Pix2Seq.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"Pix2Seq.ipynb","provenance":[],"collapsed_sections":[]},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"code","metadata":{"id":"4k94IUeEhhXW","colab_type":"code","outputId":"4f169085-de66-43df-8c61-ae96b1d24a63","colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["!pip3 install --upgrade tensorflow==1.4\n","!pip3 install --upgrade numpy==1.16.2\n","!pip3 install cairosvg\n","!pip3 install svgwrite\n","!pip3 install pytest-shutil"],"execution_count":0,"outputs":[{"output_type":"stream","text":["Collecting tensorflow==1.4\n","\u001b[?25l  Downloading https://files.pythonhosted.org/packages/86/9f/be0165c6eefd841e6928e54d3d083fa174f92d640fdc52f73a33dc9c54d1/tensorflow-1.4.0-cp36-cp36m-manylinux1_x86_64.whl (41.2MB)\n","\u001b[K     |████████████████████████████████| 41.2MB 101kB/s \n","\u001b[?25hCollecting tensorflow-tensorboard<0.5.0,>=0.4.0rc1\n","\u001b[?25l  Downloading 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enum34-1.1.10 html5lib-0.9999999 tensorflow-1.4.0 tensorflow-tensorboard-0.4.0\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.colab-display-data+json":{"pip_warning":{"packages":["enum"]}}},"metadata":{"tags":[]}},{"output_type":"stream","text":["Collecting numpy==1.16.2\n","\u001b[?25l  Downloading https://files.pythonhosted.org/packages/35/d5/4f8410ac303e690144f0a0603c4b8fd3b986feb2749c435f7cdbb288f17e/numpy-1.16.2-cp36-cp36m-manylinux1_x86_64.whl (17.3MB)\n","\u001b[K     |████████████████████████████████| 17.3MB 194kB/s \n","\u001b[31mERROR: datascience 0.10.6 has requirement folium==0.2.1, but you'll have folium 0.8.3 which is incompatible.\u001b[0m\n","\u001b[31mERROR: albumentations 0.1.12 has requirement imgaug<0.2.7,>=0.2.5, but you'll have imgaug 0.2.9 which is incompatible.\u001b[0m\n","\u001b[?25hInstalling collected packages: numpy\n","  Found existing installation: numpy 1.18.2\n","    Uninstalling numpy-1.18.2:\n","      Successfully uninstalled numpy-1.18.2\n","Successfully installed numpy-1.16.2\n"],"name":"stdout"},{"output_type":"display_data","data":{"application/vnd.colab-display-data+json":{"pip_warning":{"packages":["numpy"]}}},"metadata":{"tags":[]}},{"output_type":"stream","text":["Collecting cairosvg\n","\u001b[?25l  Downloading https://files.pythonhosted.org/packages/8e/3a/762f9272c20db092f4d537aaf364dd0770ecf8f7101b58c4e933e99ee2f6/CairoSVG-2.4.2-py3-none-any.whl (50kB)\n","\r\u001b[K     |██████▌                         | 10kB 18.0MB/s eta 0:00:01\r\u001b[K     |█████████████                   | 20kB 1.6MB/s eta 0:00:01\r\u001b[K     |███████████████████▍            | 30kB 2.3MB/s eta 0:00:01\r\u001b[K     |█████████████████████████▉      | 40kB 1.6MB/s eta 0:00:01\r\u001b[K     |████████████████████████████████| 51kB 1.6MB/s \n","\u001b[?25hRequirement already satisfied: pillow in /usr/local/lib/python3.6/dist-packages (from cairosvg) (7.0.0)\n","Collecting cairocffi\n","\u001b[?25l  Downloading 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\"3.8\"->path<13.2->path.py->pytest-shutil) (3.1.0)\n","Installing collected packages: mock, apipkg, execnet, path, path.py, pytest-shutil\n","Successfully installed apipkg-1.5 execnet-1.7.1 mock-4.0.2 path-13.1.0 path.py-12.4.0 pytest-shutil-1.7.0\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"AgYbnYzGTL5B","colab_type":"code","outputId":"cc35cda1-b889-4e8c-e38e-1c12cdbf0e6f","colab":{"base_uri":"https://localhost:8080/","height":318}},"source":["import os\n","import shutil\n","import numpy as np\n","from PIL import Image\n","from matplotlib import cm\n","import tensorflow as tf"],"execution_count":0,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:469: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n","  _np_qint8 = np.dtype([(\"qint8\", np.int8, 1)])\n","/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:470: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n","  _np_quint8 = np.dtype([(\"quint8\", np.uint8, 1)])\n","/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:471: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n","  _np_qint16 = np.dtype([(\"qint16\", np.int16, 1)])\n","/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:472: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n","  _np_quint16 = np.dtype([(\"quint16\", np.uint16, 1)])\n","/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:473: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n","  _np_qint32 = np.dtype([(\"qint32\", np.int32, 1)])\n","/usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/dtypes.py:476: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.\n","  np_resource = np.dtype([(\"resource\", np.ubyte, 1)])\n","/usr/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: compiletime version 3.5 of module 'tensorflow.python.framework.fast_tensor_util' does not match runtime version 3.6\n","  return f(*args, **kwds)\n"],"name":"stderr"},{"output_type":"display_data","data":{"text/html":["<p style=\"color: red;\">\n","The default version of TensorFlow in Colab will switch to TensorFlow 2.x on the 27th of March, 2020.<br>\n","We recommend you <a href=\"https://www.tensorflow.org/guide/migrate\" target=\"_blank\">upgrade</a> now\n","or ensure your notebook will continue to use TensorFlow 1.x via the <code>%tensorflow_version 1.x</code> magic:\n","<a href=\"https://colab.research.google.com/notebooks/tensorflow_version.ipynb\" target=\"_blank\">more info</a>.</p>\n"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"Piu2-Bds58or","colab_type":"code","outputId":"056c2986-45fe-45ef-c53a-b1d4d602d0a1","colab":{"base_uri":"https://localhost:8080/","height":121}},"source":["#Mount Google Drive\n","\n","from google.colab import drive\n","drive.mount('/content/drive')"],"execution_count":0,"outputs":[{"output_type":"stream","text":["Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3aietf%3awg%3aoauth%3a2.0%3aoob&response_type=code&scope=email%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdocs.test%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive.photos.readonly%20https%3a%2f%2fwww.googleapis.com%2fauth%2fpeopleapi.readonly\n","\n","Enter your authorization code:\n","··········\n","Mounted at /content/gdrive\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"NK1M_QJYV5aQ","colab_type":"code","outputId":"ace48b22-d346-4687-f2e1-4a963fc75cd9","colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["#Import important .py files and datasets from drive\n","\n","data_path = \"/content/drive/My Drive/ML_Project/\"\n","shutil.copy(data_path + \"Pix2Seq/render_svg2bitmap.py\", \"/content/\")\n","shutil.copy(data_path + \"Pix2Seq/rnn.py\", \"/content/\")\n","shutil.copy(data_path + \"Pix2Seq/sketch_pix2seq_sampling.py\", \"/content/\")\n","shutil.copy(data_path + \"Pix2Seq/sketch_pix2seq_train.py\", \"/content/\")\n","shutil.copy(data_path + \"Pix2Seq/utils.py\", \"/content/\")\n","\n","newpath = r'/content/datasets' \n","if not os.path.exists(newpath):\n","    os.makedirs(newpath)\n","    os.makedirs(newpath + '/npz')\n","\n","dataset1 = 'sheep'\n","dataset2 = 'flamingo'\n","shutil.copy(data_path + \"Pix2Seq/\" + dataset1 + \".npz\", \"/content/datasets/npz/\")\n","shutil.copy(data_path + \"Pix2Seq/\" + dataset2 + \".npz\", \"/content/datasets/npz/\")"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'/content/datasets/npz/flamingo.npz'"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"code","metadata":{"id":"tWUAcKOgAvrl","colab_type":"code","outputId":"4394917a-6802-4da9-ca3b-eee676dc85df","colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["#Get model for Sheep class and generate svg and png images\n","shutil.copy(data_path + \"Pix2Seq/Sheep/model.py\", \"/content/\")\n","!python /content/render_svg2bitmap.py --data_base_dir='/content/datasets'"],"execution_count":0,"outputs":[{"output_type":"stream","text":["/usr/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: compiletime version 3.5 of module 'tensorflow.python.framework.fast_tensor_util' does not match runtime version 3.6\n","  return f(*args, **kwds)\n","/content/datasets/npz/sheep.npz\n","Loaded 70000/2500/2500 from sheep.npz\n","Dataset combined: 1400 (1000/200/200), avg len 84\n","model_params.max_seq_len 177.\n","total images <= max_seq_len is 1000\n","total images <= max_seq_len is 200\n","total images <= max_seq_len is 200\n","normalizing_scale_factor 35.1748.\n","example_idx 0 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 63 png_curr_h 53\n","example_idx 1 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 31\n","example_idx 2 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 39\n","example_idx 3 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 33\n","example_idx 4 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 29 png_curr_h 20\n","example_idx 5 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 39\n","example_idx 6 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 41\n","example_idx 7 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 41\n","example_idx 8 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 58\n","example_idx 9 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 45\n","example_idx 10 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 31\n","example_idx 11 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 36\n","example_idx 12 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 52\n","example_idx 13 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 23\n","example_idx 14 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 41\n","example_idx 15 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 44\n","example_idx 16 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 62\n","example_idx 17 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 30\n","example_idx 18 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 79 png_curr_h 35\n","example_idx 19 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 38\n","example_idx 20 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 82 png_curr_h 51\n","example_idx 21 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 65 png_curr_h 26\n","example_idx 22 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 32\n","example_idx 23 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 31\n","example_idx 24 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 38\n","example_idx 25 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 86 png_curr_h 58\n","example_idx 26 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 38\n","example_idx 27 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 49\n","example_idx 28 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 35\n","example_idx 29 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 36\n","example_idx 30 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 30\n","example_idx 31 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 37\n","example_idx 32 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 39\n","example_idx 33 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 35\n","example_idx 34 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 37\n","example_idx 35 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 30\n","example_idx 36 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 31\n","example_idx 37 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 27\n","example_idx 38 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 41\n","example_idx 39 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 35\n","example_idx 40 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 27\n","example_idx 41 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 45\n","example_idx 42 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 32\n","example_idx 43 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 44\n","example_idx 44 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 35\n","example_idx 45 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 64 png_curr_h 48\n","example_idx 46 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 31\n","example_idx 47 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 45\n","example_idx 48 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 37\n","example_idx 49 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 38\n","example_idx 50 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 42\n","example_idx 51 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 27\n","example_idx 52 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 35\n","example_idx 53 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 28\n","example_idx 54 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 33\n","example_idx 55 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 32\n","example_idx 56 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 48\n","example_idx 57 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 35\n","example_idx 58 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 44\n","example_idx 59 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 73 png_curr_h 63\n","example_idx 60 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 26 png_curr_h 21\n","example_idx 61 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 32\n","example_idx 62 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 31\n","example_idx 63 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 63 png_curr_h 42\n","example_idx 64 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 57 png_curr_h 48\n","example_idx 65 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 33\n","example_idx 66 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 36\n","example_idx 67 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 43\n","example_idx 68 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 53\n","example_idx 69 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 37\n","example_idx 70 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 33\n","example_idx 71 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 29\n","example_idx 72 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 36\n","example_idx 73 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 36\n","example_idx 74 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 42\n","example_idx 75 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 31\n","example_idx 76 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 51\n","example_idx 77 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 42\n","example_idx 78 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 48\n","example_idx 79 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 37\n","example_idx 80 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 41\n","example_idx 81 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 45\n","example_idx 82 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 36\n","example_idx 83 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 57 png_curr_h 43\n","example_idx 84 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 35\n","example_idx 85 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 65\n","example_idx 86 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 70 png_curr_h 40\n","example_idx 87 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 39\n","example_idx 88 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 41\n","example_idx 89 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 37\n","example_idx 90 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 54\n","example_idx 91 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 33\n","example_idx 92 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 39\n","example_idx 93 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 40\n","example_idx 94 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 47\n","example_idx 95 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 32\n","example_idx 96 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 36\n","example_idx 97 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 37\n","example_idx 98 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 36\n","example_idx 99 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 76 png_curr_h 59\n","example_idx 100 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 81 png_curr_h 47\n","example_idx 101 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 30\n","example_idx 102 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 69 png_curr_h 54\n","example_idx 103 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 26\n","example_idx 104 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 66 png_curr_h 41\n","example_idx 105 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 40\n","example_idx 106 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 32\n","example_idx 107 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 38\n","example_idx 108 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 38\n","example_idx 109 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 28\n","example_idx 110 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 57 png_curr_h 48\n","example_idx 111 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 36\n","example_idx 112 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 32\n","example_idx 113 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 35\n","example_idx 114 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 26\n","example_idx 115 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 80 png_curr_h 58\n","example_idx 116 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 26\n","example_idx 117 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 27\n","example_idx 118 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 39\n","example_idx 119 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 46\n","example_idx 120 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 43\n","example_idx 121 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 42\n","example_idx 122 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 46\n","example_idx 123 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 31\n","example_idx 124 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 45\n","example_idx 125 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 30\n","example_idx 126 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 39\n","example_idx 127 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 86 png_curr_h 51\n","example_idx 128 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 72 png_curr_h 38\n","example_idx 129 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 32\n","example_idx 130 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 52\n","example_idx 131 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 47\n","example_idx 132 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 68 png_curr_h 71\n","example_idx 133 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 34\n","example_idx 134 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 56\n","example_idx 135 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 78 png_curr_h 63\n","example_idx 136 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 65 png_curr_h 57\n","example_idx 137 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 46\n","example_idx 138 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 57 png_curr_h 45\n","example_idx 139 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 82 png_curr_h 50\n","example_idx 140 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 26\n","example_idx 141 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 68 png_curr_h 45\n","example_idx 142 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 101 png_curr_h 59\n","example_idx 143 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 66 png_curr_h 53\n","example_idx 144 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 48\n","example_idx 145 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 41\n","example_idx 146 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 34\n","example_idx 147 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 45\n","example_idx 148 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 41\n","example_idx 149 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 53\n","example_idx 150 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 78 png_curr_h 48\n","example_idx 151 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 33\n","example_idx 152 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 29\n","example_idx 153 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 47\n","example_idx 154 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 35\n","example_idx 155 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 40\n","example_idx 156 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 39\n","example_idx 157 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 35\n","example_idx 158 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 47\n","example_idx 159 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 34\n","example_idx 160 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 38\n","example_idx 161 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 44\n","example_idx 162 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 37\n","example_idx 163 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 30\n","example_idx 164 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 68 png_curr_h 54\n","example_idx 165 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 44\n","example_idx 166 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 76 png_curr_h 48\n","example_idx 167 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 36\n","example_idx 168 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 38\n","example_idx 169 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 61 png_curr_h 60\n","example_idx 170 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 39\n","example_idx 171 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 57 png_curr_h 46\n","example_idx 172 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 44\n","example_idx 173 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 37\n","example_idx 174 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 32\n","example_idx 175 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 64 png_curr_h 27\n","example_idx 176 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 38\n","example_idx 177 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 40\n","example_idx 178 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 28\n","example_idx 179 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 32\n","example_idx 180 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 50\n","example_idx 181 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 33\n","example_idx 182 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 61 png_curr_h 46\n","example_idx 183 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 37\n","example_idx 184 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 29\n","example_idx 185 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 68 png_curr_h 57\n","example_idx 186 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 81 png_curr_h 49\n","example_idx 187 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 23\n","example_idx 188 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 73 png_curr_h 57\n","example_idx 189 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 39\n","example_idx 190 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 72\n","example_idx 191 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 68 png_curr_h 47\n","example_idx 192 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 59 png_curr_h 47\n","example_idx 193 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 77 png_curr_h 55\n","example_idx 194 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 59 png_curr_h 55\n","example_idx 195 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 39\n","example_idx 196 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 63 png_curr_h 48\n","example_idx 197 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 87 png_curr_h 56\n","example_idx 198 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 42\n","example_idx 199 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 64 png_curr_h 46\n","example_idx 200 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 36\n","example_idx 201 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 95 png_curr_h 64\n","example_idx 202 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 35\n","example_idx 203 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 33\n","example_idx 204 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 110 png_curr_h 71\n","example_idx 205 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 47\n","example_idx 206 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 40\n","example_idx 207 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 50\n","example_idx 208 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 42\n","example_idx 209 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 70 png_curr_h 63\n","example_idx 210 stroke.shape (61, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 93 png_curr_h 72\n","example_idx 211 stroke.shape (61, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 72\n","example_idx 212 stroke.shape (61, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 42\n","example_idx 213 stroke.shape (61, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 35\n","example_idx 214 stroke.shape (61, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 42\n","example_idx 215 stroke.shape (61, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 46\n","example_idx 216 stroke.shape (61, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 54\n","example_idx 217 stroke.shape (61, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 47\n","example_idx 218 stroke.shape (61, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 71 png_curr_h 49\n","example_idx 219 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 49\n","example_idx 220 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 73 png_curr_h 45\n","example_idx 221 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 37\n","example_idx 222 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 43\n","example_idx 223 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 32\n","example_idx 224 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 38\n","example_idx 225 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 28\n","example_idx 226 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 95 png_curr_h 46\n","example_idx 227 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 61 png_curr_h 45\n","example_idx 228 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 53\n","example_idx 229 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 50\n","example_idx 230 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 66 png_curr_h 51\n","example_idx 231 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 38\n","example_idx 232 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 53\n","example_idx 233 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 39\n","example_idx 234 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 30\n","example_idx 235 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 30\n","example_idx 236 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 82 png_curr_h 45\n","example_idx 237 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 33\n","example_idx 238 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 43\n","example_idx 239 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 49\n","example_idx 240 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 46\n","example_idx 241 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 39\n","example_idx 242 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 74 png_curr_h 51\n","example_idx 243 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 65 png_curr_h 49\n","example_idx 244 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 38\n","example_idx 245 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 40\n","example_idx 246 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 99 png_curr_h 66\n","example_idx 247 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 37\n","example_idx 248 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 42\n","example_idx 249 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 37\n","example_idx 250 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 43\n","example_idx 251 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 81 png_curr_h 81\n","example_idx 252 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 69 png_curr_h 44\n","example_idx 253 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 50\n","example_idx 254 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 94 png_curr_h 65\n","example_idx 255 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 51\n","example_idx 256 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 64\n","example_idx 257 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 39\n","example_idx 258 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 43\n","example_idx 259 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 63 png_curr_h 46\n","example_idx 260 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 64 png_curr_h 45\n","example_idx 261 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 68 png_curr_h 47\n","example_idx 262 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 44\n","example_idx 263 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 81 png_curr_h 61\n","example_idx 264 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 38\n","example_idx 265 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 40\n","example_idx 266 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 87 png_curr_h 55\n","example_idx 267 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 63 png_curr_h 40\n","example_idx 268 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 41\n","example_idx 269 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 59 png_curr_h 40\n","example_idx 270 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 43\n","example_idx 271 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 45\n","example_idx 272 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 57 png_curr_h 49\n","example_idx 273 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 42\n","example_idx 274 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 83 png_curr_h 55\n","example_idx 275 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 40\n","example_idx 276 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 41\n","example_idx 277 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 28\n","example_idx 278 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 57 png_curr_h 