgMnAYeGq2cwUhaA/wK+IGZvVMea7Ld++huvM3NbNHMNgPXknoJXxyxpIuiV7ekLwH3kvR/GVgH3DPMMuty6KeA64rf13peIzGzU/59FvgNqRKdyV0g/z47OoXLMkhn46+BmZ3xm6ANPEG3i98o7ZKmSU7xZ2b2a89uvN376R4XmwOY2TngMHArKSSRly4ptXV0+/HPAv+rWeoSCt13eOjLzOwC8BRDtnddDv0vwPU+Mr2KNFhxqKayPxKSPiNpbU4DXwPmSHp3+Wm7gN+ORuGKDNJ5CPiWj6ZvBd4uQgSNoCdm+E2S3SFp3+kzGDYC1wNH69YHaTYC8CRw0sx+UhxqtN0H6W66zSVdLelyT18GfJUU/z8M7PDTeu2dr8MO4AXvMdXKAN3/LB76IsX9S3t//HpS46jvLGlk/VVgT13lXoLOTaTR/ePAy1krKQ73R+AV4A/AugZo/Tmpm/weKeb27UE6SaPnj7r9XwJubqD2Z1zbCa/g64vz97j2eeDOEereRgqnnACO+We26XZfRnejbQ7cCPzd9c0BP/L8TaQHzALwS2DG81f77wU/vqlhul9we88BP6U7E2Yo9STeFA2CIJgQYlA0CIJgQgiHHgRBMCGEQw+CIJgQwqEHQRBMCOHQgyAIJoRw6EEQBBNCOPQgCIIJIRx6EATBhPABR2KEAuGEk8wAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "[2021/12/24 21:52:00] root INFO: Predicts of ././doc/imgs_words/ch/word_1.jpg:('韩国小馆', 0.9967349)\n" ] } ], "source": [ "import cv2\n", "# Rotate ./doc/imgs_words/ch/word_1.jpg 180 degrees to get\n", "img = cv2.imread(\"./doc/imgs_words/ch/word_1.jpg\")\n", "\n", "plt.imshow(img[:,:,::-1])\n", "plt.show()\n", "\n", "!python tools/infer/predict_rec.py --image_dir=\"././doc/imgs_words/ch/word_1.jpg\" --rec_model_dir=\"./inference/ch_PP-OCRv2_rec_infer\" --use_gpu=False\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 3. Interpretation of PP-OCRv2 Optimization Strategy\n", "\n", "\n", "Section 2 mainly introduces PP-OCR and its 19 optimization strategies in detail.\n", "\n", "Compared with PP-OCR, PP-OCRv2 further optimizes the three aspects of backbone network, data augmentation, and loss function to solve the problems of poor end-to-side prediction efficiency, complex background, and misrecognition of similar characters. At the same time, it introduces The knowledge distillation training strategy further improves the accuracy of the model. specifically:\n", "\n", "* Detection model optimization: (1) Adopt CML collaborative mutual learning knowledge distillation strategy; (2) CopyPaste data augmentation strategy;\n", "* Recognition model optimization: (1) PP-LCNet lightweight backbone network; (2) U-DML improved knowledge distillation strategy; (3) Enhanced CTC loss loss function improvement.\n", "\n", "This section is mainly based on the optimization process of text detection and recognition models to interpret the optimization strategy of PP-OCRv2.\n", "\n", "## 3.1 Detailed Explanation of Text Detection Model Optimization\n", "\n", "In the process of optimizing the text detection model, the CML collaborative mutual learning knowledge distillation and CopyPaste data augmentation strategy are adopted; the text detection model is finally increased from **0.759** to **0.795** under the condition that the size of the text detection model remains unchanged. The ablation experiment is shown below.\n", "\n", "
\n", "\n", "
\n", "
Figure 28: PP-OCRv2 detection model ablation experiment
\n", "\n", "### 3.1.1 CML Knowledge Distillation Strategy\n", "\n", "The knowledge distillation method is very commonly used in deployment. By using a large model to guide the learning of a small model, under normal circumstances, the accuracy of the small model can be further improved while the prediction time is unchanged, thereby further improving the actual deployment Experience.\n", "\n", "The standard distillation method is to use a large model as the Teacher model to guide the student model to improve the effect. Later, the DML mutual learning distillation method was developed, which is to learn from each other through two models with the same structure. Compared with the former, DML is out of the right way. Depending on the large Teacher model, the distillation training process is simpler, and the model output efficiency is also higher.\n", "\n", "The PP-OCRv2 text detection model uses the CML (Collaborative Mutual Learning) collaborative mutual distillation method between the three models, which includes mutual learning between two Student models of the same structure, and also introduces a larger model structure. Teacher model. The comparison between CML and other distillation algorithms is shown below.\n", "\n", "
\n", "\n", "
\n", "
Figure 29: Comparison between CML and other knowledge distillation algorithms
\n", "\n", "Specifically, in the text detection task, the structure diagram of CML is as follows. The response maps here refer to the probability map output of the last layer of DBNet (Probability map). In the whole training process, a total of 3 loss functions are included.\n", "\n", "* GT loss\n", "* DML loss\n", "* Distill loss\n", "\n", "The backbone network of the Teacher model here is ResNet18_vd, and the backbone network of the two Student models is MobileNetV3.\n", "\n", "
\n", "\n", "
\n", "
Figure 30: CML structure diagram
\n", "\n", "* GT loss\n", "\n", "Most of the parameters in the two Student models are initialized from scratch, so they need to be supervised by groundtruth (GT) information during the training process. The pipeline of the DBNet training task is shown below. The output mainly contains 3 kinds of feature maps, as shown below.\n", "\n", "
\n", "\n", "
\n", "
Figure 31: DBNet head structure
\n", "\n", "Use different loss functions to supervise these 3 feature maps, as shown in the following table.\n", "\n", "
\n", " \n", "| Feature map | Loss function | weight |\n", "| :------------: | :-------------: | :------: |\n", "| Probability map | Binary cross-entropy loss | 1.0 |\n", "| Binary map | Dice loss | $\\alpha$ |\n", "| Threshold map | L1 loss | $\\beta$ |\n", "\n", "
\n", "\n", "\n", "The final GT loss can be expressed as shown below.\n", "\n", "$$ Loss_{gt}(T_{out}, gt) = l_{p}(S_{out}, gt) + \\alpha l_{b}(S_{out}, gt) + \\beta l_{t}( S_{out}, gt) $$\n", "\n", "\n", "* DML loss\n", "\n", "For two identical Student models, because their structures are exactly the same, they should have the same output for the same input. The final output of DBNet is a probability map (response maps), so based on the KL divergence, calculate 2 The DML loss of a student model is calculated as follows.\n", "\n", "$$ Loss_{dml} = \\frac{KL(S1_{pout} || S2_{pout}) + KL(S2_{pout} || S1_{pout})}{2} $$\n", "\n", "Among them, `KL(·|·)` is the calculation formula of KL divergence, and finally this form of DML loss has symmetry.\n", "\n", "\n", "* Distill loss\n", "\n", "In CML, the Teacher model is introduced to supervise two Student models at the same time. In PP-OCRv2, only the feature `Probability map` is supervised by distillation. Specifically, for one of the Student models, the calculation method is as follows, lp(·) and lb(·) represent Binary cross-entropy loss and Dice loss, respectively. The loss calculation process of the other Student model is exactly the same.\n", "\n", "$$ Loss_{distill} = \\gamma l_{p}(S_{out}, f_{dila}(T_{out})) + l_{b}(S_{out}, f_{dila}(T_{out} )) $$\n", "\n", "Finally, by adding the above three losses, the loss function used for CML training is obtained.\n", "\n", "\n", "The detection configuration file is [ch_PP-OCRv2_det_cml.yml](https://github.com/PaddlePaddle/PaddleOCR/blob/release%2F2.4/configs/det/ch_PP-OCRv2/ch_PP-OCRv2_det_cml.yml), distillation structure part The configuration and part of the explanation are as follows.\n", "\n", "\n", "```yaml\n", "Architecture:\n", " name: DistillationModel # Model name, this is the general distillation model representation.\n", " algorithm: Distillation # Algorithm name,\n", " Models: # Models, including the configuration information of the subnet\n", " Teacher: # Teacher sub-network, including `pretrained` and `freeze_params` information and other parameters used to construct the sub-network\n", " freeze_params: true # Whether to fix the parameters of the Teacher network\n", " pretrained: ./pretrain_models/ch_ppocr_server_v2.0_det_train/best_accuracy # pretrained model\n", " return_all_feats: false # Whether to return all features, when it is True, the output of backbone, neck, head and other modules will be returned\n", " model_type: det # Model category\n", " algorithm: DB # Teacher network algorithm name\n", " Transform:\n", " Backbone:\n", " name: ResNet\n", " layers: 18\n", " Neck:\n", " name: DBFPN\n", " out_channels: 256\n", " Head:\n", " name: DBHead\n", " k: 50\n", " Student: # Student subnet\n", " freeze_params: false\n", " pretrained: ./pretrain_models/MobileNetV3_large_x0_5_pretrained\n", " return_all_feats: false\n", " model_type: det\n", " algorithm: DB\n", " Backbone:\n", " name: MobileNetV3\n", " scale: 0.5\n", " model_name: large\n", " disable_se: True\n", " Neck:\n", " name: DBFPN\n", " out_channels: 96\n", " Head:\n", " name: DBHead\n", " k: 50\n", " Student2: # Student2 subnet\n", " freeze_params: false\n", " pretrained: ./pretrain_models/MobileNetV3_large_x0_5_pretrained\n", " return_all_feats: false\n", " model_type: det\n", " algorithm: DB\n", " Transform:\n", " Backbone:\n", " name: MobileNetV3\n", " scale: 0.5\n", " model_name: large\n", " disable_se: True\n", " Neck:\n", " name: DBFPN\n", " out_channels: 96\n", " Head:\n", " name: DBHead\n", " k: 50\n", "```\n", "\n", "The implementation of the `DistillationModel` class is in the [distillation_model.py](https://github.com/PaddlePaddle/PaddleOCR/blob/release%2F2.4/ppocr/modeling/architectures/distillation_model.py) file, the `DistillationModel` class The realization and part of the explanation are as follows.\n", "\n", "```python\n", "class DistillationModel(nn.Layer):\n", " def __init__(self, config):\n", " \"\"\"\n", " the module for OCR distillation.\n", " args:\n", " config (dict): the super parameters for module.\n", " \"\"\"\n", " super().__init__()\n", " self.model_list = []\n", " self.model_name_list = []\n", " # According to each field in Models, extract the name of the subnet and the corresponding configuration\n", " for key in config[\"Models\"]:\n", " model_config = config[\"Models\"][key]\n", " freeze_params = False\n", " pretrained = None\n", " if \"freeze_params\" in model_config:\n", " freeze_params = model_config.pop(\"freeze_params\")\n", " if \"pretrained\" in model_config:\n", " pretrained = model_config.pop(\"pretrained\")\n", " # According to the configuration of each sub-network, generate sub-networks based on BaseModel\n", " model = BaseModel(model_config)\n", " # Determine whether to load the pre-trained model\n", " if pretrained is not None:\n", " load_pretrained_params(model, pretrained)\n", " # Determine whether it is necessary to fix the model parameters of the sub-network\n", " if freeze_params:\n", " for param in model.parameters():\n", " param.trainable = False\n", " self.model_list.append(self.add_sublayer(key, model))\n", " self.model_name_list.append(key)\n", "\n", " def forward(self, x):\n", " result_dict = dict()\n", " for idx, model_name in enumerate(self.model_name_list):\n", " result_dict[model_name] = self.model_list[idx](x)\n", " return result_dict\n", "```\n", "\n", "Use the following command to quickly complete the initialization process of the distillation model." