{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Programmatically generating training datasets\n", "---\n", "**[Link to Github source code](https://github.com/Elucidation/tensorflow_chessbot)**\n", "\n", "Previously I built the training data by manually taking several screenshots of the starter board on lichess using different themes, and upscaling/downscaling the screen view in chrome. Then using `tensorflow_chessbot.py` to split up these images into tiles with the known starter configuration for labels. This is not covering the space very well. With that data we built a basic model that is around 98% accurate for a few lichess boards in the starter configuration. \n", "\n", "Though the tiles shouldn't care where on the board they are, it may introduce image artifacts that could confuse the final neural network. To solve this, we need to generate training data in several configurations.\n", "\n", "Ideally we'd like to generate our own FEN, and get an actual website board screenshot from it. Since a FEN provides the piece locations, we have our labels and our real data. We can use our same computer vision algorithm to split up the screenshots into tiles which will be fed into our neural network as training data." ] }, { "cell_type": "code", "execution_count": 110, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "QApplication has already been instantiated.\n", "Ignoring given arguments and returning existing QApplication.\n" ] } ], "source": [ "# Imports\n", "import numpy as np\n", "import PIL\n", "import os\n", "from IPython.display import Image, display\n", "import helper_webkit2png # Contains screenshot helpers and our wrapper ChessScreenshotServer\n", "helper_webkit2png = reload(helper_webkit2png)\n", "import tensorflow_chessbot # For generating tilesets from chessboard screenshots\n", "\n", "# reload(helper_webkit2png.webkit2png)\n", "# reload(tensorflow_chessbot)\n", "\n", "# Load chess screenshot server (wrapper for qt gui)\n", "chessServer = helper_webkit2png.ChessScreenshotServer()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "## Generating random FENs\n", "\n", "FEN stands for [Forsyth-Edwards Notation](https://en.wikipedia.org/wiki/Forsyth%E2%80%93Edwards_Notation), which is a dead simple way of encoding a single board layout. It's a string containing 8 sections divided by a `/` corresponding to descending files, and each section contains a character signifying the piece on that rank's square. A number signifies the number of empty spaces between pieces, so say `5p1Q` means 5 spaces, a black pawn, 1 space, and a white queen along that file.\n", "\n", "Since there are 12 pieces and a space, and there are 64 squares, to enumerate all possible FEN strings (a subset of which is legal chessboard layouts, but not a requirement here) we'd need $12^{64}=1168422057627266461843148138873451659428421700563161428957815831003136$ strings, roughly `1e69` configurations, so that's not an option.\n", "\n", "Another way to look at it is to ignore the overall board layout, each tile only needs to have the piece on it once.\n", "\n", "There are some smart things we could do to try and get an optimal distribution of pieces near the edge, near other pieces, etc., but we can also just take a reasonable large random sampling of the configuration space and gain a majority of the useful information needed. Since we're training based on tiles and not overall board layout (for another day), the chessboard doesn't need to have a valid layout." ] }, { "cell_type": "code", "execution_count": 108, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "prk1Bpnq/nQPpRbQP/qPnp1Q11/qBn1KPNN/rB1RqrPq/R1RrRPBq/NRQQQBbK/bqqPkbk1 w KQkq - 0 1\n", "tiles_chess__prk1Bpnq-nQPpRbQP-qPnp1Q11-qBn1KPNN-rB1RqrPq-R1RrRPBq-NRQQQBbK-bqqPkbk1\n" ] } ], "source": [ "def getRandomFEN():\n", " fen_chars = list('1KQRBNPkqrbnp')\n", " pieces = np.random.choice(fen_chars, 64)\n", " fen = '/'.join([''.join(pieces[i*8:(i+1)*8]) for i in range(8)])\n", " # can append ' w' or ' b' for white/black to play, defaults to white\n", " return fen\n", "\n", "fen = getRandomFEN()\n", "print fen + ' w KQkq - 0 1'\n", "print fen.replace('/','-')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "## Generating screenshots of the FEN\n", "This seemingly daunting task is actually not too bad thanks to the help of several others. One way is to programmatically load a url and get a render is to use [`pythonwebkit2png`](https://github.com/adamn/python-webkit2png). \n", "\n", "In our case we will use several websites eventually, but this notebook shows just [lichess](https://lichess.org). Lichess provides a RESTful protocol `https://lichess.org/editor/` which loads a page with the board in the FEN configuration." ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\tSaved screenshot to 'testA.png'\n", "Success\n" ] } ], "source": [ "# Set up URL and output image filename for this run\n", "url = \"http://en.lichess.org/editor/%s\" % getRandomFEN()\n", "output_filename = \"testA.png\"\n", "\n", "status = chessServer.takeScreenshot(url,output_filename)\n", "if status == 0:\n", " print \"Success\"\n", "else:\n", " print \"Failed on %s -> %s\" % (url, output_filename)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Great! Let's see what it looks like" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " FEN: http://en.lichess.org/editor/KRQ1nbrP/BNKbbpbR/PBNpQnRB/n11QbPBb/pKknrpPn/K1BBbqkq/NRrBKNqn/pk1RKN1R\n" ] }, { "data": { "image/png": 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hampqamqqVCqlFwFobGyk5627cOHCtm3btHvdTCqxPjoSGBsbM5aA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m37hxo+Ezx0wm08fHJz4+3snJ6cuXLwihp0+fSpVFJiYmvnjxAiFkYmLy7NkzPz+/BpIB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\ngg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print \"FEN:\",url\n", "display(Image(\"testA.png\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Awesome! Since every render will have the same layout we can crop the picture after the fact to hold just the board." ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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WzRrbUB7K3x40GtLp06fj4+O/fv2ak5NT26Vz+fLl9d6VldVgrvmYmJh6z7dv\n315JSUlPT8/MzAxdsf6xBkgfohMyc2rcsq5cuTJ06FAcDjd//vxXr5q2FiWTiG4H16OBgaPjkpr7\naA6Hk5iY2LNnTzKZ3K1bt6iG8+hJiboybdOsofuuv0FzJiooKNQ1S2uIysrK6upqAMDjcVschqkq\ntlCQ198PIgG/fILN/utvTp482bVr13p3d4UwGIxJkyYVFRV11FYb3x/LJDFiSQUCAb938+K5q/e7\nu7tPmDBh4sSJGLZATBAEWbZsWUZGhraWWu0s838aGmoqAJCdnX39+nWRSwQCQVtbW1tbW0tLS0ND\nQ0VFRVlZWVFRkUKhUCgUIpEojI/P4/HYbDaLxaqurq6oqCgrKyspKSkuLi4sLCwoKEBfKQQCQXl5\neXl5+bdvNbsWf2yCnZCIH2qbXr16VVVV0Wg0S0vLJqWCbjuN66d39LMyQz+KmchThNjYWNQcoEeP\nHn6vGsuMJCX9zDvumG/37/23isqqHz9+VFYWN4I9g8Ho168fu7py0+yhvbtgHP7rT6N/N0Pj9pqp\nucWrVq3KzMzcv3+/SBhtlJSUlMmTJ6M7yWumDiJhumUnrorJ3q6/wxS7u4/858yZ4+/vb2PTouGU\nEQTZvHnzvXv3cDic+/HNaiqYadt/OYRRygcNGmRmZmZiYmJsbGxoaGhgYKCjo1M38Xdz4fP5hYWF\nWVlZ6enpaWlpycnJiYmJqEqpY4c/VIVYUfXDJ8vZ2dnV1TUuLu7SpUuN3AIAtv0tL/27RVtLDf2Y\nnpUfEf1VgqcnJdW8YZibm9+4cYNRXim78T/AwnDCgG7+sVlMJlN8qcBkMvl8/uTBFv3M/1wTNUxg\ncXgXn4Sn5tb4owUGBn78+LF/f9EARwiCXL16taioCP148Kb/hhlDMOz8ZhgenNy7Ji0j50N04qhR\no7y9vUeNaixcV2VlZUpKSnp6el5eXnFxMer/gl46deqUvr6+lpZWx44dO3XqZGho2PhcxuVy165d\ni+5cHd+1qgWiCrdl7Ib0JhIIPD7/n3/+mTZNND+z9BAIBD09PT09vX79ajQ39+7dCwsLo5BJwwfV\nkyfjTwB9P0Px9vZ+9OiRQCBAd1rqhUggbFs3b4PjTEKthLrnrj6S7OmpqTVu/Gh6g2+pWTZWssop\nG5WU/eDtZwSBHj16EMWO0srj8fh8/h3/mO5GupbGzXZNlYNSUl6964ovGn1k8eLFW7du7dKl/jRw\nOBzuwIEDu3fvfvjw4c6dO5OSkvZe81s4ps+sYZaYKBeaIRWoVPIDj33Tl+36GJM4duzY/fv3Ozs7\n1367SU5Ofv36dUhIyKdPn4RDuS611ZgAoKio2KNHj4EDBw4dOtTOzk7EaDUvL2/evHmBgYEAcGTH\ncsyjpf5yqKsqL5lj737z6bx58x49ejRmzBiZPu7Zs2cLFy4EgGXzJigp/qGuSSJq9sadjEyN9C/9\nu8XS4qesisnfs6/cldCwVagTQu01vmfmyUgqcHl8N593qLDj8/nN9aVCEMTNO/Si0wzMk8v/CZSU\nV2+5+DyvuFxPT+/OnTvihJsjkUizZs2aNGnStm3bTp48ed33E5vDXThGQu/g2jTPSFlFWfHJ1UMr\nnf977Bu6Y8eOp0+fnjt3Tltb++rVqzdv3kQdnYRoa2sbGRmhrwVqamoUCgWPx3O53Orq6pKSkoKC\ngoyMjLS0tKqqqvfv379///6///6jUqljxoxZsmSJvb09gUC4f//+mjVr6HQ6lUI+d2TjNHvZBm1n\ns9np6elSVtLc/5IE7Nu85GtyRkhE7OTJkwMDA4VRU6qrq+l0eklJCYPBKC8vr66urq6uZrPZHA6H\nx+MJl7c4HA5NVU0ikSgUioKCgqKiooqKiqqqqoaGhpaWloKCAlphSEjI9OnTORzO8EFWu/75S9bf\nq80ysE93MonIESMm5aB+Pe6c2yliCsHl8VZvdeU2mrmzEfLz89ED1EIsPROzIGgivPuSXsSolKaG\n/JKKiK+Zg6RIVP5nwuRwd13xzSsuNzMz8/Pza1Z0OCqV6urqamZmtnLlynuBnzVVFaXXPDfbdYVG\no1w9tdX95rPdxz3fv3/fu3dvAoGAToV4PH7QoEEjRowYNGhQr1692rVr2n6Wx+MlJyd//PgxODj4\n1atXOTk5jx8/fvz4sb6+voqKCqpL6dJZ/8rJrRZdjST4emJSUs5E299kTPMmwePxAoGgtILZXlNW\nulkqlXz/4p7pjrvCPn4ZP378sGHDUlJSMjMzG8qb2FzU1NQ6duxobGwcEBDA4XCGDuh159wuzNOj\n/kKoqijOnzHa886Lxot1NzO6d2G3yBsVgiBbD7hLE/u9pKQENU6lUCiampo5+XSJq2qcTAZPJJVC\nc0EQ5HthmlS56CSioKhk+/btUmbBE/L27du0zLzOhi23FXb2Ydj3vBJDQ0N/f38JosMBwIoVK9Cd\n9gtPwk06aEnpuyCJQyMOh1uxYOLooX2sRi0DAD6f36tXL0dHx1mzZjU3KgaRSDQ3Nzc3N1+4cCGC\nIJ8+fbp69eqNGzeys7PRAmuWTHNZv0DWzlP3gz4DgLW19YcP0sYrtrKyiomJ8Qr6bLGontR6WEGj\nUW6c3tHNdmFpaenDhw+F53E4nLq6upqamoqKiqKiIo1Go1AoZDKZRCLh8XjUohlBEIFAwOVyORwO\nm81mMpmVlZUVFRUMBqO0tBRBEAaDwWAwYmNjAYBKIV9z2/bHOq8J2eO0KCLqa/y37w0VUFZSuHnG\npe4m2/Hzdy/fkdZwqKysDF1jaWlp1Rs7HRMmzFsxbtw4KSt5/PgxFEnl7ioB/128b9KtT25uLia1\nFRUVuQX7CjMVyprQuO+B0SkUCuXx48eSiQSUNWvWxMXFubu7H78bdG7DNDJJcqskyd3cjTrqWVoY\nf45PXb169ZkzZ0R8KEpLS5OTk9PT03Nzc1FtM5fL5fP5JBKJSqWiOxUdO3Y0MjIyNjZG9Vo4HK5v\n3759+/Y9cOCAiYlJSUmJy4aFm1bNlriFYhKVnBOdnAMAbm5u0tfm5uZma2v7MTErNjWvp7Ge9BU2\nhKa6ytK5489dfYTD4Y4cOTJq1KgOHTpoamrWa8cmJnw+v7i4OCcn5+XLl2iarZULJ/3JFl9CVJQV\nX989fu7qY/+QyBJGuaqKUu3lPw6Hu3jMqZOBaKjL4+fuYpKih8FgoFJBU1OTXiJWJKLmwuHyb968\nSSaTpXGGQhDkzp0760YYEKS2hROfgNCowHfRge+iPTw8MKw2JCJ2iI1ofDDMYXK4F5+8B4CDBw9a\nWlpKWZurq2tAQEBKSorX28/zRvaWuB6pgp9oqasCgLm5OQ6HQxAkPj7ez88P1TY34jYlAoVCsbCw\nQLXNo0ePVlFRUVdXV1dXLykp6dXdRJrmiYN/VIqrV02Sqbt37969exerml0uv/pnlu2wXsZNF5WU\ng1uXfUvJ9A+NKigoQEPJSonQ48HT0xMAxg7vt9tpkfTV/h4oKtA2r3bYvLomSdZtnzert7kCgI6W\n+n97/7a3+8l8EEGQAydv/HvhHiaPFsY/UFVVzUyXiSMbgYDz83vt6+srZT0kImGD3SIsWiQWdx/5\nH7v4MD4+vnayd+lhs9kTJ0zYsXbWzInDMKy2Lk9C40sqqrt3775+/Xrpa1NQUHBzc7O3t/cJjhvf\n31ziTM4YhMQqLS3du3fvjRs3ROyO2rdv36S2OSUlhclkRkVFRUVFnTlzhkQijRo1aunSpY2Y/WGL\nq1ew8FloSh+s4AsEx+8GyVQq4HA4XR1NqBXBgs1mFxYW1tY5V1VVsVgsNpvN4/GE2mYikUihUKhU\nKqpnVlNT09DQaNeunba2NplMFlaop6OJoRv9b8bcaSOH9O9ZzWQbd2pP/Pn9DEGQff9dc3X3wupZ\nqOcwAKioqJRKpxBuCAIeb9JeKym7SMp6TDtoteSQWb3NlUKhenh4oOMWK9hsdl5+vuOm4zKVCmwu\n72HoFwA4cOCA+HbAjTN27NghQ4aEhIQ8eRcvsT2SVE1hcbgAsGfPHtQblkAg2NraCrXN6urqTdbA\n5/PT0tKE2uaMjIwXL168ePEC7aMWkA3oIzp37qyigqVymMFgSG/OJA5v3n4CgKCgIGtr68zMTDpd\nWlWklpaWoaEh2i1+wc2O2/NHIfQoFOHc1UcYigQAEKY0oFKpVdVMgQDBYxdMX8iqKQP2X38jTV42\nLVXFlZOakUdMegQChMlkihi7/yq8jUmrqGZ36dJFGE9aenA43JYtW0JCQl5++DbHzkoyn2eppEJy\nWhYACASCPn36ODo6zpw5UxxJUBsCgWBqampqajp37lwEQaKjo69du3bt2jXUnOZbSuYoWwzMb5vE\n39+/U6dOGFaYkpJiaopZEMqGOOPpg2bf/PTpp+lbSUlJQ0NDXV0djXiB6pwJBIIw4gWfz0f1zGiC\nLQaDUVJSUllZCQB0Ol0oWrJzi248eL1ghgzV5r8fwe8/uxy9jG2dvP9btVIoFACoZrJk4TvSRb/d\nRacZD0PiXn341lzZoKmiMM7GbMrg7jTKn2ur1lwColMAwNHREds38nHjxnXo0CEnJycqOcdGIodn\nqaRCex2tQjpjzZo1bm5uIl+ssLAwKSmptm9zvdrmTp06denSBR3rOByud+/evXv33rdvX+fOnUtK\nSjoZyFBb+6vzNjwGnX2MjIz++usvExMTQ0NDfX19XV1dKlWS8GRMJjM/Pz87Oxvd2bty5UpmZqbT\nnrMjBll10MMsSO/vTTWTtWqrK+bvuMJgt+g7NJvDlZFHoQKFNG9k7zkjrJKyi2JSclNy6JkFjILS\nCh5fIFKSSMDraqgYaKuadtC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SE5/icetZbZEAAFwez/3GUz1tzR7mbX0T7JcY//Wyed/5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\nw+eutArQvv5ramo4zEC3658r8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OOPra2thoYG1wazZs2CnjH+9MD7X1xWobqWu+uMg4bG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EdH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\nCR1BkKSkpKSkpN27dy9btszU1NRtsMlyH8yQ0AXPXiaiLo+HDx+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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Crop boundaries\n", "# 218,141\n", "# 737,658\n", "im = PIL.Image.open(\"testA.png\")\n", "im = im.crop([218,141,737,658])\n", "im.save(\"testA_crop.png\")\n", "display(Image(\"testA_crop.png\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks good, now that we can get tight fit images, let's generate a set of images with the FEN encoded in the filename, this will make it easy to generate training data and labels in one go with the computer vision script. This will create a ton of duplicate tiles, since technically there should only be 26 different tiles with all else being equal. However, this sets the stage for loading different themes for board and pieces. It also allows for training for some image boundary bleed-over when tiles are on the edges of the board. Finally, we'll be able to use this for some other sites like chess.com and PGN viewers, etc." ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "#0 : PKrQqrrN/nqBqnppb/RqpP1bkr/QnB1kqQn/QqRPRK1k/BQnQpRrp/bkqNbrnq/q1qqrbpr\n", "\tSaved screenshot to 'train_gen_lichess/lichess0000__PKrQqrrN-nqBqnppb-RqpP1bkr-QnB1kqQn-QqRPRK1k-BQnQpRrp-bkqNbrnq-q1qqrbpr.png'\n", "\t...Success\n" ] } ], "source": [ "# Number of random screenshots to generate\n", "N = 1\n", "\n", "out_folder = 'train_gen_lichess'\n", "if not os.path.exists(out_folder):\n", " os.makeoutput_tile_folders(out_folder)\n", "\n", "output_filenameA = \"testA.png\"\n", "output_filenameB = \"testB.png\"\n", "output_filenames = [output_filenameA, output_filenameB]\n", "for i in range(N):\n", " # Generate random FEN\n", " fen = getRandomFEN()\n", " \n", " print \"#%d : %s\" % (i,fen)\n", " output_filename = \"%s/lichess%04d__%s.png\" % (out_folder, i, fen.replace('/','-'))\n", " \n", " # Render webpage and save screenshot\n", " status = chessServer.takeChessScreenshot(fen,output_filename)\n", " \n", " if status == 0:\n", " print \"\\t...Success\"\n", " else:\n", " print \"\\tFailed on %s -> %s\" % (fen, output_filename)\n", " break\n", " \n", " # Load image, crop and overwrite file\n", " im = PIL.Image.open(output_filename).crop([218,141,737,658]).save(output_filename)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "## Themes and Graphic Sets\n", "\n", "In addition to loading a screenshot of a random board configuration, there are several themes and sets that change the graphics." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Several themes are available:\n", "\n", "```py\n", "[\"blue\", \"blue2\", \"blue3\", \"canvas\", \"wood\", \"wood2\", \"wood3\", \"maple\", \"green\", \"marble\", \"brown\", \"leather\", \"grey\", \"metal\", \"olive\", \"purple\", \"Black-White-Aluminium\", \"Brushed-Aluminium\", \"China-Blue\", \"China-Green\", \"China-Grey\", \"China-Scarlet\", \"Classic-Blue\", \"Gold-Silver\", \"Light-Wood\", \"Power-Coated\", \"Rosewood\", \"Marble\", \"Wax\", \"Jade\", \"Woodi\"]\n", "```\n", "\n", "Which I got by running the following javascript (minus leading slash) in a console on the lichess site:\n", "\n", "```javascript\n", "\\$('.theme').map(function(x) { return $(this).attr('data-theme');})\n", "```\n", "\n", "And piece graphic sets:\n", "\n", "```\n", "[\"cburnett\", \"merida\", \"alpha\", \"pirouetti\", \"chessnut\", \"chess7\", \"reillycraig\", \"companion\", \"fantasy\", \"spatial\", \"shapes\", \"Basic\", \"Wood\", \"Metal\", \"RedVBlue\", \"ModernJade\", \"ModernWood\", \"Glass\", \"Trimmed\", \"Experimental\"]\n", "```\n", "\n", "using\n", "\n", "```javascript\n", "\\$('.no-square').map(function(x) { return $(this).attr('data-set');})\n", "```\n", "\n", "There's also 3 backgrounds\n", "\n", "```py\n", "[\"light\", \"dark\", \"transp\"]\n", "```\n", "which I just identified manually with the chrome inspection tool." ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "31 themes, 20 sets, 3 backgrounds = 1860 combinations\n" ] } ], "source": [ "themes = [\"blue\", \"blue2\", \"blue3\", \"canvas\", \"wood\", \"wood2\", \"wood3\", \"maple\", \"green\", \"marble\", \"brown\", \"leather\", \"grey\", \"metal\", \"olive\", \"purple\", \"Black-White-Aluminium\", \"Brushed-Aluminium\", \"China-Blue\", \"China-Green\", \"China-Grey\", \"China-Scarlet\", \"Classic-Blue\", \"Gold-Silver\", \"Light-Wood\", \"Power-Coated\", \"Rosewood\", \"Marble\", \"Wax\", \"Jade\", \"Woodi\"]\n", "pieceSets = [\"cburnett\", \"merida\", \"alpha\", \"pirouetti\", \"chessnut\", \"chess7\", \"reillycraig\", \"companion\", \"fantasy\", \"spatial\", \"shapes\", \"Basic\", \"Wood\", \"Metal\", \"RedVBlue\", \"ModernJade\", \"ModernWood\", \"Glass\", \"Trimmed\", \"Experimental\"]\n", "backgrounds = [\"light\", \"dark\", \"transp\"]\n", "print \"%d themes, %d sets, %d backgrounds = %d combinations\" % (len(themes), len(pieceSets), len(backgrounds), len(themes)*len(pieceSets)*len(backgrounds))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So there are 1860 combinations of themes and piece sets. Lets say we want 5 random boards per combination, with random pieces on each tile. This comes out to $1860*5*64=595,200$ tiles. That should be a decent amount for training such a simple neural network.\n", "\n", "*Note: specifically for lichess screenshots, with some dubious ability to handle random screenshots from other sites*\n", "\n", "To take a screenshot with the right theme, we need to pass a cookie with the information included. I went on the lichess site in an incognito window and looked at the cookie it stores:\n", "\n", "```\n", "lila2=cf31a05a7b738a4c89d5bddf16dbde0d3c57082d-sid=JSWp1JBD&theme=blue&bg=dark&pieceSet=alpha\n", "```\n", "\n", "The session id and previous value is generated whenever you go to the browser, so **you'll probably need to create your own manually** since they expire. It looks like there are 3 keys which contain our theme, background and pieceSet, which we will modify and pass in a cookie.\n", "\n", "**NOTE: Unfortunately need unique session tokens, WIP, manually getting cookie, and then autogenerating several random layouts**" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "#0 : qNBRrPKp/brRRqbQp/1prrRbRk/bknPkbqn/QrnpNPpb/QbQkKQnk/Rqr1NrbB/rnkkkBbR\n", "\tSaved screenshot to 'train_images/lichess0000__qNBRrPKp-brRRqbQp-1prrRbRk-bknPkbqn-QrnpNPpb-QbQkKQnk-Rqr1NrbB-rnkkkBbR.png'\n", "\t...Success\n", "#1 : kQRBKkNb/qRKNbkk1/kRPPqKKP/BbBQnBkb/qbqRKPQN/RpBNqNQn/rq1nkqrk/KrrqBNN1\n", "\tSaved screenshot to 'train_images/lichess0001__kQRBKkNb-qRKNbkk1-kRPPqKKP-BbBQnBkb-qbqRKPQN-RpBNqNQn-rq1nkqrk-KrrqBNN1.png'\n", "\t...Success\n", "#2 : bRnnRbKN/Bbbk1Q1R/QpbQPqrb/PRRNqPBQ/QKB1rRpr/r1Pq1qrb/nnppqb1P/1nnRBPrk\n", "\tSaved screenshot to 'train_images/lichess0002__bRnnRbKN-Bbbk1Q1R-QpbQPqrb-PRRNqPBQ-QKB1rRpr-r1Pq1qrb-nnppqb1P-1nnRBPrk.png'\n", "\t...Success\n", "#3 : p1kPNrkP/knqn1BRn/p1bRQnnr/1qnrp1BQ/rRPQbQkN/qQQ1bpKB/kkrPbbrP/RNBRbKnk\n", "\tSaved screenshot to 'train_images/lichess0003__p1kPNrkP-knqn1BRn-p1bRQnnr-1qnrp1BQ-rRPQbQkN-qQQ1bpKB-kkrPbbrP-RNBRbKnk.png'\n", "\t...Success\n", "#4 : BrbrKqqR/1NqBbQRn/NNpQNNKP/RK1P1PqB/1kBQ1nKn/NBnn1bBb/kkkkqNrb/KrKQRQn1\n", "\tSaved screenshot to 'train_images/lichess0004__BrbrKqqR-1NqBbQRn-NNpQNNKP-RK1P1PqB-1kBQ1nKn-NBnn1bBb-kkkkqNrb-KrKQRQn1.png'\n", "\t...Success\n" ] } ], "source": [ "# Number of random screenshots to generate\n", "N = 5\n", "out_folder = 'train_images'\n", "if not os.path.exists(out_folder):\n", " os.makeoutput_tile_folders(out_folder)\n", "#\n", "code = '4eecbbd0982b8d26060c17c3de8f5602ae335290-sid=JSWp1JBD&theme=wood&bg=dark&pieceSet=cburnett'\n", "code = '67193ee101f00274ea7d6bc77143486a3dde571f-sid=JSWp1JBD&theme=wood3&bg=dark&pieceSet=cburnett'\n", "code = 'b7d9a7cae17ff905547e70fb8f6d0a50c12bd374-sid=JSWp1JBD&theme=leather&bg=dark&pieceSet=cburnett'\n", "code = 'f7a1bab2c73cdf316f8bf5dc1d8edc251acc0f2f-sid=JSWp1JBD&theme=canvas&bg=dark&pieceSet=cburnett'\n", "code = 'cf31a05a7b738a4c89d5bddf16dbde0d3c57082d-sid=JSWp1JBD&theme=blue&bg=dark&pieceSet=alpha'\n", "code = '07c1a977da8b8eae5678a79e79e210cbd4580010-sid=JSWp1JBD&theme=wood&bg=dark&pieceSet=alpha'\n", "code = 'f7fb62b208d088c9adc20482f68bff20d622ffc4-sid=JSWp1JBD&theme=leather&bg=dark&pieceSet=alpha'\n", "code = 'ca778a1d8b8680824d6501f68e6db721351fea0a-sid=JSWp1JBD&theme=wood3&bg=dark&pieceSet=alpha'\n", "code = 'a526bbcc9c4e1e00889474b70b53101f4087a0eb-sid=JSWp1JBD&theme=canvas&bg=dark&pieceSet=merida'\n", "code = 'fc8d4d2042dcea51baee213c62eae8405fc9bcee-sid=JSWp1JBD&theme=canvas&bg=dark&pieceSet=pirouetti'\n", "code = 'b257e599862eeb99bcbed10c2aeaa784d25e345d-sid=JSWp1JBD&theme=canvas&bg=dark&pieceSet=chessnut'\n", "code = 'a6b8c83fd2f311060dbad47693d344758f6f5e24-sid=JSWp1JBD&theme=blue3&bg=dark&pieceSet=chess7'\n", "code = 'd5e79b290d1073e0b86978e97c9af6f81d0b0e9e-sid=JSWp1JBD&theme=blue3&bg=dark&pieceSet=reillycraig'\n", "code = '85f4f0f8f80804683c8ddd719e6c9dd9ffb697e9-sid=JSWp1JBD&theme=blue3&bg=dark&pieceSet=merida'\n", "code = '21cc203f3087b359862644ee20cc549420d9549d-sid=JSWp1JBD&theme=blue3&bg=dark&pieceSet=cburnett'\n", "code = '4c333906715a33b5d48908f44603508b8c767a10-sid=JSWp1JBD&theme=blue3&bg=dark&pieceSet=alpha'\n", "for i in range(N):\n", " # Generate random FEN\n", " fen = getRandomFEN()\n", " \n", " print \"#%d : %s\" % (i,fen)\n", " output_filename = \"%s/lichess%04d__%s.png\" % (out_folder, i, fen.replace('/','-'))\n", " \n", " # Render webpage and save screenshot\n", " # Unfortunately have to generate cookie manually\n", " theme,bg,pieceSet = themes[2],\"dark\",pieceSets[0]\n", " \n", " cookie = 'lila2=%s'%code\n", " \n", " status = chessServer.takeChessScreenshot(fen,output_filename,cookie)\n", " \n", " if status == 0:\n", " print \"\\t...Success\"\n", " else:\n", " print \"\\tFailed on %s -> %s\" % (fen, output_filename)\n", " break\n", " \n", " # Load image, crop and overwrite file\n", " im = PIL.Image.open(output_filename).crop([218,141,737,658]).save(output_filename)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Generating from FEN diagram generators\n", "We can create images directly from online FEN chess diagram generators, much quicker. Let's add a couple of those.\n", "\n", "http://www.jinchess.com/chessboard/?p=rnbqkbnrpppppppp----------P----------------R----PP-PPPPPRNBQKBNR\n", "\n", "http://www.apronus.com/chess/stilldiagram.php?d=DRNBQKBNRPP_PPPPP__P______P___________p_____k____pppQp_pprnbq_bnr0\n" ] }, { "cell_type": "code", "execution_count": 101, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import urllib, cStringIO\n", "def generateRandomBoards(n, outfolder, img_url_template, fen_chars='1KQRBNPkqrbnp'):\n", " \"\"\"Given chess diagram template url, generate n random FEN diagrams from url and save images to outfolder\"\"\"\n", " # http://www.jinchess.com/chessboard/?p=rnbqkbnrpppppppp----------P----------------R----PP-PPPPPRNBQKBNR\n", " # http://www.apronus.com/chess/stilldiagram.php?d=DRNBQKBNRPP_PPPPP__P______P___________p_____k____pppQp_pprnbq_bnr0\n", " # No / separators for either choice\n", " \n", " # Create output folder as needed\n", " if not os.path.exists(outfolder):\n", " os.makedirs(outfolder)\n", " \n", " for i in range(n):\n", " fen_chars = list(fen_chars)\n", " fen_arr = np.random.choice(fen_chars, 64)\n", " fen = ''.join(fen_arr)\n", " img_url = img_url_template % fen\n", " img = PIL.Image.open(cStringIO.StringIO(urllib.urlopen(img_url).read()))\n", " if 'apronus' in img_url_template:\n", " # need to flip FEN file order since the are 1-8 vs 8-1 of normal FEN.\n", " fen_arr = np.hstack(np.split(fen_arr,8)[::-1])\n", " \n", " # Replace - or _ with 1 to be consistent with actual FEN notation\n", " fen_arr[fen_arr == fen_chars[0]] = '1'\n", " \n", " # Add - between sets of 8 to be consistent with saved file format (later converted to / again for analysis link)\n", " fen = '-'.join(map(''.join, np.split(fen_arr, 8)))\n", " \n", " img.save(os.path.join(outfolder, fen+'.png'))\n", "#\n", "generateRandomBoards(20,'chessboards/train_images', \"http://www.jinchess.com/chessboard/?p=%s\", '-KQRBNPkqrbnp')\n", "generateRandomBoards(20,'chessboards/train_images', \"http://www.apronus.com/chess/stilldiagram.php?d=_%s\", '_KQRBNPkqrbnp')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "## Generate Tile images from screenshots\n", "Great, now that we have several boards, let's generate the tiles for them." ] }, { "cell_type": "code", "execution_count": 109, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "# 1/151 : chessboards/train_images/lichess0000__kpp1QBpR-RpbPQkQn-nQbBrBQk-K1bPNpRP-qbkQppbP-rPbRBnNK-Ppr1rpKP-pRBbnkKK.png\n", "\tSkipping existing\n", "# 2/151 : chessboards/train_images/b1KpkNQk-qRrBrPnb-KqqRqRqK-qPPRnnkr-nqrKqpNR-bnpkNRk1-nBnbkqkq-Qk1kN1pq.png\n", "\tSkipping existing\n", "# 3/151 : chessboards/train_images/NKNkkbBp-PBBbKNKn-rr1NPbNp-BRpRknbq-qnbPRRrK-NPRnrbRP-BK1QNBrn-PqkkpkBb.png\n", "\tSkipping existing\n", "# 4/151 : chessboards/train_images/1qpqQRRb-1NPR1pBn-nQNnknRp-kBQQB1bK-pQNr1Qb1-qKq1RrbN-KknQBPPp-BqpkNKpk.png\n", "\tSkipping existing\n", "# 5/151 : chessboards/train_images/lichess0002__1qbq11BB-111BPrRr-bnnPrk1k-bNQ1BprK-NbbbQkpn-nnbqNPkQ-1NPQ1NBr-1nQKrrpP.png\n", "\tSkipping existing\n", "# 6/151 : chessboards/train_images/lichess0004__BrbrKqqR-1NqBbQRn-NNpQNNKP-RK1P1PqB-1kBQ1nKn-NBnn1bBb-kkkkqNrb-KrKQRQn1.png\n", "\tSkipping existing\n", "# 7/151 : chessboards/train_images/lichess0004__pRrKRQqq-1BQRBrQB-PBNQkBbP-pprQQbqB-1qbKRbqB-NbnRNKRr-QrQnQBNq-rBQBkPbb.png\n", "\tSkipping existing\n", "# 8/151 : chessboards/train_images/lichess0000__pNKpNNnr-PprNkkkR-KKqQPqrR-n1KkqbnP-NPKnPKnB-rnrrNnPp-BrNnQbQq-kqnqnBrq.png\n", "---\n", "Loading chessboards/train_images/lichess0000__pNKpNNnr-PprNkkkR-KKqQPqrR-n1KkqbnP-NPKnPKnB-rnrrNnPp-BrNnQbQq-kqnqnBrq.png...\n", "\tGenerating tiles for lichess0000__pNKpNNnr-PprNkkkR-KKqQPqrR-n1KkqbnP-NPKnPKnB-rnrrNnPp-BrNnQbQq-kqnqnBrq...