56\n","example_idx 279 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 38\n","example_idx 280 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 68 png_curr_h 51\n","example_idx 281 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 72 png_curr_h 54\n","example_idx 282 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 30\n","example_idx 283 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 87 png_curr_h 54\n","example_idx 284 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 63 png_curr_h 45\n","example_idx 285 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 26\n","example_idx 286 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 41\n","example_idx 287 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 40\n","example_idx 288 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 65 png_curr_h 65\n","example_idx 289 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 65 png_curr_h 38\n","example_idx 290 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 61 png_curr_h 40\n","example_idx 291 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 46\n","example_idx 292 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 78 png_curr_h 54\n","example_idx 293 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 33\n","example_idx 294 stroke.shape (67, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 57 png_curr_h 51\n","example_idx 295 stroke.shape (67, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 36\n","example_idx 296 stroke.shape (67, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 50\n","example_idx 297 stroke.shape (67, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 44\n","example_idx 298 stroke.shape (67, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 44\n","example_idx 299 stroke.shape (67, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 71 png_curr_h 46\n","example_idx 300 stroke.shape (67, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 68 png_curr_h 44\n","example_idx 301 stroke.shape (67, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 82 png_curr_h 65\n","example_idx 302 stroke.shape (67, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 64 png_curr_h 41\n","example_idx 303 stroke.shape (67, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 82 png_curr_h 60\n","example_idx 304 stroke.shape (67, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 63 png_curr_h 37\n","example_idx 305 stroke.shape (67, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 72 png_curr_h 52\n","example_idx 306 stroke.shape (67, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 21\n","example_idx 307 stroke.shape (67, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 44\n","example_idx 308 stroke.shape (67, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 83 png_curr_h 56\n","example_idx 309 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 36\n","example_idx 310 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 38\n","example_idx 311 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 43\n","example_idx 312 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 61 png_curr_h 37\n","example_idx 313 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 77 png_curr_h 68\n","example_idx 314 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 68 png_curr_h 57\n","example_idx 315 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 63 png_curr_h 53\n","example_idx 316 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 55\n","example_idx 317 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 49\n","example_idx 318 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 38\n","example_idx 319 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 47\n","example_idx 320 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 74 png_curr_h 41\n","example_idx 321 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 38\n","example_idx 322 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 70 png_curr_h 61\n","example_idx 323 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 34\n","example_idx 324 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 29\n","example_idx 325 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 64 png_curr_h 60\n","example_idx 326 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 37\n","example_idx 327 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 38\n","example_idx 328 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 69\n","example_idx 329 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 32\n","example_idx 330 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 40\n","example_idx 331 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 64 png_curr_h 51\n","example_idx 332 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 77 png_curr_h 52\n","example_idx 333 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 61 png_curr_h 52\n","example_idx 334 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 39\n","example_idx 335 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 44\n","example_idx 336 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 39\n","example_idx 337 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 101 png_curr_h 59\n","example_idx 338 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 52\n","example_idx 339 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 43\n","example_idx 340 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 35\n","example_idx 341 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 37\n","example_idx 342 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 34\n","example_idx 343 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 78 png_curr_h 59\n","example_idx 344 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 45\n","example_idx 345 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 28 png_curr_h 24\n","example_idx 346 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 71 png_curr_h 75\n","example_idx 347 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 42\n","example_idx 348 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 36\n","example_idx 349 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 42\n","example_idx 350 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 85 png_curr_h 46\n","example_idx 351 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 70 png_curr_h 53\n","example_idx 352 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 81 png_curr_h 60\n","example_idx 353 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 81 png_curr_h 60\n","example_idx 354 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 69 png_curr_h 55\n","example_idx 355 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 74 png_curr_h 49\n","example_idx 356 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 68 png_curr_h 48\n","example_idx 357 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 61 png_curr_h 59\n","example_idx 358 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 40\n","example_idx 359 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 88 png_curr_h 70\n","example_idx 360 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 63 png_curr_h 43\n","example_idx 361 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 95 png_curr_h 70\n","example_idx 362 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 36\n","example_idx 363 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 35\n","example_idx 364 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 61\n","example_idx 365 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 66 png_curr_h 51\n","example_idx 366 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 36\n","example_idx 367 stroke.shape (71, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 95 png_curr_h 61\n","example_idx 368 stroke.shape (71, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 69 png_curr_h 56\n","example_idx 369 stroke.shape (71, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 62\n","example_idx 370 stroke.shape (71, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 38\n","example_idx 371 stroke.shape (71, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 33\n","example_idx 372 stroke.shape (71, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 82 png_curr_h 54\n","example_idx 373 stroke.shape (71, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 49\n","example_idx 374 stroke.shape (71, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 83 png_curr_h 57\n","example_idx 375 stroke.shape (71, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 88 png_curr_h 65\n","example_idx 376 stroke.shape (71, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 43\n","example_idx 377 stroke.shape (71, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 71 png_curr_h 59\n","example_idx 378 stroke.shape (71, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 59 png_curr_h 46\n","example_idx 379 stroke.shape (71, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 75 png_curr_h 68\n","example_idx 380 stroke.shape (71, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 63 png_curr_h 44\n","example_idx 381 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 68 png_curr_h 53\n","example_idx 382 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 43\n","example_idx 383 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 69 png_curr_h 59\n","example_idx 384 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 39\n","example_idx 385 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 105 png_curr_h 71\n","example_idx 386 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 68 png_curr_h 56\n","example_idx 387 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 92 png_curr_h 65\n","example_idx 388 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 54\n","example_idx 389 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 43\n","example_idx 390 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 77 png_curr_h 59\n","example_idx 391 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 61 png_curr_h 43\n","example_idx 392 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 97 png_curr_h 53\n","example_idx 393 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 40\n","example_idx 394 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 85 png_curr_h 56\n","example_idx 395 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 31\n","example_idx 396 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 72 png_curr_h 56\n","example_idx 397 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 59 png_curr_h 37\n","example_idx 398 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 39\n","example_idx 399 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 47\n","example_idx 400 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 76 png_curr_h 42\n","example_idx 401 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 73 png_curr_h 62\n","example_idx 402 stroke.shape (73, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 33\n","example_idx 403 stroke.shape (73, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 57 png_curr_h 40\n","example_idx 404 stroke.shape (73, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 63 png_curr_h 51\n","example_idx 405 stroke.shape (73, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 65 png_curr_h 53\n","example_idx 406 stroke.shape (73, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 70 png_curr_h 59\n","example_idx 407 stroke.shape (73, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 59 png_curr_h 56\n","example_idx 408 stroke.shape (73, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 33\n","example_idx 409 stroke.shape (74, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 87 png_curr_h 54\n","example_idx 410 stroke.shape (74, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 102 png_curr_h 50\n","example_idx 411 stroke.shape (74, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 64 png_curr_h 47\n","example_idx 412 stroke.shape (74, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 32\n","example_idx 413 stroke.shape (74, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 104 png_curr_h 66\n","example_idx 414 stroke.shape (74, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 75 png_curr_h 50\n","example_idx 415 stroke.shape (74, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 59 png_curr_h 43\n","example_idx 416 stroke.shape (74, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 49\n","example_idx 417 stroke.shape (74, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 83 png_curr_h 64\n","example_idx 418 stroke.shape (75, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 76 png_curr_h 49\n","example_idx 419 stroke.shape (75, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 80 png_curr_h 62\n","example_idx 420 stroke.shape (75, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 80 png_curr_h 36\n","example_idx 421 stroke.shape (75, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 81 png_curr_h 62\n","example_idx 422 stroke.shape (75, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 42\n","example_idx 423 stroke.shape (75, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 89 png_curr_h 59\n","example_idx 424 stroke.shape (75, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 76 png_curr_h 60\n","example_idx 425 stroke.shape (75, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 68 png_curr_h 48\n","example_idx 426 stroke.shape (75, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 78 png_curr_h 51\n","example_idx 427 stroke.shape (75, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 66 png_curr_h 58\n","example_idx 428 stroke.shape (75, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 76 png_curr_h 60\n","example_idx 429 stroke.shape (75, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 61 png_curr_h 40\n","example_idx 430 stroke.shape (75, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 43\n","example_idx 431 stroke.shape (75, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 41\n","example_idx 432 stroke.shape (75, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 70 png_curr_h 43\n","example_idx 433 stroke.shape (75, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 46\n","example_idx 434 stroke.shape (76, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 83 png_curr_h 50\n","example_idx 435 stroke.shape (76, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 57 png_curr_h 40\n","example_idx 436 stroke.shape (76, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 82 png_curr_h 43\n","example_idx 437 stroke.shape (76, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 182 png_curr_h 50\n","example_idx 438 stroke.shape (76, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 45\n","example_idx 439 stroke.shape (76, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 71 png_curr_h 38\n","example_idx 440 stroke.shape (76, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 74 png_curr_h 44\n","example_idx 441 stroke.shape (76, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 79 png_curr_h 68\n","example_idx 442 stroke.shape (76, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 36\n","example_idx 443 stroke.shape (76, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 88 png_curr_h 53\n","example_idx 444 stroke.shape (76, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 86 png_curr_h 61\n","example_idx 445 stroke.shape (76, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 50\n","example_idx 446 stroke.shape (76, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 87 png_curr_h 75\n","example_idx 447 stroke.shape (76, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 72 png_curr_h 48\n","example_idx 448 stroke.shape (77, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 127 png_curr_h 57\n","example_idx 449 stroke.shape (77, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 78 png_curr_h 60\n","example_idx 450 stroke.shape (77, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 117 png_curr_h 79\n","example_idx 451 stroke.shape (77, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 103 png_curr_h 77\n","example_idx 452 stroke.shape (77, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 81 png_curr_h 58\n","example_idx 453 stroke.shape (77, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 40\n","example_idx 454 stroke.shape (77, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 45\n","example_idx 455 stroke.shape (77, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 44\n","example_idx 456 stroke.shape (77, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 84 png_curr_h 53\n","example_idx 457 stroke.shape (77, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 42\n","example_idx 458 stroke.shape (77, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 63 png_curr_h 45\n","example_idx 459 stroke.shape (77, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 83 png_curr_h 56\n","example_idx 460 stroke.shape (77, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 77 png_curr_h 59\n","example_idx 461 stroke.shape (77, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 59 png_curr_h 52\n","example_idx 462 stroke.shape (77, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 38\n","example_idx 463 stroke.shape (78, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 51\n","example_idx 464 stroke.shape (78, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 42\n","example_idx 465 stroke.shape (78, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 95 png_curr_h 68\n","example_idx 466 stroke.shape (78, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 48\n","example_idx 467 stroke.shape (78, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 30\n","example_idx 468 stroke.shape (78, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 68 png_curr_h 51\n","example_idx 469 stroke.shape (78, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 101 png_curr_h 63\n","example_idx 470 stroke.shape (78, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 134 png_curr_h 78\n","example_idx 471 stroke.shape (78, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 33\n","example_idx 472 stroke.shape (78, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 90 png_curr_h 54\n","example_idx 473 stroke.shape (78, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 53\n","example_idx 474 stroke.shape (78, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 59 png_curr_h 39\n","example_idx 475 stroke.shape (79, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 46\n","example_idx 476 stroke.shape (79, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 75 png_curr_h 63\n","example_idx 477 stroke.shape (79, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 59 png_curr_h 45\n","example_idx 478 stroke.shape (79, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 40\n","example_idx 479 stroke.shape (79, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 44\n","example_idx 480 stroke.shape (79, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 36\n","example_idx 481 stroke.shape (79, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 68 png_curr_h 52\n","example_idx 482 stroke.shape (79, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 69 png_curr_h 55\n","example_idx 483 stroke.shape (79, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 78 png_curr_h 61\n","example_idx 484 stroke.shape (79, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 53\n","example_idx 485 stroke.shape (79, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 84 png_curr_h 65\n","example_idx 486 stroke.shape (79, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 44\n","example_idx 487 stroke.shape (79, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 70 png_curr_h 61\n","example_idx 488 stroke.shape (80, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 44\n","example_idx 489 stroke.shape (80, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 40\n","example_idx 490 stroke.shape (80, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 113 png_curr_h 76\n","example_idx 491 stroke.shape (80, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 76 png_curr_h 52\n","example_idx 492 stroke.shape (80, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 74 png_curr_h 58\n","example_idx 493 stroke.shape (80, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 52\n","example_idx 494 stroke.shape (80, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 75 png_curr_h 43\n","example_idx 495 stroke.shape (80, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 102 png_curr_h 72\n","example_idx 496 stroke.shape (80, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 76 png_curr_h 44\n","example_idx 497 stroke.shape (80, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 46\n","example_idx 498 stroke.shape (80, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 56\n","example_idx 499 stroke.shape (80, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 69 png_curr_h 43\n","example_idx 500 stroke.shape (80, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 76 png_curr_h 31\n","example_idx 501 stroke.shape (80, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 45\n","example_idx 502 stroke.shape (80, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 126 png_curr_h 68\n","example_idx 503 stroke.shape (81, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 93 png_curr_h 54\n","example_idx 504 stroke.shape (81, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 69 png_curr_h 47\n","example_idx 505 stroke.shape (81, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 52\n","example_idx 506 stroke.shape (81, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 68 png_curr_h 59\n","example_idx 507 stroke.shape (81, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 93 png_curr_h 57\n","example_idx 508 stroke.shape (81, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 97 png_curr_h 80\n","example_idx 509 stroke.shape (81, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 52\n","example_idx 510 stroke.shape (81, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 71 png_curr_h 55\n","example_idx 511 stroke.shape (81, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 48\n","example_idx 512 stroke.shape (81, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 63 png_curr_h 45\n","example_idx 513 stroke.shape (81, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 99 png_curr_h 71\n","example_idx 514 stroke.shape (81, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 118 png_curr_h 62\n","example_idx 515 stroke.shape (81, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 115 png_curr_h 75\n","example_idx 516 stroke.shape (81, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 89 png_curr_h 58\n","example_idx 517 stroke.shape (81, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 57\n","example_idx 518 stroke.shape (81, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 95 png_curr_h 84\n","example_idx 519 stroke.shape (81, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 38\n","example_idx 520 stroke.shape (82, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 88 png_curr_h 66\n","example_idx 521 stroke.shape (82, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 105 png_curr_h 76\n","example_idx 522 stroke.shape (82, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 99 png_curr_h 66\n","example_idx 523 stroke.shape (82, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 50\n","example_idx 524 stroke.shape (82, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 89 png_curr_h 54\n","example_idx 525 stroke.shape (82, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 73 png_curr_h 49\n","example_idx 526 stroke.shape (82, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 69 png_curr_h 49\n","example_idx 527 stroke.shape (82, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 71 png_curr_h 56\n","example_idx 528 stroke.shape (82, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 64 png_curr_h 55\n","example_idx 529 stroke.shape (82, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 88 png_curr_h 73\n","example_idx 530 stroke.shape (82, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 43\n","example_idx 531 stroke.shape (82, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 48\n","example_idx 532 stroke.shape (83, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 81 png_curr_h 45\n","example_idx 533 stroke.shape (83, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 103 png_curr_h 70\n","example_idx 534 stroke.shape (83, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 46\n","example_idx 535 stroke.shape (83, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 71 png_curr_h 53\n","example_idx 536 stroke.shape (83, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 81 png_curr_h 58\n","example_idx 537 stroke.shape (83, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 68 png_curr_h 48\n","example_idx 538 stroke.shape (83, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 38\n","example_idx 539 stroke.shape (83, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 86 png_curr_h 63\n","example_idx 540 stroke.shape (83, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 55\n","example_idx 541 stroke.shape (83, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 75 png_curr_h 56\n","example_idx 542 stroke.shape (83, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 74\n","example_idx 543 stroke.shape (83, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 83 png_curr_h 70\n","example_idx 544 stroke.shape (83, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 61 png_curr_h 62\n","example_idx 545 stroke.shape (84, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 96 png_curr_h 61\n","example_idx 546 stroke.shape (84, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 89 png_curr_h 50\n","example_idx 547 stroke.shape (84, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 46\n","example_idx 548 stroke.shape (84, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 108 png_curr_h 84\n","example_idx 549 stroke.shape (84, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 55\n","example_idx 550 stroke.shape (84, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 73 png_curr_h 54\n","example_idx 551 stroke.shape (84, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 64 png_curr_h 40\n","example_idx 552 stroke.shape (84, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 103 png_curr_h 65\n","example_idx 553 stroke.shape (84, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 65 png_curr_h 44\n","example_idx 554 stroke.shape (84, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 45\n","example_idx 555 stroke.shape (84, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 76 png_curr_h 46\n","example_idx 556 stroke.shape (84, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 79 png_curr_h 57\n","example_idx 557 stroke.shape (84, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 46\n","example_idx 558 stroke.shape (84, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 39\n","example_idx 559 stroke.shape (84, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 197 png_curr_h 76\n","example_idx 560 stroke.shape (84, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 76 png_curr_h 52\n","example_idx 561 stroke.shape (84, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 66 png_curr_h 62\n","example_idx 562 stroke.shape (84, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 96 png_curr_h 62\n","example_idx 563 stroke.shape (84, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 71 png_curr_h 46\n","example_idx 564 stroke.shape (84, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 37\n","example_idx 565 stroke.shape (85, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 91 png_curr_h 82\n","example_idx 566 stroke.shape (85, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 72 png_curr_h 67\n","example_idx 567 stroke.shape (85, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 48\n","example_idx 568 stroke.shape (85, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 116 png_curr_h 68\n","example_idx 569 stroke.shape (85, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 71 png_curr_h 51\n","example_idx 570 stroke.shape (85, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 91\n","example_idx 571 stroke.shape (85, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 64\n","example_idx 572 stroke.shape (85, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 48\n","example_idx 573 stroke.shape (85, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 80 png_curr_h 75\n","example_idx 574 stroke.shape (85, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 45\n","example_idx 575 stroke.shape (85, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 114 png_curr_h 61\n","example_idx 576 stroke.shape (85, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 57 png_curr_h 45\n","example_idx 577 stroke.shape (85, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 63 png_curr_h 47\n","example_idx 578 stroke.shape (86, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 37\n","example_idx 579 stroke.shape (86, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 74 png_curr_h 72\n","example_idx 580 stroke.shape (86, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 64 png_curr_h 45\n","example_idx 581 stroke.shape (86, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 35\n","example_idx 582 stroke.shape (86, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 59 png_curr_h 37\n","example_idx 583 stroke.shape (86, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 73 png_curr_h 85\n","example_idx 584 stroke.shape (86, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 38\n","example_idx 585 stroke.shape (86, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 75 png_curr_h 87\n","example_idx 586 stroke.shape (86, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 99 png_curr_h 83\n","example_idx 587 stroke.shape (86, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 64 png_curr_h 60\n","example_idx 588 stroke.shape (86, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 80 png_curr_h 58\n","example_idx 589 stroke.shape (86, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 64 png_curr_h 53\n","example_idx 590 stroke.shape (86, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 83 png_curr_h 57\n","example_idx 591 stroke.shape (86, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 55\n","example_idx 592 stroke.shape (86, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 55\n","example_idx 593 stroke.shape (87, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 73 png_curr_h 56\n","example_idx 594 stroke.shape (87, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 112 png_curr_h 92\n","example_idx 595 stroke.shape (87, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 