notebooks/Examples.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['pytorch', 'pytorch_cuda', 'pytorch_orig', 'tensorflow']"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import lcztools\n",
    "# Note... tensorflow backend is currently just a hack using leela-chess/training/tf\n",
    "lcztools.list_backends()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Channels 192\n",
      "Blocks 15\n"
     ]
    }
   ],
   "source": [
    "# Load network with default settings from lcztools.ini\n",
    "net = lcztools.load_network()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Channels 192\n",
      "Blocks 15\n"
     ]
    }
   ],
   "source": [
    "# Load network with specific backend and weights file, using directory in lcztools.ini\n",
    "net = lcztools.load_network(backend='pytorch', filename='weights_308.txt.gz')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg height=\"400\" version=\"1.1\" viewBox=\"0 0 400 400\" width=\"400\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\"><defs><g class=\"white pawn\" id=\"white-pawn\"><path d=\"M22 9c-2.21 0-4 1.79-4 4 0 .89.29 1.71.78 2.38-1.95 1.12-3.28 3.21-3.28 5.62 0 2.03.94 3.84 2.41 5.03-3 1.06-7.41 5.55-7.41 13.47h23c0-7.92-4.41-12.41-7.41-13.47 1.47-1.19 2.41-3 2.41-5.03 0-2.41-1.33-4.5-3.28-5.62.49-.67.78-1.49.78-2.38 0-2.21-1.79-4-4-4z\" fill=\"#fff\" stroke=\"#000\" stroke-linecap=\"round\" stroke-width=\"1.5\" /></g><g class=\"white knight\" fill=\"none\" fill-rule=\"evenodd\" id=\"white-knight\" stroke=\"#000\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"1.5\"><path d=\"M 22,10 C 32.5,11 38.5,18 38,39 L 15,39 C 15,30 25,32.5 23,18\" style=\"fill:#ffffff; stroke:#000000;\" /><path d=\"M 24,18 C 24.38,20.91 18.45,25.37 16,27 C 13,29 13.18,31.34 11,31 C 9.958,30.06 12.41,27.96 11,28 C 10,28 11.19,29.23 10,30 C 9,30 5.997,31 6,26 C 6,24 12,14 12,14 C 12,14 13.89,12.1 14,10.5 C 13.27,9.506 13.5,8.5 13.5,7.5 C 14.5,6.5 16.5,10 16.5,10 L 18.5,10 C 18.5,10 19.28,8.008 21,7 C 22,7 22,10 22,10\" style=\"fill:#ffffff; stroke:#000000;\" /><path d=\"M 9.5 25.5 A 0.5 0.5 0 1 1 8.5,25.5 A 0.5 0.5 0 1 1 9.5 25.5 z\" style=\"fill:#000000; stroke:#000000;\" /><path d=\"M 15 15.5 A 0.5 1.5 0 1 1 14,15.5 A 0.5 1.5 0 1 1 15 15.5 z\" style=\"fill:#000000; stroke:#000000;\" transform=\"matrix(0.866,0.5,-0.5,0.866,9.693,-5.173)\" /></g><g class=\"white bishop\" fill=\"none\" fill-rule=\"evenodd\" id=\"white-bishop\" stroke=\"#000\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"1.5\"><g fill=\"#fff\" stroke-linecap=\"butt\"><path d=\"M9 36c3.39-.97 10.11.43 13.5-2 3.39 2.43 10.11 1.03 13.5 2 0 0 1.65.54 3 2-.68.97-1.65.99-3 .5-3.39-.97-10.11.46-13.5-1-3.39 1.46-10.11.03-13.5 1-1.354.49-2.323.47-3-.5 1.354-1.94 3-2 3-2zM15 32c2.5 2.5 12.5 2.5 15 0 .5-1.5 0-2 0-2 0-2.5-2.5-4-2.5-4 5.5-1.5 6-11.5-5-15.5-11 4-10.5 14-5 15.5 0 0-2.5 1.5-2.5 4 0 0-.5.5 0 2zM25 8a2.5 2.5 0 1 1-5 0 2.5 2.5 0 1 1 5 0z\" /></g><path d=\"M17.5 26h10M15 30h15m-7.5-14.5v5M20 18h5\" stroke-linejoin=\"miter\" /></g><g class=\"white rook\" fill=\"#fff\" fill-rule=\"evenodd\" id=\"white-rook\" stroke=\"#000\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"1.5\"><path d=\"M9 39h27v-3H9v3zM12 36v-4h21v4H12zM11 14V9h4v2h5V9h5v2h5V9h4v5\" stroke-linecap=\"butt\" /><path d=\"M34 14l-3 3H14l-3-3\" /><path d=\"M31 17v12.5H14V17\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" /><path d=\"M31 29.5l1.5 2.5h-20l1.5-2.5\" /><path d=\"M11 14h23\" fill=\"none\" stroke-linejoin=\"miter\" /></g><g