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DistillationModel(\n", " (Teacher): BaseModel(\n", " (backbone): ResNet(\n", " (conv1_1): ConvBNLayer(\n", " (_pool2d_avg): AvgPool2D(kernel_size=2, stride=2, padding=0)\n", " (_conv): Conv2D(3, 32, kernel_size=[3, 3], stride=[2, 2], padding=1, data_format=NCHW)\n", " (_batch_norm): BatchNorm()\n", " )\n", " (conv1_2): ConvBNLayer(\n", " (_pool2d_avg): AvgPool2D(kernel_size=2, stride=2, padding=0)\n", " (_conv): Conv2D(32, 32, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " (_batch_norm): BatchNorm()\n", " )\n", " (conv1_3): ConvBNLayer(\n", " (_pool2d_avg): AvgPool2D(kernel_size=2, stride=2, padding=0)\n", " (_conv): Conv2D(32, 64, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " (_batch_norm): BatchNorm()\n", " )\n", " (pool2d_max): MaxPool2D(kernel_size=3, stride=2, padding=1)\n", " (bb_0_0): BasicBlock(\n", " (conv0): ConvBNLayer(\n", " (_pool2d_avg): AvgPool2D(kernel_size=2, stride=2, padding=0)\n", " (_conv): Conv2D(64, 64, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " (_batch_norm): BatchNorm()\n", " )\n", " (conv1): ConvBNLayer(\n", " (_pool2d_avg): AvgPool2D(kernel_size=2, stride=2, padding=0)\n", " (_conv): Conv2D(64, 64, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " (_batch_norm): BatchNorm()\n", " )\n", " (short): ConvBNLayer(\n", " (_pool2d_avg): AvgPool2D(kernel_size=2, stride=2, padding=0)\n", " (_conv): Conv2D(64, 64, kernel_size=[1, 1], data_format=NCHW)\n", " (_batch_norm): BatchNorm()\n", " )\n", " )\n", " (bb_0_1): BasicBlock(\n", " (conv0): ConvBNLayer(\n", " (_pool2d_avg): AvgPool2D(kernel_size=2, stride=2, padding=0)\n", " (_conv): Conv2D(64, 64, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " (_batch_norm): BatchNorm()\n", " )\n", " (conv1): ConvBNLayer(\n", " (_pool2d_avg): AvgPool2D(kernel_size=2, stride=2, padding=0)\n", " (_conv): Conv2D(64, 64, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " (_batch_norm): BatchNorm()\n", " )\n", " )\n", " (bb_1_0): BasicBlock(\n", " (conv0): ConvBNLayer(\n", " (_pool2d_avg): AvgPool2D(kernel_size=2, stride=2, padding=0)\n", " (_conv): Conv2D(64, 128, kernel_size=[3, 3], stride=[2, 2], padding=1, data_format=NCHW)\n", " (_batch_norm): BatchNorm()\n", " )\n", " (conv1): ConvBNLayer(\n", " (_pool2d_avg): AvgPool2D(kernel_size=2, stride=2, padding=0)\n", " (_conv): Conv2D(128, 128, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " (_batch_norm): BatchNorm()\n", " )\n", " (short): ConvBNLayer(\n", " (_pool2d_avg): AvgPool2D(kernel_size=2, stride=2, padding=0)\n", " (_conv): Conv2D(64, 128, kernel_size=[1, 1], data_format=NCHW)\n", " (_batch_norm): BatchNorm()\n", " )\n", " )\n", " (bb_1_1): BasicBlock(\n", " (conv0): ConvBNLayer(\n", " (_pool2d_avg): AvgPool2D(kernel_size=2, stride=2, padding=0)\n", " (_conv): Conv2D(128, 128, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " (_batch_norm): BatchNorm()\n", " )\n", " (conv1): ConvBNLayer(\n", " (_pool2d_avg): AvgPool2D(kernel_size=2, stride=2, padding=0)\n", " (_conv): Conv2D(128, 128, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " (_batch_norm): BatchNorm()\n", " )\n", " )\n", " (bb_2_0): BasicBlock(\n", " (conv0): ConvBNLayer(\n", " (_pool2d_avg): AvgPool2D(kernel_size=2, stride=2, padding=0)\n", " (_conv): Conv2D(128, 256, kernel_size=[3, 3], stride=[2, 2], padding=1, data_format=NCHW)\n", " (_batch_norm): BatchNorm()\n", " )\n", " (conv1): ConvBNLayer(\n", " (_pool2d_avg): AvgPool2D(kernel_size=2, stride=2, padding=0)\n", " (_conv): Conv2D(256, 256, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " (_batch_norm): BatchNorm()\n", " )\n", " (short): ConvBNLayer(\n", " (_pool2d_avg): AvgPool2D(kernel_size=2, stride=2, padding=0)\n", " (_conv): Conv2D(128, 256, kernel_size=[1, 1], data_format=NCHW)\n", " (_batch_norm): BatchNorm()\n", " )\n", " )\n", " (bb_2_1): BasicBlock(\n", " (conv0): ConvBNLayer(\n", " (_pool2d_avg): AvgPool2D(kernel_size=2, stride=2, padding=0)\n", " (_conv): Conv2D(256, 256, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " (_batch_norm): BatchNorm()\n", " )\n", " (conv1): ConvBNLayer(\n", " (_pool2d_avg): AvgPool2D(kernel_size=2, stride=2, padding=0)\n", " (_conv): Conv2D(256, 256, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " (_batch_norm): BatchNorm()\n", " )\n", " )\n", " (bb_3_0): BasicBlock(\n", " (conv0): ConvBNLayer(\n", " (_pool2d_avg): AvgPool2D(kernel_size=2, stride=2, padding=0)\n", " (_conv): Conv2D(256, 512, kernel_size=[3, 3], stride=[2, 2], padding=1, data_format=NCHW)\n", " (_batch_norm): BatchNorm()\n", " )\n", " (conv1): ConvBNLayer(\n", " (_pool2d_avg): AvgPool2D(kernel_size=2, stride=2, padding=0)\n", " (_conv): Conv2D(512, 512, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " (_batch_norm): BatchNorm()\n", " )\n", " (short): ConvBNLayer(\n", " (_pool2d_avg): AvgPool2D(kernel_size=2, stride=2, padding=0)\n", " (_conv): Conv2D(256, 512, kernel_size=[1, 1], data_format=NCHW)\n", " (_batch_norm): BatchNorm()\n", " )\n", " )\n", " (bb_3_1): BasicBlock(\n", " (conv0): ConvBNLayer(\n", " (_pool2d_avg): AvgPool2D(kernel_size=2, stride=2, padding=0)\n", " (_conv): Conv2D(512, 512, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " (_batch_norm): BatchNorm()\n", " )\n", " (conv1): ConvBNLayer(\n", " (_pool2d_avg): AvgPool2D(kernel_size=2, stride=2, padding=0)\n", " (_conv): Conv2D(512, 512, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " (_batch_norm): BatchNorm()\n", " )\n", " )\n", " )\n", " (neck): DBFPN(\n", " (in2_conv): Conv2D(64, 256, kernel_size=[1, 1], data_format=NCHW)\n", " (in3_conv): Conv2D(128, 256, kernel_size=[1, 1], data_format=NCHW)\n", " (in4_conv): Conv2D(256, 256, kernel_size=[1, 1], data_format=NCHW)\n", " (in5_conv): Conv2D(512, 256, kernel_size=[1, 1], data_format=NCHW)\n", " (p5_conv): Conv2D(256, 64, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " (p4_conv): Conv2D(256, 64, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " (p3_conv): Conv2D(256, 64, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " (p2_conv): Conv2D(256, 64, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " )\n", " (head): DBHead(\n", " (binarize): Head(\n", " (conv1): Conv2D(256, 64, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " (conv_bn1): BatchNorm()\n", " (conv2): Conv2DTranspose(64, 64, kernel_size=[2, 2], stride=[2, 2], data_format=NCHW)\n", " (conv_bn2): BatchNorm()\n", " (conv3): Conv2DTranspose(64, 1, kernel_size=[2, 2], stride=[2, 2], data_format=NCHW)\n", " )\n", " (thresh): Head(\n", " (conv1): Conv2D(256, 64, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " (conv_bn1): BatchNorm()\n", " (conv2): Conv2DTranspose(64, 64, kernel_size=[2, 2], stride=[2, 2], data_format=NCHW)\n", " (conv_bn2): BatchNorm()\n", " (conv3): Conv2DTranspose(64, 1, kernel_size=[2, 2], stride=[2, 2], data_format=NCHW)\n", " )\n", " )\n", " )\n", " (Student): BaseModel(\n", " (backbone): MobileNetV3(\n", " (conv): ConvBNLayer(\n", " (conv): Conv2D(3, 8, kernel_size=[3, 3], stride=[2, 2], padding=1, data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (stage0): Sequential(\n", " (0): ResidualUnit(\n", " (expand_conv): ConvBNLayer(\n", " (conv): Conv2D(8, 8, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (bottleneck_conv): ConvBNLayer(\n", " (conv): Conv2D(8, 8, kernel_size=[3, 3], padding=1, groups=8, data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (linear_conv): ConvBNLayer(\n", " (conv): Conv2D(8, 8, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " )\n", " (1): ResidualUnit(\n", " (expand_conv): ConvBNLayer(\n", " (conv): Conv2D(8, 32, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (bottleneck_conv): ConvBNLayer(\n", " (conv): Conv2D(32, 32, kernel_size=[3, 3], stride=[2, 2], padding=1, groups=32, data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (linear_conv): ConvBNLayer(\n", " (conv): Conv2D(32, 16, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " )\n", " (2): ResidualUnit(\n", " (expand_conv): ConvBNLayer(\n", " (conv): Conv2D(16, 40, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (bottleneck_conv): ConvBNLayer(\n", " (conv): Conv2D(40, 40, kernel_size=[3, 3], padding=1, groups=40, data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (linear_conv): ConvBNLayer(\n", " (conv): Conv2D(40, 16, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " )\n", " )\n", " (stage1): Sequential(\n", " (0): ResidualUnit(\n", " (expand_conv): ConvBNLayer(\n", " (conv): Conv2D(16, 40, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (bottleneck_conv): ConvBNLayer(\n", " (conv): Conv2D(40, 40, kernel_size=[5, 5], stride=[2, 2], padding=2, groups=40, data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (linear_conv): ConvBNLayer(\n", " (conv): Conv2D(40, 24, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " )\n", " (1): ResidualUnit(\n", " (expand_conv): ConvBNLayer(\n", " (conv): Conv2D(24, 64, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (bottleneck_conv): ConvBNLayer(\n", " (conv): Conv2D(64, 64, kernel_size=[5, 5], padding=2, groups=64, data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (linear_conv): ConvBNLayer(\n", " (conv): Conv2D(64, 24, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " )\n", " (2): ResidualUnit(\n", " (expand_conv): ConvBNLayer(\n", " (conv): Conv2D(24, 64, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (bottleneck_conv): ConvBNLayer(\n", " (conv): Conv2D(64, 64, kernel_size=[5, 5], padding=2, groups=64, data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (linear_conv): ConvBNLayer(\n", " (conv): Conv2D(64, 24, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " )\n", " )\n", " (stage2): Sequential(\n", " (0): ResidualUnit(\n", " (expand_conv): ConvBNLayer(\n", " (conv): Conv2D(24, 120, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (bottleneck_conv): ConvBNLayer(\n", " (conv): Conv2D(120, 120, kernel_size=[3, 3], stride=[2, 2], padding=1, groups=120, data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (linear_conv): ConvBNLayer(\n", " (conv): Conv2D(120, 40, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " )\n", " (1): ResidualUnit(\n", " (expand_conv): ConvBNLayer(\n", " (conv): Conv2D(40, 104, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (bottleneck_conv): ConvBNLayer(\n", " (conv): Conv2D(104, 104, kernel_size=[3, 3], padding=1, groups=104, data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (linear_conv): ConvBNLayer(\n", " (conv): Conv2D(104, 40, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " )\n", " (2): ResidualUnit(\n", " (expand_conv): ConvBNLayer(\n", " (conv): Conv2D(40, 96, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (bottleneck_conv): ConvBNLayer(\n", " (conv): Conv2D(96, 96, kernel_size=[3, 3], padding=1, groups=96, data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (linear_conv): ConvBNLayer(\n", " (conv): Conv2D(96, 40, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " )\n", " (3): ResidualUnit(\n", " (expand_conv): ConvBNLayer(\n", " (conv): Conv2D(40, 96, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (bottleneck_conv): ConvBNLayer(\n", " (conv): Conv2D(96, 96, kernel_size=[3, 3], padding=1, groups=96, data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (linear_conv): ConvBNLayer(\n", " (conv): Conv2D(96, 40, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " )\n", " (4): ResidualUnit(\n", " (expand_conv): ConvBNLayer(\n", " (conv): Conv2D(40, 240, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (bottleneck_conv): ConvBNLayer(\n", " (conv): Conv2D(240, 240, kernel_size=[3, 3], padding=1, groups=240, data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (linear_conv): ConvBNLayer(\n", " (conv): Conv2D(240, 56, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " )\n", " (5): ResidualUnit(\n", " (expand_conv): ConvBNLayer(\n", " (conv): Conv2D(56, 336, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (bottleneck_conv): ConvBNLayer(\n", " (conv): Conv2D(336, 336, kernel_size=[3, 3], padding=1, groups=336, data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (linear_conv): ConvBNLayer(\n", " (conv): Conv2D(336, 56, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " )\n", " )\n", " (stage3): Sequential(\n", " (0): ResidualUnit(\n", " (expand_conv): ConvBNLayer(\n", " (conv): Conv2D(56, 336, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (bottleneck_conv): ConvBNLayer(\n", " (conv): Conv2D(336, 336, kernel_size=[5, 5], stride=[2, 2], padding=2, groups=336, data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (linear_conv): ConvBNLayer(\n", " (conv): Conv2D(336, 80, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " )\n", " (1): ResidualUnit(\n", " (expand_conv): ConvBNLayer(\n", " (conv): Conv2D(80, 480, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (bottleneck_conv): ConvBNLayer(\n", " (conv): Conv2D(480, 480, kernel_size=[5, 5], padding=2, groups=480, data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (linear_conv): ConvBNLayer(\n", " (conv): Conv2D(480, 80, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " )\n", " (2): ResidualUnit(\n", " (expand_conv): ConvBNLayer(\n", " (conv): Conv2D(80, 480, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (bottleneck_conv): ConvBNLayer(\n", " (conv): Conv2D(480, 480, kernel_size=[5, 5], padding=2, groups=480, data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (linear_conv): ConvBNLayer(\n", " (conv): Conv2D(480, 80, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " )\n", " (3): ConvBNLayer(\n", " (conv): Conv2D(80, 480, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " )\n", " )\n", " (neck): DBFPN(\n", " (in2_conv): Conv2D(16, 96, kernel_size=[1, 1], data_format=NCHW)\n", " (in3_conv): Conv2D(24, 96, kernel_size=[1, 1], data_format=NCHW)\n", " (in4_conv): Conv2D(56, 96, kernel_size=[1, 1], data_format=NCHW)\n", " (in5_conv): Conv2D(480, 96, kernel_size=[1, 1], data_format=NCHW)\n", " (p5_conv): Conv2D(96, 24, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " (p4_conv): Conv2D(96, 24, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " (p3_conv): Conv2D(96, 24, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " (p2_conv): Conv2D(96, 24, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " )\n", " (head): DBHead(\n", " (binarize): Head(\n", " (conv1): Conv2D(96, 24, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " (conv_bn1): BatchNorm()\n", " (conv2): Conv2DTranspose(24, 24, kernel_size=[2, 2], stride=[2, 2], data_format=NCHW)\n", " (conv_bn2): BatchNorm()\n", " (conv3): Conv2DTranspose(24, 1, kernel_size=[2, 2], stride=[2, 2], data_format=NCHW)\n", " )\n", " (thresh): Head(\n", " (conv1): Conv2D(96, 24, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " (conv_bn1): BatchNorm()\n", " (conv2): Conv2DTranspose(24, 24, kernel_size=[2, 2], stride=[2, 2], data_format=NCHW)\n", " (conv_bn2): BatchNorm()\n", " (conv3): Conv2DTranspose(24, 1, kernel_size=[2, 2], stride=[2, 2], data_format=NCHW)\n", " )\n", " )\n", " )\n", " (Student2): BaseModel(\n", " (backbone): MobileNetV3(\n", " (conv): ConvBNLayer(\n", " (conv): Conv2D(3, 8, kernel_size=[3, 3], stride=[2, 2], padding=1, data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (stage0): Sequential(\n", " (0): ResidualUnit(\n", " (expand_conv): ConvBNLayer(\n", " (conv): Conv2D(8, 8, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (bottleneck_conv): ConvBNLayer(\n", " (conv): Conv2D(8, 8, kernel_size=[3, 3], padding=1, groups=8, data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (linear_conv): ConvBNLayer(\n", " (conv): Conv2D(8, 8, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " )\n", " (1): ResidualUnit(\n", " (expand_conv): ConvBNLayer(\n", " (conv): Conv2D(8, 32, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (bottleneck_conv): ConvBNLayer(\n", " (conv): Conv2D(32, 32, kernel_size=[3, 3], stride=[2, 2], padding=1, groups=32, data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (linear_conv): ConvBNLayer(\n", " (conv): Conv2D(32, 16, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " )\n", " (2): ResidualUnit(\n", " (expand_conv): ConvBNLayer(\n", " (conv): Conv2D(16, 40, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (bottleneck_conv): ConvBNLayer(\n", " (conv): Conv2D(40, 40, kernel_size=[3, 3], padding=1, groups=40, data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (linear_conv): ConvBNLayer(\n", " (conv): Conv2D(40, 16, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " )\n", " )\n", " (stage1): Sequential(\n", " (0): ResidualUnit(\n", " (expand_conv): ConvBNLayer(\n", " (conv): Conv2D(16, 40, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (bottleneck_conv): ConvBNLayer(\n", " (conv): Conv2D(40, 40, kernel_size=[5, 5], stride=[2, 2], padding=2, groups=40, data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (linear_conv): ConvBNLayer(\n", " (conv): Conv2D(40, 24, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " )\n", " (1): ResidualUnit(\n", " (expand_conv): ConvBNLayer(\n", " (conv): Conv2D(24, 64, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (bottleneck_conv): ConvBNLayer(\n", " (conv): Conv2D(64, 64, kernel_size=[5, 5], padding=2, groups=64, data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (linear_conv): ConvBNLayer(\n", " (conv): Conv2D(64, 24, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " )\n", " (2): ResidualUnit(\n", " (expand_conv): ConvBNLayer(\n", " (conv): Conv2D(24, 64, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (bottleneck_conv): ConvBNLayer(\n", " (conv): Conv2D(64, 64, kernel_size=[5, 5], padding=2, groups=64, data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (linear_conv): ConvBNLayer(\n", " (conv): Conv2D(64, 24, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " )\n", " )\n", " (stage2): Sequential(\n", " (0): ResidualUnit(\n", " (expand_conv): ConvBNLayer(\n", " (conv): Conv2D(24, 120, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (bottleneck_conv): ConvBNLayer(\n", " (conv): Conv2D(120, 120, kernel_size=[3, 3], stride=[2, 2], padding=1, groups=120, data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (linear_conv): ConvBNLayer(\n", " (conv): Conv2D(120, 40, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " )\n", " (1): ResidualUnit(\n", " (expand_conv): ConvBNLayer(\n", " (conv): Conv2D(40, 104, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (bottleneck_conv): ConvBNLayer(\n", " (conv): Conv2D(104, 104, kernel_size=[3, 3], padding=1, groups=104, data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (linear_conv): ConvBNLayer(\n", " (conv): Conv2D(104, 40, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " )\n", " (2): ResidualUnit(\n", " (expand_conv): ConvBNLayer(\n", " (conv): Conv2D(40, 96, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (bottleneck_conv): ConvBNLayer(\n", " (conv): Conv2D(96, 96, kernel_size=[3, 3], padding=1, groups=96, data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (linear_conv): ConvBNLayer(\n", " (conv): Conv2D(96, 40, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " )\n", " (3): ResidualUnit(\n", " (expand_conv): ConvBNLayer(\n", " (conv): Conv2D(40, 96, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (bottleneck_conv): ConvBNLayer(\n", " (conv): Conv2D(96, 96, kernel_size=[3, 3], padding=1, groups=96, data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (linear_conv): ConvBNLayer(\n", " (conv): Conv2D(96, 40, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " )\n", " (4): ResidualUnit(\n", " (expand_conv): ConvBNLayer(\n", " (conv): Conv2D(40, 240, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (bottleneck_conv): ConvBNLayer(\n", " (conv): Conv2D(240, 240, kernel_size=[3, 3], padding=1, groups=240, data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (linear_conv): ConvBNLayer(\n", " (conv): Conv2D(240, 56, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " )\n", " (5): ResidualUnit(\n", " (expand_conv): ConvBNLayer(\n", " (conv): Conv2D(56, 336, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (bottleneck_conv): ConvBNLayer(\n", " (conv): Conv2D(336, 336, kernel_size=[3, 3], padding=1, groups=336, data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (linear_conv): ConvBNLayer(\n", " (conv): Conv2D(336, 56, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " )\n", " )\n", " (stage3): Sequential(\n", " (0): ResidualUnit(\n", " (expand_conv): ConvBNLayer(\n", " (conv): Conv2D(56, 336, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (bottleneck_conv): ConvBNLayer(\n", " (conv): Conv2D(336, 336, kernel_size=[5, 5], stride=[2, 2], padding=2, groups=336, data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (linear_conv): ConvBNLayer(\n", " (conv): Conv2D(336, 80, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " )\n", " (1): ResidualUnit(\n", " (expand_conv): ConvBNLayer(\n", " (conv): Conv2D(80, 480, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (bottleneck_conv): ConvBNLayer(\n", " (conv): Conv2D(480, 480, kernel_size=[5, 5], padding=2, groups=480, data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (linear_conv): ConvBNLayer(\n", " (conv): Conv2D(480, 80, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " )\n", " (2): ResidualUnit(\n", " (expand_conv): ConvBNLayer(\n", " (conv): Conv2D(80, 480, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (bottleneck_conv): ConvBNLayer(\n", " (conv): Conv2D(480, 480, kernel_size=[5, 5], padding=2, groups=480, data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " (linear_conv): ConvBNLayer(\n", " (conv): Conv2D(480, 80, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " )\n", " (3): ConvBNLayer(\n", " (conv): Conv2D(80, 480, kernel_size=[1, 1], data_format=NCHW)\n", " (bn): BatchNorm()\n", " )\n", " )\n", " )\n", " (neck): DBFPN(\n", " (in2_conv): Conv2D(16, 96, kernel_size=[1, 1], data_format=NCHW)\n", " (in3_conv): Conv2D(24, 96, kernel_size=[1, 1], data_format=NCHW)\n", " (in4_conv): Conv2D(56, 96, kernel_size=[1, 1], data_format=NCHW)\n", " (in5_conv): Conv2D(480, 96, kernel_size=[1, 1], data_format=NCHW)\n", " (p5_conv): Conv2D(96, 24, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " (p4_conv): Conv2D(96, 24, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " (p3_conv): Conv2D(96, 24, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " (p2_conv): Conv2D(96, 24, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " )\n", " (head): DBHead(\n", " (binarize): Head(\n", " (conv1): Conv2D(96, 24, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " (conv_bn1): BatchNorm()\n", " (conv2): Conv2DTranspose(24, 24, kernel_size=[2, 2], stride=[2, 2], data_format=NCHW)\n", " (conv_bn2): BatchNorm()\n", " (conv3): Conv2DTranspose(24, 1, kernel_size=[2, 2], stride=[2, 2], data_format=NCHW)\n", " )\n", " (thresh): Head(\n", " (conv1): Conv2D(96, 24, kernel_size=[3, 3], padding=1, data_format=NCHW)\n", " (conv_bn1): BatchNorm()\n", " (conv2): Conv2DTranspose(24, 24, kernel_size=[2, 2], stride=[2, 2], data_format=NCHW)\n", " (conv_bn2): BatchNorm()\n", " (conv3): Conv2DTranspose(24, 1, kernel_size=[2, 2], stride=[2, 2], data_format=NCHW)\n", " )\n", " )\n", " )\n", ")\n" ] } ], "source": [ "# Reference Code\n", "# https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/ppocr/modeling/architectures/__init__.py\n", "from tools.program import load_config\n", "from ppocr.modeling.architectures import build_model\n", "config_path = \"./configs/det/ch_PP-OCRv2/ch_PP-OCRv2_det_cml.yml\"\n", "config = load_config(config_path)\n", "model = build_model(config['Architecture'])\n", "print(model)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can quickly experience the training process of CML distillation in the following ways." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "mkdir: cannot create directory ‘train_data’: File exists\n", "--2021-12-24 22:09:31-- https://paddleocr.bj.bcebos.com/dataset/det_data_lesson_demo.tar\n", "Resolving paddleocr.bj.bcebos.com (paddleocr.bj.bcebos.com)... 