84 png_curr_h 76\n","example_idx 596 stroke.shape (87, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 98 png_curr_h 68\n","example_idx 597 stroke.shape (87, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 75 png_curr_h 43\n","example_idx 598 stroke.shape (87, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 89 png_curr_h 68\n","example_idx 599 stroke.shape (87, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 59 png_curr_h 43\n","example_idx 600 stroke.shape (87, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 103 png_curr_h 79\n","example_idx 601 stroke.shape (87, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 53\n","example_idx 602 stroke.shape (88, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 57 png_curr_h 41\n","example_idx 603 stroke.shape (88, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 97 png_curr_h 72\n","example_idx 604 stroke.shape (88, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 87 png_curr_h 70\n","example_idx 605 stroke.shape (88, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 59\n","example_idx 606 stroke.shape (88, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 106 png_curr_h 81\n","example_idx 607 stroke.shape (88, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 81 png_curr_h 62\n","example_idx 608 stroke.shape (88, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 96 png_curr_h 84\n","example_idx 609 stroke.shape (88, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 26\n","example_idx 610 stroke.shape (88, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 77 png_curr_h 68\n","example_idx 611 stroke.shape (88, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 74 png_curr_h 55\n","example_idx 612 stroke.shape (88, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 123 png_curr_h 99\n","example_idx 613 stroke.shape (88, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 65 png_curr_h 38\n","example_idx 614 stroke.shape (88, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 81 png_curr_h 51\n","example_idx 615 stroke.shape (88, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 48\n","example_idx 616 stroke.shape (88, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 42\n","example_idx 617 stroke.shape (88, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 87 png_curr_h 79\n","example_idx 618 stroke.shape (88, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 61 png_curr_h 66\n","example_idx 619 stroke.shape (88, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 95 png_curr_h 77\n","example_idx 620 stroke.shape (89, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 69 png_curr_h 56\n","example_idx 621 stroke.shape (89, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 85 png_curr_h 62\n","example_idx 622 stroke.shape (89, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 65\n","example_idx 623 stroke.shape (89, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 88 png_curr_h 65\n","example_idx 624 stroke.shape (89, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 66 png_curr_h 49\n","example_idx 625 stroke.shape (89, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 117 png_curr_h 62\n","example_idx 626 stroke.shape (89, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 66 png_curr_h 46\n","example_idx 627 stroke.shape (89, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 91 png_curr_h 67\n","example_idx 628 stroke.shape (89, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 91 png_curr_h 55\n","example_idx 629 stroke.shape (89, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 23\n","example_idx 630 stroke.shape (90, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 85 png_curr_h 51\n","example_idx 631 stroke.shape (90, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 68 png_curr_h 50\n","example_idx 632 stroke.shape (90, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 102 png_curr_h 82\n","example_idx 633 stroke.shape (90, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 87 png_curr_h 67\n","example_idx 634 stroke.shape (90, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 38\n","example_idx 635 stroke.shape (90, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 65 png_curr_h 34\n","example_idx 636 stroke.shape (90, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 87 png_curr_h 51\n","example_idx 637 stroke.shape (90, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 83 png_curr_h 63\n","example_idx 638 stroke.shape (90, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 96 png_curr_h 68\n","example_idx 639 stroke.shape (90, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 71 png_curr_h 73\n","example_idx 640 stroke.shape (90, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 59 png_curr_h 46\n","example_idx 641 stroke.shape (90, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 105 png_curr_h 72\n","example_idx 642 stroke.shape (90, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 88 png_curr_h 61\n","example_idx 643 stroke.shape (91, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 148 png_curr_h 110\n","example_idx 644 stroke.shape (91, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 95 png_curr_h 66\n","example_idx 645 stroke.shape (91, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 97 png_curr_h 75\n","example_idx 646 stroke.shape (91, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 99 png_curr_h 72\n","example_idx 647 stroke.shape (91, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 93 png_curr_h 51\n","example_idx 648 stroke.shape (91, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 74 png_curr_h 40\n","example_idx 649 stroke.shape (91, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 75 png_curr_h 60\n","example_idx 650 stroke.shape (91, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 91 png_curr_h 72\n","example_idx 651 stroke.shape (91, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 91 png_curr_h 53\n","example_idx 652 stroke.shape (91, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 129 png_curr_h 96\n","example_idx 653 stroke.shape (91, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 83 png_curr_h 61\n","example_idx 654 stroke.shape (91, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 87 png_curr_h 64\n","example_idx 655 stroke.shape (91, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 102 png_curr_h 73\n","example_idx 656 stroke.shape (91, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 158 png_curr_h 120\n","example_idx 657 stroke.shape (92, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 66 png_curr_h 66\n","example_idx 658 stroke.shape (92, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 35\n","example_idx 659 stroke.shape (92, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 78 png_curr_h 55\n","example_idx 660 stroke.shape (92, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 90 png_curr_h 67\n","example_idx 661 stroke.shape (92, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 48\n","example_idx 662 stroke.shape (92, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 124 png_curr_h 68\n","example_idx 663 stroke.shape (92, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 53\n","example_idx 664 stroke.shape (92, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 103 png_curr_h 56\n","example_idx 665 stroke.shape (92, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 57\n","example_idx 666 stroke.shape (93, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 107 png_curr_h 58\n","example_idx 667 stroke.shape (93, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 43\n","example_idx 668 stroke.shape (93, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 112 png_curr_h 78\n","example_idx 669 stroke.shape (93, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 88 png_curr_h 68\n","example_idx 670 stroke.shape (93, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 73 png_curr_h 51\n","example_idx 671 stroke.shape (93, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 69 png_curr_h 48\n","example_idx 672 stroke.shape (93, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 57\n","example_idx 673 stroke.shape (93, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 57 png_curr_h 33\n","example_idx 674 stroke.shape (93, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 90 png_curr_h 79\n","example_idx 675 stroke.shape (93, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 44\n","example_idx 676 stroke.shape (94, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 33\n","example_idx 677 stroke.shape (94, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 47\n","example_idx 678 stroke.shape (94, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 74 png_curr_h 75\n","example_idx 679 stroke.shape (94, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 78 png_curr_h 71\n","example_idx 680 stroke.shape (94, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 111 png_curr_h 63\n","example_idx 681 stroke.shape (94, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 94 png_curr_h 61\n","example_idx 682 stroke.shape (94, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 77 png_curr_h 76\n","example_idx 683 stroke.shape (94, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 47\n","example_idx 684 stroke.shape (94, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 90 png_curr_h 54\n","example_idx 685 stroke.shape (94, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 85 png_curr_h 48\n","example_idx 686 stroke.shape (94, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 39\n","example_idx 687 stroke.shape (94, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 76 png_curr_h 59\n","example_idx 688 stroke.shape (95, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 46\n","example_idx 689 stroke.shape (95, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 80 png_curr_h 54\n","example_idx 690 stroke.shape (95, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 87 png_curr_h 63\n","example_idx 691 stroke.shape (95, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 56\n","example_idx 692 stroke.shape (95, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 99 png_curr_h 75\n","example_idx 693 stroke.shape (95, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 73 png_curr_h 77\n","example_idx 694 stroke.shape (95, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 104 png_curr_h 51\n","example_idx 695 stroke.shape (95, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 84 png_curr_h 57\n","example_idx 696 stroke.shape (95, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 93 png_curr_h 61\n","example_idx 697 stroke.shape (95, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 52\n","example_idx 698 stroke.shape (95, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 113 png_curr_h 71\n","example_idx 699 stroke.shape (96, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 85 png_curr_h 60\n","example_idx 700 stroke.shape (96, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 38\n","example_idx 701 stroke.shape (96, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 103 png_curr_h 83\n","example_idx 702 stroke.shape (96, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 71 png_curr_h 72\n","example_idx 703 stroke.shape (96, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 84 png_curr_h 44\n","example_idx 704 stroke.shape (96, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 112 png_curr_h 63\n","example_idx 705 stroke.shape (97, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 89 png_curr_h 67\n","example_idx 706 stroke.shape (97, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 105 png_curr_h 61\n","example_idx 707 stroke.shape (97, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 33\n","example_idx 708 stroke.shape (97, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 91 png_curr_h 64\n","example_idx 709 stroke.shape (97, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 63 png_curr_h 57\n","example_idx 710 stroke.shape (97, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 121 png_curr_h 62\n","example_idx 711 stroke.shape (97, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 76 png_curr_h 57\n","example_idx 712 stroke.shape (97, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 64 png_curr_h 46\n","example_idx 713 stroke.shape (97, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 129 png_curr_h 67\n","example_idx 714 stroke.shape (97, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 140 png_curr_h 68\n","example_idx 715 stroke.shape (98, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 110 png_curr_h 76\n","example_idx 716 stroke.shape (98, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 90 png_curr_h 75\n","example_idx 717 stroke.shape (98, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 75 png_curr_h 49\n","example_idx 718 stroke.shape (98, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 130 png_curr_h 65\n","example_idx 719 stroke.shape (98, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 40\n","example_idx 720 stroke.shape (98, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 112 png_curr_h 54\n","example_idx 721 stroke.shape (98, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 71 png_curr_h 52\n","example_idx 722 stroke.shape (98, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 83 png_curr_h 57\n","example_idx 723 stroke.shape (98, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 76 png_curr_h 65\n","example_idx 724 stroke.shape (98, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 99 png_curr_h 56\n","example_idx 725 stroke.shape (99, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 76 png_curr_h 53\n","example_idx 726 stroke.shape (99, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 106 png_curr_h 62\n","example_idx 727 stroke.shape (99, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 43\n","example_idx 728 stroke.shape (99, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 44\n","example_idx 729 stroke.shape (99, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 95 png_curr_h 99\n","example_idx 730 stroke.shape (99, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 109 png_curr_h 84\n","example_idx 731 stroke.shape (100, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 98 png_curr_h 69\n","example_idx 732 stroke.shape (100, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 33\n","example_idx 733 stroke.shape (100, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 37\n","example_idx 734 stroke.shape (100, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 54\n","example_idx 735 stroke.shape (100, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 99 png_curr_h 69\n","example_idx 736 stroke.shape (100, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 92 png_curr_h 54\n","example_idx 737 stroke.shape (100, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 91 png_curr_h 68\n","example_idx 738 stroke.shape (100, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 68 png_curr_h 48\n","example_idx 739 stroke.shape (100, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 46\n","example_idx 740 stroke.shape (101, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 126 png_curr_h 92\n","example_idx 741 stroke.shape (101, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 102 png_curr_h 65\n","example_idx 742 stroke.shape (101, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 65 png_curr_h 69\n","example_idx 743 stroke.shape (101, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 93 png_curr_h 65\n","example_idx 744 stroke.shape (101, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 104 png_curr_h 62\n","example_idx 745 stroke.shape (101, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 86 png_curr_h 66\n","example_idx 746 stroke.shape (101, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 92 png_curr_h 62\n","example_idx 747 stroke.shape (101, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 76 png_curr_h 62\n","example_idx 748 stroke.shape (101, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 96 png_curr_h 67\n","example_idx 749 stroke.shape (101, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 59\n","example_idx 750 stroke.shape (102, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 95 png_curr_h 73\n","example_idx 751 stroke.shape (102, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 92 png_curr_h 66\n","example_idx 752 stroke.shape (102, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 93 png_curr_h 53\n","example_idx 753 stroke.shape (102, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 80 png_curr_h 71\n","example_idx 754 stroke.shape (102, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 104 png_curr_h 82\n","example_idx 755 stroke.shape (102, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 85 png_curr_h 63\n","example_idx 756 stroke.shape (102, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 126 png_curr_h 87\n","example_idx 757 stroke.shape (102, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 82 png_curr_h 67\n","example_idx 758 stroke.shape (102, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 94 png_curr_h 74\n","example_idx 759 stroke.shape (102, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 90 png_curr_h 61\n","example_idx 760 stroke.shape (102, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 89 png_curr_h 71\n","example_idx 761 stroke.shape (103, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 61 png_curr_h 42\n","example_idx 762 stroke.shape (103, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 63 png_curr_h 48\n","example_idx 763 stroke.shape (103, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 81 png_curr_h 68\n","example_idx 764 stroke.shape (103, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 86 png_curr_h 61\n","example_idx 765 stroke.shape (103, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 31\n","example_idx 766 stroke.shape (103, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 97 png_curr_h 85\n","example_idx 767 stroke.shape (103, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 80 png_curr_h 64\n","example_idx 768 stroke.shape (103, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 59\n","example_idx 769 stroke.shape (103, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 49\n","example_idx 770 stroke.shape (104, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 36\n","example_idx 771 stroke.shape (104, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 92 png_curr_h 70\n","example_idx 772 stroke.shape (104, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 71 png_curr_h 51\n","example_idx 773 stroke.shape (104, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 82 png_curr_h 64\n","example_idx 774 stroke.shape (104, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 53\n","example_idx 775 stroke.shape (105, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 74 png_curr_h 53\n","example_idx 776 stroke.shape (105, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 80 png_curr_h 83\n","example_idx 777 stroke.shape (105, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 93 png_curr_h 70\n","example_idx 778 stroke.shape (105, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 84 png_curr_h 73\n","example_idx 779 stroke.shape (105, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 93 png_curr_h 74\n","example_idx 780 stroke.shape (105, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 54\n","example_idx 781 stroke.shape (105, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 120 png_curr_h 64\n","example_idx 782 stroke.shape (105, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 107 png_curr_h 87\n","example_idx 783 stroke.shape (105, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 85 png_curr_h 56\n","example_idx 784 stroke.shape (105, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 123 png_curr_h 77\n","example_idx 785 stroke.shape (105, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 94 png_curr_h 52\n","example_idx 786 stroke.shape (105, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 137 png_curr_h 66\n","example_idx 787 stroke.shape (105, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 81 png_curr_h 50\n","example_idx 788 stroke.shape (106, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 85 png_curr_h 64\n","example_idx 789 stroke.shape (106, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 82 png_curr_h 60\n","example_idx 790 stroke.shape (106, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 72 png_curr_h 57\n","example_idx 791 stroke.shape (106, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 43\n","example_idx 792 stroke.shape (106, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 56\n","example_idx 793 stroke.shape (106, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 61 png_curr_h 42\n","example_idx 794 stroke.shape (106, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 88 png_curr_h 61\n","example_idx 795 stroke.shape (106, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 74 png_curr_h 54\n","example_idx 796 stroke.shape (106, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 83 png_curr_h 77\n","example_idx 797 stroke.shape (107, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 90 png_curr_h 55\n","example_idx 798 stroke.shape (107, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 54\n","example_idx 799 stroke.shape (107, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 96 png_curr_h 70\n","example_idx 800 stroke.shape (107, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 63 png_curr_h 74\n","example_idx 801 stroke.shape (107, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 64 png_curr_h 53\n","example_idx 802 stroke.shape (107, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 72 png_curr_h 60\n","example_idx 803 stroke.shape (108, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 49\n","example_idx 804 stroke.shape (108, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 88 png_curr_h 84\n","example_idx 805 stroke.shape (108, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 44\n","example_idx 806 stroke.shape (108, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 127 png_curr_h 59\n","example_idx 807 stroke.shape (108, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 87 png_curr_h 52\n","example_idx 808 stroke.shape (108, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 65\n","example_idx 809 stroke.shape (109, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 76 png_curr_h 65\n","example_idx 810 stroke.shape (109, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 113 png_curr_h 83\n","example_idx 811 stroke.shape (109, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 74 png_curr_h 61\n","example_idx 812 stroke.shape (109, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 120 png_curr_h 74\n","example_idx 813 stroke.shape (109, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 48\n","example_idx 814 stroke.shape (109, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 37\n","example_idx 815 stroke.shape (109, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 85 png_curr_h 78\n","example_idx 816 stroke.shape (111, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 87 png_curr_h 72\n","example_idx 817 stroke.shape (111, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 76 png_curr_h 45\n","example_idx 818 stroke.shape (111, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 82 png_curr_h 84\n","example_idx 819 stroke.shape (111, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 105 png_curr_h 75\n","example_idx 820 stroke.shape (111, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 84 png_curr_h 79\n","example_idx 821 stroke.shape (111, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 47\n","example_idx 822 stroke.shape (111, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 83 png_curr_h 58\n","example_idx 823 stroke.shape (111, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 48\n","example_idx 824 stroke.shape (111, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 43\n","example_idx 825 stroke.shape (111, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 61 png_curr_h 44\n","example_idx 826 stroke.shape (112, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 110 png_curr_h 74\n","example_idx 827 stroke.shape (112, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 69\n","example_idx 828 stroke.shape (112, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 82 png_curr_h 77\n","example_idx 829 stroke.shape (112, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 95 png_curr_h 81\n","example_idx 830 stroke.shape (112, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 80 png_curr_h 64\n","example_idx 831 stroke.shape (112, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 51\n","example_idx 832 stroke.shape (112, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 98 png_curr_h 64\n","example_idx 833 stroke.shape (113, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 109 png_curr_h 65\n","example_idx 834 stroke.shape (113, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 69 png_curr_h 66\n","example_idx 835 stroke.shape (113, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 161 png_curr_h 111\n","example_idx 836 stroke.shape (113, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 109 png_curr_h 67\n","example_idx 837 stroke.shape (113, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 40\n","example_idx 838 stroke.shape (113, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 66 png_curr_h 64\n","example_idx 839 stroke.shape (113, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 83 png_curr_h 63\n","example_idx 840 stroke.shape (114, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 97 png_curr_h 68\n","example_idx 841 stroke.shape (114, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 47\n","example_idx 842 stroke.shape (114, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 91 png_curr_h 74\n","example_idx 843 stroke.shape (115, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 89 png_curr_h 71\n","example_idx 844 stroke.shape (115, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 125 png_curr_h 66\n","example_idx 845 stroke.shape (115, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 134 png_curr_h 104\n","example_idx 846 stroke.shape (116, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 28\n","example_idx 847 stroke.shape (116, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 139 png_curr_h 103\n","example_idx 848 stroke.shape (116, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 65 png_curr_h 58\n","example_idx 849 stroke.shape (116, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 85 png_curr_h 50\n","example_idx 850 stroke.shape (116, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 158 png_curr_h 98\n","example_idx 851 stroke.shape (116, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 88 png_curr_h 78\n","example_idx 852 stroke.shape (116, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 105 png_curr_h 65\n","example_idx 853 stroke.shape (116, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 122 png_curr_h 61\n","example_idx 854 stroke.shape (117, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 100 png_curr_h 47\n","example_idx 855 stroke.shape (117, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 106 png_curr_h 89\n","example_idx 856 stroke.shape (117, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 98 png_curr_h 67\n","example_idx 857 stroke.shape (117, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 93 png_curr_h 106\n","example_idx 858 stroke.shape (117, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 72 png_curr_h 59\n","example_idx 859 stroke.shape (117, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 93 png_curr_h 47\n","example_idx 860 stroke.shape (117, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 64\n","example_idx 861 stroke.shape (118, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 75 png_curr_h 48\n","example_idx 862 stroke.shape (118, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 42\n","example_idx 863 stroke.shape (118, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 70 png_curr_h 50\n","example_idx 864 stroke.shape (119, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 46\n","example_idx 865 stroke.shape (119, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 90 png_curr_h 69\n","example_idx 866 stroke.shape (119, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 109 png_curr_h 72\n","example_idx 867 stroke.shape (119, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 100 png_curr_h 115\n","example_idx 868 stroke.shape (119, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 95 png_curr_h 63\n","example_idx 869 stroke.shape (120, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 96 png_curr_h 53\n","example_idx 870 stroke.shape (120, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 158 png_curr_h 112\n","example_idx 871 stroke.shape (120, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 95 png_curr_h 68\n","example_idx 872 stroke.shape (120, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 84 png_curr_h 65\n","example_idx 873 stroke.shape (120, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 51\n","example_idx 874 stroke.shape (120, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 104 png_curr_h 58\n","example_idx 875 stroke.shape (121, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 46\n","example_idx 876 stroke.shape (121, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 48\n","example_idx 877 stroke.shape (121, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 57\n","example_idx 878 stroke.shape (122, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 149 png_curr_h 82\n","example_idx 879 stroke.shape (122, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 119 png_curr_h 71\n","example_idx 880 stroke.shape (122, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 65 png_curr_h 47\n","example_idx 881 stroke.shape (122, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 43\n","example_idx 882 stroke.shape (122, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 89 png_curr_h 55\n","example_idx 883 stroke.shape (122, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 99 png_curr_h 65\n","example_idx 884 stroke.shape (123, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 95 png_curr_h 59\n","example_idx 885 stroke.shape (123, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 56\n","example_idx 886 stroke.shape (123, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 74 png_curr_h 57\n","example_idx 887 stroke.shape (123, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 85 png_curr_h 67\n","example_idx 888 