class=\"white queen\" fill=\"#fff\" fill-rule=\"evenodd\" id=\"white-queen\" stroke=\"#000\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"1.5\"><path d=\"M8 12a2 2 0 1 1-4 0 2 2 0 1 1 4 0zM24.5 7.5a2 2 0 1 1-4 0 2 2 0 1 1 4 0zM41 12a2 2 0 1 1-4 0 2 2 0 1 1 4 0zM16 8.5a2 2 0 1 1-4 0 2 2 0 1 1 4 0zM33 9a2 2 0 1 1-4 0 2 2 0 1 1 4 0z\" /><path d=\"M9 26c8.5-1.5 21-1.5 27 0l2-12-7 11V11l-5.5 13.5-3-15-3 15-5.5-14V25L7 14l2 12zM9 26c0 2 1.5 2 2.5 4 1 1.5 1 1 .5 3.5-1.5 1-1.5 2.5-1.5 2.5-1.5 1.5.5 2.5.5 2.5 6.5 1 16.5 1 23 0 0 0 1.5-1 0-2.5 0 0 .5-1.5-1-2.5-.5-2.5-.5-2 .5-3.5 1-2 2.5-2 2.5-4-8.5-1.5-18.5-1.5-27 0z\" stroke-linecap=\"butt\" /><path d=\"M11.5 30c3.5-1 18.5-1 22 0M12 33.5c6-1 15-1 21 0\" fill=\"none\" /></g><g class=\"white king\" fill=\"none\" fill-rule=\"evenodd\" id=\"white-king\" stroke=\"#000\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"1.5\"><path d=\"M22.5 11.63V6M20 8h5\" stroke-linejoin=\"miter\" /><path d=\"M22.5 25s4.5-7.5 3-10.5c0 0-1-2.5-3-2.5s-3 2.5-3 2.5c-1.5 3 3 10.5 3 10.5\" fill=\"#fff\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" /><path d=\"M11.5 37c5.5 3.5 15.5 3.5 21 0v-7s9-4.5 6-10.5c-4-6.5-13.5-3.5-16 4V27v-3.5c-3.5-7.5-13-10.5-16-4-3 6 5 10 5 10V37z\" fill=\"#fff\" /><path d=\"M11.5 30c5.5-3 15.5-3 21 0m-21 3.5c5.5-3 15.5-3 21 0m-21 3.5c5.5-3 15.5-3 21 0\" /></g><g class=\"black pawn\" id=\"black-pawn\"><path d=\"M22 9c-2.21 0-4 1.79-4 4 0 .89.29 1.71.78 2.38-1.95 1.12-3.28 3.21-3.28 5.62 0 2.03.94 3.84 2.41 5.03-3 1.06-7.41 5.55-7.41 13.47h23c0-7.92-4.41-12.41-7.41-13.47 1.47-1.19 2.41-3 2.41-5.03 0-2.41-1.33-4.5-3.28-5.62.49-.67.78-1.49.78-2.38 0-2.21-1.79-4-4-4z\" stroke=\"#000\" stroke-linecap=\"round\" stroke-width=\"1.5\" /></g><g class=\"black knight\" fill=\"none\" fill-rule=\"evenodd\" id=\"black-knight\" stroke=\"#000\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"1.5\"><path d=\"M 22,10 C 32.5,11 38.5,18 38,39 L 15,39 C 15,30 25,32.5 23,18\" style=\"fill:#000000; stroke:#000000;\" /><path d=\"M 24,18 C 24.38,20.91 18.45,25.37 16,27 C 13,29 13.18,31.34 11,31 C 9.958,30.06 12.41,27.96 11,28 C 10,28 11.19,29.23 10,30 C 9,30 5.997,31 6,26 C 6,24 12,14 12,14 C 12,14 13.89,12.1 14,10.5 C 13.27,9.506 13.5,8.5 13.5,7.5 C 14.5,6.5 16.5,10 16.5,10 L 18.5,10 C 18.5,10 19.28,8.008 21,7 C 22,7 22,10 22,10\" style=\"fill:#000000; stroke:#000000;\" /><path d=\"M 9.5 25.5 A 0.5 0.5 0 1 1 8.5,25.5 A 0.5 0.5 0 1 1 9.5 25.5 z\" style=\"fill:#ececec; stroke:#ececec;\" /><path d=\"M 15 15.5 A 0.5 1.5 0 1 1 14,15.5 A 0.5 1.5 0 1 1 15 15.5 z\" style=\"fill:#ececec; stroke:#ececec;\" transform=\"matrix(0.866,0.5,-0.5,0.866,9.693,-5.173)\" /><path d=\"M 24.55,10.4 L 24.1,11.85 L 24.6,12 C 27.75,13 30.25,14.49 32.5,18.75 C 34.75,23.01 35.75,29.06 35.25,39 L 35.2,39.5 L 37.45,39.5 L 37.5,39 C 38,28.94 36.62,22.15 34.25,17.66 C 31.88,13.17 28.46,11.02 25.06,10.5 L 24.55,10.4 z \" style=\"fill:#ececec; stroke:none;\" /></g><g class=\"black bishop\" fill=\"none\" fill-rule=\"evenodd\" id=\"black-bishop\" stroke=\"#000\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"1.5\"><path d=\"M9 36c3.39-.97 10.11.43 13.5-2 3.39 2.43 10.11 1.03 13.5 2 0 0 1.65.54 3 2-.68.97-1.65.99-3 .5-3.39-.97-10.11.46-13.5-1-3.39 1.46-10.11.03-13.5 1-1.354.49-2.323.47-3-.5 1.354-1.94 3-2 3-2zm6-4c2.5 2.5 12.5 2.5 15 0 .5-1.5 0-2 0-2 0-2.5-2.5-4-2.5-4 5.5-1.5 6-11.5-5-15.5-11 4-10.5 14-5 15.5 0 0-2.5 1.5-2.5 4 0 0-.5.5 0 2zM25 8a2.5 2.5 0 1 1-5 0 2.5 2.5 0 1 1 5 0z\" fill=\"#000\" stroke-linecap=\"butt\" /><path