182.61.200.195, 182.61.200.229, 2409:8c04:1001:1002:0:ff:b001:368a\n", "Connecting to paddleocr.bj.bcebos.com (paddleocr.bj.bcebos.com)|182.61.200.195|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 449465021 (429M) [application/x-tar]\n", "Saving to: ‘det_data_lesson_demo.tar’\n", "\n", "det_data_lesson_dem 100%[===================>] 428.64M 53.9MB/s in 8.5s \n", "\n", "2021-12-24 22:09:39 (50.7 MB/s) - ‘det_data_lesson_demo.tar’ saved [449465021/449465021]\n", "\n", "mkdir: cannot create directory ‘pretrain_models’: File exists\n", "[2021/12/24 22:09:46] root INFO: Architecture : \n", "[2021/12/24 22:09:46] root INFO: Models : \n", "[2021/12/24 22:09:46] root INFO: Student : \n", "[2021/12/24 22:09:46] root INFO: Backbone : \n", "[2021/12/24 22:09:46] root INFO: disable_se : True\n", "[2021/12/24 22:09:46] root INFO: model_name : large\n", "[2021/12/24 22:09:46] root INFO: name : MobileNetV3\n", "[2021/12/24 22:09:46] root INFO: scale : 0.5\n", "[2021/12/24 22:09:46] root INFO: Head : \n", "[2021/12/24 22:09:46] root INFO: k : 50\n", "[2021/12/24 22:09:46] root INFO: name : DBHead\n", "[2021/12/24 22:09:46] root INFO: Neck : \n", "[2021/12/24 22:09:46] root INFO: name : DBFPN\n", "[2021/12/24 22:09:46] root INFO: out_channels : 96\n", "[2021/12/24 22:09:46] root INFO: algorithm : DB\n", "[2021/12/24 22:09:46] root INFO: freeze_params : False\n", "[2021/12/24 22:09:46] root INFO: model_type : det\n", "[2021/12/24 22:09:46] root INFO: return_all_feats : False\n", "[2021/12/24 22:09:46] root INFO: Student2 : \n", "[2021/12/24 22:09:46] root INFO: Backbone : \n", "[2021/12/24 22:09:46] root INFO: disable_se : True\n", "[2021/12/24 22:09:46] root INFO: model_name : large\n", "[2021/12/24 22:09:46] root INFO: name : MobileNetV3\n", "[2021/12/24 22:09:46] root INFO: scale : 0.5\n", "[2021/12/24 22:09:46] root INFO: Head : \n", "[2021/12/24 22:09:46] root INFO: k : 50\n", "[2021/12/24 22:09:46] root INFO: name : DBHead\n", "[2021/12/24 22:09:46] root INFO: Neck : \n", "[2021/12/24 22:09:46] root INFO: name : DBFPN\n", "[2021/12/24 22:09:46] root INFO: out_channels : 96\n", "[2021/12/24 22:09:46] root INFO: Transform : None\n", "[2021/12/24 22:09:46] root INFO: algorithm : DB\n", "[2021/12/24 22:09:46] root INFO: freeze_params : False\n", "[2021/12/24 22:09:46] root INFO: model_type : det\n", "[2021/12/24 22:09:46] root INFO: return_all_feats : False\n", "[2021/12/24 22:09:46] root INFO: Teacher : \n", "[2021/12/24 22:09:46] root INFO: Backbone : \n", "[2021/12/24 22:09:46] root INFO: layers : 18\n", "[2021/12/24 22:09:46] root INFO: name : ResNet\n", "[2021/12/24 22:09:46] root INFO: Head : \n", "[2021/12/24 22:09:46] root INFO: k : 50\n", "[2021/12/24 22:09:46] root INFO: name : DBHead\n", "[2021/12/24 22:09:46] root INFO: Neck : \n", "[2021/12/24 22:09:46] root INFO: name : DBFPN\n", "[2021/12/24 22:09:46] root INFO: out_channels : 256\n", "[2021/12/24 22:09:46] root INFO: Transform : None\n", "[2021/12/24 22:09:46] root INFO: algorithm : DB\n", "[2021/12/24 22:09:46] root INFO: freeze_params : True\n", "[2021/12/24 22:09:46] root INFO: model_type : det\n", "[2021/12/24 22:09:46] root INFO: return_all_feats : False\n", "[2021/12/24 22:09:46] root INFO: algorithm : Distillation\n", "[2021/12/24 22:09:46] root INFO: model_type : det\n", "[2021/12/24 22:09:46] root INFO: name : DistillationModel\n", "[2021/12/24 22:09:46] root INFO: Eval : \n", "[2021/12/24 22:09:46] root INFO: dataset : \n", "[2021/12/24 22:09:46] root INFO: data_dir : ./det_data_lesson_demo/\n", "[2021/12/24 22:09:46] root INFO: label_file_list : ['./det_data_lesson_demo/eval.txt']\n", "[2021/12/24 22:09:46] root INFO: name : SimpleDataSet\n", "[2021/12/24 22:09:46] root INFO: transforms : \n", "[2021/12/24 22:09:46] root INFO: DecodeImage : \n", "[2021/12/24 22:09:46] root INFO: channel_first : False\n", "[2021/12/24 22:09:46] root INFO: img_mode : BGR\n", "[2021/12/24 22:09:46] root INFO: DetLabelEncode : None\n", "[2021/12/24 22:09:46] root INFO: DetResizeForTest : None\n", "[2021/12/24 22:09:46] root INFO: NormalizeImage : \n", "[2021/12/24 22:09:46] root INFO: mean : [0.485, 0.456, 0.406]\n", "[2021/12/24 22:09:46] root INFO: order : hwc\n", "[2021/12/24 22:09:46] root INFO: scale : 1./255.\n", "[2021/12/24 22:09:46] root INFO: std : [0.229, 0.224, 0.225]\n", "[2021/12/24 22:09:46] root INFO: ToCHWImage : None\n", "[2021/12/24 22:09:46] root INFO: KeepKeys : \n", "[2021/12/24 22:09:46] root INFO: keep_keys : ['image', 'shape', 'polys', 'ignore_tags']\n", "[2021/12/24 22:09:46] root INFO: loader : \n", "[2021/12/24 22:09:46] root INFO: batch_size_per_card : 1\n", "[2021/12/24 22:09:46] root INFO: drop_last : False\n", "[2021/12/24 22:09:46] root INFO: num_workers : 0\n", "[2021/12/24 22:09:46] root INFO: shuffle : False\n", "[2021/12/24 22:09:46] root INFO: Global : \n", "[2021/12/24 22:09:46] root INFO: cal_metric_during_train : False\n", "[2021/12/24 22:09:46] root INFO: checkpoints : None\n", "[2021/12/24 22:09:46] root INFO: debug : False\n", "[2021/12/24 22:09:46] root INFO: distributed : False\n", "[2021/12/24 22:09:46] root INFO: epoch_num : 1\n", "[2021/12/24 22:09:46] root INFO: eval_batch_step : [3000, 2000]\n", "[2021/12/24 22:09:46] root INFO: infer_img : doc/imgs_en/img_10.jpg\n", "[2021/12/24 22:09:46] root INFO: log_smooth_window : 20\n", "[2021/12/24 22:09:46] root INFO: pretrained_model : None\n", "[2021/12/24 22:09:46] root INFO: print_batch_step : 2\n", "[2021/12/24 22:09:46] root INFO: save_epoch_step : 1200\n", "[2021/12/24 22:09:46] root INFO: save_inference_dir : None\n", "[2021/12/24 22:09:46] root INFO: save_model_dir : ./output/ch_db_mv3/\n", "[2021/12/24 22:09:46] root INFO: save_res_path : ./output/det_db/predicts_db.txt\n", "[2021/12/24 22:09:46] root INFO: use_gpu : True\n", "[2021/12/24 22:09:46] root INFO: use_visualdl : False\n", "[2021/12/24 22:09:46] root INFO: Loss : \n", "[2021/12/24 22:09:46] root INFO: loss_config_list : \n", "[2021/12/24 22:09:46] root INFO: DistillationDilaDBLoss : \n", "[2021/12/24 22:09:46] root INFO: alpha : 5\n", "[2021/12/24 22:09:46] root INFO: balance_loss : True\n", "[2021/12/24 22:09:46] root INFO: beta : 10\n", "[2021/12/24 22:09:46] root INFO: key : maps\n", "[2021/12/24 22:09:46] root INFO: main_loss_type : DiceLoss\n", "[2021/12/24 22:09:46] root INFO: model_name_pairs : [['Student', 'Teacher'], ['Student2', 'Teacher']]\n", "[2021/12/24 22:09:46] root INFO: ohem_ratio : 3\n", "[2021/12/24 22:09:46] root INFO: weight : 1.0\n", "[2021/12/24 22:09:46] root INFO: DistillationDMLLoss : \n", "[2021/12/24 22:09:46] root INFO: key : maps\n", "[2021/12/24 22:09:46] root INFO: maps_name : thrink_maps\n", "[2021/12/24 22:09:46] root INFO: model_name_pairs : ['Student', 'Student2']\n", "[2021/12/24 22:09:46] root INFO: weight : 1.0\n", "[2021/12/24 22:09:46] root INFO: DistillationDBLoss : \n", "[2021/12/24 22:09:46] root INFO: alpha : 5\n", "[2021/12/24 22:09:46] root INFO: balance_loss : True\n", "[2021/12/24 22:09:46] root INFO: beta : 10\n", "[2021/12/24 22:09:46] root INFO: main_loss_type : DiceLoss\n", "[2021/12/24 22:09:46] root INFO: model_name_list : ['Student', 'Student2']\n", "[2021/12/24 22:09:46] root INFO: ohem_ratio : 3\n", "[2021/12/24 22:09:46] root INFO: weight : 1.0\n", "[2021/12/24 22:09:46] root INFO: name : CombinedLoss\n", "[2021/12/24 22:09:46] root INFO: Metric : \n", "[2021/12/24 22:09:46] root INFO: base_metric_name : DetMetric\n", "[2021/12/24 22:09:46] root INFO: key : Student\n", "[2021/12/24 22:09:46] root INFO: main_indicator : hmean\n", "[2021/12/24 22:09:46] root INFO: name : DistillationMetric\n", "[2021/12/24 22:09:46] root INFO: Optimizer : \n", "[2021/12/24 22:09:46] root INFO: beta1 : 0.9\n", "[2021/12/24 22:09:46] root INFO: beta2 : 0.999\n", "[2021/12/24 22:09:46] root INFO: lr : \n", "[2021/12/24 22:09:46] root INFO: learning_rate : 0.00025\n", "[2021/12/24 22:09:46] root INFO: name : Cosine\n", "[2021/12/24 22:09:46] root INFO: warmup_epoch : 2\n", "[2021/12/24 22:09:46] root INFO: name : Adam\n", "[2021/12/24 22:09:46] root INFO: regularizer : \n", "[2021/12/24 22:09:46] root INFO: factor : 0\n", "[2021/12/24 22:09:46] root INFO: name : L2\n", "[2021/12/24 22:09:46] root INFO: PostProcess : \n", "[2021/12/24 22:09:46] root INFO: box_thresh : 0.6\n", "[2021/12/24 22:09:46] root INFO: max_candidates : 1000\n", "[2021/12/24 22:09:46] root INFO: model_name : ['Student', 'Student2', 'Teacher']\n", "[2021/12/24 22:09:46] root INFO: name : DistillationDBPostProcess\n", "[2021/12/24 22:09:46] root INFO: thresh : 0.3\n", "[2021/12/24 22:09:46] root INFO: unclip_ratio : 1.5\n", "[2021/12/24 22:09:46] root INFO: Train : \n", "[2021/12/24 22:09:46] root INFO: dataset : \n", "[2021/12/24 22:09:46] root INFO: data_dir : ./det_data_lesson_demo/\n", "[2021/12/24 22:09:46] root INFO: label_file_list : ['./det_data_lesson_demo/train.txt']\n", "[2021/12/24 22:09:46] root INFO: name : SimpleDataSet\n", "[2021/12/24 22:09:46] root INFO: ratio_list : [1.0]\n", "[2021/12/24 22:09:46] root INFO: transforms : \n", "[2021/12/24 22:09:46] root INFO: DecodeImage : \n", "[2021/12/24 22:09:46] root INFO: channel_first : False\n", "[2021/12/24 22:09:46] root INFO: img_mode : BGR\n", "[2021/12/24 22:09:46] root INFO: DetLabelEncode : None\n", "[2021/12/24 22:09:46] root INFO: CopyPaste : None\n", "[2021/12/24 22:09:46] root INFO: IaaAugment : \n", "[2021/12/24 22:09:46] root INFO: augmenter_args : \n", "[2021/12/24 22:09:46] root INFO: args : \n", "[2021/12/24 22:09:46] root INFO: p : 0.5\n", "[2021/12/24 22:09:46] root INFO: type : Fliplr\n", "[2021/12/24 22:09:46] root INFO: args : \n", "[2021/12/24 22:09:46] root INFO: rotate : [-10, 10]\n", "[2021/12/24 22:09:46] root INFO: type : Affine\n", "[2021/12/24 22:09:46] root INFO: args : \n", "[2021/12/24 22:09:46] root INFO: size : [0.5, 3]\n", "[2021/12/24 22:09:46] root INFO: type : Resize\n", "[2021/12/24 22:09:46] root INFO: EastRandomCropData : \n", "[2021/12/24 22:09:46] root INFO: keep_ratio : True\n", "[2021/12/24 22:09:46] root INFO: max_tries : 50\n", "[2021/12/24 22:09:46] root INFO: size : [960, 960]\n", "[2021/12/24 22:09:46] root INFO: MakeBorderMap : \n", "[2021/12/24 22:09:46] root INFO: shrink_ratio : 0.4\n", "[2021/12/24 22:09:46] root INFO: thresh_max : 0.7\n", "[2021/12/24 22:09:46] root INFO: thresh_min : 0.3\n", "[2021/12/24 22:09:46] root INFO: MakeShrinkMap : \n", "[2021/12/24 22:09:46] root INFO: min_text_size : 8\n", "[2021/12/24 22:09:46] root INFO: shrink_ratio : 0.4\n", "[2021/12/24 22:09:46] root INFO: NormalizeImage : \n", "[2021/12/24 22:09:46] root INFO: mean : [0.485, 0.456, 0.406]\n", "[2021/12/24 22:09:46] root INFO: order : hwc\n", "[2021/12/24 22:09:46] root INFO: scale : 1./255.\n", "[2021/12/24 22:09:46] root INFO: std : [0.229, 0.224, 0.225]\n", "[2021/12/24 22:09:46] root INFO: ToCHWImage : None\n", "[2021/12/24 22:09:46] root INFO: KeepKeys : \n", "[2021/12/24 22:09:46] root INFO: keep_keys : ['image', 'threshold_map', 'threshold_mask', 'shrink_map', 'shrink_mask']\n", "[2021/12/24 22:09:46] root INFO: loader : \n", "[2021/12/24 22:09:46] root INFO: batch_size_per_card : 8\n", "[2021/12/24 22:09:46] root INFO: drop_last : False\n", "[2021/12/24 22:09:46] root INFO: num_workers : 0\n", "[2021/12/24 22:09:46] root INFO: shuffle : True\n", "[2021/12/24 22:09:46] root INFO: profiler_options : None\n", "[2021/12/24 22:09:46] root INFO: train with paddle 2.2.1 and device CUDAPlace(0)\n", "[2021/12/24 22:09:46] root INFO: Initialize indexs of datasets:['./det_data_lesson_demo/train.txt']\n", "[2021/12/24 22:09:46] root INFO: Initialize indexs of datasets:['./det_data_lesson_demo/eval.txt']\n", "W1224 22:09:46.106822 8398 device_context.cc:447] Please NOTE: device: 0, GPU Compute Capability: 7.0, Driver API Version: 10.1, Runtime API Version: 10.1\n", "W1224 22:09:46.111670 8398 device_context.cc:465] device: 0, cuDNN Version: 7.6.\n", "[2021/12/24 22:09:50] root INFO: train from scratch\n", "[2021/12/24 22:09:50] root INFO: train dataloader has 94 iters\n", "[2021/12/24 22:09:50] root INFO: valid dataloader has 250 iters\n", "[2021/12/24 22:09:50] root INFO: During the training process, after the 3000th iteration, an evaluation is run every 2000 iterations\n", "[2021/12/24 22:09:50] root INFO: Initialize indexs of datasets:['./det_data_lesson_demo/train.txt']\n", "[2021/12/24 22:09:59] root INFO: epoch: [1/1], iter: 2, lr: 0.000001, dila_dbloss_Student_Teacher: 1.971631, dila_dbloss_Student2_Teacher: 1.548899, loss: 22.388054, dml_thrink_maps_0: 0.166657, db_Student_loss_shrink_maps: 4.802422, db_Student_loss_threshold_maps: 3.800185, db_Student_loss_binary_maps: 0.966456, db_Student2_loss_shrink_maps: 4.827962, db_Student2_loss_threshold_maps: 3.306140, db_Student2_loss_binary_maps: 0.972999, reader_cost: 3.80953 s, batch_cost: 4.74377 s, samples: 24, ips: 2.52964\n", "[2021/12/24 22:10:04] root INFO: epoch: [1/1], iter: 4, lr: 0.000003, dila_dbloss_Student_Teacher: 1.971631, dila_dbloss_Student2_Teacher: 1.579283, loss: 22.072165, dml_thrink_maps_0: 0.168828, db_Student_loss_shrink_maps: 4.764446, db_Student_loss_threshold_maps: 3.598955, db_Student_loss_binary_maps: 0.959983, db_Student2_loss_shrink_maps: 4.797078, db_Student2_loss_threshold_maps: 3.226031, db_Student2_loss_binary_maps: 0.967116, reader_cost: 1.46505 s, batch_cost: 2.07757 s, samples: 16, ips: 3.85066\n", "[2021/12/24 22:10:10] root INFO: epoch: [1/1], iter: 6, lr: 0.000004, dila_dbloss_Student_Teacher: 1.971631, dila_dbloss_Student2_Teacher: 1.579283, loss: 22.026184, dml_thrink_maps_0: 0.180329, db_Student_loss_shrink_maps: 4.760996, db_Student_loss_threshold_maps: 3.598955, db_Student_loss_binary_maps: 0.954792, db_Student2_loss_shrink_maps: 4.784370, db_Student2_loss_threshold_maps: 3.226031, db_Student2_loss_binary_maps: 0.962342, reader_cost: 2.33646 s, batch_cost: 2.98103 s, samples: 16, ips: 2.68364\n", "[2021/12/24 22:10:16] root INFO: epoch: [1/1], iter: 8, lr: 0.000005, dila_dbloss_Student_Teacher: 1.971220, dila_dbloss_Student2_Teacher: 1.580030, loss: 22.026184, dml_thrink_maps_0: 0.180329, db_Student_loss_shrink_maps: 