stroke.shape (124, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 83 png_curr_h 65\n","example_idx 889 stroke.shape (124, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 72 png_curr_h 46\n","example_idx 890 stroke.shape (125, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 127 png_curr_h 78\n","example_idx 891 stroke.shape (125, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 139 png_curr_h 95\n","example_idx 892 stroke.shape (125, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 100 png_curr_h 76\n","example_idx 893 stroke.shape (125, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 79 png_curr_h 56\n","example_idx 894 stroke.shape (125, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 82 png_curr_h 72\n","example_idx 895 stroke.shape (126, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 100 png_curr_h 68\n","example_idx 896 stroke.shape (126, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 50\n","example_idx 897 stroke.shape (126, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 151 png_curr_h 74\n","example_idx 898 stroke.shape (126, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 75 png_curr_h 46\n","example_idx 899 stroke.shape (127, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 63 png_curr_h 51\n","example_idx 900 stroke.shape (127, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 66 png_curr_h 55\n","example_idx 901 stroke.shape (127, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 59 png_curr_h 38\n","example_idx 902 stroke.shape (127, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 41\n","example_idx 903 stroke.shape (128, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 100 png_curr_h 67\n","example_idx 904 stroke.shape (128, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 104 png_curr_h 74\n","example_idx 905 stroke.shape (128, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 40\n","example_idx 906 stroke.shape (129, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 113 png_curr_h 68\n","example_idx 907 stroke.shape (129, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 97 png_curr_h 69\n","example_idx 908 stroke.shape (129, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 66 png_curr_h 52\n","example_idx 909 stroke.shape (130, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 74 png_curr_h 54\n","example_idx 910 stroke.shape (130, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 91 png_curr_h 82\n","example_idx 911 stroke.shape (130, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 137 png_curr_h 84\n","example_idx 912 stroke.shape (130, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 61\n","example_idx 913 stroke.shape (131, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 133 png_curr_h 76\n","example_idx 914 stroke.shape (131, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 71 png_curr_h 74\n","example_idx 915 stroke.shape (132, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 84 png_curr_h 61\n","example_idx 916 stroke.shape (132, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 121 png_curr_h 71\n","example_idx 917 stroke.shape (132, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 68\n","example_idx 918 stroke.shape (133, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 73 png_curr_h 54\n","example_idx 919 stroke.shape (133, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 111 png_curr_h 77\n","example_idx 920 stroke.shape (133, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 93 png_curr_h 64\n","example_idx 921 stroke.shape (133, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 103 png_curr_h 48\n","example_idx 922 stroke.shape (134, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 80 png_curr_h 76\n","example_idx 923 stroke.shape (134, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 115 png_curr_h 89\n","example_idx 924 stroke.shape (134, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 57\n","example_idx 925 stroke.shape (134, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 58\n","example_idx 926 stroke.shape (134, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 94 png_curr_h 75\n","example_idx 927 stroke.shape (135, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 113 png_curr_h 64\n","example_idx 928 stroke.shape (135, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 75 png_curr_h 66\n","example_idx 929 stroke.shape (135, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 73 png_curr_h 50\n","example_idx 930 stroke.shape (135, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 96 png_curr_h 56\n","example_idx 931 stroke.shape (136, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 92 png_curr_h 56\n","example_idx 932 stroke.shape (136, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 101 png_curr_h 59\n","example_idx 933 stroke.shape (136, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 33\n","example_idx 934 stroke.shape (137, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 57 png_curr_h 59\n","example_idx 935 stroke.shape (137, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 127 png_curr_h 78\n","example_idx 936 stroke.shape (137, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 81 png_curr_h 51\n","example_idx 937 stroke.shape (137, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 87 png_curr_h 65\n","example_idx 938 stroke.shape (137, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 66 png_curr_h 42\n","example_idx 939 stroke.shape (138, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 110 png_curr_h 77\n","example_idx 940 stroke.shape (138, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 96 png_curr_h 88\n","example_idx 941 stroke.shape (138, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 98 png_curr_h 56\n","example_idx 942 stroke.shape (139, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 88 png_curr_h 55\n","example_idx 943 stroke.shape (139, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 126 png_curr_h 92\n","example_idx 944 stroke.shape (140, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 109 png_curr_h 59\n","example_idx 945 stroke.shape (141, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 68 png_curr_h 41\n","example_idx 946 stroke.shape (141, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 71 png_curr_h 50\n","example_idx 947 stroke.shape (141, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 105 png_curr_h 62\n","example_idx 948 stroke.shape (141, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 102 png_curr_h 69\n","example_idx 949 stroke.shape (142, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 92 png_curr_h 62\n","example_idx 950 stroke.shape (143, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 45\n","example_idx 951 stroke.shape (143, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 85 png_curr_h 73\n","example_idx 952 stroke.shape (143, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 80 png_curr_h 51\n","example_idx 953 stroke.shape (144, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 164 png_curr_h 96\n","example_idx 954 stroke.shape (144, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 39\n","example_idx 955 stroke.shape (145, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 70 png_curr_h 65\n","example_idx 956 stroke.shape (145, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 35\n","example_idx 957 stroke.shape (145, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 32\n","example_idx 958 stroke.shape (147, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 70 png_curr_h 64\n","example_idx 959 stroke.shape (147, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 90 png_curr_h 66\n","example_idx 960 stroke.shape (147, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 117 png_curr_h 59\n","example_idx 961 stroke.shape (148, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 97 png_curr_h 62\n","example_idx 962 stroke.shape (148, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 56\n","example_idx 963 stroke.shape (148, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 38\n","example_idx 964 stroke.shape (148, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 114 png_curr_h 77\n","example_idx 965 stroke.shape (148, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 80 png_curr_h 63\n","example_idx 966 stroke.shape (149, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 153 png_curr_h 99\n","example_idx 967 stroke.shape (149, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 79 png_curr_h 56\n","example_idx 968 stroke.shape (151, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 85 png_curr_h 68\n","example_idx 969 stroke.shape (152, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 95 png_curr_h 71\n","example_idx 970 stroke.shape (152, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 65 png_curr_h 67\n","example_idx 971 stroke.shape (152, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 68 png_curr_h 51\n","example_idx 972 stroke.shape (153, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 94 png_curr_h 68\n","example_idx 973 stroke.shape (154, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 88 png_curr_h 102\n","example_idx 974 stroke.shape (154, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 103 png_curr_h 61\n","example_idx 975 stroke.shape (155, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 89 png_curr_h 71\n","example_idx 976 stroke.shape (155, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 48\n","example_idx 977 stroke.shape (155, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 69 png_curr_h 55\n","example_idx 978 stroke.shape (158, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 38\n","example_idx 979 stroke.shape (158, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 99 png_curr_h 71\n","example_idx 980 stroke.shape (159, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 111 png_curr_h 58\n","example_idx 981 stroke.shape (159, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 82 png_curr_h 68\n","example_idx 982 stroke.shape (159, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 34\n","example_idx 983 stroke.shape (161, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 118 png_curr_h 82\n","example_idx 984 stroke.shape (161, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 74 png_curr_h 46\n","example_idx 985 stroke.shape (162, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 105 png_curr_h 69\n","example_idx 986 stroke.shape (162, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 59 png_curr_h 64\n","example_idx 987 stroke.shape (162, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 42\n","example_idx 988 stroke.shape (164, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 60\n","example_idx 989 stroke.shape (165, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 172 png_curr_h 73\n","example_idx 990 stroke.shape (166, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 165 png_curr_h 87\n","example_idx 991 stroke.shape (168, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 38\n","example_idx 992 stroke.shape (169, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 77 png_curr_h 70\n","example_idx 993 stroke.shape (172, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 103 png_curr_h 55\n","example_idx 994 stroke.shape (174, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 158 png_curr_h 93\n","example_idx 995 stroke.shape (174, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 99 png_curr_h 57\n","example_idx 996 stroke.shape (175, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 79 png_curr_h 67\n","example_idx 997 stroke.shape (177, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 82 png_curr_h 70\n","example_idx 998 stroke.shape (177, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 108 png_curr_h 66\n","example_idx 999 stroke.shape (177, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 92 png_curr_h 69\n","example_idx 0 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 32\n","example_idx 1 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 35\n","example_idx 2 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 39\n","example_idx 3 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 40\n","example_idx 4 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 32\n","example_idx 5 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 34\n","example_idx 6 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 40\n","example_idx 7 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 35\n","example_idx 8 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 31\n","example_idx 9 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 32\n","example_idx 10 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 72\n","example_idx 11 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 48\n","example_idx 12 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 44\n","example_idx 13 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 40\n","example_idx 14 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 34\n","example_idx 15 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 29\n","example_idx 16 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 38\n","example_idx 17 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 35\n","example_idx 18 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 35\n","example_idx 19 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 49\n","example_idx 20 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 27\n","example_idx 21 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 41\n","example_idx 22 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 38\n","example_idx 23 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 69 png_curr_h 40\n","example_idx 24 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 34\n","example_idx 25 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 33\n","example_idx 26 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 61 png_curr_h 43\n","example_idx 27 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 36\n","example_idx 28 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 68 png_curr_h 54\n","example_idx 29 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 41\n","example_idx 30 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 42\n","example_idx 31 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 78 png_curr_h 59\n","example_idx 32 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 27\n","example_idx 33 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 34\n","example_idx 34 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 49\n","example_idx 35 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 43\n","example_idx 36 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 97 png_curr_h 62\n","example_idx 37 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 45\n","example_idx 38 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 38\n","example_idx 39 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 52\n","example_idx 40 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 43\n","example_idx 41 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 43\n","example_idx 42 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 65 png_curr_h 51\n","example_idx 43 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 64 png_curr_h 54\n","example_idx 44 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 38\n","example_idx 45 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 59 png_curr_h 47\n","example_idx 46 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 35\n","example_idx 47 stroke.shape (61, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 63 png_curr_h 49\n","example_idx 48 stroke.shape (61, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 27\n","example_idx 49 stroke.shape (61, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 96 png_curr_h 67\n","example_idx 50 stroke.shape (61, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 38\n","example_idx 51 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 32\n","example_idx 52 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 43\n","example_idx 53 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 61 png_curr_h 44\n","example_idx 54 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 48\n","example_idx 55 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 86 png_curr_h 56\n","example_idx 56 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 46\n","example_idx 57 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 73 png_curr_h 42\n","example_idx 58 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 46\n","example_idx 59 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 57\n","example_idx 60 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 69 png_curr_h 53\n","example_idx 61 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 96 png_curr_h 51\n","example_idx 62 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 79 png_curr_h 68\n","example_idx 63 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 33\n","example_idx 64 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 29\n","example_idx 65 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 41\n","example_idx 66 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 75 png_curr_h 41\n","example_idx 67 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 61\n","example_idx 68 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 46\n","example_idx 69 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 90 png_curr_h 49\n","example_idx 70 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 73 png_curr_h 71\n","example_idx 71 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 91 png_curr_h 50\n","example_idx 72 stroke.shape (67, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 43\n","example_idx 73 stroke.shape (67, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 89 png_curr_h 52\n","example_idx 74 stroke.shape (67, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 106 png_curr_h 71\n","example_idx 75 stroke.shape (67, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 56\n","example_idx 76 stroke.shape (67, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 37\n","example_idx 77 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 42\n","example_idx 78 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 49\n","example_idx 79 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 42\n","example_idx 80 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 65 png_curr_h 48\n","example_idx 81 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 104 png_curr_h 56\n","example_idx 82 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 85 png_curr_h 68\n","example_idx 83 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 83 png_curr_h 68\n","example_idx 84 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 86 png_curr_h 65\n","example_idx 85 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 63 png_curr_h 46\n","example_idx 86 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 61 png_curr_h 58\n","example_idx 87 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 34\n","example_idx 88 stroke.shape (71, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 51\n","example_idx 89 stroke.shape (71, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 85 png_curr_h 56\n","example_idx 90 stroke.shape (71, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 109 png_curr_h 73\n","example_idx 91 stroke.shape (71, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 64 png_curr_h 44\n","example_idx 92 stroke.shape (71, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 42\n","example_idx 93 stroke.shape (71, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 109 png_curr_h 62\n","example_idx 94 stroke.shape (71, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 70\n","example_idx 95 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 95 png_curr_h 64\n","example_idx 96 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 51\n","example_idx 97 stroke.shape (74, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 73 png_curr_h 42\n","example_idx 98 stroke.shape (74, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 37\n","example_idx 99 stroke.shape (74, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 44\n","example_idx 100 stroke.shape (74, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 40\n","example_idx 101 stroke.shape (75, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 59 png_curr_h 55\n","example_idx 102 stroke.shape (75, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 84 png_curr_h 53\n","example_idx 103 stroke.shape (76, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 46\n","example_idx 104 stroke.shape (76, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 85 png_curr_h 53\n","example_idx 105 stroke.shape (76, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 89 png_curr_h 57\n","example_idx 106 stroke.shape (76, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 37\n","example_idx 107 stroke.shape (76, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 46\n","example_idx 108 stroke.shape (76, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 84 png_curr_h 57\n","example_idx 109 stroke.shape (78, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 74 png_curr_h 46\n","example_idx 110 stroke.shape (78, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 45\n","example_idx 111 stroke.shape (78, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 69 png_curr_h 56\n","example_idx 112 stroke.shape (79, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 64 png_curr_h 58\n","example_idx 113 stroke.shape (79, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 32\n","example_idx 114 stroke.shape (79, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 38\n","example_idx 115 stroke.shape (79, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 65 png_curr_h 45\n","example_idx 116 stroke.shape (79, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 44\n","example_idx 117 stroke.shape (79, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 71 png_curr_h 82\n","example_idx 118 stroke.shape (79, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 46\n","example_idx 119 stroke.shape (79, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 64 png_curr_h 43\n","example_idx 120 stroke.shape (79, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 78 png_curr_h 57\n","example_idx 121 stroke.shape (80, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 81 png_curr_h 55\n","example_idx 122 stroke.shape (81, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 68 png_curr_h 58\n","example_idx 123 stroke.shape (81, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 80 png_curr_h 68\n","example_idx 124 stroke.shape (81, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 46\n","example_idx 125 stroke.shape (81, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 65 png_curr_h 38\n","example_idx 126 stroke.shape (82, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 39\n","example_idx 127 stroke.shape (82, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 36\n","example_idx 128 stroke.shape (83, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 40\n","example_idx 129 stroke.shape (83, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 85 png_curr_h 48\n","example_idx 130 stroke.shape (83, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 40\n","example_idx 131 stroke.shape (83, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 80 png_curr_h 65\n","example_idx 132 stroke.shape (83, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 42\n","example_idx 133 stroke.shape (84, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 78 png_curr_h 68\n","example_idx 134 stroke.shape (84, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 29\n","example_idx 135 stroke.shape (86, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 119 png_curr_h 81\n","example_idx 136 stroke.shape (86, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 78 png_curr_h 51\n","example_idx 137 stroke.shape (86, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 46\n","example_idx 138 stroke.shape (86, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 86 png_curr_h 66\n","example_idx 139 stroke.shape (88, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 48\n","example_idx 140 stroke.shape (88, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 36\n","example_idx 141 stroke.shape (89, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 48\n","example_idx 142 stroke.shape (91, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 39\n","example_idx 143 stroke.shape (91, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 89 png_curr_h 79\n","example_idx 144 stroke.shape (93, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 74 png_curr_h 54\n","example_idx 145 stroke.shape (93, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 68 png_curr_h 43\n","example_idx 146 stroke.shape (95, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 61 png_curr_h 54\n","example_idx 147 stroke.shape (95, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 92 png_curr_h 70\n","example_idx 148 stroke.shape (95, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 69 png_curr_h 59\n","example_idx 149 stroke.shape (95, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 69 png_curr_h 60\n","example_idx 150 stroke.shape (97, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 97 png_curr_h 62\n","example_idx 151 stroke.shape (98, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 96 png_curr_h 60\n","example_idx 152 stroke.shape (99, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 125 png_curr_h 74\n","example_idx 153 stroke.shape (99, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 74 png_curr_h 57\n","example_idx 154 stroke.shape (99, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 97 png_curr_h 69\n","example_idx 155 stroke.shape (99, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 70 png_curr_h 54\n","example_idx 156 stroke.shape (100, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 65 png_curr_h 53\n","example_idx 157 stroke.shape (100, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 50\n","example_idx 158 stroke.shape (100, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 33\n","example_idx 159 stroke.shape (101, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 98 png_curr_h 72\n","example_idx 160 stroke.shape (102, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 77 png_curr_h 56\n","example_idx 161 stroke.shape (104, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 84 png_curr_h 57\n","example_idx 162 stroke.shape (107, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 48\n","example_idx 163 stroke.shape (108, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 77 png_curr_h 50\n","example_idx 164 stroke.shape (108, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 63 png_curr_h 54\n","example_idx 165 stroke.shape (108, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 74 png_curr_h 74\n","example_idx 166 stroke.shape (109, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 89 png_curr_h 48\n","example_idx 167 stroke.shape (109, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 99 png_curr_h 73\n","example_idx 168 stroke.shape (109, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 79 png_curr_h 87\n","example_idx 169 stroke.shape (110, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 46\n","example_idx 170 stroke.shape (111, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 116 png_curr_h 69\n","example_idx 171 stroke.shape (112, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 34\n","example_idx 172 stroke.shape (112, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 78 png_curr_h 50\n","example_idx 173 stroke.shape (112, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 65 png_curr_h 43\n","example_idx 174 stroke.shape (112, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 86 png_curr_h 63\n","example_idx 175 stroke.shape (113, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 115 png_curr_h 80\n","example_idx 176 stroke.shape (115, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 152 png_curr_h 66\n","example_idx 177 stroke.shape (117, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 79 png_curr_h 69\n","example_idx 178 stroke.shape (118, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 100 png_curr_h 80\n","example_idx 179 stroke.shape (119, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 44\n","example_idx 180 stroke.shape (119, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 85 png_curr_h 69\n","example_idx 181 stroke.shape (124, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 87 png_curr_h 65\n","example_idx 182 stroke.shape (125, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 82 png_curr_h 55\n","example_idx 183 stroke.shape (126, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 75 png_curr_h 67\n","example_idx 184 stroke.shape (129, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 45\n","example_idx 185 stroke.shape (131, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 129 png_curr_h 86\n","example_idx 186 stroke.shape (132, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 70 png_curr_h 54\n","example_idx 187 stroke.shape (132, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 94 png_curr_h 67\n","example_idx 188 stroke.shape (134, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 87 png_curr_h 55\n","example_idx 189 stroke.shape (135, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 38\n","example_idx 190 stroke.shape (135, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 109 png_curr_h 62\n","example_idx 191 stroke.shape (136, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 111 png_curr_h 64\n","example_idx 192 stroke.shape (136, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 80 png_curr_h 60\n","example_idx 193 stroke.shape (143, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 77 png_curr_h 59\n","example_idx 194 stroke.shape (151, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 115 png_curr_h 65\n","example_idx 195 stroke.shape (154, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 121 png_curr_h 68\n","example_idx 196 stroke.shape (156, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 89 png_curr_h 65\n","example_idx 197 stroke.shape (159, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 102 png_curr_h 74\n","example_idx 198 stroke.shape (161, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 88 png_curr_h 65\n","example_idx 199 stroke.shape (174, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 95 png_curr_h 60\n","example_idx 0 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 44\n","example_idx 1 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 