d=\"M17.5 26h10M15 30h15m-7.5-14.5v5M20 18h5\" stroke=\"#fff\" stroke-linejoin=\"miter\" /></g><g class=\"black rook\" fill=\"#000\" fill-rule=\"evenodd\" id=\"black-rook\" stroke=\"#000\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"1.5\"><path d=\"M9 39h27v-3H9v3zM12.5 32l1.5-2.5h17l1.5 2.5h-20zM12 36v-4h21v4H12z\" stroke-linecap=\"butt\" /><path d=\"M14 29.5v-13h17v13H14z\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" /><path d=\"M14 16.5L11 14h23l-3 2.5H14zM11 14V9h4v2h5V9h5v2h5V9h4v5H11z\" stroke-linecap=\"butt\" /><path d=\"M12 35.5h21M13 31.5h19M14 29.5h17M14 16.5h17M11 14h23\" fill=\"none\" stroke=\"#fff\" stroke-linejoin=\"miter\" stroke-width=\"1\" /></g><g class=\"black queen\" fill=\"#000\" fill-rule=\"evenodd\" id=\"black-queen\" stroke=\"#000\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"1.5\"><g fill=\"#000\" stroke=\"none\"><circle cx=\"6\" cy=\"12\" r=\"2.75\" /><circle cx=\"14\" cy=\"9\" r=\"2.75\" /><circle cx=\"22.5\" cy=\"8\" r=\"2.75\" /><circle cx=\"31\" cy=\"9\" r=\"2.75\" /><circle cx=\"39\" cy=\"12\" r=\"2.75\" /></g><path d=\"M9 26c8.5-1.5 21-1.5 27 0l2.5-12.5L31 25l-.3-14.1-5.2 13.6-3-14.5-3 14.5-5.2-13.6L14 25 6.5 13.5 9 26zM9 26c0 2 1.5 2 2.5 4 1 1.5 1 1 .5 3.5-1.5 1-1.5 2.5-1.5 2.5-1.5 1.5.5 2.5.5 2.5 6.5 1 16.5 1 23 0 0 0 1.5-1 0-2.5 0 0 .5-1.5-1-2.5-.5-2.5-.5-2 .5-3.5 1-2 2.5-2 2.5-4-8.5-1.5-18.5-1.5-27 0z\" stroke-linecap=\"butt\" /><path d=\"M11 38.5a35 35 1 0 0 23 0\" fill=\"none\" stroke-linecap=\"butt\" /><path d=\"M11 29a35 35 1 0 1 23 0M12.5 31.5h20M11.5 34.5a35 35 1 0 0 22 0M10.5 37.5a35 35 1 0 0 24 0\" fill=\"none\" stroke=\"#fff\" /></g><g class=\"black king\" fill=\"none\" fill-rule=\"evenodd\" id=\"black-king\" stroke=\"#000\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"1.5\"><path d=\"M22.5 11.63V6\" stroke-linejoin=\"miter\" /><path d=\"M22.5 25s4.5-7.5 3-10.5c0 0-1-2.5-3-2.5s-3 2.5-3 2.5c-1.5 3 3 10.5 3 10.5\" fill=\"#000\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" /><path d=\"M11.5 37c5.5 3.5 15.5 3.5 21 0v-7s9-4.5 6-10.5c-4-6.5-13.5-3.5-16 4V27v-3.5c-3.5-7.5-13-10.5-16-4-3 6 5 10 5 10V37z\" fill=\"#000\" /><path d=\"M20 8h5\" stroke-linejoin=\"miter\" /><path d=\"M32 29.5s8.5-4 6.03-9.65C34.15 14 25 18 22.5 24.5l.01 2.1-.01-2.1C20 18 9.906 14 6.997 19.85c-2.497 5.65 4.853 9 4.853 9M11.5 30c5.5-3 15.5-3 21 0m-21 3.5c5.5-3 15.5-3 21 0m-21 3.5c5.5-3 15.5-3 21 0\" stroke=\"#fff\" /></g></defs><rect class=\"square dark a1\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"20\" y=\"335\" /><use transform=\"translate(20, 335)\" xlink:href=\"#white-rook\" /><rect class=\"square light b1\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"65\" y=\"335\" /><use transform=\"translate(65, 335)\" xlink:href=\"#white-knight\" /><rect class=\"square dark c1\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"110\" y=\"335\" /><use transform=\"translate(110, 335)\" xlink:href=\"#white-bishop\" /><rect class=\"square light d1\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"155\" y=\"335\" /><use transform=\"translate(155, 335)\" xlink:href=\"#white-queen\" /><rect class=\"square dark e1\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"200\" y=\"335\" /><use transform=\"translate(200, 335)\" xlink:href=\"#white-king\" /><rect class=\"square light f1\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"245\" y=\"335\" /><use transform=\"translate(245, 335)\" xlink:href=\"#white-bishop\" /><rect class=\"square dark