\n", "\tNo Match, lines found (dx/dy): [] []\n", "\tNo Match, skipping\n", "# 9/151 : chessboards/train_images/lichess0000__1QN1kB1k-BqqrBNbQ-pRpPkkrb-qN1qrbrk-KP1qBbKn-PRBQqqNB-QQNqr111-PQbKqpQK.png\n", "\tSkipping existing\n", "# 10/151 : chessboards/train_images/pBrQPKK1-bKNprRn1-bKnbknkq-bPPRrRkQ-qB1RnnqB-QPRrkBRp-NRrbpPQr-nBRRpbnp.png\n", "\tSkipping existing\n", "# 11/151 : chessboards/train_images/lichess0002__Rbr1RKqp-pBNBP11P-qnPnk1pB-BPrpnnB1-RqnRnBrr-BRnbrbQn-nbQRKpq1-RBPrqrKK.png\n", "\tSkipping existing\n", "# 12/151 : chessboards/train_images/lichess0000__NNQKKBrn-bnrbkknp-kNkQBRnp-rPpNPKQR-BnBQknKB-KPQNnkbr-rNqqPqPP-QqkBRPBR.png\n", "\tSkipping existing\n", "# 13/151 : chessboards/train_images/K1NRbrqQ-PQkBRn1N-Bk1PrpBr-PrPPpRpb-rRnrPknB-KKPrKkKP-1BrNrqK1-kbr1K1Rk.png\n", "\tSkipping existing\n", "# 14/151 : chessboards/train_images/kBQQnnKb-nkQbqRrR-B1BPrQBK-rRBnQkqr-pbNp1rkQ-brk1bqqQ-pqKBbrRK-qnrQPbqN.png\n", "\tSkipping existing\n", "# 15/151 : chessboards/train_images/kBKkrPnB-qBpKnRbN-nRk1BQnb-PbNNnqQb-QQpQnkp1-nrBnKkKR-Q1BBN1B1-PrRqnBn1.png\n", "\tSkipping existing\n", "# 16/151 : chessboards/train_images/lichess0001__qB1nbrbN-bBQrrBb1-QrBkknQb-KQbQbbNr-bRQBqPKb-KBbqQPBN-bQKKrQqK-rkr1BBQn.png\n", "\tSkipping existing\n", "# 17/151 : chessboards/train_images/lichess0004__rbNpnpKQ-bQpbr1kb-kkqQPknQ-KRkqBnNN-NP1RRPrp-kqPq1RnN-kbRKBPBP-kbPRk1KQ.png\n", "\tSkipping existing\n", "# 18/151 : chessboards/train_images/lichess0004__rPQqRPqN-bbNKNnb1-N1KRNB1B-qP1QnQPp-K1NqRBPK-PPPBqNRN-1kNBkrQQ-qbRRknNK.png\n", "\tSkipping existing\n", "# 19/151 : chessboards/train_images/KrNRKpQn-RRPnQrnr-BRQrNPqk-1knpBKPQ-1qBRbRpn-kBrQnKnr-pRQrrknp-1brrbpKp.png\n", "\tSkipping existing\n", "# 20/151 : chessboards/train_images/lichess0000__qBRR1RRR-kK1rprkk-11nq1nn1-pKbrnnR1-pBBqBbQB-NRPRkBNk-pRKkkbKP-KnBQbbqR.png\n", "\tSkipping existing\n", "# 21/151 : chessboards/train_images/BkKrnqpq-pqqKpnpK-1BkpRKqB-RBpP11bK-NnkQq1Rn-rqNKKnPP-BR1Rbbqp-K1bBPkPp.png\n", "\tSkipping existing\n", "# 22/151 : chessboards/train_images/qnpqKnNQ-KPRNr1NQ-PRRNKR1q-Qbbr1NkN-nnRkNnrN-nPNrKkRB-NnkPPpkk-bppk1qrN.png\n", "\tSkipping existing\n", "# 23/151 : chessboards/train_images/1KprRNKk-pbpBRbQr-nbPqbKrk-nNr1QRKN-pkPkBNNK-QpQkPRQ1-nqN1nPrB-knpbqknr.png\n", "\tSkipping existing\n", "# 24/151 : chessboards/train_images/lichess0000__nnkqkPKq-PKbpr1RR-PpnBpPPp-QpN1nR1k-knqnkK1Q-pKqp1BQR-NrnQRNRb-PPBkkPnq.png\n", "\tSkipping existing\n", "# 25/151 : chessboards/train_images/rkPkrQPN-1rqKbR1q-KPpNK1Pr-PBbkn1Qq-Knr1pNPp-PBNrKpBN-pn1pPnp1-brBbn1QB.png\n", "\tSkipping existing\n", "# 26/151 : chessboards/train_images/N1Qq1RNB-RPpRpRPQ-BrQQkkQk-BpKQ11rQ-PKKbPrkP-nkrN1r1R-RQrkqrPn-PBP11QBb.png\n", "\tSkipping existing\n", "# 27/151 : chessboards/train_images/RqrbpBrB-QpkbbNbQ-QnRPBR1r-kpkbprNq-QPP1PrRP-QPnnPPqk-nrQBKqk1-1rBBKNPB.png\n", "\tSkipping existing\n", "# 28/151 : chessboards/train_images/lichess0000__Bk1p1rrb-bN1NnnQp-q1QkrqNr-npPnRbrK-bb1Pnbrq-RKQbPbnN-rRKRPkQk-1RbqpkQR.png\n", "\tSkipping existing\n", "# 29/151 : chessboards/train_images/lichess0003__RKRRpPkR-Bp1kRbpk-BBQnNqRR-brqbrqrq-rPNQkrRP-kBpp1qrQ-PRnQbKbB-QNBrBPNP.png\n", "\tSkipping existing\n", "# 30/151 : chessboards/train_images/lichess0002__BP1QqKrp-nb1bBnQR-RrPQ1kk1-KrBqPbrk-NQB1Rb1Q-pkr1rQbR-RNkBbKKP-RNB1ppPK.png\n", "\tSkipping existing\n", "# 31/151 : chessboards/train_images/prk1Bpnq-nQPpRbQP-qPnp1Q11-qBn1KPNN-rB1RqrPq-R1RrRPBq-NRQQQBbK-bqqPkbk1.png\n", "---\n", "Loading chessboards/train_images/prk1Bpnq-nQPpRbQP-qPnp1Q11-qBn1KPNN-rB1RqrPq-R1RrRPBq-NRQQQBbK-bqqPkbk1.png...\n", "\tGenerating tiles for prk1Bpnq-nQPpRbQP-qPnp1Q11-qBn1KPNN-rB1RqrPq-R1RrRPBq-NRQQQBbK-bqqPkbk1...\n", "\tSaving tiles prk1Bpnq-nQPpRbQP-qPnp1Q11-qBn1KPNN-rB1RqrPq-R1RrRPBq-NRQQQBbK-bqqPkbk1\n", "# 32/151 : chessboards/train_images/lichess0003__q1KPPn11-N1bnnKKn-KBn1QbKB-qBbRRK1r-QnPBkkn1-Nq1RrpBp-nQBNkk1B-bRPrq1kn.png\n", "\tSkipping existing\n", "# 33/151 : chessboards/train_images/QrqnnN1p-PrQqQNrb-K1nq1pQr-nQPBb11q-NpBRkRbR-pb1PNPPN-krq1Kn1K-PqRpbbPb.png\n", "\tSkipping existing\n", "# 34/151 : chessboards/train_images/QRnPQPRn-nBnRrqnq-KRrQBNRb-p1nqqQP1-PBN1RBpn-1qqRRqNK-k1b1qkNB-nrNRrrQR.png\n", "---\n", "Loading chessboards/train_images/QRnPQPRn-nBnRrqnq-KRrQBNRb-p1nqqQP1-PBN1RBpn-1qqRRqNK-k1b1qkNB-nrNRrrQR.png...\n", "\tGenerating tiles for QRnPQPRn-nBnRrqnq-KRrQBNRb-p1nqqQP1-PBN1RBpn-1qqRRqNK-k1b1qkNB-nrNRrrQR...\n", "\tSaving tiles QRnPQPRn-nBnRrqnq-KRrQBNRb-p1nqqQP1-PBN1RBpn-1qqRRqNK-k1b1qkNB-nrNRrrQR\n", "# 35/151 : chessboards/train_images/lichess0002__PPQBKRrp-QrNN1qkB-nk1kb1bb-pRNrBNQN-N1KkrkK1-pB1pqpBR-RNBnqR1R-nKbQqkBK.png\n", "\tSkipping existing\n", "# 36/151 : chessboards/train_images/lichess0004__BKkpKqqk-QrbqBqbN-QRbqNnRQ-qNppQQP1-NkKbPbpB-NprrnrPR-nrPNrRkK-prK1QPrP.png\n", "\tSkipping existing\n", "# 37/151 : chessboards/train_images/lichess0000__qNBRrPKp-brRRqbQp-1prrRbRk-bknPkbqn-QrnpNPpb-QbQkKQnk-Rqr1NrbB-rnkkkBbR.png\n", "\tSkipping existing\n", "# 38/151 : chessboards/train_images/lichess0003__1BpQqqNQ-RrrK1BPR-bPBBk1KR-RkkrBBkk-RpQNNPPQ-BRKbKKbQ-RnPRRP1B-Pb1KPPBk.png\n", "\tSkipping existing\n", "# 39/151 : chessboards/train_images/lichess0001__rkbRRr1Q-rBNk1BPK-NR1BpnNQ-kbnPbnpQ-bNnQ1bqq-1bqNPRNN-PppKBnnb-bnNKqR1k.png\n", "\tSkipping existing\n", "# 40/151 : chessboards/train_images/lichess0004__nk1RpnqQ-rRnprqqP-nRqBPRnQ-KPrNQPpn-rRbBqb1K-bkBQQRqk-RRQRNNRk-p1RqqRKB.png\n", "\tSkipping existing\n", "# 41/151 : chessboards/train_images/lichess0001__kNbQpqNR-BqRk1bnr-rN1R1qKn-BbRkqbkN-1nNNRqkn-nQkpkQkB-qbqBrBRQ-NKBrrPB1.png\n", "\tSkipping existing\n", "# 42/151 : chessboards/train_images/lichess0003__QPqkQqQp-QBbRrRbr-PPbB1qKb-NBnKBBQp-p1QNNRkR-bqrrk11b-qpnPKrQr-BKb1NKPq.png\n", "\tSkipping existing\n", "# 43/151 : chessboards/train_images/kRkBKrRq-Pn1R1qrq-krRqBRNK-QbNPnQRP-KpBqnbkB-1PrnbPNR-PNqrPbP1-rQpQRkNQ.png\n", "\tSkipping existing\n", "# 44/151 : chessboards/train_images/lichess0002__qnkb1RBN-bkBK1NPp-qbBpPBKN-bBpQqNkP-pKnKBbnP-KQnBRRK1-KkpRBKpB-RNKnkkpQ.png\n", "---\n", "Loading chessboards/train_images/lichess0002__qnkb1RBN-bkBK1NPp-qbBpPBKN-bBpQqNkP-pKnKBbnP-KQnBRRK1-KkpRBKpB-RNKnkkpQ.png...\n", "\tGenerating tiles for lichess0002__qnkb1RBN-bkBK1NPp-qbBpPBKN-bBpQqNkP-pKnKBbnP-KQnBRRK1-KkpRBKpB-RNKnkkpQ...