61 png_curr_h 55\n","example_idx 2 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 47\n","example_idx 3 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 33\n","example_idx 4 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 30\n","example_idx 5 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 36\n","example_idx 6 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 46\n","example_idx 7 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 34\n","example_idx 8 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 33\n","example_idx 9 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 33\n","example_idx 10 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 31\n","example_idx 11 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 63 png_curr_h 48\n","example_idx 12 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 65 png_curr_h 46\n","example_idx 13 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 57 png_curr_h 46\n","example_idx 14 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 29 png_curr_h 30\n","example_idx 15 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 37\n","example_idx 16 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 36\n","example_idx 17 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 59 png_curr_h 46\n","example_idx 18 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 45\n","example_idx 19 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 46\n","example_idx 20 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 29\n","example_idx 21 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 46\n","example_idx 22 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 71 png_curr_h 67\n","example_idx 23 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 59 png_curr_h 59\n","example_idx 24 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 41\n","example_idx 25 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 28\n","example_idx 26 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 41\n","example_idx 27 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 70 png_curr_h 59\n","example_idx 28 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 65 png_curr_h 65\n","example_idx 29 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 38\n","example_idx 30 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 65 png_curr_h 61\n","example_idx 31 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 49\n","example_idx 32 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 29\n","example_idx 33 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 41\n","example_idx 34 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 37\n","example_idx 35 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 57 png_curr_h 54\n","example_idx 36 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 34\n","example_idx 37 stroke.shape (61, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 56\n","example_idx 38 stroke.shape (61, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 47\n","example_idx 39 stroke.shape (61, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 40\n","example_idx 40 stroke.shape (61, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 40\n","example_idx 41 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 39\n","example_idx 42 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 38\n","example_idx 43 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 44\n","example_idx 44 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 54\n","example_idx 45 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 54\n","example_idx 46 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 30\n","example_idx 47 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 46\n","example_idx 48 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 49\n","example_idx 49 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 42\n","example_idx 50 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 75 png_curr_h 69\n","example_idx 51 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 50\n","example_idx 52 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 82 png_curr_h 53\n","example_idx 53 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 33\n","example_idx 54 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 59 png_curr_h 40\n","example_idx 55 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 38\n","example_idx 56 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 37\n","example_idx 57 stroke.shape (67, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 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3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 45\n","example_idx 198 stroke.shape (170, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 29\n","example_idx 199 stroke.shape (172, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 56\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"WD9asqYtsGxG","colab_type":"code","colab":{}},"source":["#Uncomment to train model\n","\n","#!python sketch_pix2seq_train.py"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"_A9yzN91CHVy","colab_type":"code","outputId":"9854d383-1d9e-4dd1-f349-e1f988146189","colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["#Import pre-trained model from drive\n","\n","path_ = \"/content/outputs/snapshot\"\n","if os.path.exists(path_):\n","  shutil.rmtree(path_)\n","shutil.copytree(data_path + \"Pix2Seq/Sheep\", \"/content/outputs/snapshot\")\n","\n","#Generate samples\n","!python sketch_pix2seq_sampling.py"],"execution_count":0,"outputs":[{"output_type":"stream","text":["/usr/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: compiletime version 3.5 of module 'tensorflow.python.framework.fast_tensor_util' does not match runtime version 3.6\n","  return f(*args, **kwds)\n","datasets/npz/sheep.npz\n","Loaded 70000/2500/2500 from sheep.npz\n","Dataset combined: 1400 (1000/200/200), avg len 84\n","model_params.max_seq_len 177.\n","total images <= max_seq_len is 1000\n","total images <= max_seq_len is 200\n","total images <= max_seq_len is 200\n","normalizing_scale_factor 35.1748.\n","----------------------------------------------------------------------------------------------------\n","is_training: True\n","Model using gpu.\n","Input dropout mode = False.\n","Output dropout mode = False.\n","Recurrent dropout mode = True.\n","----------------------------------------------------------------------------------------------------\n","is_training: 0\n","Model using gpu.\n","Input dropout mode = 0.\n","Output dropout mode = 0.\n","Recurrent dropout mode = 0.\n","----------------------------------------------------------------------------------------------------\n","is_training: 0\n","Model using gpu.\n","Input dropout mode = 0.\n","Output dropout mode = 0.\n","Recurrent dropout mode = 0.\n","2020-04-18 19:25:50.209532: I tensorflow/core/platform/cpu_feature_guard.cc:137] Your CPU supports instructions that this TensorFlow binary was not compiled to use: SSE4.1 SSE4.2 AVX AVX2 FMA\n","Loading model outputs/snapshot/vector\n","INFO:tensorflow:Restoring parameters from outputs/snapshot/vector\n","## rand_idx 53\n","Random Image : 0/10\n","## rand_idx 54\n","Random Image : 1/10\n","## rand_idx 2\n","Random Image : 2/10\n","## rand_idx 142\n","Random Image : 3/10\n","## rand_idx 198\n","Random Image : 4/10\n","## rand_idx 16\n","Random Image : 5/10\n","## rand_idx 139\n","Random Image : 6/10\n","## rand_idx 37\n","Random Image : 7/10\n","## 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data_path + \"Pix2Seq/Outputs/\")"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["'/content/gdrive/My Drive/ML_Project/Pix2Seq/Outputs/sheep_generated.npy'"]},"metadata":{"tags":[]},"execution_count":8}]},{"cell_type":"code","metadata":{"id":"t5DKmUFI_SKF","colab_type":"code","outputId":"fbe13979-ad9e-4789-c573-45dadb63fc28","colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["#Display plots of generated images. The first column has images from test data.\n","#The rest of the columns contain network generated samples \n","\n","import matplotlib.pyplot as plt\n","\n","test_data = np.load('test_images.npy')\n","grp = np.load('group_generated.npy')\n","\n","outputs = len(grp[0])\n","\n","fig, axs = plt.subplots(figsize=(7, 2*len(test_data)))\n","\n","for d in range(len(test_data)):\n","  \n","  inp = 255 - test_data[d].astype(np.uint8)\n","  \n","  plt.subplot(len(test_data), outputs + 1, (outputs + 1)*d+1)\n","  plt.imshow(inp)\n","  plt.axis('off')\n","\n","  for i in range(outputs):\n","    im = 255 - grp[d,i].astype(np.uint8)\n","    plt.subplot(len(test_data), outputs + 1, (outputs + 1)*d + 2 + i)\n","    plt.imshow(im)\n","    plt.axis('off')\n","\n","  plt.xticks([])\n","  plt.yticks([])\n","  plt.axis('off')\n"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 504x1440 with 50 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"0zeUDSEPDIeR","colab_type":"code","outputId":"8e01f3e7-d0c8-47a8-8a57-0354ee2abf55","colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["#Get model for Flamingo class and generate svg and png images\n","\n","shutil.rmtree(\"/content/outputs/snapshot\")\n","os.unlink('/content/model.py')\n","shutil.copy(data_path + \"Pix2Seq/Flamingo/model.py\", \"/content/\")\n","!python /content/render_svg2bitmap.py --data_base_dir='/content/datasets'"],"execution_count":0,"outputs":[{"output_type":"stream","text":["/usr/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: compiletime version 3.5 of module 'tensorflow.python.framework.fast_tensor_util' does not match runtime version 3.6\n","  return f(*args, **kwds)\n","/content/datasets/npz/flamingo.npz\n","Loaded 70000/2500/2500 from flamingo.npz\n","Dataset combined: 1400 (1000/200/200), avg len 50\n","model_params.max_seq_len 91.\n","total images <= max_seq_len is 1000\n","total images <= max_seq_len is 200\n","total images <= max_seq_len is 200\n","normalizing_scale_factor 43.9964.\n","example_idx 0 stroke.shape (28, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 26\n","example_idx 1 stroke.shape (28, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 28 png_curr_h 44\n","example_idx 2 stroke.shape (28, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 43\n","example_idx 3 stroke.shape (28, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 43\n","example_idx 4 stroke.shape (28, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 52\n","example_idx 5 stroke.shape (28, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 23 png_curr_h 33\n","example_idx 6 stroke.shape (28, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 28 png_curr_h 42\n","example_idx 7 stroke.shape (28, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 43\n","example_idx 8 stroke.shape (28, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 22 png_curr_h 37\n","example_idx 9 stroke.shape (28, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 44\n","example_idx 10 stroke.shape (28, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 50\n","example_idx 11 stroke.shape (28, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 30 png_curr_h 37\n","example_idx 12 stroke.shape (29, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 30 png_curr_h 31\n","example_idx 13 stroke.shape (29, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 20 png_curr_h 33\n","example_idx 14 stroke.shape (29, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 42\n","example_idx 15 stroke.shape (29, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 34\n","example_idx 16 stroke.shape (29, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 74\n","example_idx 17 stroke.shape (29, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 30 png_curr_h 37\n","example_idx 18 stroke.shape (29, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 55\n","example_idx 19 stroke.shape (29, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 52\n","example_idx 20 stroke.shape (29, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 27 png_curr_h 40\n","example_idx 21 stroke.shape (29, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 49\n","example_idx 22 stroke.shape (29, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 52\n","example_idx 23 stroke.shape (29, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 59 png_curr_h 53\n","example_idx 24 stroke.shape (29, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 53\n","example_idx 25 stroke.shape (29, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 58\n","example_idx 26 stroke.shape (29, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 47\n","example_idx 27 stroke.shape (30, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 54\n","example_idx 28 stroke.shape (30, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 26 png_curr_h 52\n","example_idx 29 stroke.shape (30, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 61\n","example_idx 30 stroke.shape (30, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 22 png_curr_h 38\n","example_idx 31 stroke.shape (30, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 25 png_curr_h 33\n","example_idx 32 stroke.shape (30, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 37\n","example_idx 33 stroke.shape (30, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 53\n","example_idx 34 stroke.shape (30, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 58\n","example_idx 35 stroke.shape (30, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 49\n","example_idx 36 stroke.shape (30, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 21 png_curr_h 38\n","example_idx 37 stroke.shape (30, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 62\n","example_idx 38 stroke.shape (30, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 38\n","example_idx 39 stroke.shape (30, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 39\n","example_idx 40 stroke.shape (30, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 26 png_curr_h 33\n","example_idx 41 stroke.shape (30, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 30 png_curr_h 41\n","example_idx 42 stroke.shape (30, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 44\n","example_idx 43 stroke.shape (30, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 60\n","example_idx 44 stroke.shape (31, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 47\n","example_idx 45 stroke.shape (31, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 31 png_curr_h 41\n","example_idx 46 stroke.shape (31, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 47\n","example_idx 47 stroke.shape (31, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 23 png_curr_h 41\n","example_idx 48 stroke.shape (31, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 27 png_curr_h 36\n","example_idx 49 stroke.shape (31, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 53\n","example_idx 50 stroke.shape (31, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 26 png_curr_h 35\n","example_idx 51 stroke.shape (31, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 56\n","example_idx 52 stroke.shape (31, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 89\n","example_idx 53 stroke.shape (31, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 66 png_curr_h 44\n","example_idx 54 stroke.shape (31, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 27 png_curr_h 42\n","example_idx 55 stroke.shape (31, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 38\n","example_idx 56 stroke.shape (31, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 58\n","example_idx 57 stroke.shape (31, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 46\n","example_idx 58 stroke.shape (31, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 24 png_curr_h 30\n","example_idx 59 stroke.shape (32, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 27 png_curr_h 49\n","example_idx 60 stroke.shape (32, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 31 png_curr_h 29\n","example_idx 61 stroke.shape (32, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 52\n","example_idx 62 stroke.shape (32, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 25 png_curr_h 37\n","example_idx 63 stroke.shape (32, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 24 png_curr_h 42\n","example_idx 64 stroke.shape (32, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 52\n","example_idx 65 stroke.shape (32, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 41\n","example_idx 66 stroke.shape (32, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 51\n","example_idx 67 stroke.shape (32, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 28 png_curr_h 41\n","example_idx 68 stroke.shape (32, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 28 png_curr_h 43\n","example_idx 69 stroke.shape (32, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 31 png_curr_h 39\n","example_idx 70 stroke.shape (32, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 30 png_curr_h 77\n","example_idx 71 stroke.shape (32, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 42\n","example_idx 72 stroke.shape (32, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 48\n","example_idx 73 stroke.shape (32, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 48\n","example_idx 74 stroke.shape (32, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 65\n","example_idx 75 stroke.shape (32, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 45\n","example_idx 76 stroke.shape (32, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 26 png_curr_h 38\n","example_idx 77 stroke.shape (32, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 51\n","example_idx 78 stroke.shape (32, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 25 png_curr_h 34\n","example_idx 79 stroke.shape (33, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 42\n","example_idx 80 stroke.shape (33, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 50\n","example_idx 81 stroke.shape (33, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 52\n","example_idx 82 stroke.shape (33, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 57\n","example_idx 83 stroke.shape (33, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 31 png_curr_h 28\n","example_idx 84 stroke.shape (33, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 62\n","example_idx 85 stroke.shape (33, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 31 png_curr_h 31\n","example_idx 86 stroke.shape (33, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 27 png_curr_h 39\n","example_idx 87 stroke.shape (33, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 55\n","example_idx 88 stroke.shape (33, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 30 png_curr_h 43\n","example_idx 89 stroke.shape (33, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 30 png_curr_h 63\n","example_idx 90 stroke.shape (33, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 57\n","example_idx 91 stroke.shape (33, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 44\n","example_idx 92 stroke.shape (33, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 31 png_curr_h 46\n","example_idx 93 stroke.shape (33, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 36\n","example_idx 94 stroke.shape (34, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 45\n","example_idx 95 stroke.shape (34, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 48\n","example_idx 96 stroke.shape (34, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 65\n","example_idx 97 stroke.shape (34, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 56\n","example_idx 98 stroke.shape (34, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 48\n","example_idx 99 stroke.shape (34, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 49\n","example_idx 100 stroke.shape (34, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 30 png_curr_h 46\n","example_idx 101 stroke.shape (34, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 27\n","example_idx 102 stroke.shape (34, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 47\n","example_idx 103 stroke.shape (34, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 54\n","example_idx 104 stroke.shape (34, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 42\n","example_idx 105 stroke.shape (34, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 31 png_curr_h 38\n","example_idx 106 stroke.shape (34, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 66\n","example_idx 107 stroke.shape (34, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 42\n","example_idx 108 stroke.shape (34, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 42\n","example_idx 109 stroke.shape (34, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 46\n","example_idx 110 stroke.shape (34, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 27 png_curr_h 48\n","example_idx 111 stroke.shape (34, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 35\n","example_idx 112 stroke.shape (34, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 60\n","example_idx 113 stroke.shape (34, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 58\n","example_idx 114 stroke.shape (34, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 66\n","example_idx 115 stroke.shape (34, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 37\n","example_idx 116 stroke.shape (35, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 29 png_curr_h 40\n","example_idx 117 stroke.shape (35, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 31 png_curr_h 47\n","example_idx 118 stroke.shape (35, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 52\n","example_idx 119 stroke.shape (35, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 28 png_curr_h 36\n","example_idx 120 stroke.shape (35, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 53\n","example_idx 121 stroke.shape (35, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 49\n","example_idx 122 stroke.shape (35, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 53\n","example_idx 123 stroke.shape (35, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 49\n","example_idx 124 stroke.shape (35, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 28 png_curr_h 36\n","example_idx 125 stroke.shape (35, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 41\n","example_idx 126 stroke.shape (35, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 56\n","example_idx 127 stroke.shape (35, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 26 png_curr_h 46\n","example_idx 128 stroke.shape (35, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 65\n","example_idx 129 stroke.shape (35, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 24 png_curr_h 27\n","example_idx 130 stroke.shape (35, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 28 png_curr_h 40\n","example_idx 131 stroke.shape (35, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 31 png_curr_h 47\n","example_idx 132 stroke.shape (35, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 41\n","example_idx 133 stroke.shape (35, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 66\n","example_idx 134 stroke.shape (35, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 51\n","example_idx 135 stroke.shape (35, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 25 png_curr_h 45\n","example_idx 136 stroke.shape (35, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 54\n","example_idx 137 stroke.shape (36, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 40\n","example_idx 138 stroke.shape (36, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 39\n","example_idx 139 stroke.shape (36, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 69\n","example_idx 140 stroke.shape (36, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 23 png_curr_h 36\n","example_idx 141 stroke.shape (36, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 45\n","example_idx 142 stroke.shape (36, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 57\n","example_idx 143 stroke.shape (36, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 24 png_curr_h 37\n","example_idx 144 stroke.shape (36, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 63 png_curr_h 76\n","example_idx 145 stroke.shape (36, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 58\n","example_idx 146 stroke.shape (36, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 50\n","example_idx 147 stroke.shape (36, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 30 png_curr_h 36\n","example_idx 148 stroke.shape (36, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 27 png_curr_h 46\n","example_idx 149 stroke.shape (36, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 44\n","example_idx 150 stroke.shape (36, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 30 png_curr_h 54\n","example_idx 151 stroke.shape (36, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 34\n","example_idx 152 stroke.shape (36, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 58\n","example_idx 153 stroke.shape (36, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 60\n","example_idx 154 stroke.shape (36, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 51\n","example_idx 155 stroke.shape (36, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 40\n","example_idx 156 stroke.shape (36, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 31 png_curr_h 40\n","example_idx 157 stroke.shape (36, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 64\n","example_idx 158 stroke.shape (36, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 23 png_curr_h 47\n","example_idx 159 stroke.shape (36, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 28 png_curr_h 37\n","example_idx 160 stroke.shape (36, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 52\n","example_idx 161 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 47\n","example_idx 162 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 32\n","example_idx 163 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 28 png_curr_h 40\n","example_idx 164 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 34\n","example_idx 165 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 69\n","example_idx 166 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 54\n","example_idx 167 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 47\n","example_idx 168 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 51\n","example_idx 169 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 46\n","example_idx 170 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 55\n","example_idx 171 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 54\n","example_idx 172 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 47\n","example_idx 173 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 49\n","example_idx 174 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 46\n","example_idx 175 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 23 png_curr_h 55\n","example_idx 176 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 50\n","example_idx 177 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 69\n","example_idx 178 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 30 png_curr_h 47\n","example_idx 179 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 18 png_curr_h 43\n","example_idx 180 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 45\n","example_idx 181 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 30 png_curr_h 42\n","example_idx 182 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 54\n","example_idx 183 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 56\n","example_idx 184 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 53\n","example_idx 185 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 35\n","example_idx 186 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 53\n","example_idx 187 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 58\n","example_idx 188 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 30 png_curr_h 36\n","example_idx 189 stroke.shape (38, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 53\n","example_idx 190 stroke.shape (38, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 63 png_curr_h 57\n","example_idx 191 stroke.shape (38, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 29 png_curr_h 26\n","example_idx 192 stroke.shape (38, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 64 png_curr_h 53\n","example_idx 193 stroke.shape (38, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 49\n","example_idx 194 stroke.shape (38, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 41\n","example_idx 195 stroke.shape (38, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 64 png_curr_h 49\n","example_idx 196 stroke.shape (38, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 62\n","example_idx 197 stroke.shape (38, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 81\n","example_idx 198 stroke.shape (38, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 41\n","example_idx 199 stroke.shape (38, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 45\n","example_idx 200 stroke.shape (38, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 66\n","example_idx 201 stroke.shape (38, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 73\n","example_idx 202 stroke.shape (38, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 52\n","example_idx 203 stroke.shape (38, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 27 png_curr_h 43\n","example_idx 204 stroke.shape (38, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 26 png_curr_h 43\n","example_idx 205 stroke.shape (38, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 44\n","example_idx 206 stroke.shape (38, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 46\n","example_idx 207 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 48\n","example_idx 208 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 41\n","example_idx 209 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 44\n","example_idx 210 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 59\n","example_idx 211 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 29 png_curr_h 66\n","example_idx 212 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 60\n","example_idx 213 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 27 png_curr_h 50\n","example_idx 214 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 73\n","example_idx 215 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 32\n","example_idx 216 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 75 png_curr_h 66\n","example_idx 217 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 47\n","example_idx 218 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 30 png_curr_h 54\n","example_idx 219 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 42\n","example_idx 220 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 