4.760996, db_Student_loss_threshold_maps: 3.598955, db_Student_loss_binary_maps: 0.954792, db_Student2_loss_shrink_maps: 4.784370, db_Student2_loss_threshold_maps: 3.226031, db_Student2_loss_binary_maps: 0.962342, reader_cost: 2.51863 s, batch_cost: 3.17085 s, samples: 16, ips: 2.52298\n", "[2021/12/24 22:10:22] root INFO: epoch: [1/1], iter: 10, lr: 0.000007, dila_dbloss_Student_Teacher: 1.967909, dila_dbloss_Student2_Teacher: 1.579283, loss: 21.956417, dml_thrink_maps_0: 0.182062, db_Student_loss_shrink_maps: 4.698996, db_Student_loss_threshold_maps: 3.476604, db_Student_loss_binary_maps: 0.944015, db_Student2_loss_shrink_maps: 4.730411, db_Student2_loss_threshold_maps: 3.181734, db_Student2_loss_binary_maps: 0.954959, reader_cost: 2.17333 s, batch_cost: 2.87094 s, samples: 16, ips: 2.78654\n", "[2021/12/24 22:10:26] root INFO: epoch: [1/1], iter: 12, lr: 0.000008, dila_dbloss_Student_Teacher: 1.967516, dila_dbloss_Student2_Teacher: 1.579283, loss: 21.956417, dml_thrink_maps_0: 0.182062, db_Student_loss_shrink_maps: 4.698996, db_Student_loss_threshold_maps: 3.476604, db_Student_loss_binary_maps: 0.944015, db_Student2_loss_shrink_maps: 4.730411, db_Student2_loss_threshold_maps: 3.181734, db_Student2_loss_binary_maps: 0.954959, reader_cost: 1.36976 s, batch_cost: 2.01118 s, samples: 16, ips: 3.97776\n", "^C\n" ] } ], "source": [ "# Reference Code\n", "# https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/tools/train.py\n", "os.chdir(\"/home/aistudio/PaddleOCR/\")\n", "!mkdir train_data\n", "!wget https://paddleocr.bj.bcebos.com/dataset/det_data_lesson_demo.tar -O det_data_lesson_demo.tar && tar -xf det_data_lesson_demo.tar && rm det_data_lesson_demo.tar\n", "!mkdir pretrain_models && wget https://paddleocr.bj.bcebos.com/dygraph_v2.0/ch/ch_ppocr_server_v2.0_det_train.tar && tar -xf ch_ppocr_server_v2.0_det_train.tar\n", "!mv ch_ppocr_server_v2.0_det_train pretrain_models/ && rm ch_ppocr_server_v2.0_det_train.tar\n", "# Training script\n", "# Note: Only one epoch is trained here, which is only used for quick demonstration, and the indicators will be very poor\n", "!python tools/train.py -c configs/det/ch_PP-OCRv2/ch_PP-OCRv2_det_cml.yml \\\n", " -o Global.pretrained_model=\"\" \\\n", " Train.dataset.data_dir=\"./det_data_lesson_demo/\" \\\n", " Train.dataset.label_file_list=[\"./det_data_lesson_demo/train.txt\"] \\\n", " Train.loader.num_workers=0 \\\n", " Eval.dataset.data_dir=\"./det_data_lesson_demo/\" \\\n", " Eval.dataset.label_file_list=[\"./det_data_lesson_demo/eval.txt\"] \\\n", " Eval.loader.num_workers=0 \\\n", " Optimizer.lr.learning_rate=0.00025 \\\n", " Global.epoch_num=1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.1.2 Data Augmentation\n", "\n", "Data augmentation is one of the important means to improve the generalization ability of the model. CopyPaste is a novel data augmentation technique that has been validated in target detection and instance segmentation tasks. Using CopyPaste, you can synthesize text instances to balance the ratio between positive and negative samples in the training image. In contrast, traditional image rotation, random flip and random cropping cannot be done.\n", "\n", "The main steps of CopyPaste include:\n", "\n", "1. Randomly select two training images;\n", "2. Random scale jitter scaling;\n", "3. Randomly flip horizontally;\n", "4. Randomly select a target subset in an image;\n", "5. Paste in a random location in another image.\n", "\n", "\n", "In this way, the sample richness is improved, and the robustness of the model to the environment is also increased. As shown in the figure below, the text cropped in the lower left corner of the image is randomly rotated and zoomed and then pasted into the upper left corner of the image, which further enriches the diversity of the text under different backgrounds.\n", "\n", "
\n", "\n", "
\n", "
Figure 32: A `CopyPaste` result
\n", "\n", "If you want to use `CopyPaste` in model training, just add `CopyPaste` in the `Train.transforms` configuration field, as shown below.\n", "\n", "```yaml\n", "Train:\n", " dataset:\n", " name: SimpleDataSet\n", " data_dir: ./train_data/icdar2015/text_localization/\n", " label_file_list:\n", " - ./train_data/icdar2015/text_localization/train_icdar2015_label.txt\n", " ratio_list: [1.0]\n", " transforms:\n", " - DecodeImage: # load image\n", " img_mode: BGR\n", " channel_first: False\n", " - DetLabelEncode: # Class handling label\n", " - CopyPaste: # Add CopyPaste\n", " - IaaAugment:\n", " augmenter_args:\n", " - { 'type': Fliplr, 'args': { 'p': 0.5 } }\n", " - { 'type': Affine, 'args': { 'rotate': [-10, 10] } }\n", " - { 'type': Resize, 'args': { 'size': [0.5, 3] } }\n", " - EastRandomCropData:\n", " size: [960, 960]\n", " max_tries: 50\n", " keep_ratio: true\n", " - MakeBorderMap:\n", " shrink_ratio: 0.4\n", " thresh_min: 0.3\n", " thresh_max: 0.7\n", " - MakeShrinkMap:\n", " shrink_ratio: 0.4\n", " min_text_size: 8\n", " - NormalizeImage:\n", " scale: 1./255.\n", " mean: [0.485, 0.456, 0.406]\n", " std: [0.229, 0.224, 0.225]\n", " order: 'hwc'\n", " - ToCHWImage:\n", " - KeepKeys:\n", " keep_keys: ['image', 'threshold_map', 'threshold_mask', 'shrink_map', 'shrink_mask'] # the order of the dataloader list\n", " loader:\n", " shuffle: True\n", " drop_last: False\n", " batch_size_per_card: 8\n", " num_workers: 4\n", "```\n", "\n", "The specific implementation of `CopyPaste` can refer to [copy_paste.py](https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/ppocr/data/imaug/copy_paste.py).\n", "\n", "The following is based on the icdar2015 detection data set to demonstrate the actual operation of CopyPaste." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "import os\n", "import sys\n", "\n", "os.chdir(\"/home/aistudio/PaddleOCR/\")\n", "!unzip -oq /home/aistudio/data/data46088/icdar2015.zip" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dict_keys(['img_path', 'label', 'image', 'ext_data', 'polys', 'texts', 'ignore_tags'])\n", "./icdar2015/text_localization/icdar_c4_train_imgs/img_603.jpg\n", "./icdar2015/text_localization/icdar_c4_train_imgs/img_233.jpg\n" ] } ], "source": [ "# Reference Code:\n", "# https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/ppocr/data/simple_dataset.py\n", "import logging\n", "import random\n", "import numpy as np\n", "\n", "from ppocr.data.imaug import create_operators, transform\n", "\n", "logger = logging.basicConfig()\n", "\n", "# CopyPaste example class\n", "class CopyPasteDemo(object):\n", " def __init__(self, ):\n", " self.data_dir = \"./icdar2015/text_localization/\"\n", " self.label_file_list = \"./icdar2015/text_localization/train_icdar2015_label.txt\"\n", " self.data_lines = self.get_image_info_list(self.label_file_list)\n", " self.data_idx_order_list = list(range(len(self.data_lines)))\n", " transforms = [\n", " {\"DecodeImage\": {\"img_mode\": \"BGR\", \"channel_first\": False}},\n", " {\"DetLabelEncode\": {}},\n", " {\"CopyPaste\": {\"objects_paste_ratio\": 1.0}},\n", " ]\n", " self.ops = create_operators(transforms)\n", " \n", " # Select an image and copy the content to the current image\n", " def get_ext_data(self, idx):\n", " ext_data_num = 1\n", " ext_data = []\n", "\n", " load_data_ops = self.ops[:2]\n", "\n", " next_idx = idx\n", "\n", " while len(ext_data) < ext_data_num:\n", " next_idx = (next_idx + 1) % len(self)\n", " file_idx = self.data_idx_order_list[next_idx]\n", " data_line = self.data_lines[file_idx]\n", " data_line = data_line.decode('utf-8')\n", " substr = data_line.strip(\"\\n\").split(\"\\t\")\n", " file_name = substr[0]\n", " label = substr[1]\n", " img_path = os.path.join(self.data_dir, file_name)\n", " data = {'img_path': img_path, 'label': label}\n", " if not os.path.exists(img_path):\n", " continue\n", " with open(data['img_path'], 'rb') as f:\n", " img = f.read()\n", " data['image'] = img\n", " data = transform(data, load_data_ops)\n", " if data is None:\n", " continue\n", " ext_data.append(data)\n", " return ext_data\n", " \n", " # Get image information\n", " def get_image_info_list(self, file_list):\n", " if isinstance(file_list, str):\n", " file_list = [file_list]\n", " data_lines = []\n", " for idx, file in enumerate(file_list):\n", " with open(file, \"rb\") as f:\n", " lines = f.readlines()\n", " data_lines.extend(lines)\n", " return data_lines\n", "\n", " # Get a piece of data in the DataSet\n", " def __getitem__(self, idx):\n", " file_idx = self.data_idx_order_list[idx]\n", " data_line = self.data_lines[file_idx]\n", " try:\n", " data_line = data_line.decode('utf-8')\n", " substr = data_line.strip(\"\\n\").split(\"\\t\")\n", " file_name = substr[0]\n", " label = substr[1]\n", " img_path = os.path.join(self.data_dir, file_name)\n", " data = {'img_path': img_path, 'label': label}\n", " if not os.path.exists(img_path):\n", " raise Exception(\"{} does not exist!\".format(img_path))\n", " with open(data['img_path'], 'rb') as f:\n", " img = f.read()\n", " data['image'] = img\n", " data['ext_data'] = self.get_ext_data(idx)\n", " outs = transform(data, self.ops)\n", " except Exception as e:\n", " print(\n", " \"When parsing line {}, error happened with msg: {}\".format(\n", " data_line, e))\n", " outs = None\n", " if outs is None:\n", " return\n", " return outs\n", " \n", " def __len__(self):\n", " return len(self.data_idx_order_list)\n", "\n", "copy_paste_demo = CopyPasteDemo()\n", "\n", "idx = 1\n", "data1 = copy_paste_demo[idx]\n", "print(data1.keys())\n", "print(data1[\"img_path\"])\n", "print(data1[\"ext_data\"][0][\"img_path\"])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* The following 2 pictures are the images before CopyPaste." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import cv2\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "img1 = cv2.imread(data1[\"img_path\"])\n", "img2 = cv2.imread(data1[\"ext_data\"][0][\"img_path\"])\n", "plt.figure(figsize=(10,6))\n", "plt.imshow(img1[:,:,::-1])\n", "plt.show()\n", "plt.figure(figsize=(10,6))\n", "plt.imshow(img2[:,:,::-1])\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Draw the updated label detection box, as shown below, where the red box is the original label information, and the blue box is the label box supplemented by CopyPaste." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import json\n", "infos = copy_paste_demo.data_lines[idx]\n", "infos = json.loads(infos.decode('utf-8').split(\"\\t\")[1])\n", "\n", "img3 = data1[\"image\"].copy()\n", "plt.figure(figsize=(15,10))\n", "plt.imshow(img3[:,:,::-1])\n", "# 原始标注信息\n", "for info in infos:\n", " xs, ys = zip(*info[\"points\"])\n", " xs = list(xs)\n", " ys = list(ys)\n", " xs.append(xs[0])\n", " ys.append(ys[0])\n", " plt.plot(xs, ys, \"r\")\n", "# 新增的标注信息\n", "for poly_idx in range(len(infos), len(data1[\"polys\"])):\n", " poly = data1[\"polys\"][poly_idx]\n", " xs, ys = zip(*poly)\n", " xs = list(xs)\n", " ys = list(ys)\n", " xs.append(xs[0])\n", " ys.append(ys[0])\n", " plt.plot(xs, ys, \"b\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.1.3 Summary of Text Detection Optimization\n", "\n", "\n", "In PP-OCRv2, the knowledge distillation scheme and data augmentation strategy are adopted for the text detection model to increase the generalization performance of the model. In the case of the final text detection model with the same size, Hmean increased from **0.759** to **0.795**. The specific ablation experiment is shown below.\n", "\n", "
\n", "\n", "
\n", "
Figure 33: PP-OCRv2 detection model ablation experiment
\n", "\n", "The detection detection result of PP-OCRv2 is shown below.\n", "\n", "
\n", "\n", "
\n", "
Figure 34: The detection result of PP-OCRv2
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3.2 Detailed Explanation of Text Recognition Model Optimization\n", "\n", "In the process of PP-OCRv2 text recognition model optimization, techniques such as backbone network optimization, UDML knowledge distillation strategy, and CTC loss improvement are used to finally increase the recognition accuracy from **66.7%** to **74.8%**. The specific ablation experiments are as follows Shown.\n", "\n", "
\n", "\n", "
\n", "
Figure 35: PP-OCRv2 recognition model ablation experiment