\n", "\tNo Match, lines found (dx/dy): [] []\n", "\tNo Match, skipping\n", "# 45/151 : chessboards/train_images/nqrppNbn-n1QKpRK1-QqqbqNKB-rqrBKqnn-PPPbKPkr-BrkQpPk1-pBpPkKQk-Q1pbpKNB.png\n", "\tSkipping existing\n", "# 46/151 : chessboards/train_images/lichess0000__qpnQp1qB-rPBb11Nq-KPrKKBKN-pRbkkQ1N-nRQBQkpp-bQ1nnqqk-RNRbBNnr-rbQn1RK1.png\n", "\tSkipping existing\n", "# 47/151 : chessboards/train_images/lichess0002__rrbnq1kb-qNBPPrkn-Nn1bkkrK-nPpPQ1Nn-bPNKqbKK-PqnNKRpb-qpPNKNnq-QbKnqk1k.png\n", "\tSkipping existing\n", "# 48/151 : chessboards/train_images/lichess0003__B1kPNqPp-KnnbqKpB-brqqNkbN-p1b1QKp1-prKRkn1B-nRrpBBqB-RKrRNRKN-pbPPqbbQ.png\n", "\tSkipping existing\n", "# 49/151 : chessboards/train_images/lichess0000__BR1QKkrk-pNKbkBKB-b1k1qKnN-rKnKKK11-b1QPrrbr-1bRRrqQK-P1rpnQKN-nPbrBpPr.png\n", "\tSkipping existing\n", "# 50/151 : chessboards/train_images/Rn1qNpq1-KpKbP1bK-Nq1RRrKB-1NpQNkkQ-Rp1BPkRp-BkRnkkQP-BbBqpbkB-nQkrB1kQ.png\n", "\tSkipping existing\n", "# 51/151 : chessboards/train_images/lichess0000__qNnb1PkK-kqrqBQbK-RNrppRnk-KKp1pqRp-Kb1QNnr1-QRQkpNPq-RQbNKpR1-RqppkKkB.png\n", "\tSkipping existing\n", "# 52/151 : chessboards/train_images/lichess0001__kKRkB1Pp-bnNnNRbB-KPrqR1PN-RKkpnB1N-rpNppQPP-QBQpNBNQ-qPnRnRQQ-QPPbB11k.png\n", "\tSkipping existing\n", "# 53/151 : chessboards/train_images/lichess0004__pRbRqpKq-pbNKrBBK-1BnNNn1K-bBQNPNqR-bNK1kKBQ-Rr1BbPKN-RRn1KqNR-RrPRBn1n.png\n", "---\n", "Loading chessboards/train_images/lichess0004__pRbRqpKq-pbNKrBBK-1BnNNn1K-bBQNPNqR-bNK1kKBQ-Rr1BbPKN-RRn1KqNR-RrPRBn1n.png...\n", "\tGenerating tiles for lichess0004__pRbRqpKq-pbNKrBBK-1BnNNn1K-bBQNPNqR-bNK1kKBQ-Rr1BbPKN-RRn1KqNR-RrPRBn1n...\n", "\tNo Match, lines found (dx/dy): [] []\n", "\tNo Match, skipping\n", "# 54/151 : chessboards/train_images/lichess0000__1QkkqNr1-pqbQrBnB-R1BrKKKq-bqkrNpRq-BPbrkqnn-RkbkkrNP-Bb1pnrKq-PB1bbQpr.png\n", "\tSkipping existing\n", "# 55/151 : chessboards/train_images/lichess0001__RkqKbqnk-nnnBPqqn-NrbrrbRk-111k1QPQ-Pbp1bBrQ-PnpN11bp-RNQ1p1Qn-RnqrbNkR.png\n", "---\n", "Loading chessboards/train_images/lichess0001__RkqKbqnk-nnnBPqqn-NrbrrbRk-111k1QPQ-Pbp1bBrQ-PnpN11bp-RNQ1p1Qn-RnqrbNkR.png...\n", "\tGenerating tiles for lichess0001__RkqKbqnk-nnnBPqqn-NrbrrbRk-111k1QPQ-Pbp1bBrQ-PnpN11bp-RNQ1p1Qn-RnqrbNkR...\n", "\tNo Match, lines found (dx/dy): [ 69 133 197 261 325 389 453] []\n", "\tNo Match, skipping\n", "# 56/151 : chessboards/train_images/pNbnNB1B-qRq11KpR-qrrBrKQP-nBRk1Rnb-pnRBK1kk-bBKPqrnR-P1bN1Pqp-KpPNKrr1.png\n", "\tSkipping existing\n", "# 57/151 : chessboards/train_images/PknkBKpK-pKrbn1Bq-RBbkBBRP-qPNbRpqp-KRPKKBkk-1rkBkpR1-PNrK1kkR-RQQqNQRK.png\n", "\tSkipping existing\n", "# 58/151 : chessboards/train_images/lichess0002__qRpQQrNK-bnnrKkrk-kKBqpBnB-pnkkkkRQ-RRpNpbKR-pQPQQPbK-KPNrRNKn-rn1ppnkB.png\n", "\tSkipping existing\n", "# 59/151 : chessboards/train_images/RBBkrN11-BprQpkrQ-q1pNP1bN-bBQpqPPn-PBrqrBBN-PnRn1PQ1-BrrPpQnk-N1RnrPQn.png\n", "\tSkipping existing\n", "# 60/151 : chessboards/train_images/lichess0001__bpRrQbBK-brKRqrKr-B1nbnRQ1-rQQQBBRQ-1P111pRn-BpNpqKrB-Q1RrkQnb-kQpbRbBq.png\n", "\tSkipping existing\n", "# 61/151 : chessboards/train_images/lichess0004__pppkBkrQ-N1BNQqkr-qqKBPpR1-RPkn1KBp-kKRKbpNN-pQqBPNkq-1QPppkpb-knNbrNrr.png\n", "\tSkipping existing\n", "# 62/151 : chessboards/train_images/lichess0001__bpPNKkrb-nQRnPbPp-qkqKQRBk-kb1KR1qB-kP1Qr1kB-nRPbRKpn-kQR1pqnR-1RNPBpNP.png\n", "\tSkipping existing\n", "# 63/151 : chessboards/train_images/PQbrrpQq-qpRqKPqp-QBNbn1nP-kqBQ1BQr-RQQ1rRnn-QNRkpkpN-NK1KkpNK-pKnQKP1r.png\n", "\tSkipping existing\n", "# 64/151 : chessboards/train_images/lichess0003__qrpKbbKQ-k1QNkbQK-NbNQKbNP-QNbqNKkK-nq1qRQnk-1rrpNp1Q-QprPbRPP-1bpkBNbP.png\n", "\tSkipping existing\n", "# 65/151 : chessboards/train_images/lichess0003__knpnqbRR-pbQKqKQN-1kBnn1k1-nKnKprnn-NpbRNNrb-NRBRrPNP-kkPnkbRn-qqPKbpRp.png\n", "\tSkipping existing\n", "# 66/151 : chessboards/train_images/lichess0001__QqbQKBRn-QPkr1pB1-NpbQkNbp-NP1qKN1n-QQbbrqQ1-KrpBpRQn-bpPR1bKb-RBB1QNQ1.png\n", "\tSkipping existing\n", "# 67/151 : chessboards/train_images/lichess0002__NnrnKNpp-1Q1Qb11p-r1QqkqQP-Pq1KQQbb-krRRRb1K-bKr1pkQR-NrpKBRrn-nnRpr1kR.png\n", "\tSkipping existing\n", "# 68/151 : chessboards/train_images/qqN1nnqB-BkqqRbkk-kkQrPn11-n1RnPnNB-1k1PK1pp-QQNpRbBN-ppNNPQr1-rbBKprNp.png\n", "\tSkipping existing\n", "# 69/151 : chessboards/train_images/lichess0000__bBBBKknq-1NqbBbKN-kQknKnKR-QNp1NKQk-nQbNPRNb-1KNnQBPk-brbnbQ1b-krpRpqKQ.png\n", "\tSkipping existing\n", "# 70/151 : chessboards/train_images/lichess0002__bRnnRbKN-Bbbk1Q1R-QpbQPqrb-PRRNqPBQ-QKB1rRpr-r1Pq1qrb-nnppqb1P-1nnRBPrk.png\n", "\tSkipping existing\n", "# 71/151 : chessboards/train_images/b1KnpBqb-BppNnQkK-pbBPRbqp-nQNbnRPN-BqQKpNPK-nRpQpNBb-R1rkPKpB-pKnNRnnq.png\n", "\tSkipping existing\n", "# 72/151 : chessboards/train_images/lichess0004__RQRBKNrq-qrQK1BqP-rn11nkQp-pnK1Bnnq-QrP1rqPQ-Qb1prKNQ-rB1nBbR1-KNpQ1NnK.png\n", "\tSkipping existing\n", "# 73/151 : chessboards/train_images/KQqRBbrK-R1NrKPkn-kNbBPNnb-brBPRbkk-kbRpprpp-Q1PPrNNQ-pNNpKqRR-NKknn111.png\n", "\tSkipping existing\n", "# 74/151 : chessboards/train_images/QnpQrqrB-RBnqknBp-kk1PB1bn-rQbrqKNR-Rq1bR1bK-nqKpkQrq-nqbbqbbN-qrNnnbkR.png\n", "\tSkipping existing\n", "# 75/151 : chessboards/train_images/rqNBBkKp-QqrpqP1P-PkKPkrQk-R1qkbQRk-NRKkp1qQ-nKqQ1pbQ-NbQPn1Qq-PnRbBpqN.png\n", "---\n", "Loading chessboards/train_images/rqNBBkKp-QqrpqP1P-PkKPkrQk-R1qkbQRk-NRKkp1qQ-nKqQ1pbQ-NbQPn1Qq-PnRbBpqN.png...\n", "\tGenerating tiles for rqNBBkKp-QqrpqP1P-PkKPkrQk-R1qkbQRk-NRKkp1qQ-nKqQ1pbQ-NbQPn1Qq-PnRbBpqN...\n", "\tSaving tiles rqNBBkKp-QqrpqP1P-PkKPkrQk-R1qkbQRk-NRKkp1qQ-nKqQ1pbQ-NbQPn1Qq-PnRbBpqN\n", "# 76/151 : chessboards/train_images/r1k1Q1qn-kPpbRN1Q-RQpnNPNP-Nbnpp1bp-PBkqRQBr-ppBqbPKB-bnNPnbnr-BpnPrpkK.png\n", "\tSkipping existing\n", "# 77/151 : chessboards/train_images/lichess0004__QknRbNNn-kQrKRBbK-npPBpQ1b-npbpPPk1-pNqqQknq-PKPrR1Bn-bNR1RnRK-Prbnbrbq.png\n", "\tSkipping existing\n", "# 78/151 : chessboards/train_images/lichess0001__qqnQQK1N-krrnQr1n-NkQQPBPk-KkqpRqPr-QqprNkRB-KRKrpQR1-Nq1nqqRN-B1QQnbqk.png\n", "\tSkipping existing\n", "# 79/151 : chessboards/train_images/NrQPKrrP-bn1rPRrK-PPbqQnQP-PRNnKKQk-1KkNKNrB-bkNBqBpb-KqNkNkNP-rnk1bNnB.png\n", "\tSkipping existing\n", "# 80/151 : chessboards/train_images/1kNnPNbk-PqrbQB1n-BKBqrbkb-b1pnQpKk-BkKRbqQR-nqppNqbb-RrBRqn1n-rbQnKkbB.png\n", "\tSkipping existing\n", "# 81/151 : chessboards/train_images/QRQRnNRR-pNNQNPkN-nNRPRrQB-1PKqkKKk-BqRrbPKp-bkKrnRnK-bp1bk1nR-kqQPNqQr.png\n", "---\n", "Loading chessboards/train_images/QRQRnNRR-pNNQNPkN-nNRPRrQB-1PKqkKKk-BqRrbPKp-bkKrnRnK-bp1bk1nR-kqQPNqQr.png...