41\n","example_idx 221 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 62\n","example_idx 222 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 47\n","example_idx 223 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 70\n","example_idx 224 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 60\n","example_idx 225 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 36\n","example_idx 226 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 52\n","example_idx 227 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 28 png_curr_h 42\n","example_idx 228 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 37\n","example_idx 229 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 53\n","example_idx 230 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 47\n","example_idx 231 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 46\n","example_idx 232 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 43\n","example_idx 233 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 45\n","example_idx 234 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 55\n","example_idx 235 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 30 png_curr_h 65\n","example_idx 236 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 52\n","example_idx 237 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 43\n","example_idx 238 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 51\n","example_idx 239 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 28 png_curr_h 29\n","example_idx 240 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 27 png_curr_h 57\n","example_idx 241 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 51\n","example_idx 242 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 54\n","example_idx 243 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 63\n","example_idx 244 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 58\n","example_idx 245 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 43\n","example_idx 246 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 53\n","example_idx 247 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 44\n","example_idx 248 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 26 png_curr_h 44\n","example_idx 249 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 60\n","example_idx 250 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 36\n","example_idx 251 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 69\n","example_idx 252 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 49\n","example_idx 253 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 36\n","example_idx 254 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 26 png_curr_h 35\n","example_idx 255 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 60\n","example_idx 256 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 50\n","example_idx 257 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 43\n","example_idx 258 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 51\n","example_idx 259 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 43\n","example_idx 260 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 74 png_curr_h 58\n","example_idx 261 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 59 png_curr_h 63\n","example_idx 262 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 54\n","example_idx 263 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 55\n","example_idx 264 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 59\n","example_idx 265 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 76 png_curr_h 45\n","example_idx 266 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 43\n","example_idx 267 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 68\n","example_idx 268 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 55\n","example_idx 269 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 60\n","example_idx 270 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 51\n","example_idx 271 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 56\n","example_idx 272 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 44\n","example_idx 273 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 54\n","example_idx 274 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 30 png_curr_h 34\n","example_idx 275 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 77\n","example_idx 276 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 60\n","example_idx 277 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 64\n","example_idx 278 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 41\n","example_idx 279 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 39\n","example_idx 280 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 56\n","example_idx 281 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 29 png_curr_h 46\n","example_idx 282 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 29 png_curr_h 38\n","example_idx 283 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 49\n","example_idx 284 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 64\n","example_idx 285 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 50\n","example_idx 286 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 48\n","example_idx 287 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 49\n","example_idx 288 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 52\n","example_idx 289 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 49\n","example_idx 290 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 58\n","example_idx 291 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 47\n","example_idx 292 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 48\n","example_idx 293 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 28 png_curr_h 63\n","example_idx 294 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 52\n","example_idx 295 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 44\n","example_idx 296 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 42\n","example_idx 297 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 65\n","example_idx 298 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 55\n","example_idx 299 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 25 png_curr_h 53\n","example_idx 300 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 63 png_curr_h 61\n","example_idx 301 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 46\n","example_idx 302 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 42\n","example_idx 303 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 70\n","example_idx 304 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 25 png_curr_h 41\n","example_idx 305 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 17\n","example_idx 306 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 56\n","example_idx 307 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 57\n","example_idx 308 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 56\n","example_idx 309 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 47\n","example_idx 310 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 64\n","example_idx 311 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 47\n","example_idx 312 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 54\n","example_idx 313 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 56\n","example_idx 314 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 57\n","example_idx 315 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 66\n","example_idx 316 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 57\n","example_idx 317 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 77\n","example_idx 318 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 39\n","example_idx 319 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 50\n","example_idx 320 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 41\n","example_idx 321 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 27 png_curr_h 40\n","example_idx 322 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 67\n","example_idx 323 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 76\n","example_idx 324 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 59\n","example_idx 325 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 38\n","example_idx 326 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 63\n","example_idx 327 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 43\n","example_idx 328 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 57 png_curr_h 73\n","example_idx 329 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 43\n","example_idx 330 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 58\n","example_idx 331 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 27 png_curr_h 55\n","example_idx 332 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 30 png_curr_h 43\n","example_idx 333 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 37\n","example_idx 334 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 53\n","example_idx 335 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 60\n","example_idx 336 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 50\n","example_idx 337 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 64\n","example_idx 338 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 53\n","example_idx 339 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 48\n","example_idx 340 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 40\n","example_idx 341 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 42\n","example_idx 342 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 69\n","example_idx 343 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 61\n","example_idx 344 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 40\n","example_idx 345 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 33\n","example_idx 346 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 31 png_curr_h 48\n","example_idx 347 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 30 png_curr_h 33\n","example_idx 348 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 47\n","example_idx 349 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 37\n","example_idx 350 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 71\n","example_idx 351 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 57 png_curr_h 53\n","example_idx 352 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 55\n","example_idx 353 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 62\n","example_idx 354 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 57\n","example_idx 355 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 31 png_curr_h 43\n","example_idx 356 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 29 png_curr_h 42\n","example_idx 357 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 66\n","example_idx 358 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 31\n","example_idx 359 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 49\n","example_idx 360 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 52\n","example_idx 361 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 31 png_curr_h 56\n","example_idx 362 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 50\n","example_idx 363 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 52\n","example_idx 364 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 58\n","example_idx 365 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 31 png_curr_h 40\n","example_idx 366 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 68\n","example_idx 367 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 61\n","example_idx 368 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 58\n","example_idx 369 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 56\n","example_idx 370 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 48\n","example_idx 371 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 62\n","example_idx 372 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 44\n","example_idx 373 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 69\n","example_idx 374 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 60\n","example_idx 375 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 45\n","example_idx 376 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 28 png_curr_h 40\n","example_idx 377 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 90 png_curr_h 57\n","example_idx 378 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 42\n","example_idx 379 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 68 png_curr_h 69\n","example_idx 380 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 32\n","example_idx 381 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 47\n","example_idx 382 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 72 png_curr_h 58\n","example_idx 383 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 56\n","example_idx 384 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 52\n","example_idx 385 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 30 png_curr_h 73\n","example_idx 386 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 67\n","example_idx 387 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 45\n","example_idx 388 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 29 png_curr_h 54\n","example_idx 389 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 45\n","example_idx 390 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 49\n","example_idx 391 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 28 png_curr_h 48\n","example_idx 392 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 57 png_curr_h 63\n","example_idx 393 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 47\n","example_idx 394 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 51\n","example_idx 395 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 64 png_curr_h 65\n","example_idx 396 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 40\n","example_idx 397 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 57\n","example_idx 398 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 48\n","example_idx 399 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 51\n","example_idx 400 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 38\n","example_idx 401 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 41\n","example_idx 402 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 28 png_curr_h 37\n","example_idx 403 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 64 png_curr_h 58\n","example_idx 404 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 63\n","example_idx 405 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 84\n","example_idx 406 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 49\n","example_idx 407 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 49\n","example_idx 408 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 49\n","example_idx 409 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 61\n","example_idx 410 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 49\n","example_idx 411 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 37\n","example_idx 412 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 61\n","example_idx 413 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 56\n","example_idx 414 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 57\n","example_idx 415 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 61\n","example_idx 416 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 55\n","example_idx 417 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 60\n","example_idx 418 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 58\n","example_idx 419 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 68\n","example_idx 420 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 28 png_curr_h 51\n","example_idx 421 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 53\n","example_idx 422 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 58\n","example_idx 423 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 52\n","example_idx 424 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 48\n","example_idx 425 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 60\n","example_idx 426 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 44\n","example_idx 427 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 70\n","example_idx 428 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 84\n","example_idx 429 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 72\n","example_idx 430 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 51\n","example_idx 431 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 47\n","example_idx 432 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 29 png_curr_h 51\n","example_idx 433 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 56\n","example_idx 434 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 59 png_curr_h 42\n","example_idx 435 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 62\n","example_idx 436 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 44\n","example_idx 437 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 39\n","example_idx 438 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 66\n","example_idx 439 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 46\n","example_idx 440 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 44\n","example_idx 441 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 25 png_curr_h 44\n","example_idx 442 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 58\n","example_idx 443 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 61 png_curr_h 52\n","example_idx 444 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 47\n","example_idx 445 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 51\n","example_idx 446 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 50\n","example_idx 447 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 30 png_curr_h 41\n","example_idx 448 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 71\n","example_idx 449 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 57 png_curr_h 65\n","example_idx 450 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 72\n","example_idx 451 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 53\n","example_idx 452 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 59\n","example_idx 453 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 34\n","example_idx 454 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 40\n","example_idx 455 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 90 png_curr_h 67\n","example_idx 456 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 37\n","example_idx 457 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 64\n","example_idx 458 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 60\n","example_idx 459 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 61 png_curr_h 55\n","example_idx 460 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 44\n","example_idx 461 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 58\n","example_idx 462 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 57\n","example_idx 463 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 85\n","example_idx 464 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 72\n","example_idx 465 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 58\n","example_idx 466 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 66\n","example_idx 467 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 56\n","example_idx 468 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 60\n","example_idx 469 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 31 png_curr_h 48\n","example_idx 470 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 54\n","example_idx 471 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 66\n","example_idx 472 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 63 png_curr_h 45\n","example_idx 473 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 42\n","example_idx 474 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 65 png_curr_h 62\n","example_idx 475 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 53\n","example_idx 476 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 50\n","example_idx 477 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 61 png_curr_h 72\n","example_idx 478 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 59\n","example_idx 479 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 37\n","example_idx 480 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 66\n","example_idx 481 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 56\n","example_idx 482 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 51\n","example_idx 483 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 52\n","example_idx 484 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 47\n","example_idx 485 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 44\n","example_idx 486 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 47\n","example_idx 487 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 64\n","example_idx 488 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 66\n","example_idx 489 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 69 png_curr_h 88\n","example_idx 490 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 46\n","example_idx 491 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 76\n","example_idx 492 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 55\n","example_idx 493 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 86\n","example_idx 494 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 25 png_curr_h 47\n","example_idx 495 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 49\n","example_idx 496 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 37\n","example_idx 497 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 60\n","example_idx 498 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 63\n","example_idx 499 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 30 png_curr_h 65\n","example_idx 500 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 51\n","example_idx 501 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 37\n","example_idx 502 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 69\n","example_idx 503 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 61 png_curr_h 60\n","example_idx 504 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 83\n","example_idx 505 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 61 png_curr_h 63\n","example_idx 506 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 24 png_curr_h 47\n","example_idx 507 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 45\n","example_idx 508 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 53\n","example_idx 509 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 59\n","example_idx 510 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 66 png_curr_h 83\n","example_idx 511 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 53\n","example_idx 512 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 59\n","example_idx 513 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 59\n","example_idx 514 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 50\n","example_idx 515 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 55\n","example_idx 516 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 47\n","example_idx 517 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 64\n","example_idx 518 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 64 png_curr_h 66\n","example_idx 519 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 46\n","example_idx 520 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 53\n","example_idx 521 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 29 png_curr_h 59\n","example_idx 522 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 64 png_curr_h 46\n","example_idx 523 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 60\n","example_idx 524 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 73 png_curr_h 59\n","example_idx 525 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 47\n","example_idx 526 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 31 png_curr_h 53\n","example_idx 527 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 33\n","example_idx 528 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 49\n","example_idx 529 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 48\n","example_idx 530 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 35\n","example_idx 531 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 65 png_curr_h 65\n","example_idx 532 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 28 png_curr_h 31\n","example_idx 533 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 31 png_curr_h 43\n","example_idx 534 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 66\n","example_idx 535 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 54\n","example_idx 536 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 75\n","example_idx 537 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 56\n","example_idx 538 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 49\n","example_idx 539 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 57 png_curr_h 66\n","example_idx 540 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 57 png_curr_h 46\n","example_idx 541 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 57 png_curr_h 76\n","example_idx 542 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 70\n","example_idx 543 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 22\n","example_idx 544 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 65\n","example_idx 545 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 47\n","example_idx 546 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 56\n","example_idx 547 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 58\n","example_idx 548 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 74\n","example_idx 549 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 79\n","example_idx 550 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 48\n","example_idx 551 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 64\n","example_idx 552 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 50\n","example_idx 553 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 46\n","example_idx 554 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 31 png_curr_h 51\n","example_idx 555 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 76\n","example_idx 556 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 52\n","example_idx 557 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 64\n","example_idx 558 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 64\n","example_idx 559 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 65\n","example_idx 560 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 61\n","example_idx 561 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 81\n","example_idx 562 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 47\n","example_idx 563 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 58\n","example_idx 564 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 48\n","example_idx 565 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 65 png_curr_h 56\n","example_idx 566 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 45\n","example_idx 567 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 73\n","example_idx 568 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 43\n","example_idx 569 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 47\n","example_idx 570 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 49\n","example_idx 571 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 78 png_curr_h 87\n","example_idx 572 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 76\n","example_idx 573 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 53\n","example_idx 574 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 87\n","example_idx 575 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 76\n","example_idx 576 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 65\n","example_idx 577 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 54\n","example_idx 578 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 60\n","example_idx 579 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 46\n","example_idx 580 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 50\n","example_idx 581 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 49\n","example_idx 582 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 50\n","example_idx 583 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 29 png_curr_h 55\n","example_idx 584 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 49\n","example_idx 585 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 55\n","example_idx 586 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 75\n","example_idx 587 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 63\n","example_idx 588 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 41\n","example_idx 589 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 64 png_curr_h 81\n","example_idx 590 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 46\n","example_idx 591 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 58\n","example_idx 592 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 47\n","example_idx 593 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 40\n","example_idx 594 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 62\n","example_idx 595 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 63\n","example_idx 596 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 62\n","example_idx 597 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 43\n","example_idx 598 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 64 png_curr_h 75\n","example_idx 599 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 64\n","example_idx 600 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 66\n","example_idx 601 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 47\n","example_idx 602 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 82 png_curr_h 55\n","example_idx 603 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 77 png_curr_h 66\n","example_idx 604 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 65\n","example_idx 605 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 50\n","example_idx 606 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 58\n","example_idx 607 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 81 png_curr_h 73\n","example_idx 608 