\n", "\n", "### 3.2.1 PP-LCNet Lightweight Backbone Network\n", "\n", "Baidu proposed a lightweight CPU network based on MKLDNN acceleration strategy, namely PP-LCNet, which greatly improves the performance of lightweight models on image classification tasks. For downstream tasks of computer vision, such as text recognition, target detection, Semantic segmentation, etc., have a good performance. It should be noted here that PP-LCNet is customized and optimized for the **CPU+MKLDNN** scenario. The speed and accuracy of the classification task are far better than other models, so if you have model requirements for this use scenario If it is, I also recommend everyone to use it.\n", "\n", "PP-LCNet paper address: [PP-LCNet: A Lightweight CPU Convolutional Neural Network](https://arxiv.org/abs/2109.15099)\n", "\n", "PP-LCNet is improved based on MobileNetV1, and its structure is shown below.\n", "\n", "
\n", "\n", "
\n", "
Figure 36: PP-LCNet structure
\n", "\n", "Compared with MobileNetV1, PP-LCNet integrates the activation function, head structure, SE module and other strategy optimization techniques in the MobileNetV3 structure. At the same time, it analyzes the convolution kernel size of the convolution layer in the final stage. In the end, the model is able to guarantee the speed advantage. Based on this, the accuracy greatly exceeds that of lightweight models such as MobileNet and GhostNet.\n", "\n", "Specifically, PP-LCNet CCP involves the following 4 optimization points.\n", "\n", "* Except for the SE module, all relu activation functions in the network are replaced with h-swish, and the accuracy is improved by 1%-2%\n", "* In the fifth stage of PP-LCNet, the kernel size of DW becomes 5x5, and the accuracy is improved by 0.5%-1%\n", "* The last two DepthSepConv blocks of the fifth stage of PP-LCNet add SE modules, and the accuracy is increased by 0.5%-1%\n", "* Add a 1280-dimensional FC layer after GAP to increase feature expression capabilities and increase accuracy by 2%-3%\n", "\n", "\n", "On the ImageNet1k data set, PP-LCNet compares to other currently more commonly used lightweight classification models, Top1-Acc and prediction time are as shown in the figure below. It can be seen that the prediction time and accuracy are better.\n", "\n", "
\n", "\n", "
\n", "
Figure 37: Comparison of state-of-the-art light networks over classification accuracy
\n", "\n", "In the following way, the definition of the PP-LCNet recognition model can be quickly completed." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1, 512, 1, 80]\n" ] } ], "source": [ "# Reference Code\n", "# https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/ppocr/modeling/backbones/rec_mv1_enhance.py\n", "from ppocr.modeling.backbones.rec_mv1_enhance import MobileNetV1Enhance\n", "\n", "x = paddle.rand([1, 3, 23, 320])\n", "\n", "model = MobileNetV1Enhance(scale=0.5)\n", "\n", "y = model(x)\n", "print(y.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.2.2 U-DML Knowledge Distillation Strategy\n", "\n", "For the standard DML strategy, the distilled loss function only includes the supervision of the final output layer. However, for two models with exactly the same structure, for the same input, their intermediate feature output expectations are also exactly the same, so in the final output layer In the supervision of supervision, the supervision signal of the intermediate output feature map can be further added as a loss function, that is, the U-DML (Unified-Deep Mutual Learning) knowledge distillation method in PP-OCRv2.\n", "\n", "The algorithm flow chart of U-DML knowledge distillation is shown below. The network structure of the Teacher model and the Student model are exactly the same, and the initialization parameters are different. In addition, on the basis of the standard DML knowledge distillation, a new supervision mechanism for Feature Map has been introduced, and Feature Loss has been added.\n", "\n", "
\n", "\n", "
\n", "
Figure 38: The algorithm flow chart of U-DML knowledge distillation
\n", "\n", "In the training process, there are a total of 3 types of loss: GT loss, DML loss, Feature loss.\n", "\n", "* GT loss\n", "\n", "The model structure used in the text recognition task is CRNN, so CTC loss is used as GT loss. The GT loss calculation method is as follows.\n", "\n", "$$ Loss_{ctc} = CTC(S_{hout}, gt) + CTC(T_{hout}, gt) $$\n", "\n", "* DML loss\n", "\n", "The DML loss calculation method is as follows, where the Teacher model and the Student model calculate the KL divergence each other, and the final DML loss has symmetry.\n", "\n", "$$ Loss_{dml} = \\frac{KL(S_{pout} || T_{pout}) + KL(T_{pout} || S_{pout})}{2} $$\n", "\n", "* Feature loss\n", "\n", "Feature loss uses L2 loss, and the specific calculation method is shown below.\n", "\n", "$$ Loss_{feat} = L2(S_{bout}, T_{bout}) $$\n", "\n", "Finally, the calculation method of loss function during training is as follows.\n", "\n", "$$ Loss_{total} = Loss_{ctc} + Loss_{dml} + Loss_{feat} $$\n", "\n", "\n", "In addition, during the training process, by increasing the number of iterations, adding tricks such as the FC layer to the Head part, balance the feature encoding and decoding capabilities of the model, and further enhance the model effect.\n", "\n", "\n", "The configuration file is in[ch_PP-OCRv2_rec_distillation.yml](https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/configs/rec/ch_PP-OCRv2/ch_PP-OCRv2_rec_distillation.yml)。\n", "\n", "```yaml\n", "Architecture:\n", " model_type: &model_type \"rec\" # Model category, rec, det, etc., the model category of each sub-network is related to\n", " name: DistillationModel # Structure name, in the distillation task, DistillationModel, used to construct the corresponding structure\n", " algorithm: Distillation # Algorithm name\n", " Models: # Models, including the configuration information of the subnet\n", " Teacher: # The name of the sub-network, at least it must contain the information of `pretrained` and `freeze_params`, and the other parameters are the construction parameters of the sub-network\n", " pretrained: # Whether the sub-network needs to load a pre-trained model\n", " freeze_params: false # Do you need fixed parameters\n", " return_all_feats: true # The parameter of the subnet indicates whether all features need to be returned, if it is False, only the final output is returned\n", " model_type: *model_type # Model category\n", " algorithm: CRNN # The algorithm name of the sub-network. The remaining participation of the sub-network is the construction parameter, which is consistent with the general model training configuration\n", " Transform:\n", " Backbone:\n", " name: MobileNetV1Enhance\n", " scale: 0.5\n", " Neck:\n", " name: SequenceEncoder\n", " encoder_type: rnn\n", " hidden_size: 64\n", " Head:\n", " name: CTCHead\n", " mid_channels: 96 # Intersperse a layer in the head decoding process\n", " fc_decay: 0.00002\n", " Student: # Another sub-network, here is a distillation example of DML, the two sub-networks have the same structure, and both need to learn parameters\n", " pretrained: # The following networking parameters are the same as above\n", " freeze_params: false\n", " return_all_feats: true\n", " model_type: *model_type\n", " algorithm: CRNN\n", " Transform:\n", " Backbone:\n", " name: MobileNetV1Enhance\n", " scale: 0.5\n", " Neck:\n", " name: SequenceEncoder\n", " encoder_type: rnn\n", " hidden_size: 64\n", " Head:\n", " name: CTCHead\n", " mid_channels: 96\n", " fc_decay: 0.00002\n", "```\n", "\n", "Of course, if you want to add more sub-networks for training, you can also add the corresponding fields in the configuration file according to the way of adding `Student` and `Teacher`. For example, if you want 3 models to supervise each other and train together, then `Architecture` can be written in the following format.\n", "```yaml\n", "Architecture:\n", " model_type: &model_type \"rec\"\n", " name: DistillationModel\n", " algorithm: Distillation\n", " Models:\n", " Teacher:\n", " pretrained:\n", " freeze_params: false\n", " return_all_feats: true\n", " model_type: *model_type\n", " algorithm: CRNN\n", " Transform:\n", " Backbone:\n", " name: MobileNetV1Enhance\n", " scale: 0.5\n", " Neck:\n", " name: SequenceEncoder\n", " encoder_type: rnn\n", " hidden_size: 64\n", " Head:\n", " name: CTCHead\n", " mid_channels: 96\n", " fc_decay: 0.00002\n", " Student:\n", " pretrained:\n", " freeze_params: false\n", " return_all_feats: true\n", " model_type: *model_type\n", " algorithm: CRNN\n", " Transform:\n", " Backbone:\n", " name: MobileNetV1Enhance\n", " scale: 0.5\n", " Neck:\n", " name: SequenceEncoder\n", " encoder_type: rnn\n", " hidden_size: 64\n", " Head:\n", " name: CTCHead\n", " mid_channels: 96\n", " fc_decay: 0.00002\n", " Student2: # The new sub-network introduced in the knowledge distillation task, the other parts are the same as the above configuration\n", " pretrained:\n", " freeze_params: false\n", " return_all_feats: true\n", " model_type: *model_type\n", " algorithm: CRNN\n", " Transform:\n", " Backbone:\n", " name: MobileNetV1Enhance\n", " scale: 0.5\n", " Neck:\n", " name: SequenceEncoder\n", " encoder_type: rnn\n", " hidden_size: 64\n", " Head:\n", " name: CTCHead\n", " mid_channels: 96\n", " fc_decay: 0.00002\n", "```\n", "\n", "When the model is finally trained, it contains 3 sub-networks: `Teacher`, `Student`, and `Student2`.\n", "\n", "The specific implementation code of the distillation model `DistillationModel` class can refer to [distillation_model.py](https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.3/ppocr/modeling/architectures/distillation_model.py).\n", "\n", "The final output of the model `forward` is a dictionary, the key is the name of all the subnets, for example, here are `Student` and `Teacher`, and the value is the output of the corresponding subnet, which can be `Tensor` (only returns the last one of the network) Layer) and `dict` (also returns the characteristic information in the middle).\n", "\n", "In the recognition task, in order to add more loss functions and ensure the scalability of the distillation method, the output of each sub-network is saved as a `dict`, which contains the sub-module output. Take this recognition model as an example, the output result of each subnet is `dict`, the key includes `backbone_out`, `neck_out`, `head_out`, and `value` is the tensor of the corresponding module. Finally, for the above configuration file, The output format of `DistillationModel` is as follows.\n", "\n", "```json\n", "{\n", " \"Teacher\": {\n", " \"backbone_out\": tensor,\n", " \"neck_out\": tensor,\n", " \"head_out\": tensor,\n", " },\n", " \"Student\": {\n", " \"backbone_out\": tensor,\n", " \"neck_out\": tensor,\n", " \"head_out\": tensor,\n", " }\n", "}\n", "```\n", "\n", "In the knowledge distillation task, the loss function configuration is as follows.\n", "\n", "```yaml\n", "Loss:\n", " name: CombinedLoss # Loss function name, based on the name change, build a class for loss function\n", " loss_config_list: # Loss function configuration file list, a necessary function for CombinedLoss\n", " -DistillationCTCLoss: # CTC loss function based on distillation, inherited from standard CTC loss\n", " weight: 1.0 # The weight of the loss function. In loss_config_list, the configuration of each loss function must include this field\n", " model_name_list: [\"Student\", \"Teacher\"] # For the prediction results of the distillation model, extract the output of these two sub-networks and calculate the CTC loss with gt\n", " key: head_out # Take the tensor corresponding to the key in the subnet output dict\n", " -DistillationDMLLoss: # Distilled DML loss function, inherited from standard DMLLoss\n", " weight: 1.0 # weight\n", " act: \"softmax\" # Activation function, use activation function to process the input, it can be softmax, sigmoid or None, the default is None\n", " model_name_pairs: # The subnet name pairs used to calculate DML loss. If you want to calculate the DML loss of other subnets, you can continue to fill in the list below\n", " - [\"Student\", \"Teacher\"]\n", " key: head_out # Take the tensor corresponding to the key in the subnet output dict\n", " -DistillationDistanceLoss: # Distillation distance loss function\n", " weight: 1.0 # weight\n", " mode: \"l2\" # Distance calculation method, currently supports l1, l2, smooth_l1\n", " model_name_pairs: # Subnet name pairs used to calculate distance loss\n", " - [\"Student\", \"Teacher\"]\n", " key: backbone_out # Take the tensor corresponding to the key in the subnet output dict\n", "```\n", "\n", "Among the above loss functions, all distillation loss functions are inherited from the standard loss function class. The main functions are: Analyze the output of the distillation model, find the intermediate node (tensor) used to calculate the loss, and then use the standard loss function class To calculate.