\n", "\tGenerating tiles for QRQRnNRR-pNNQNPkN-nNRPRrQB-1PKqkKKk-BqRrbPKp-bkKrnRnK-bp1bk1nR-kqQPNqQr...\n", "\tNo Match, lines found (dx/dy): [ 36 72 108 144 180 216 252] []\n", "\tNo Match, skipping\n", "# 82/151 : chessboards/train_images/KnkkN1RB-1kRbRbkq-BnpkpQKN-Kn1pkBnP-pbqRPqkp-NbkqKp1P-bQrRqQK1-qBbn1BQR.png\n", "\tSkipping existing\n", "# 83/151 : chessboards/train_images/QBnQrBpk-1KNrrkrn-pRPNbKPq-PrqRnnB1-bB1QrppB-nPp1RRKn-bqbQbBpB-PpQRqRNK.png\n", "\tSkipping existing\n", "# 84/151 : chessboards/train_images/lichess0004__kPKkNPkK-prbnBNq1-kb1rNkqR-B1q11nQ1-QBRbkknK-PNPKKPBr-pk1KnqnR-p1RrNrBb.png\n", "\tSkipping existing\n", "# 85/151 : chessboards/train_images/KqrKqQkp-P1Pn1pbN-rPnKPkRn-PbQPqPpn-QnPRBnBB-kkrN1KQR-nbQkPKQp-QRPqRnKP.png\n", "\tSkipping existing\n", "# 86/151 : chessboards/train_images/lichess0002__RprKPqkk-NqQppbPB-QkNnRqNb-ppPbbbbk-KQRkPNPq-pKnpkpBr-bprB1NbN-pKnKQqkQ.png\n", "\tSkipping existing\n", "# 87/151 : chessboards/train_images/lichess0001__rQbBpPPr-1b1nPBKB-rkpNNrQq-QRKQbqB1-n1PrrN1q-Q1kQQk1N-PqnkrkqR-rK1bkbrK.png\n", "\tSkipping existing\n", "# 88/151 : chessboards/train_images/NnKkBb1B-rbPPqPbn-pNprPNnK-nqqprnqn-p1PrQBQQ-PQ1NB1pr-bnQQqQKb-11PKKBkQ.png\n", "\tSkipping existing\n", "# 89/151 : chessboards/train_images/lichess0003__KqNBpkqN-b11NKpKP-KbB1knqk-RNrnRQnq-QqrqBkB1-BRnp1K1N-pNBqNbQq-nbPNrN1R.png\n", "\tSkipping existing\n", "# 90/151 : chessboards/train_images/pr1NKnnb-qkNnKKKP-rPbQnKP1-bnKnrQkq-B1nnrKQb-PNNpRBPB-RNbR1nkN-PknNBQkR.png\n", "---\n", "Loading chessboards/train_images/pr1NKnnb-qkNnKKKP-rPbQnKP1-bnKnrQkq-B1nnrKQb-PNNpRBPB-RNbR1nkN-PknNBQkR.png...\n", "\tGenerating tiles for pr1NKnnb-qkNnKKKP-rPbQnKP1-bnKnrQkq-B1nnrKQb-PNNpRBPB-RNbR1nkN-PknNBQkR...\n", "\tNo Match, lines found (dx/dy): [] []\n", "\tNo Match, skipping\n", "# 91/151 : chessboards/train_images/nrNnQbQQ-pkPRppQ1-bnpk1nQN-1Q1QNbpk-bnRrpnrp-KqrkQbrP-1NkkPn1B-pbkbpqKk.png\n", "\tSkipping existing\n", "# 92/151 : chessboards/train_images/lichess0001__kQRBKkNb-qRKNbkk1-kRPPqKKP-BbBQnBkb-qbqRKPQN-RpBNqNQn-rq1nkqrk-KrrqBNN1.png\n", "\tSkipping existing\n", "# 93/151 : chessboards/train_images/qnRBkpbb-ppNPbnNP-KBr1BPpP-pBRPRnRp-kkbRRPrR-RB1qBNNr-bNkbbBqp-npRkPbKp.png\n", "\tSkipping existing\n", "# 94/151 : chessboards/train_images/KQQbbbN1-BQBpqqBN-nRrQQkNN-kk1QNnPn-BpbRBpNb-KbrRrBb1-kqKqPPBN-QqPNQnPp.png\n", "\tSkipping existing\n", "# 95/151 : chessboards/train_images/11qnpPNp-kNPrPBqn-NKNpQRNp-BNKknRkB-pBk1QPKN-BnPNQPrQ-qbpBQRrr-rqNQRRrQ.png\n", "\tSkipping existing\n", "# 96/151 : chessboards/train_images/lichess0001__NbpB1QRK-BnNRbQp1-QPpKkPRB-bKpQKPnQ-bpqkq1rQ-nRKBpBbR-bnPpqQQP-nBkNnnqb.png\n", "\tSkipping existing\n", "# 97/151 : chessboards/train_images/lichess0003__rr1QNNkK-bnbPNnrQ-pRqPkbpR-bBrQ1qPk-pbNbK1rQ-KbQRkRBn-KnN1pqbp-1rnpBKBp.png\n", "\tSkipping existing\n", "# 98/151 : chessboards/train_images/lichess0002__b1RKPRnn-Q1KrkPbR-ppBBprqK-nKqbrpBK-pKNqqRNq-QRqpk1bN-QRKb1BnR-rnbKRRB1.png\n", "\tSkipping existing\n", "# 99/151 : chessboards/train_images/lichess0002__kNBqq1kb-nQ1nNpRP-B1PQRq1K-NbkkPNrr-qNkPkknR-KqRpnrkB-PkP1rpnr-bQpRQRnn.png\n", "\tSkipping existing\n", "# 100/151 : chessboards/train_images/lichess0001__1KqbRKqr-Q11nr1pq-bKkpQRnk-pkprBPpK-KnQKQqRb-1QbPBbNn-RNpR1Bnn-bBbQ1Pnq.png\n", "\tSkipping existing\n", "# 101/151 : chessboards/train_images/NKrpKBQN-BKbPrNrR-PrPNqqpR-BRkKPqkp-kRKr11Pk-nqNrpnQk-qKqr11PB-kkPbrRrB.png\n", "\tSkipping existing\n", "# 102/151 : chessboards/train_images/lichess0002__pKrKKNNr-Rn11B1bN-BrQb11pn-KQkbPpqb-NrqB1kNb-NpBBKQNB-pKqQPrQR-BPnKPQNr.png\n", "\tSkipping existing\n", "# 103/151 : chessboards/train_images/nR1pnbQQ-QRkRbBnR-bNPQrQnb-Rpqp1bNB-bppKBnbN-nPK1P1BQ-BPKKQRbB-BrKRPppP.png\n", "\tSkipping existing\n", "# 104/151 : chessboards/train_images/r1nbqQRN-1Rbq1QBK-qQkQNbKP-bNKNpNpp-NnbBQKNn-qKBbRrnQ-R1R1qnnK-NNrnbPpB.png\n", "\tSkipping existing\n", "# 105/151 : chessboards/train_images/lichess0003__rpppNrb1-prkkPKnB-QKrPBkRK-BPnpBPBK-NpnB1nBq-rbn1kqkB-pQnkkrRb-bQb1nNPq.png\n", "\tSkipping existing\n", "# 106/151 : chessboards/train_images/lichess0003__qBKnkBQr-BNKkqR11-BQRBbqBq-qnrKNpqn-qPbK1bbK-QQrbNRKQ-BRPkbbrr-BPNkQrK1.png\n", "\tSkipping existing\n", "# 107/151 : chessboards/train_images/R1nqnKQb-Pbk1pkpK-B1kkkK1r-1nPKRrbB-nrR1PbNK-qPKnpbKP-kRrRqpBr-pbbNQb1Q.png\n", "\tSkipping existing\n", "# 108/151 : chessboards/train_images/NQqP1pbk-PpBNqqPk-pNkPrRNP-1KN1QQrn-PQpkKqNb-B1Qn1qnq-bnKp1knp-NBbBpNRk.png\n", "\tSkipping existing\n", "# 109/151 : chessboards/train_images/lichess0004__nn1kBbPp-kQbNkR11-KQpbRQ1N-Rn1qkN1N-R1kbKpnQ-nPRrpBRb-BKbKbKrq-bbp11RNN.png\n", "\tSkipping existing\n", "# 110/151 : chessboards/train_images/lichess0001__QnrQBKRp-n1rNQrKb-NrKnprqK-NQrn1npp-Kq1nPrQP-KNqkQBPN-krKnnppR-Rn1BrbkR.png\n", "\tSkipping existing\n", "# 111/151 : chessboards/train_images/lichess0001__NpkbbnRp-BbQQBKNP-pRNrrKQK-nqKbr1Np-bK1qnb1Q-rQKpKkPq-qQ1KKBqb-PbBQ1rQn.png\n", "\tSkipping existing\n", "# 112/151 : chessboards/train_images/RKnpBRRQ-BPkRbP1K-bbk1nKQP-QbnNpBnq-BkQp1rRK-pBPRkKkB-rqrkKNkP-kqqRBbbB.png\n", "\tSkipping existing\n", "# 113/151 : chessboards/train_images/lichess0002__rBnNpn1k-PKbknBkR-rqn1kb1b-PrrBqBB1-PPNRNNrr-1qrRprbq-1bPkbpkK-RBbBpQRQ.png\n", "\tSkipping existing\n", "# 114/151 : chessboards/train_images/lichess0002__KrRqPN1k-qnnbRqBQ-RRKBqQkQ-krBPKRqR-PbnBpqBp-nnPqrNn1-bkqqKbbB-kKKNr1bb.png\n", "\tSkipping existing\n", "# 115/151 : chessboards/train_images/kBKnrQNb-NRbNRPnR-NQP1PkkP-bNBKNBBr-1KRpRQkK-RKkBkRQn-KnpKKrKq-RnkNpnpQ.png\n", "\tSkipping existing\n", "# 116/151 : chessboards/train_images/QbBPnkkN-bkKPpknr-npkrrPqQ-PRqKnpbr-rRppBprp-bQnnKqbn-BkPNBQrq-bnBKRrrP.png\n", "---\n", "Loading chessboards/train_images/QbBPnkkN-bkKPpknr-npkrrPqQ-PRqKnpbr-rRppBprp-bQnnKqbn-BkPNBQrq-bnBKRrrP.png...\n", "\tGenerating tiles for QbBPnkkN-bkKPpknr-npkrrPqQ-PRqKnpbr-rRppBprp-bQnnKqbn-BkPNBQrq-bnBKRrrP...