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 62\n","example_idx 609 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 52\n","example_idx 610 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 54\n","example_idx 611 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 48\n","example_idx 612 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 55\n","example_idx 613 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 60\n","example_idx 614 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 65 png_curr_h 62\n","example_idx 615 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 58\n","example_idx 616 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 52\n","example_idx 617 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 57 png_curr_h 69\n","example_idx 618 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 56\n","example_idx 619 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 53\n","example_idx 620 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 59 png_curr_h 83\n","example_idx 621 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 45\n","example_idx 622 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 41\n","example_idx 623 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 74 png_curr_h 93\n","example_idx 624 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 80\n","example_idx 625 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 52\n","example_idx 626 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 29 png_curr_h 44\n","example_idx 627 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 74\n","example_idx 628 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 68 png_curr_h 65\n","example_idx 629 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 71 png_curr_h 61\n","example_idx 630 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 75 png_curr_h 86\n","example_idx 631 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 44\n","example_idx 632 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 59 png_curr_h 74\n","example_idx 633 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 85\n","example_idx 634 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 77\n","example_idx 635 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 29 png_curr_h 57\n","example_idx 636 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 63\n","example_idx 637 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 61 png_curr_h 71\n","example_idx 638 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 57 png_curr_h 61\n","example_idx 639 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 71 png_curr_h 65\n","example_idx 640 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 41\n","example_idx 641 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 60\n","example_idx 642 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 82\n","example_idx 643 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 47\n","example_idx 644 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 56\n","example_idx 645 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 63\n","example_idx 646 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 55\n","example_idx 647 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 43\n","example_idx 648 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 69 png_curr_h 70\n","example_idx 649 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 59\n","example_idx 650 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 60\n","example_idx 651 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 51\n","example_idx 652 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 57\n","example_idx 653 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 67\n","example_idx 654 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 62\n","example_idx 655 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 68 png_curr_h 61\n","example_idx 656 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 83 png_curr_h 86\n","example_idx 657 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 53\n","example_idx 658 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 54\n","example_idx 659 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 63 png_curr_h 53\n","example_idx 660 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 29 png_curr_h 41\n","example_idx 661 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 57 png_curr_h 55\n","example_idx 662 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 79\n","example_idx 663 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 57 png_curr_h 63\n","example_idx 664 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 85 png_curr_h 68\n","example_idx 665 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 58\n","example_idx 666 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 44\n","example_idx 667 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 43\n","example_idx 668 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 48\n","example_idx 669 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 68\n","example_idx 670 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 47\n","example_idx 671 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 59\n","example_idx 672 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 58\n","example_idx 673 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 70 png_curr_h 96\n","example_idx 674 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 60\n","example_idx 675 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 76 png_curr_h 76\n","example_idx 676 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 66 png_curr_h 57\n","example_idx 677 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 73\n","example_idx 678 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 53\n","example_idx 679 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 47\n","example_idx 680 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 27 png_curr_h 46\n","example_idx 681 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 88 png_curr_h 55\n","example_idx 682 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 67\n","example_idx 683 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 69 png_curr_h 59\n","example_idx 684 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 61 png_curr_h 66\n","example_idx 685 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 46\n","example_idx 686 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 62\n","example_idx 687 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 82\n","example_idx 688 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 61 png_curr_h 78\n","example_idx 689 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 79\n","example_idx 690 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 58\n","example_idx 691 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 49\n","example_idx 692 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 73 png_curr_h 65\n","example_idx 693 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 41\n","example_idx 694 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 38\n","example_idx 695 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 28 png_curr_h 42\n","example_idx 696 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 104\n","example_idx 697 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 53\n","example_idx 698 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 53\n","example_idx 699 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 29 png_curr_h 41\n","example_idx 700 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 69\n","example_idx 701 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 81 png_curr_h 69\n","example_idx 702 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 59 png_curr_h 69\n","example_idx 703 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 57\n","example_idx 704 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 83\n","example_idx 705 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 90\n","example_idx 706 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 76 png_curr_h 67\n","example_idx 707 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 66\n","example_idx 708 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 46\n","example_idx 709 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 63\n","example_idx 710 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 42\n","example_idx 711 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 59\n","example_idx 712 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 57 png_curr_h 61\n","example_idx 713 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 62\n","example_idx 714 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 67\n","example_idx 715 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 72 png_curr_h 81\n","example_idx 716 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 73 png_curr_h 92\n","example_idx 717 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 58\n","example_idx 718 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 72\n","example_idx 719 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 69\n","example_idx 720 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 29 png_curr_h 50\n","example_idx 721 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 81\n","example_idx 722 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 52\n","example_idx 723 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 57\n","example_idx 724 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 63\n","example_idx 725 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 63\n","example_idx 726 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 22 png_curr_h 50\n","example_idx 727 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 53\n","example_idx 728 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 61\n","example_idx 729 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 58\n","example_idx 730 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 62\n","example_idx 731 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 90 png_curr_h 61\n","example_idx 732 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 71\n","example_idx 733 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 77\n","example_idx 734 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 57 png_curr_h 67\n","example_idx 735 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 90\n","example_idx 736 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 98\n","example_idx 737 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 69 png_curr_h 56\n","example_idx 738 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 83\n","example_idx 739 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 57 png_curr_h 69\n","example_idx 740 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 77 png_curr_h 78\n","example_idx 741 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 93\n","example_idx 742 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 56\n","example_idx 743 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 72\n","example_idx 744 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 81 png_curr_h 63\n","example_idx 745 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 45\n","example_idx 746 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 65\n","example_idx 747 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 70\n","example_idx 748 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 71 png_curr_h 67\n","example_idx 749 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 62\n","example_idx 750 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 88\n","example_idx 751 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 48\n","example_idx 752 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 54\n","example_idx 753 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 71 png_curr_h 104\n","example_idx 754 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 48\n","example_idx 755 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 31 png_curr_h 58\n","example_idx 756 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 60\n","example_idx 757 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 65 png_curr_h 64\n","example_idx 758 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 55\n","example_idx 759 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 67\n","example_idx 760 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 63 png_curr_h 63\n","example_idx 761 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 54\n","example_idx 762 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 67\n","example_idx 763 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 80\n","example_idx 764 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 31 png_curr_h 47\n","example_idx 765 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 48\n","example_idx 766 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 87 png_curr_h 81\n","example_idx 767 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 67\n","example_idx 768 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 48\n","example_idx 769 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 77\n","example_idx 770 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 77 png_curr_h 51\n","example_idx 771 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 79\n","example_idx 772 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 63\n","example_idx 773 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 76\n","example_idx 774 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 62\n","example_idx 775 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 85\n","example_idx 776 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 81\n","example_idx 777 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 113 png_curr_h 85\n","example_idx 778 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 51\n","example_idx 779 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 45\n","example_idx 780 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 51\n","example_idx 781 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 50\n","example_idx 782 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 66\n","example_idx 783 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 132 png_curr_h 60\n","example_idx 784 stroke.shape (61, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 50\n","example_idx 785 stroke.shape (61, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 61 png_curr_h 92\n","example_idx 786 stroke.shape (61, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 55\n","example_idx 787 stroke.shape (61, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 73 png_curr_h 65\n","example_idx 788 stroke.shape (61, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 50\n","example_idx 789 stroke.shape (61, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 66\n","example_idx 790 stroke.shape (61, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 71 png_curr_h 115\n","example_idx 791 stroke.shape (61, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 50\n","example_idx 792 stroke.shape (61, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 66 png_curr_h 71\n","example_idx 793 stroke.shape (61, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 71\n","example_idx 794 stroke.shape (61, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 77\n","example_idx 795 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 58\n","example_idx 796 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 78 png_curr_h 81\n","example_idx 797 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 57 png_curr_h 70\n","example_idx 798 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 72\n","example_idx 799 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 83 png_curr_h 88\n","example_idx 800 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 66\n","example_idx 801 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 57\n","example_idx 802 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 52\n","example_idx 803 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 65\n","example_idx 804 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 48\n","example_idx 805 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 61\n","example_idx 806 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 58\n","example_idx 807 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 65\n","example_idx 808 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 72 png_curr_h 80\n","example_idx 809 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 61\n","example_idx 810 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 58\n","example_idx 811 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 58\n","example_idx 812 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 81 png_curr_h 84\n","example_idx 813 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 57\n","example_idx 814 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 68\n","example_idx 815 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 39\n","example_idx 816 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 91 png_curr_h 70\n","example_idx 817 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 75\n","example_idx 818 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 53\n","example_idx 819 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 90\n","example_idx 820 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 61\n","example_idx 821 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 62\n","example_idx 822 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 66\n","example_idx 823 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 56\n","example_idx 824 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 118 png_curr_h 122\n","example_idx 825 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 54\n","example_idx 826 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 56\n","example_idx 827 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 83 png_curr_h 70\n","example_idx 828 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 59 png_curr_h 49\n","example_idx 829 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 64\n","example_idx 830 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 57\n","example_idx 831 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 94\n","example_idx 832 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 56\n","example_idx 833 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 73 png_curr_h 62\n","example_idx 834 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 94 png_curr_h 88\n","example_idx 835 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 69 png_curr_h 66\n","example_idx 836 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 76\n","example_idx 837 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 62\n","example_idx 838 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 49\n","example_idx 839 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 88\n","example_idx 840 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 68\n","example_idx 841 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 79\n","example_idx 842 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 73\n","example_idx 843 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 52\n","example_idx 844 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 71\n","example_idx 845 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 53\n","example_idx 846 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 54\n","example_idx 847 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 67\n","example_idx 848 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 93 png_curr_h 115\n","example_idx 849 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 66 png_curr_h 66\n","example_idx 850 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 82 png_curr_h 65\n","example_idx 851 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 29 png_curr_h 45\n","example_idx 852 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 63\n","example_idx 853 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 104 png_curr_h 78\n","example_idx 854 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 62\n","example_idx 855 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 74\n","example_idx 856 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 56\n","example_idx 857 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 56\n","example_idx 858 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 71 png_curr_h 61\n","example_idx 859 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 72\n","example_idx 860 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 65\n","example_idx 861 stroke.shape (66, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 85\n","example_idx 862 stroke.shape (67, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 72\n","example_idx 863 stroke.shape (67, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 52\n","example_idx 864 stroke.shape (67, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 55\n","example_idx 865 stroke.shape (67, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 75\n","example_idx 866 stroke.shape (67, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 56\n","example_idx 867 stroke.shape (67, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 45\n","example_idx 868 stroke.shape (67, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 52\n","example_idx 869 stroke.shape (67, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 55\n","example_idx 870 stroke.shape (67, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 57\n","example_idx 871 stroke.shape (67, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 68\n","example_idx 872 stroke.shape (67, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 52\n","example_idx 873 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 57\n","example_idx 874 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 79\n","example_idx 875 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 112 png_curr_h 56\n","example_idx 876 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 65 png_curr_h 57\n","example_idx 877 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 58\n","example_idx 878 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 59\n","example_idx 879 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 56\n","example_idx 880 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 72 png_curr_h 75\n","example_idx 881 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 57\n","example_idx 882 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 40\n","example_idx 883 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 56\n","example_idx 884 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 45\n","example_idx 885 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 35\n","example_idx 886 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 61\n","example_idx 887 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 52\n","example_idx 888 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 63 png_curr_h 69\n","example_idx 889 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 69\n","example_idx 890 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 71 png_curr_h 70\n","example_idx 891 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 66\n","example_idx 892 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 109 png_curr_h 101\n","example_idx 893 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 58\n","example_idx 894 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 48\n","example_idx 895 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 66 png_curr_h 72\n","example_idx 896 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 58\n","example_idx 897 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 61\n","example_idx 898 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 77\n","example_idx 899 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 70 png_curr_h 92\n","example_idx 900 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 59\n","example_idx 901 stroke.shape (71, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 65 png_curr_h 71\n","example_idx 902 stroke.shape (71, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 60\n","example_idx 903 stroke.shape (71, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 84 png_curr_h 67\n","example_idx 904 stroke.shape (71, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 76 png_curr_h 69\n","example_idx 905 stroke.shape (71, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 82 png_curr_h 84\n","example_idx 906 stroke.shape (71, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 65 png_curr_h 86\n","example_idx 907 stroke.shape (71, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 77\n","example_idx 908 stroke.shape (71, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 49\n","example_idx 909 stroke.shape (71, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 74 png_curr_h 58\n","example_idx 910 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 65 png_curr_h 76\n","example_idx 911 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 75 png_curr_h 81\n","example_idx 912 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 66 png_curr_h 84\n","example_idx 913 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 66 png_curr_h 59\n","example_idx 914 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 101 png_curr_h 115\n","example_idx 915 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 89\n","example_idx 916 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 80\n","example_idx 917 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 72 png_curr_h 66\n","example_idx 918 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 77 png_curr_h 59\n","example_idx 919 stroke.shape (73, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 45\n","example_idx 920 stroke.shape (73, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 47\n","example_idx 921 stroke.shape (73, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 75\n","example_idx 922 stroke.shape (73, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 53\n","example_idx 923 stroke.shape (73, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 98 png_curr_h 100\n","example_idx 924 stroke.shape (73, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 77 png_curr_h 77\n","example_idx 925 stroke.shape (73, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 66\n","example_idx 926 stroke.shape (73, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 82\n","example_idx 927 stroke.shape (73, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 85\n","example_idx 928 stroke.shape (73, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 63\n","example_idx 929 stroke.shape (74, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 52\n","example_idx 930 stroke.shape (74, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 48\n","example_idx 931 stroke.shape (74, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 54\n","example_idx 932 stroke.shape (74, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 73 png_curr_h 68\n","example_idx 933 stroke.shape (74, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 69 png_curr_h 77\n","example_idx 934 stroke.shape (74, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 40\n","example_idx 935 stroke.shape (74, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 66 png_curr_h 51\n","example_idx 936 stroke.shape (75, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 68 png_curr_h 80\n","example_idx 937 stroke.shape (75, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 76\n","example_idx 938 stroke.shape (75, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 83\n","example_idx 939 stroke.shape (75, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 66\n","example_idx 940 stroke.shape (75, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 70\n","example_idx 941 stroke.shape (75, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 70 png_curr_h 81\n","example_idx 942 stroke.shape (75, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 66\n","example_idx 943 stroke.shape (75, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 90 png_curr_h 78\n","example_idx 944 stroke.shape (75, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 57 png_curr_h 53\n","example_idx 945 stroke.shape (75, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 75\n","example_idx 946 stroke.shape (76, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 78\n","example_idx 947 stroke.shape (76, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 84\n","example_idx 948 stroke.shape (76, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 62\n","example_idx 949 stroke.shape (76, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 92 png_curr_h 94\n","example_idx 950 stroke.shape (76, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 122 png_curr_h 111\n","example_idx 951 stroke.shape (76, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 63\n","example_idx 952 stroke.shape (77, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 90\n","example_idx 953 stroke.shape (77, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 74 png_curr_h 69\n","example_idx 954 stroke.shape (77, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 68 png_curr_h 78\n","example_idx 955 stroke.shape (78, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 59\n","example_idx 956 stroke.shape (78, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 69 png_curr_h 93\n","example_idx 957 stroke.shape (78, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 81 png_curr_h 86\n","example_idx 958 stroke.shape (78, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 63\n","example_idx 959 stroke.shape (78, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 74 png_curr_h 100\n","example_idx 960 stroke.shape (79, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 68\n","example_idx 961 stroke.shape (79, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 80 png_curr_h 86\n","example_idx 962 stroke.shape (79, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 104 png_curr_h 84\n","example_idx 963 stroke.shape (79, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 103 png_curr_h 84\n","example_idx 964 stroke.shape (79, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 44\n","example_idx 965 stroke.shape (80, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 102 png_curr_h 87\n","example_idx 966 stroke.shape (80, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 72 png_curr_h 82\n","example_idx 967 stroke.shape (80, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 60\n","example_idx 968 stroke.shape (80, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 62\n","example_idx 969 stroke.shape (81, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 