g1\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"290\" y=\"335\" /><use transform=\"translate(290, 335)\" xlink:href=\"#white-knight\" /><rect class=\"square light h1\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"335\" y=\"335\" /><use transform=\"translate(335, 335)\" xlink:href=\"#white-rook\" /><rect class=\"square light a2\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"20\" y=\"290\" /><use transform=\"translate(20, 290)\" xlink:href=\"#white-pawn\" /><rect class=\"square dark b2\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"65\" y=\"290\" /><use transform=\"translate(65, 290)\" xlink:href=\"#white-pawn\" /><rect class=\"square light c2\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"110\" y=\"290\" /><use transform=\"translate(110, 290)\" xlink:href=\"#white-pawn\" /><rect class=\"square dark d2\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"155\" y=\"290\" /><use transform=\"translate(155, 290)\" xlink:href=\"#white-pawn\" /><rect class=\"square light e2\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"200\" y=\"290\" /><use transform=\"translate(200, 290)\" xlink:href=\"#white-pawn\" /><rect class=\"square dark f2\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"245\" y=\"290\" /><use transform=\"translate(245, 290)\" xlink:href=\"#white-pawn\" /><rect class=\"square light g2\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"290\" y=\"290\" /><use transform=\"translate(290, 290)\" xlink:href=\"#white-pawn\" /><rect class=\"square dark h2\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"335\" y=\"290\" /><use transform=\"translate(335, 290)\" xlink:href=\"#white-pawn\" /><rect class=\"square dark a3\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"20\" y=\"245\" /><rect class=\"square light b3\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"65\" y=\"245\" /><rect class=\"square dark c3\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"110\" y=\"245\" /><rect class=\"square light d3\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"155\" y=\"245\" /><rect class=\"square dark e3\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"200\" y=\"245\" /><rect class=\"square light f3\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"245\" y=\"245\" /><rect class=\"square dark g3\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"290\" y=\"245\" /><rect class=\"square light h3\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"335\" y=\"245\" /><rect class=\"square light a4\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"20\" y=\"200\" /><rect class=\"square dark b4\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"65\" y=\"200\" /><rect class=\"square light c4\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"110\" y=\"200\" /><rect class=\"square dark d4\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"155\" y=\"200\" /><rect class=\"square light e4\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"200\" y=\"200\" /><rect class=\"square dark f4\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"245\" y=\"200\" /><rect class=\"square light g4\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"290\" y=\"200\" /><rect class=\"square dark h4\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"335\" y=\"200\" /><rect class=\"square dark a5\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"20\" y=\"155\" /><rect class=\"square light b5\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"65\" y=\"155\" /><rect