\n", "\tSaving tiles QbBPnkkN-bkKPpknr-npkrrPqQ-PRqKnpbr-rRppBprp-bQnnKqbn-BkPNBQrq-bnBKRrrP\n", "# 117/151 : chessboards/train_images/lichess0004__nnnNQPQk-nKBpqnqN-qprRKkbK-n1pKQnRB-BbkBq1Pk-p1rpnqPp-KPNBBrnN-NNqrNbrr.png\n", "\tSkipping existing\n", "# 118/151 : chessboards/train_images/KKqKrnrP-nrBkQRNp-kq1rpPRp-kpnbP1nN-bN1pbqqq-PkrnbPPr-kKnQqRPq-RQbKb1r1.png\n", "\tSkipping existing\n", "# 119/151 : chessboards/train_images/RQkQBBkN-pBPBKkQN-pbPkkBkk-rpqnnq1K-qrBQbbBP-rnNQrRnp-QbRkbQk1-BqRNKPNK.png\n", "\tSkipping existing\n", "# 120/151 : chessboards/train_images/KKR1Kk1r-rNN1Kkbn-rQqKk1bq-BnKbPBqN-RbRpKRBP-rKBkNk1n-BKPnQbkQ-BNkBrpqQ.png\n", "\tSkipping existing\n", "# 121/151 : chessboards/train_images/krB1K1bk-n1QKRPNN-PbP1r1qP-RQb1qQQn-kRBPnpP1-pKrN1Bkq-NRrbPBPK-kKNPbnpB.png\n", "\tSkipping existing\n", "# 122/151 : chessboards/train_images/knQ1rKQb-PpQP1rPN-RR1nkQrb-kBN11BBR-bRppkPBN-q1RKKrPN-1p1kQrRP-QBBKrpRN.png\n", "\tSkipping existing\n", "# 123/151 : chessboards/train_images/PPNKpbQq-NBkpPpkQ-NRQBpnRp-npQnBbR1-rPn1NBKN-K1nQPBkN-NPRBbqpN-bpbrrBQP.png\n", "\tSkipping existing\n", "# 124/151 : chessboards/train_images/lichess0003__kqqPkrqP-R1RKBqbK-NkBNKRnR-BPKNN1Bq-NbkknbbB-bnBpprNp-k1knqnQr-QpNnqnNN.png\n", "\tSkipping existing\n", "# 125/151 : chessboards/train_images/lichess0004__KBqbNPPp-qqn1Kbkn-BRrQ1rnb-KR1bBPNq-PNbrKPrQ-N1q1BBNR-BNn1Qr1q-KkRRKpRk.png\n", "\tSkipping existing\n", "# 126/151 : chessboards/train_images/1kBRq1K1-rBnnnQNp-pQpPQbp1-Nbrpqb1p-nKn1nkkb-nQpKpqkR-bBqnkQBN-BP1nr1nQ.png\n", "\tSkipping existing\n", "# 127/151 : chessboards/train_images/lichess0004__N1PpnQKp-pNqpnNqK-kpnQnrQB-NPbqQpqN-KpRbKbPB-kPKppkpR-rBqpkNNQ-bprKqkRb.png\n", "\tSkipping existing\n", "# 128/151 : chessboards/train_images/lichess0000__QBnb1RkR-r1nQnrpB-pkRnBPkQ-PrRbrKN1-rnqKPrRq-1RrkP1kP-pBnKq1QK-1qNPRQKn.png\n", "\tSkipping existing\n", "# 129/151 : chessboards/train_images/nrP1nkQP-KqqpprqB-KRRrkbkr-KqnnrQbB-KqRkprrN-bbN1Qpbk-1K1BpBnp-QPrbrqpp.png\n", "\tSkipping existing\n", "# 130/151 : chessboards/train_images/pKNQqn1q-nbrQqQkb-rpqbq1rQ-1NRKq1Bq-KBbqkRNK-pnpkQq1r-BpqRKQ1B-kNqrqn1N.png\n", "\tSkipping existing\n", "# 131/151 : chessboards/train_images/lichess0004__QkkqnPBQ-PrrpbBnK-NbPnqbqB-1QrNnN1B-rKrQN1Kr-nNPRqpQB-QpkBPqNP-KqqRkbrK.png\n", "\tSkipping existing\n", "# 132/151 : chessboards/train_images/11npKPkb-KRrkqQ1Q-Q1qQRp1R-rbbP1NNN-RQKPbb11-1rbPP1pr-KKPbbKQB-nK1bbRrK.png\n", "\tSkipping existing\n", "# 133/151 : chessboards/train_images/lichess0002__b1BqqpNn-KprKNbQr-rPRkRrrb-npRrkqBn-KrRBrPRB-BbBbRpPK-QnpnQBBP-nB1RkP1k.png\n", "\tSkipping existing\n", "# 134/151 : chessboards/train_images/lichess0001__PpbNnrnp-nQPQQpBQ-qNQbNNpK-pN11nBRN-RKnkQNBb-pNPqnbPQ-KqknBNpk-1bRbnNNB.png\n", "\tSkipping existing\n", "# 135/151 : chessboards/train_images/lichess0003__PnQrPqnn-BkPRbQQq-BNrrKkrR-rkQPKbPN-bRnB1k11-qkqRPBpq-1NBKkbr1-PPpp1PrB.png\n", "\tSkipping existing\n", "# 136/151 : chessboards/train_images/lichess0003__p1kPNrkP-knqn1BRn-p1bRQnnr-1qnrp1BQ-rRPQbQkN-qQQ1bpKB-kkrPbbrP-RNBRbKnk.png\n", "\tSkipping existing\n", "# 137/151 : chessboards/train_images/PRBRQ1QR-NNnbBRNn-nPRPqrkB-RQbBbq1q-bb1BbBrr-kknNQNpr-KPrqpkqn-NkbBbnBK.png\n", "\tSkipping existing\n", "# 138/151 : chessboards/train_images/lichess0001__rppRKqNR-BPpBrN1n-NbNQ1nNB-q1PrBqnr-bnQnQ1Rr-Nb1qQrnK-KBkkBQ1N-1NBpqQNQ.png\n", "\tSkipping existing\n", "# 139/151 : chessboards/train_images/lichess0000__kkBKbBrk-nKbqnPKK-N1NKrPBk-BqqqqPBQ-r1RpPBnr-qRQRQ1Br-Qbk11bnr-rQrKkQkp.png\n", "\tSkipping existing\n", "# 140/151 : chessboards/train_images/bBrPNbkN-rbrBNKN1-nPbnbRQp-RQkNNqp1-KQkRQQkb-qqKpNP1n-NbNnnRKk-qkbkrbnR.png\n", "---\n", "Loading chessboards/train_images/bBrPNbkN-rbrBNKN1-nPbnbRQp-RQkNNqp1-KQkRQQkb-qqKpNP1n-NbNnnRKk-qkbkrbnR.png...\n", "\tGenerating tiles for bBrPNbkN-rbrBNKN1-nPbnbRQp-RQkNNqp1-KQkRQQkb-qqKpNP1n-NbNnnRKk-qkbkrbnR...\n", "\tSaving tiles bBrPNbkN-rbrBNKN1-nPbnbRQp-RQkNNqp1-KQkRQQkb-qqKpNP1n-NbNnnRKk-qkbkrbnR\n", "# 141/151 : chessboards/train_images/lichess0002__kPpkNKqq-QprqRpNq-RnkKP1Kp-nbq1PkRr-QKNBNk1b-QKbbKpnk-BKrqqp1p-krRNnNBK.png\n", "\tSkipping existing\n", "# 142/151 : chessboards/train_images/KRNQbn1b-bQp1NrkN-PbqNPKBN-prQBnNBk-1QkqkbQN-RpkRPKbp-BKKPr1Kb-kNrkQRKQ.png\n", "\tSkipping existing\n", "# 143/151 : chessboards/train_images/lichess0003__rr1Q1KNN-NRNK1NRk-rnNbrrpp-PKKnpbbn-pQnNqQKq-BKpN1Kbk-bNKrpN1n-bNKBKPqp.png\n", "---\n", "Loading chessboards/train_images/lichess0003__rr1Q1KNN-NRNK1NRk-rnNbrrpp-PKKnpbbn-pQnNqQKq-BKpN1Kbk-bNKrpN1n-bNKBKPqp.png...\n", "\tGenerating tiles for lichess0003__rr1Q1KNN-NRNK1NRk-rnNbrrpp-PKKnpbbn-pQnNqQKq-BKpN1Kbk-bNKrpN1n-bNKBKPqp...\n", "\tNo Match, lines found (dx/dy): [] []\n", "\tNo Match, skipping\n", "# 144/151 : chessboards/train_images/lichess0003__RQQrNPqr-rqrRpNN1-BpBNKQpR-PBKQRBKK-QQqq11Qq-KRqBrp1P-qbQRpRNk-1PB1qbQb.png\n", "\tSkipping existing\n", "# 145/151 : chessboards/train_images/lichess0003__KrQP1QQR-RBQnPqbp-PpRPBpPR-qKqbKnpP-BqQBp11p-nbBkq1NN-RRqrbnQP-rQ1NPQNK.png\n", "\tSkipping existing\n", "# 146/151 : chessboards/train_images/RrBrBqRB-BrBQBPQk-pbPkBPbq-rqNQNpQK-bK1bnRKp-KRk11rpN-BRNKRbqk-Q1NPQpQ1.png\n", "\tSkipping existing\n", "# 147/151 : chessboards/train_images/lichess0000__qP1BK1rB-RKPBKrr1-nKqbK1Qp-qQNpBnrN-pRPqk1R1-qnbbqN1r-PPPkKkRn-BQnkkkrp.png\n", "\tSkipping existing\n", "# 148/151 : chessboards/train_images/NQqnKbPQ-kQkbQpBB-rrKPbq1k-nK1nBpRq-bQkNbbNR-Rrpbnnkp-rqNBrBbr-nQKrQRN1.png\n", "\tSkipping existing\n", "# 149/151 : chessboards/train_images/QQBkPkpb-Q1kPKpBk-rnNRRrKq-qpbbrqPq-1KPQpbN1-1bPnbbqq-qprNpB1q-QnBBQbBq.png\n", "\tSkipping existing\n", "# 150/151 : chessboards/train_images/lichess0000__1r1NNbQp-PrpNPBQb-QbbNqrR1-kqnqnBpb-rkkbpqKb-bkNQPRbB-PpQBBnbK-rQbrQbKP.png\n", "\tSkipping existing\n", "# 151/151 : chessboards/train_images/lichess0004__rkkbr1pk-kpqQ1PNb-qQBKbN1B-PbpnRbnb-NnqrRNbR-qNRbrrbq-qRrQrPnR-NppQKNB1.png\n", "\tSkipping existing\n", "\t5/12 generated, 7 failures, 139 skipped.\n" ] } ], "source": [ "# Directory structure\n", "input_chessboard_folder = 'chessboards/train_images'\n", "output_tile_folder = 'tiles/train_tiles_C'\n", "\n", "tensorflow_chessbot.generateTileset(input_chessboard_folder, output_tile_folder)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alright, with 150 boards, we have 9600 tiles with the format `_.png`\n", "\n", "For example `PkqrBBKq-RKbRpN1q-rKQRpPNN-PQNNPqBQ-Pqr1bbbp-pRbqnbBn-P1qbQQRr-rpBqRQNk_B6.png`\n", "\n", "This gives us all the information we need to load a tile and determine it's label within an image." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 0 }