81 png_curr_h 68\n","example_idx 970 stroke.shape (81, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 77 png_curr_h 79\n","example_idx 971 stroke.shape (81, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 64 png_curr_h 64\n","example_idx 972 stroke.shape (82, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 68 png_curr_h 65\n","example_idx 973 stroke.shape (82, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 71 png_curr_h 102\n","example_idx 974 stroke.shape (83, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 68\n","example_idx 975 stroke.shape (83, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 63\n","example_idx 976 stroke.shape (83, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 67\n","example_idx 977 stroke.shape (83, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 98 png_curr_h 82\n","example_idx 978 stroke.shape (83, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 84 png_curr_h 70\n","example_idx 979 stroke.shape (84, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 70\n","example_idx 980 stroke.shape (84, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 59\n","example_idx 981 stroke.shape (84, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 103 png_curr_h 69\n","example_idx 982 stroke.shape (84, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 31 png_curr_h 48\n","example_idx 983 stroke.shape (85, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 79 png_curr_h 60\n","example_idx 984 stroke.shape (85, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 63 png_curr_h 74\n","example_idx 985 stroke.shape (85, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 84\n","example_idx 986 stroke.shape (86, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 142 png_curr_h 80\n","example_idx 987 stroke.shape (87, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 64\n","example_idx 988 stroke.shape (87, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 88 png_curr_h 98\n","example_idx 989 stroke.shape (87, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 58\n","example_idx 990 stroke.shape (87, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 31 png_curr_h 108\n","example_idx 991 stroke.shape (87, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 81 png_curr_h 96\n","example_idx 992 stroke.shape (88, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 84 png_curr_h 85\n","example_idx 993 stroke.shape (88, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 69 png_curr_h 61\n","example_idx 994 stroke.shape (90, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 66 png_curr_h 53\n","example_idx 995 stroke.shape (90, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 105\n","example_idx 996 stroke.shape (91, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 89\n","example_idx 997 stroke.shape (91, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 116 png_curr_h 78\n","example_idx 998 stroke.shape (91, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 58\n","example_idx 999 stroke.shape (91, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 83\n","example_idx 0 stroke.shape (28, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 28 png_curr_h 39\n","example_idx 1 stroke.shape (28, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 21 png_curr_h 48\n","example_idx 2 stroke.shape (29, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 30 png_curr_h 51\n","example_idx 3 stroke.shape (29, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 33\n","example_idx 4 stroke.shape (29, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 22 png_curr_h 52\n","example_idx 5 stroke.shape (29, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 42\n","example_idx 6 stroke.shape (31, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 44\n","example_idx 7 stroke.shape (31, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 57\n","example_idx 8 stroke.shape (31, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 65\n","example_idx 9 stroke.shape (31, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 59\n","example_idx 10 stroke.shape (32, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 28 png_curr_h 36\n","example_idx 11 stroke.shape (32, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 30 png_curr_h 41\n","example_idx 12 stroke.shape (32, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 30 png_curr_h 44\n","example_idx 13 stroke.shape (32, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 41\n","example_idx 14 stroke.shape (33, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 39\n","example_idx 15 stroke.shape (33, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 29 png_curr_h 29\n","example_idx 16 stroke.shape (33, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 26 png_curr_h 45\n","example_idx 17 stroke.shape (33, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 48\n","example_idx 18 stroke.shape (34, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 65\n","example_idx 19 stroke.shape (34, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 55\n","example_idx 20 stroke.shape (34, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 24 png_curr_h 34\n","example_idx 21 stroke.shape (34, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 30 png_curr_h 38\n","example_idx 22 stroke.shape (35, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 50\n","example_idx 23 stroke.shape (35, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 49\n","example_idx 24 stroke.shape (35, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 33\n","example_idx 25 stroke.shape (36, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 43\n","example_idx 26 stroke.shape (36, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 53\n","example_idx 27 stroke.shape (36, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 42\n","example_idx 28 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 40\n","example_idx 29 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 50\n","example_idx 30 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 58\n","example_idx 31 stroke.shape (38, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 48\n","example_idx 32 stroke.shape (38, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 62\n","example_idx 33 stroke.shape (38, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 54\n","example_idx 34 stroke.shape (38, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 29 png_curr_h 32\n","example_idx 35 stroke.shape (38, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 70\n","example_idx 36 stroke.shape (38, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 63\n","example_idx 37 stroke.shape (38, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 57\n","example_idx 38 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 44\n","example_idx 39 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 44\n","example_idx 40 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 46\n","example_idx 41 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 73\n","example_idx 42 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 42\n","example_idx 43 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 46\n","example_idx 44 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 51\n","example_idx 45 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 31 png_curr_h 42\n","example_idx 46 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 62\n","example_idx 47 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 61 png_curr_h 69\n","example_idx 48 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 34\n","example_idx 49 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 43\n","example_idx 50 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 49\n","example_idx 51 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 68\n","example_idx 52 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 47\n","example_idx 53 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 64\n","example_idx 54 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 53\n","example_idx 55 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 36\n","example_idx 56 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 45\n","example_idx 57 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 53\n","example_idx 58 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 57\n","example_idx 59 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 49\n","example_idx 60 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 75\n","example_idx 61 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 43\n","example_idx 62 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 57\n","example_idx 63 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 30 png_curr_h 40\n","example_idx 64 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 45\n","example_idx 65 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 39\n","example_idx 66 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 31 png_curr_h 50\n","example_idx 67 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 60\n","example_idx 68 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 64\n","example_idx 69 stroke.shape (44, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 43\n","example_idx 70 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 82 png_curr_h 54\n","example_idx 71 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 54\n","example_idx 72 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 54\n","example_idx 73 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 64\n","example_idx 74 stroke.shape (45, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 53\n","example_idx 75 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 48\n","example_idx 76 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 61\n","example_idx 77 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 51\n","example_idx 78 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 58\n","example_idx 79 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 59\n","example_idx 80 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 75\n","example_idx 81 stroke.shape (46, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 65\n","example_idx 82 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 46\n","example_idx 83 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 27 png_curr_h 56\n","example_idx 84 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 59 png_curr_h 79\n","example_idx 85 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 75\n","example_idx 86 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 57\n","example_idx 87 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 35\n","example_idx 88 stroke.shape (47, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 44\n","example_idx 89 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 44\n","example_idx 90 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 43\n","example_idx 91 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 71\n","example_idx 92 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 60\n","example_idx 93 stroke.shape (48, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 42\n","example_idx 94 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 26 png_curr_h 40\n","example_idx 95 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 59 png_curr_h 63\n","example_idx 96 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 60\n","example_idx 97 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 68 png_curr_h 63\n","example_idx 98 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 67\n","example_idx 99 stroke.shape (49, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 45\n","example_idx 100 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 53\n","example_idx 101 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 63\n","example_idx 102 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 62\n","example_idx 103 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 62\n","example_idx 104 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 67\n","example_idx 105 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 62 png_curr_h 56\n","example_idx 106 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 49\n","example_idx 107 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 75\n","example_idx 108 stroke.shape (50, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 65\n","example_idx 109 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 66\n","example_idx 110 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 55\n","example_idx 111 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 57\n","example_idx 112 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 70 png_curr_h 67\n","example_idx 113 stroke.shape (51, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 63\n","example_idx 114 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 61\n","example_idx 115 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 57\n","example_idx 116 stroke.shape (52, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 84 png_curr_h 75\n","example_idx 117 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 64 png_curr_h 48\n","example_idx 118 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 69\n","example_idx 119 stroke.shape (53, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 64\n","example_idx 120 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 43\n","example_idx 121 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 69 png_curr_h 52\n","example_idx 122 stroke.shape (54, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 65 png_curr_h 68\n","example_idx 123 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 72 png_curr_h 70\n","example_idx 124 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 58\n","example_idx 125 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 56\n","example_idx 126 stroke.shape (55, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 29 png_curr_h 41\n","example_idx 127 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 57\n","example_idx 128 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 61 png_curr_h 76\n","example_idx 129 stroke.shape (56, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 62\n","example_idx 130 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 64\n","example_idx 131 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 61\n","example_idx 132 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 59\n","example_idx 133 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 39 png_curr_h 47\n","example_idx 134 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 76 png_curr_h 85\n","example_idx 135 stroke.shape (57, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 79\n","example_idx 136 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 61 png_curr_h 64\n","example_idx 137 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 41 png_curr_h 52\n","example_idx 138 stroke.shape (58, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 55\n","example_idx 139 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 49\n","example_idx 140 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 65\n","example_idx 141 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 85 png_curr_h 65\n","example_idx 142 stroke.shape (59, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 65 png_curr_h 78\n","example_idx 143 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 76\n","example_idx 144 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 49\n","example_idx 145 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 56\n","example_idx 146 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 60\n","example_idx 147 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 55\n","example_idx 148 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 84 png_curr_h 81\n","example_idx 149 stroke.shape (60, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 53\n","example_idx 150 stroke.shape (61, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 64 png_curr_h 61\n","example_idx 151 stroke.shape (61, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 72\n","example_idx 152 stroke.shape (61, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 51\n","example_idx 153 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 61 png_curr_h 63\n","example_idx 154 stroke.shape (62, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 63\n","example_idx 155 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 58\n","example_idx 156 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 75\n","example_idx 157 stroke.shape (63, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 83\n","example_idx 158 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 57 png_curr_h 66\n","example_idx 159 stroke.shape (64, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 50\n","example_idx 160 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 59 png_curr_h 59\n","example_idx 161 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 59 png_curr_h 71\n","example_idx 162 stroke.shape (65, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 61 png_curr_h 55\n","example_idx 163 stroke.shape (67, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 65\n","example_idx 164 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 93 png_curr_h 89\n","example_idx 165 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 49\n","example_idx 166 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 95\n","example_idx 167 stroke.shape (68, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 116 png_curr_h 99\n","example_idx 168 stroke.shape (69, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 80\n","example_idx 169 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 52\n","example_idx 170 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 74 png_curr_h 71\n","example_idx 171 stroke.shape (70, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 56\n","example_idx 172 stroke.shape (71, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 72 png_curr_h 66\n","example_idx 173 stroke.shape (71, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 73 png_curr_h 74\n","example_idx 174 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 78\n","example_idx 175 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 51\n","example_idx 176 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 55 png_curr_h 75\n","example_idx 177 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 50 png_curr_h 71\n","example_idx 178 stroke.shape (72, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 59\n","example_idx 179 stroke.shape (73, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 48\n","example_idx 180 stroke.shape (73, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 25 png_curr_h 58\n","example_idx 181 stroke.shape (74, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 59 png_curr_h 66\n","example_idx 182 stroke.shape (75, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 68 png_curr_h 92\n","example_idx 183 stroke.shape (75, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 75 png_curr_h 92\n","example_idx 184 stroke.shape (76, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 63\n","example_idx 185 stroke.shape (77, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 58 png_curr_h 41\n","example_idx 186 stroke.shape (77, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 48\n","example_idx 187 stroke.shape (77, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 64\n","example_idx 188 stroke.shape (77, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 64 png_curr_h 73\n","example_idx 189 stroke.shape (78, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 69\n","example_idx 190 stroke.shape (79, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 117 png_curr_h 87\n","example_idx 191 stroke.shape (79, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 73 png_curr_h 41\n","example_idx 192 stroke.shape (80, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 79 png_curr_h 106\n","example_idx 193 stroke.shape (80, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 78 png_curr_h 71\n","example_idx 194 stroke.shape (82, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 63\n","example_idx 195 stroke.shape (82, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 60 png_curr_h 56\n","example_idx 196 stroke.shape (90, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 61\n","example_idx 197 stroke.shape (90, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 59\n","example_idx 198 stroke.shape (90, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 66\n","example_idx 199 stroke.shape (91, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 70 png_curr_h 61\n","example_idx 0 stroke.shape (28, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 37 png_curr_h 48\n","example_idx 1 stroke.shape (28, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 18 png_curr_h 36\n","example_idx 2 stroke.shape (28, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 54 png_curr_h 51\n","example_idx 3 stroke.shape (29, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 28 png_curr_h 39\n","example_idx 4 stroke.shape (30, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 45\n","example_idx 5 stroke.shape (31, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 68\n","example_idx 6 stroke.shape (32, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 30 png_curr_h 32\n","example_idx 7 stroke.shape (32, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 71\n","example_idx 8 stroke.shape (32, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 75\n","example_idx 9 stroke.shape (32, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 22 png_curr_h 38\n","example_idx 10 stroke.shape (33, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 23 png_curr_h 37\n","example_idx 11 stroke.shape (33, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 44\n","example_idx 12 stroke.shape (33, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 55\n","example_idx 13 stroke.shape (33, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 43\n","example_idx 14 stroke.shape (34, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 31 png_curr_h 30\n","example_idx 15 stroke.shape (34, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 72\n","example_idx 16 stroke.shape (34, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 39\n","example_idx 17 stroke.shape (35, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 55\n","example_idx 18 stroke.shape (35, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 27 png_curr_h 42\n","example_idx 19 stroke.shape (36, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 24 png_curr_h 53\n","example_idx 20 stroke.shape (36, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 45\n","example_idx 21 stroke.shape (36, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 31 png_curr_h 41\n","example_idx 22 stroke.shape (36, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 32 png_curr_h 53\n","example_idx 23 stroke.shape (36, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 26 png_curr_h 37\n","example_idx 24 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 47 png_curr_h 68\n","example_idx 25 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 62\n","example_idx 26 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 59\n","example_idx 27 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 40\n","example_idx 28 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 31 png_curr_h 49\n","example_idx 29 stroke.shape (37, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 45 png_curr_h 54\n","example_idx 30 stroke.shape (38, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 47\n","example_idx 31 stroke.shape (38, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 53 png_curr_h 52\n","example_idx 32 stroke.shape (38, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 41\n","example_idx 33 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 44 png_curr_h 58\n","example_idx 34 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 27 png_curr_h 49\n","example_idx 35 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 50\n","example_idx 36 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 33\n","example_idx 37 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 29 png_curr_h 33\n","example_idx 38 stroke.shape (39, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 34 png_curr_h 44\n","example_idx 39 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 45\n","example_idx 40 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 48\n","example_idx 41 stroke.shape (40, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 36 png_curr_h 48\n","example_idx 42 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 67 png_curr_h 62\n","example_idx 43 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 33 png_curr_h 52\n","example_idx 44 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 51 png_curr_h 66\n","example_idx 45 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 52 png_curr_h 61\n","example_idx 46 stroke.shape (41, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 46 png_curr_h 50\n","example_idx 47 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 48 png_curr_h 63\n","example_idx 48 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 29 png_curr_h 43\n","example_idx 49 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 35 png_curr_h 48\n","example_idx 50 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 42 png_curr_h 43\n","example_idx 51 stroke.shape (42, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 38 png_curr_h 50\n","example_idx 52 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 32\n","example_idx 53 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 43 png_curr_h 78\n","example_idx 54 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 40 png_curr_h 70\n","example_idx 55 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 71 png_curr_h 60\n","example_idx 56 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 49 png_curr_h 54\n","example_idx 57 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 56 png_curr_h 52\n","example_idx 58 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned png_curr_w 101 png_curr_h 87\n","example_idx 59 stroke.shape (43, 3)\n","pngsize: 250, 250\n","Not aligned 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png_curr_h 69\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"IzOLeFgZsCbW","colab_type":"code","colab":{}},"source":["#Uncomment to train model\n","\n","#!python sketch_pix2seq_train.py"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"VhAASlCpEJ-P","colab_type":"code","outputId":"1c3c15b7-1cb5-455e-e636-d78ec8d7e129","colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["#Import pre-trained model from drive\n","\n","path_ = \"/content/outputs/snapshot\"\n","if os.path.exists(path_):\n","  shutil.rmtree(path_)\n","shutil.copytree(data_path + \"Pix2Seq/Flamingo\", \"/content/outputs/snapshot\")\n","\n","#Generate Samples\n","!python sketch_pix2seq_sampling.py"],"execution_count":0,"outputs":[{"output_type":"stream","text":["/usr/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: compiletime version 3.5 of module 'tensorflow.python.framework.fast_tensor_util' does not match runtime version 3.6\n","  return f(*args, **kwds)\n","datasets/npz/flamingo.npz\n","Loaded 70000/2500/2500 from flamingo.npz\n","Dataset combined: 1400 (1000/200/200), avg len 50\n","model_params.max_seq_len 91.\n","total images <= max_seq_len is 1000\n","total images <= max_seq_len is 200\n","total images <= max_seq_len is 200\n","normalizing_scale_factor 43.9964.\n","----------------------------------------------------------------------------------------------------\n","is_training: True\n","Model using gpu.\n","Input dropout mode = False.\n","Output dropout mode = False.\n","Recurrent dropout mode = False.\n","----------------------------------------------------------------------------------------------------\n","is_training: 0\n","Model using gpu.\n","Input dropout mode = 0.\n","Output dropout mode = 0.\n","Recurrent dropout mode = 0.\n","----------------------------------------------------------------------------------------------------\n","is_training: 0\n","Model using gpu.\n","Input dropout mode = 0.\n","Output dropout mode = 0.\n","Recurrent dropout mode = 0.\n","2020-04-18 19:27:16.537495: I tensorflow/core/platform/cpu_feature_guard.cc:137] Your CPU supports instructions that this TensorFlow binary was not compiled to use: SSE4.1 SSE4.2 AVX AVX2 FMA\n","Loading model outputs/snapshot/vector\n","INFO:tensorflow:Restoring parameters from outputs/snapshot/vector\n","## rand_idx 122\n","Random Image : 0/10\n","## rand_idx 17\n","Random Image : 1/10\n","## rand_idx 28\n","Random Image : 2/10\n","## rand_idx 56\n","Random Image : 3/10\n","## rand_idx 52\n","Random Image : 4/10\n","## rand_idx 147\n","Random Image : 5/10\n","## rand_idx 166\n","Random Image : 6/10\n","## rand_idx 67\n","Random Image : 7/10\n","## rand_idx 141\n","Random Image : 8/10\n","## rand_idx 117\n","Random Image : 9/10\n","## rand_idx 43\n","Random image : 0/100\n","## rand_idx 139\n","Random image : 1/100\n","## rand_idx 88\n","Random image : 2/100\n","## rand_idx 122\n","Random image : 3/100\n","## rand_idx 151\n","Random image 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Drive/ML_Project/Pix2Seq/Outputs/flamingo_generated.npy'"]},"metadata":{"tags":[]},"execution_count":13}]},{"cell_type":"code","metadata":{"id":"102uS4dOZcas","colab_type":"code","outputId":"7014a299-0354-4d8e-c670-f28a21024a2f","colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["#Display plots of generated images. The first column has images from test data.\n","#The rest of the columns contain network generated samples\n","\n","import matplotlib.pyplot as plt\n","\n","test_data = np.load('test_images.npy')\n","grp = np.load('group_generated.npy')\n","\n","outputs = len(grp[0])\n","\n","fig, axs = plt.subplots(figsize=(7, 2*len(test_data)))\n","\n","for d in range(len(test_data)):\n","  \n","  inp = 255 - test_data[d].astype(np.uint8)\n","  \n","  plt.subplot(len(test_data), outputs + 1, (outputs + 1)*d+1)\n","  plt.imshow(inp)\n","  plt.axis('off')\n","\n","  for i in range(outputs):\n","    im = 255 - grp[d,i].astype(np.uint8)\n","    plt.subplot(len(test_data), outputs + 1, (outputs + 1)*d + 2 + i)\n","    plt.imshow(im)\n","    plt.axis('off')\n","\n","  plt.xticks([])\n","  plt.yticks([])\n","  plt.axis('off')"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 504x1440 with 50 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"L7B6cmn_pUJl","colab_type":"code","colab":{}},"source":["#Delete intermediate files\n","\n","os.unlink('/content/test_images.npy')\n","os.unlink('/content/group_generated.npy')"],"execution_count":0,"outputs":[]}]}