\n", "\n", "Taking the above configuration as an example, the final distillation training loss function contains the following three parts.\n", "\n", "-The final output (`head_out`) of `Student` and `Teacher` and the CTC loss of gt, with a weight of 1. Here, because both sub-networks need to update the parameters, both of them need to calculate the loss with gt.\n", "-DML loss between `Student` and `Teacher`'s final output (`head_out`), with a weight of 1.\n", "-The l2 loss between `Student` and `Teacher`'s backbone network output (`backbone_out`), with a weight of 1.\n", "\n", "The `CombinedLoss` class is implemented as follows.\n", "\n", "```python\n", "class CombinedLoss(nn.Layer):\n", " \"\"\"\n", " CombinedLoss:\n", " a combionation of loss function\n", " \"\"\"\n", "\n", " def __init__(self, loss_config_list=None):\n", " super().__init__()\n", " self.loss_func = []\n", " self.loss_weight = []\n", " assert isinstance(loss_config_list, list), (\n", " 'operator config should be a list')\n", " for config in loss_config_list:\n", " assert isinstance(config,\n", " dict) and len(config) == 1, \"yaml format error\"\n", " name = list(config)[0]\n", " param = config[name]\n", " assert \"weight\" in param, \"weight must be in param, but param just contains {}\".format(\n", " param.keys())\n", " self.loss_weight.append(param.pop(\"weight\"))\n", " self.loss_func.append(eval(name)(**param))\n", "\n", " def forward(self, input, batch, **kargs):\n", " loss_dict = {}\n", " loss_all = 0.\n", " for idx, loss_func in enumerate(self.loss_func):\n", " loss = loss_func(input, batch, **kargs)\n", " if isinstance(loss, paddle.Tensor):\n", " loss = {\"loss_{}_{}\".format(str(loss), idx): loss}\n", "\n", " weight = self.loss_weight[idx]\n", "\n", " loss = {key: loss[key] * weight for key in loss}\n", "\n", " if \"loss\" in loss:\n", " loss_all += loss[\"loss\"]\n", " else:\n", " loss_all += paddle.add_n(list(loss.values()))\n", " loss_dict.update(loss)\n", " loss_dict[\"loss\"] = loss_all\n", " return loss_dict\n", "```\n", "\n", "For a more specific implementation of `CombinedLoss`, please refer to: [combined_loss.py](https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/ppocr/losses/combined_loss.py). For more specific implementations of distillation loss functions such as `DistillationCTCLoss`, please refer to [distillation_loss.py](https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/ppocr/losses/distillation_loss.py).\n", "\n", "\n", "\n", "For the distillation of the above three models, the Loss field also needs to be modified accordingly, while considering the loss between the three sub-networks, as shown below.\n", "\n", "```yaml\n", "Loss:\n", " name: CombinedLoss # Loss function name, based on the name change, build a class for loss function\n", " loss_config_list: # Loss function configuration file list, a necessary function for CombinedLoss\n", " -DistillationCTCLoss: # CTC loss function based on distillation, inherited from standard CTC loss\n", " weight: 1.0 # The weight of the loss function. In loss_config_list, the configuration of each loss function must include this field\n", " model_name_list: [\"Student\", \"Student2\", \"Teacher\"] # For the prediction results of the distillation model, extract the output of these three sub-networks and calculate the CTC loss with gt\n", " key: head_out # Take the tensor corresponding to the key in the subnet output dict\n", " -DistillationDMLLoss: # Distilled DML loss function, inherited from standard DMLLoss\n", " weight: 1.0 # weight\n", " act: \"softmax\" # Activation function, use activation function to process the input, it can be softmax, sigmoid or None, the default is None\n", " model_name_pairs: # The subnet name pairs used to calculate DML loss. If you want to calculate the DML loss of other subnets, you can continue to fill in the list below\n", " -[\"Student\", \"Teacher\"]\n", " -[\"Student2\", \"Teacher\"]\n", " -[\"Student\", \"Student2\"]\n", " key: head_out # Take the tensor corresponding to the key in the subnet output dict\n", " -DistillationDistanceLoss: # Distillation distance loss function\n", " weight: 1.0 # weight\n", " mode: \"l2\" # Distance calculation method, currently supports l1, l2, smooth_l1\n", " model_name_pairs: # Subnet name pairs used to calculate distance loss\n", " -[\"Student\", \"Teacher\"]\n", " -[\"Student2\", \"Teacher\"]\n", " -[\"Student\", \"Student2\"]\n", " key: backbone_out # Take the tensor corresponding to the key in the subnet output dict\n", "```\n" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--2021-12-24 22:30:18-- https://paddleocr.bj.bcebos.com/dataset/rec_data_lesson_demo.tar\n", "Resolving paddleocr.bj.bcebos.com (paddleocr.bj.bcebos.com)... 182.61.200.195, 182.61.200.229, 2409:8c04:1001:1002:0:ff:b001:368a\n", "Connecting to paddleocr.bj.bcebos.com (paddleocr.bj.bcebos.com)|182.61.200.195|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 699098618 (667M) [application/x-tar]\n", "Saving to: ‘rec_data_lesson_demo.tar’\n", "\n", "rec_data_lesson_dem 100%[===================>] 666.71M 42.5MB/s in 16s \n", "\n", "2021-12-24 22:30:34 (40.7 MB/s) - ‘rec_data_lesson_demo.tar’ saved [699098618/699098618]\n", "\n", "--2021-12-24 22:30:41-- https://paddleocr.bj.bcebos.com/PP-OCRv2/chinese/ch_PP-OCRv2_rec_train.tar\n", "Resolving paddleocr.bj.bcebos.com (paddleocr.bj.bcebos.com)... 182.61.200.229, 182.61.200.195, 2409:8c04:1001:1002:0:ff:b001:368a\n", "Connecting to paddleocr.bj.bcebos.com (paddleocr.bj.bcebos.com)|182.61.200.229|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 77350400 (74M) [application/x-tar]\n", "Saving to: ‘ch_PP-OCRv2_rec_train.tar’\n", "\n", "ch_PP-OCRv2_rec_tra 100%[===================>] 73.77M 50.5MB/s in 1.5s \n", "\n", "2021-12-24 22:30:43 (50.5 MB/s) - ‘ch_PP-OCRv2_rec_train.tar’ saved [77350400/77350400]\n", "\n", "[2021/12/24 22:30:45] root INFO: Architecture : \n", "[2021/12/24 22:30:45] root INFO: Models : \n", "[2021/12/24 22:30:45] root INFO: Student : \n", "[2021/12/24 22:30:45] root INFO: Backbone : \n", "[2021/12/24 22:30:45] root INFO: name : MobileNetV1Enhance\n", "[2021/12/24 22:30:45] root INFO: scale : 0.5\n", "[2021/12/24 22:30:45] root INFO: Head : \n", "[2021/12/24 22:30:45] root INFO: fc_decay : 2e-05\n", "[2021/12/24 22:30:45] root INFO: mid_channels : 96\n", "[2021/12/24 22:30:45] root INFO: name : CTCHead\n", "[2021/12/24 22:30:45] root INFO: Neck : \n", "[2021/12/24 22:30:45] root INFO: encoder_type : rnn\n", "[2021/12/24 22:30:45] root INFO: hidden_size : 64\n", "[2021/12/24 22:30:45] root INFO: name : SequenceEncoder\n", "[2021/12/24 22:30:45] root INFO: Transform : None\n", "[2021/12/24 22:30:45] root INFO: algorithm : CRNN\n", "[2021/12/24 22:30:45] root INFO: freeze_params : False\n", "[2021/12/24 22:30:45] root INFO: model_type : rec\n", "[2021/12/24 22:30:45] root INFO: pretrained : None\n", "[2021/12/24 22:30:45] root INFO: return_all_feats : True\n", "[2021/12/24 22:30:45] root INFO: Teacher : \n", "[2021/12/24 22:30:45] root INFO: Backbone : \n", "[2021/12/24 22:30:45] root INFO: name : MobileNetV1Enhance\n", "[2021/12/24 22:30:45] root INFO: scale : 0.5\n", "[2021/12/24 22:30:45] root INFO: Head : \n", "[2021/12/24 22:30:45] root INFO: fc_decay : 2e-05\n", "[2021/12/24 22:30:45] root INFO: mid_channels : 96\n", "[2021/12/24 22:30:45] root INFO: name : CTCHead\n", "[2021/12/24 22:30:45] root INFO: Neck : \n", "[2021/12/24 22:30:45] root INFO: encoder_type : rnn\n", "[2021/12/24 22:30:45] root INFO: hidden_size : 64\n", "[2021/12/24 22:30:45] root INFO: name : SequenceEncoder\n", "[2021/12/24 22:30:45] root INFO: Transform : None\n", "[2021/12/24 22:30:45] root INFO: algorithm : CRNN\n", "[2021/12/24 22:30:45] root INFO: freeze_params : False\n", "[2021/12/24 22:30:45] root INFO: model_type : rec\n", "[2021/12/24 22:30:45] root INFO: pretrained : None\n", "[2021/12/24 22:30:45] root INFO: return_all_feats : True\n", "[2021/12/24 22:30:45] root INFO: algorithm : Distillation\n", "[2021/12/24 22:30:45] root INFO: model_type : rec\n", "[2021/12/24 22:30:45] root INFO: name : DistillationModel\n", "[2021/12/24 22:30:45] root INFO: Eval : \n", "[2021/12/24 22:30:45] root INFO: dataset : \n", "[2021/12/24 22:30:45] root INFO: data_dir : ./rec_data_lesson_demo/\n", "[2021/12/24 22:30:45] root INFO: label_file_list : ['./rec_data_lesson_demo/val.txt']\n", "[2021/12/24 22:30:45] root INFO: name : SimpleDataSet\n", "[2021/12/24 22:30:45] root INFO: transforms : \n", "[2021/12/24 22:30:45] root INFO: DecodeImage : \n", "[2021/12/24 22:30:45] root INFO: channel_first : False\n", "[2021/12/24 22:30:45] root INFO: img_mode : BGR\n", "[2021/12/24 22:30:45] root INFO: CTCLabelEncode : None\n", "[2021/12/24 22:30:45] root INFO: RecResizeImg : \n", "[2021/12/24 22:30:45] root INFO: image_shape : [3, 32, 320]\n", "[2021/12/24 22:30:45] root INFO: KeepKeys : \n", "[2021/12/24 22:30:45] root INFO: keep_keys : ['image', 'label', 'length']\n", "[2021/12/24 22:30:45] root INFO: loader : \n", "[2021/12/24 22:30:45] root INFO: batch_size_per_card : 128\n", "[2021/12/24 22:30:45] root INFO: drop_last : False\n", "[2021/12/24 22:30:45] root INFO: num_workers : 0\n", "[2021/12/24 22:30:45] root INFO: shuffle : False\n", "[2021/12/24 22:30:45] root INFO: Global : \n", "[2021/12/24 22:30:45] root INFO: cal_metric_during_train : True\n", "[2021/12/24 22:30:45] root INFO: character_dict_path : ppocr/utils/ppocr_keys_v1.txt\n", "[2021/12/24 22:30:45] root INFO: checkpoints : None\n", "[2021/12/24 22:30:45] root INFO: debug : False\n", "[2021/12/24 22:30:45] root INFO: distributed : False\n", "[2021/12/24 22:30:45] root INFO: epoch_num : 1\n", "[2021/12/24 22:30:45] root INFO: eval_batch_step : [0, 2000]\n", "[2021/12/24 22:30:45] root INFO: infer_img : doc/imgs_words/ch/word_1.jpg\n", "[2021/12/24 22:30:45] root INFO: infer_mode : False\n", "[2021/12/24 22:30:45] root INFO: log_smooth_window : 20\n", "[2021/12/24 22:30:45] root INFO: max_text_length : 25\n", "[2021/12/24 22:30:45] root INFO: pretrained_model : ./ch_PP-OCRv2_rec_train/best_accuracy\n", "[2021/12/24 22:30:45] root INFO: print_batch_step : 10\n", "[2021/12/24 22:30:45] root INFO: save_epoch_step : 3\n", "[2021/12/24 22:30:45] root INFO: save_inference_dir : None\n", "[2021/12/24 22:30:45] root INFO: save_model_dir : ./output/rec_pp-OCRv2_distillation\n", "[2021/12/24 22:30:45] root INFO: save_res_path : ./output/rec/predicts_pp-OCRv2_distillation.txt\n", "[2021/12/24 22:30:45] root INFO: use_gpu : True\n", "[2021/12/24 22:30:45] root INFO: use_space_char : True\n", "[2021/12/24 22:30:45] root INFO: use_visualdl : False\n", "[2021/12/24 22:30:45] root INFO: Loss : \n", "[2021/12/24 22:30:45] root INFO: loss_config_list : \n", "[2021/12/24 22:30:45] root INFO: DistillationCTCLoss : \n", "[2021/12/24 22:30:45] root INFO: key : head_out\n", "[2021/12/24 22:30:45] root INFO: model_name_list : ['Student', 'Teacher']\n", "[2021/12/24 22:30:45] root INFO: weight : 1.0\n", "[2021/12/24 22:30:45] root INFO: DistillationDMLLoss : \n", "[2021/12/24 22:30:45] root INFO: act : softmax\n", "[2021/12/24 22:30:45] root INFO: key : head_out\n", "[2021/12/24 22:30:45] root INFO: model_name_pairs : [['Student', 'Teacher']]\n", "[2021/12/24 22:30:45] root INFO: use_log : True\n", "[2021/12/24 22:30:45] root INFO: weight : 1.0\n", "[2021/12/24 22:30:45] root INFO: DistillationDistanceLoss : \n", "[2021/12/24 22:30:45] root INFO: key : backbone_out\n", "[2021/12/24 22:30:45] root INFO: mode : l2\n", "[2021/12/24 22:30:45] root INFO: model_name_pairs : [['Student', 'Teacher']]\n", "[2021/12/24 22:30:45] root INFO: weight : 1.0\n", "[2021/12/24 22:30:45] root INFO: name : CombinedLoss\n", "[2021/12/24 22:30:45] root INFO: Metric : \n", "[2021/12/24 22:30:45] root INFO: base_metric_name : RecMetric\n", "[2021/12/24 22:30:45] root INFO: key : Student\n", "[2021/12/24 22:30:45] root INFO: main_indicator : acc\n", "[2021/12/24 22:30:45] root INFO: name : DistillationMetric\n", "[2021/12/24 22:30:45] root INFO: Optimizer : \n", "[2021/12/24 22:30:45] root INFO: beta1 : 0.9\n", "[2021/12/24 22:30:45] root INFO: beta2 : 0.999\n", "[2021/12/24 22:30:45] root INFO: lr : \n", "[2021/12/24 22:30:45] root INFO: decay_epochs : [700, 800]\n", "[2021/12/24 22:30:45] root INFO: name : Piecewise\n", "[2021/12/24 22:30:45] root INFO: values : [0.0001, 1e-05]\n", "[2021/12/24 22:30:45] root INFO: warmup_epoch : 5\n", "[2021/12/24 22:30:45] root INFO: name : Adam\n", "[2021/12/24 22:30:45] root INFO: regularizer : \n", "[2021/12/24 22:30:45] root INFO: factor : 2e-05\n", "[2021/12/24 22:30:45] root INFO: name : L2\n", "[2021/12/24 22:30:45] root INFO: PostProcess : \n", "[2021/12/24 22:30:45] root INFO: key : head_out\n", "[2021/12/24 22:30:45] root INFO: model_name : ['Student', 'Teacher']\n", "[2021/12/24 22:30:45] root INFO: name : DistillationCTCLabelDecode\n", "[2021/12/24 22:30:45] root INFO: Train : \n", "[2021/12/24 22:30:45] root INFO: dataset : \n", "[2021/12/24 22:30:45] root INFO: data_dir : ./rec_data_lesson_demo/\n", "[2021/12/24 22:30:45] root INFO: label_file_list : ['./rec_data_lesson_demo/train.txt']\n", "[2021/12/24 22:30:45] root INFO: name : SimpleDataSet\n", "[2021/12/24 22:30:45] root INFO: transforms : \n", "[2021/12/24 22:30:45] root INFO: DecodeImage : \n", "[2021/12/24 22:30:45] root INFO: channel_first : False\n", "[2021/12/24 22:30:45] root INFO: img_mode : BGR\n", "[2021/12/24 22:30:45] root INFO: RecAug : None\n", "[2021/12/24 22:30:45] root INFO: CTCLabelEncode : None\n", "[2021/12/24 22:30:45] root INFO: RecResizeImg : \n", "[2021/12/24 22:30:45] root INFO: image_shape : [3, 32, 320]\n", "[2021/12/24 22:30:45] root INFO: KeepKeys : \n", "[2021/12/24 22:30:45] root INFO: keep_keys : ['image', 'label', 'length']\n", "[2021/12/24 22:30:45] root INFO: loader : \n", "[2021/12/24 22:30:45] root INFO: batch_size_per_card : 64\n", "[2021/12/24 22:30:45] root INFO: drop_last : True\n", "[2021/12/24 22:30:45] root INFO: num_sections : 1\n", "[2021/12/24 22:30:45] root INFO: num_workers : 0\n", "[2021/12/24 22:30:45] root INFO: shuffle : True\n", "[2021/12/24 22:30:45] root INFO: profiler_options : None\n", "[2021/12/24 22:30:45] root INFO: train with paddle 2.2.1 and device CUDAPlace(0)\n", "[2021/12/24 22:30:45] root INFO: Initialize indexs of datasets:['./rec_data_lesson_demo/train.txt']\n", "[2021/12/24 22:30:45] root INFO: Initialize indexs of datasets:['./rec_data_lesson_demo/val.txt']\n", "W1224 22:30:45.741250 9254 device_context.cc:447] Please NOTE: device: 0, GPU Compute Capability: 7.0, Driver API Version: 10.1, Runtime API Version: 10.1\n", "W1224 22:30:45.746162 9254 device_context.cc:465] device: 0, cuDNN Version: 7.6.\n", "[2021/12/24 22:30:50] root INFO: load pretrain successful from ./ch_PP-OCRv2_rec_train/best_accuracy\n", "[2021/12/24 22:30:50] root INFO: train dataloader has 1562 iters\n", "[2021/12/24 22:30:50] root INFO: valid dataloader has 24 iters\n", "[2021/12/24 22:30:50] root INFO: During the training process, after the 0th iteration, an evaluation is run every 2000 iterations\n", "[2021/12/24 22:30:50] root INFO: Initialize indexs of datasets:['./rec_data_lesson_demo/train.txt']\n", "[2021/12/24 22:31:01] root INFO: epoch: [1/1], iter: 10, lr: 0.000000, loss_ctc_Student_0: 6.976444, loss_ctc_Teacher_1: 8.681884, dml_0: 7.565064, loss: 23.507660, loss_distance_l2_Student_Teacher_0: 0.025505, acc: 0.562491, norm_edit_dis: 0.740752, Teacher_acc: 0.609365, Teacher_norm_edit_dis: 0.739364, reader_cost: 0.36132 s, batch_cost: 0.66199 s, samples: 704, ips: 106.34653\n", "[2021/12/24 22:31:11] root INFO: epoch: [1/1], iter: 20, lr: 0.000000, loss_ctc_Student_0: 7.744696, loss_ctc_Teacher_1: 8.654169, dml_0: 8.570195, loss: 26.458534, loss_distance_l2_Student_Teacher_0: 0.026079, acc: 0.531242, norm_edit_dis: 0.735827, Teacher_acc: 0.593741, Teacher_norm_edit_dis: 0.760099, reader_cost: 0.36109 s, batch_cost: 0.59941 s, samples: 640, ips: 106.77130\n", "[2021/12/24 22:31:21] root INFO: epoch: [1/1], iter: 30, lr: 0.000000, loss_ctc_Student_0: 8.108994, loss_ctc_Teacher_1: 8.537874, dml_0: 9.982393, loss: 26.843945, loss_distance_l2_Student_Teacher_0: 0.026251, acc: 0.507805, norm_edit_dis: 0.716328, Teacher_acc: 0.593741, Teacher_norm_edit_dis: 0.770375, reader_cost: 0.39665 s, batch_cost: 0.64006 s, samples: 640, ips: 99.99085\n", "[2021/12/24 22:31:32] root INFO: epoch: [1/1], iter: 40, lr: 0.000000, loss_ctc_Student_0: 7.732370, loss_ctc_Teacher_1: 8.648810, dml_0: 8.644684, loss: 25.863911, loss_distance_l2_Student_Teacher_0: 0.025766, acc: 0.507805, norm_edit_dis: 0.709930, Teacher_acc: 0.585928, Teacher_norm_edit_dis: 0.767394, reader_cost: 0.36238 s, batch_cost: 0.60918 s, samples: 640, ips: 105.05873\n", "[2021/12/24 22:31:42] root INFO: epoch: [1/1], iter: 50, lr: 0.000001, loss_ctc_Student_0: 8.219507, loss_ctc_Teacher_1: 10.171026, dml_0: 8.194988, loss: 26.805073, loss_distance_l2_Student_Teacher_0: 0.025741, acc: 0.539054, norm_edit_dis: 0.709930, Teacher_acc: 0.562491, Teacher_norm_edit_dis: 0.763058, reader_cost: 0.43782 s, batch_cost: 0.69340 s, samples: 640, ips: 92.29917\n", "[2021/12/24 22:31:53] root INFO: epoch: [1/1], iter: 60, lr: 0.000001, loss_ctc_Student_0: 7.573787, loss_ctc_Teacher_1: 9.168297, dml_0: 8.064046, loss: 25.023621, loss_distance_l2_Student_Teacher_0: 0.025920, acc: 0.562491, norm_edit_dis: 0.734843, Teacher_acc: 0.585928, Teacher_norm_edit_dis: 0.756837, reader_cost: 0.39662 s, batch_cost: 0.64859 s, samples: 640, ips: 98.67595\n", "[2021/12/24 22:32:04] root INFO: epoch: [1/1], iter: 70, lr: 0.000001, loss_ctc_Student_0: 7.743058, loss_ctc_Teacher_1: 8.413120, dml_0: 9.065943, loss: 24.850718, loss_distance_l2_Student_Teacher_0: 0.026217, acc: 0.546866, norm_edit_dis: 0.715387, Teacher_acc: 0.593741, Teacher_norm_edit_dis: 0.751324, reader_cost: 0.42741 s, batch_cost: 0.66567 s, samples: 640, ips: 96.14405\n", "[2021/12/24 22:32:14] root INFO: epoch: [1/1], iter: 80, lr: 0.000001, loss_ctc_Student_0: 8.279991, loss_ctc_Teacher_1: 8.347084, dml_0: 8.233022, loss: 24.850718, loss_distance_l2_Student_Teacher_0: 0.026422, acc: 0.531242, norm_edit_dis: 0.708250, Teacher_acc: 0.601553, Teacher_norm_edit_dis: 0.769606, reader_cost: 0.38362 s, batch_cost: 0.62691 s, samples: 640, ips: 102.08804\n", "^C\n", "main proc 9254 exit, kill process group 9254\n" ] } ], "source": [ "# Download data\n", "!wget -nc https://paddleocr.bj.bcebos.com/dataset/rec_data_lesson_demo.tar && tar -xf rec_data_lesson_demo.tar && rm rec_data_lesson_demo.tar\n", "# # Download the pre-trained model\n", "!wget -nc https://paddleocr.bj.bcebos.com/PP-OCRv2/chinese/ch_PP-OCRv2_rec_train.tar && tar -xf ch_PP-OCRv2_rec_train.tar && rm ch_PP-OCRv2_rec_train.tar\n", "\n", "!python tools/train.py -c configs/rec/ch_PP-OCRv2/ch_PP-OCRv2_rec_distillation.yml \\\n", " -o Train.dataset.data_dir=\"./rec_data_lesson_demo/\" \\\n", " Train.dataset.label_file_list=[\"./rec_data_lesson_demo/train.txt\"] \\\n", " Train.loader.num_workers=0 \\\n", " Train.loader.batch_size_per_card=64 \\\n", " Eval.dataset.data_dir=\"./rec_data_lesson_demo/\" \\\n", " Eval.dataset.label_file_list=[\"./rec_data_lesson_demo/val.txt\"] \\\n", " Eval.loader.num_workers=0 \\\n", " Optimizer.lr.values=[0.0001,0.00001] \\\n", " Global.epoch_num=1 \\\n", " Global.pretrained_model=\"./ch_PP-OCRv2_rec_train/best_accuracy\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.2.3 Enhanced CTC Loss Improvement\n", "\n", "The recognition difficulty often encountered in Chinese OCR tasks is that there are too many similar characters, which are easy to misunderstand. Drawing lessons from the idea in Metric Learning, introducing Center loss to further increase the distance between classes, the core formula is shown below.\n", "\n", "$$ L = L_{ctc} + \\lambda * L_{center} $$\n", "$$ L_{center} =\\sum_{t=1}^T||x_{t}-c_{y_{t}}||_{2}^{2} $$\n", "\n", "Here $x_t$ represents the label at the time step $t$, and $c_{y_{t}}$ represents the center corresponding to the label $y_t$.\n", "\n", "In Enhance CTC, the initialization of center also has a greater impact on the result. In PP-OCRv2, the specific steps of center initialization are as follows.\n", "\n", "1. Train a network based on the standard CTC loss;\n", "2. Extract the correct image set from the training set and mark it as G;\n", "3. Input the pictures in G into the network one by one, and extract the corresponding relationship between $x_t$ and $y_t$ of the head output timing feature. The calculation method of $y_t$ is as follows:\n", "\n", "$$ y_{t} = argmax(W * x_{t}) $$\n", "\n", "4. Aggregate the $x_t$ corresponding to the same $y_t$, and take the average value as the initial center.\n", "\n", "\n", "First need to be based on [configs/rec/ch_PP-OCRv2/ch_PP-OCRv2_rec.yml](https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/configs/rec/ch_PP-OCRv2/ch_PP-OCRv2_rec.yml ) Train a basic network\n", "\n", "For more training steps about Center loss, please refer to: [Enhanced CTC Loss Usage Document](https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/doc/doc_ch/enhanced_ctc_loss.md)\n", "\n", "Finally, use [configs/rec/ch_PP-OCRv2/ch_PP-OCRv2_rec_enhanced_ctc_loss.yml](https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.4/configs/rec/ch_PP-OCRv2/chance_PP-OCRv2_rec_ct ) For training, the command is as follows.\n", "\n", "```shell\n", "python tools/train.py -c configs/rec/ch_PP-OCRv2/ch_PP-OCRv2_rec_enhanced_ctc_loss.yml\n", "```\n", "\n", "The main improvement is the `Loss` field. Compared with the standard `CTCLoss`, `CenterLoss` is added. Configure the number of categories, feature dimensions, and center path.\n", "\n", "```yaml\n", "Loss:\n", " name: CombinedLoss\n", " loss_config_list:\n", " - CTCLoss:\n", " use_focal_loss: false\n", " weight: 1.0\n", " - CenterLoss:\n", " weight: 0.05\n", " num_classes: 6625\n", " feat_dim: 96\n", " center_file_path: \"./train_center.pkl\"\n", "```\n", "\n", "### 3.2.4 Summary of Text Recognition Optimization\n", "\n", "In the process of optimizing the PP-OCRv2 text recognition model, the model was improved from the perspectives of backbone network, loss function, etc., and the knowledge distillation training method was introduced, which finally increased the recognition accuracy from **66.7%** to **74.8%** , The specific ablation experiment is shown below.\n", "\n", "
\n", "\n", "
\n", "
Figure 39: PP-OCRv2 recognition model ablation experiment
\n", "\n", "Based on the PP-OCRv2 text detection, the experimental results of the recognition model are as follows.\n", "\n", "
\n", "\n", "
\n", "
Figure 40: The text detection results of PP-OCRv2
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 4 Summary\n", "\n", "This chapter mainly introduces the optimization strategies of PP-OCR and PP-OCRv2.\n", "\n", "PP-OCR uses a total of 19 strategies from backbone network, learning rate strategy, data augmentation, model tailoring and quantification, etc., to optimize and slim the model, and finally create a server-oriented PP-OCR server system and a mobile-oriented PP -OCR mobile system.\n", "\n", "Compared with PP-OCR, PP-OCRv2 further optimizes the three aspects of backbone network, data augmentation, and loss function to solve the problems of poor end-to-side prediction efficiency, complex background, and misrecognition of similar characters. At the same time, it introduces The knowledge distillation training strategy further improves the accuracy of the model, and finally creates a text detection and recognition system with accuracy and speed far exceeding PP-OCR." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 5 Assignment\n", "\n", "For specific content, see the `Optimization Strategy Objective Questions` and `Optimization Strategy Practical Questions` in the compulsory course completion." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "py35-paddle1.2.0" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 4 }