class=\"square dark c5\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"110\" y=\"155\" /><rect class=\"square light d5\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"155\" y=\"155\" /><rect class=\"square dark e5\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"200\" y=\"155\" /><rect class=\"square light f5\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"245\" y=\"155\" /><rect class=\"square dark g5\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"290\" y=\"155\" /><rect class=\"square light h5\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"335\" y=\"155\" /><rect class=\"square light a6\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"20\" y=\"110\" /><rect class=\"square dark b6\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"65\" y=\"110\" /><rect class=\"square light c6\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"110\" y=\"110\" /><rect class=\"square dark d6\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"155\" y=\"110\" /><rect class=\"square light e6\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"200\" y=\"110\" /><rect class=\"square dark f6\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"245\" y=\"110\" /><rect class=\"square light g6\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"290\" y=\"110\" /><rect class=\"square dark h6\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"335\" y=\"110\" /><rect class=\"square dark a7\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"20\" y=\"65\" /><use transform=\"translate(20, 65)\" xlink:href=\"#black-pawn\" /><rect class=\"square light b7\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"65\" y=\"65\" /><use transform=\"translate(65, 65)\" xlink:href=\"#black-pawn\" /><rect class=\"square dark c7\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"110\" y=\"65\" /><use transform=\"translate(110, 65)\" xlink:href=\"#black-pawn\" /><rect class=\"square light d7\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"155\" y=\"65\" /><use transform=\"translate(155, 65)\" xlink:href=\"#black-pawn\" /><rect class=\"square dark e7\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"200\" y=\"65\" /><use transform=\"translate(200, 65)\" xlink:href=\"#black-pawn\" /><rect class=\"square light f7\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"245\" y=\"65\" /><use transform=\"translate(245, 65)\" xlink:href=\"#black-pawn\" /><rect class=\"square dark g7\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"290\" y=\"65\" /><use transform=\"translate(290, 65)\" xlink:href=\"#black-pawn\" /><rect class=\"square light h7\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"335\" y=\"65\" /><use transform=\"translate(335, 65)\" xlink:href=\"#black-pawn\" /><rect class=\"square light a8\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"20\" y=\"20\" /><use transform=\"translate(20, 20)\" xlink:href=\"#black-rook\" /><rect class=\"square dark b8\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"65\" y=\"20\" /><use transform=\"translate(65, 20)\" xlink:href=\"#black-knight\" /><rect class=\"square light c8\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"110\" y=\"20\" /><use transform=\"translate(110, 20)\" xlink:href=\"#black-bishop\" /><rect class=\"square dark d8\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"155\" y=\"20\" /><use transform=\"translate(155, 20)\" xlink:href=\"#black-queen\" /><rect class=\"square light e8\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"200\" y=\"20\" /><use transform=\"translate(200, 20)\" xlink:href=\"#black-king\" /><rect class=\"square dark f8\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"245\" y=\"20\" /><use transform=\"translate(245, 20)\" xlink:href=\"#black-bishop\" /><rect class=\"square light g8\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"290\" y=\"20\" /><use transform=\"translate(290, 20)\" xlink:href=\"#black-knight\" /><rect class=\"square dark h8\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"335\" y=\"20\" /><use transform=\"translate(335, 20)\" xlink:href=\"#black-rook\" /><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"42\" y=\"10\">a</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"42\" y=\"390\">a</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"87\" y=\"10\">b</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"87\" y=\"390\">b</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"132\" y=\"10\">c</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"132\" y=\"390\">c</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"177\" y=\"10\">d</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"177\" y=\"390\">d</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"222\" y=\"10\">e</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"222\" y=\"390\">e</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"267\" y=\"10\">f</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"267\" y=\"390\">f</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"312\" y=\"10\">g</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"312\" y=\"390\">g</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"357\" y=\"10\">h</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"357\" y=\"390\">h</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"10\" y=\"357\">1</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"390\" y=\"357\">1</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"10\" y=\"312\">2</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"390\" y=\"312\">2</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"10\" y=\"267\">3</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"390\" y=\"267\">3</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"10\" y=\"222\">4</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"390\" y=\"222\">4</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"10\" y=\"177\">5</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"390\" y=\"177\">5</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"10\" y=\"132\">6</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"390\" y=\"132\">6</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"10\" y=\"87\">7</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"390\" y=\"87\">7</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"10\" y=\"42\">8</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"390\" y=\"42\">8</text></svg>"
      ],
      "text/plain": [
       "LeelaBoard('rnbqkbnr/pppppppp/8/8/8/8/PPPPPPPP/RNBQKBNR w KQkq - 0 1')"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "board = lcztools.LeelaBoard()\n",
    "# board passes through _repr_svg_ from python-chess board\n",
    "display(board)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<svg height=\"400\" version=\"1.1\" viewBox=\"0 0 400 400\" width=\"400\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\"><defs><g class=\"white pawn\" id=\"white-pawn\"><path d=\"M22 9c-2.21 0-4 1.79-4 4 0 .89.29 1.71.78 2.38-1.95 1.12-3.28 3.21-3.28 5.62 0 2.03.94 3.84 2.41 5.03-3 1.06-7.41 5.55-7.41 13.47h23c0-7.92-4.41-12.41-7.41-13.47 1.47-1.19 2.41-3 2.41-5.03 0-2.41-1.33-4.5-3.28-5.62.49-.67.78-1.49.78-2.38 0-2.21-1.79-4-4-4z\" fill=\"#fff\" stroke=\"#000\" stroke-linecap=\"round\" stroke-width=\"1.5\" /></g><g class=\"white knight\" fill=\"none\" fill-rule=\"evenodd\" id=\"white-knight\" stroke=\"#000\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"1.5\"><path d=\"M 22,10 C 32.5,11 38.5,18 38,39 L 15,39 C 15,30 25,32.5 23,18\" style=\"fill:#ffffff; stroke:#000000;\" /><path d=\"M 24,18 C 24.38,20.91 18.45,25.37 16,27 C 13,29 13.18,31.34 11,31 C 9.958,30.06 12.41,27.96 11,28 C 10,28 11.19,29.23 10,30 C 9,30 5.997,31 6,26 C 6,24 12,14 12,14 C 12,14 13.89,12.1 14,10.5 C 13.27,9.506 13.5,8.5 13.5,7.5 C 14.5,6.5 16.5,10 16.5,10 L 18.5,10 C 18.5,10 19.28,8.008 21,7 C 22,7 22,10 22,10\" style=\"fill:#ffffff; stroke:#000000;\" /><path d=\"M 9.5 25.5 A 0.5 0.5 0 1 1 8.5,25.5 A 0.5 0.5 0 1 1 9.5 25.5 z\" style=\"fill:#000000; stroke:#000000;\" /><path d=\"M 15 15.5 A 0.5 1.5 0 1 1 14,15.5 A 0.5 1.5 0 1 1 15 15.5 z\" style=\"fill:#000000; stroke:#000000;\" transform=\"matrix(0.866,0.5,-0.5,0.866,9.693,-5.173)\" /></g><g class=\"white bishop\" fill=\"none\" fill-rule=\"evenodd\" id=\"white-bishop\" stroke=\"#000\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"1.5\"><g fill=\"#fff\" stroke-linecap=\"butt\"><path d=\"M9 36c3.39-.97 10.11.43 13.5-2 3.39 2.43 10.11 1.03 13.5 2 0 0 1.65.54 3 2-.68.97-1.65.99-3 .5-3.39-.97-10.11.46-13.5-1-3.39 1.46-10.11.03-13.5 1-1.354.49-2.323.47-3-.5 1.354-1.94 3-2 3-2zM15 32c2.5 2.5 12.5 2.5 15 0 .5-1.5 0-2 0-2 0-2.5-2.5-4-2.5-4 5.5-1.5 6-11.5-5-15.5-11 4-10.5 14-5 15.5 0 0-2.5 1.5-2.5 4 0 0-.5.5 0 2zM25 8a2.5 2.5 0 1 1-5 0 2.5 2.5 0 1 1 5 0z\" /></g><path d=\"M17.5 26h10M15 30h15m-7.5-14.5v5M20 18h5\" stroke-linejoin=\"miter\" /></g><g class=\"white rook\" fill=\"#fff\" fill-rule=\"evenodd\" id=\"white-rook\" stroke=\"#000\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"1.5\"><path d=\"M9 39h27v-3H9v3zM12 36v-4h21v4H12zM11 14V9h4v2h5V9h5v2h5V9h4v5\" stroke-linecap=\"butt\" /><path d=\"M34 14l-3 3H14l-3-3\" /><path d=\"M31 17v12.5H14V17\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" /><path d=\"M31 29.5l1.5 2.5h-20l1.5-2.5\" /><path d=\"M11 14h23\" fill=\"none\" stroke-linejoin=\"miter\" /></g><g class=\"white queen\" fill=\"#fff\" fill-rule=\"evenodd\" id=\"white-queen\" stroke=\"#000\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"1.5\"><path d=\"M8 12a2 2 0 1 1-4 0 2 2 0 1 1 4 0zM24.5 7.5a2 2 0 1 1-4 0 2 2 0 1 1 4 0zM41 12a2 2 0 1 1-4 0 2 2 0 1 1 4 0zM16 8.5a2 2 0 1 1-4 0 2 2 0 1 1 4 0zM33 9a2 2 0 1 1-4 0 2 2 0 1 1 4 0z\" /><path d=\"M9 26c8.5-1.5 21-1.5 27 0l2-12-7 11V11l-5.5 13.5-3-15-3 15-5.5-14V25L7 14l2 12zM9 26c0 2 1.5 2 2.5 4 1 1.5 1 1 .5 3.5-1.5 1-1.5 2.5-1.5 2.5-1.5 1.5.5 2.5.5 2.5 6.5 1 16.5 1 23 0 0 0 1.5-1 0-2.5 0 0 .5-1.5-1-2.5-.5-2.5-.5-2 .5-3.5 1-2 2.5-2 2.5-4-8.5-1.5-18.5-1.5-27 0z\" stroke-linecap=\"butt\" /><path d=\"M11.5 30c3.5-1 18.5-1 22 0M12 33.5c6-1 15-1 21 0\" fill=\"none\" /></g><g class=\"white king\" fill=\"none\" fill-rule=\"evenodd\" id=\"white-king\" stroke=\"#000\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"1.5\"><path d=\"M22.5 11.63V6M20 8h5\" stroke-linejoin=\"miter\" /><path d=\"M22.5 25s4.5-7.5 3-10.5c0 0-1-2.5-3-2.5s-3 2.5-3 2.5c-1.5 3 3 10.5 3 10.5\" fill=\"#fff\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" /><path d=\"M11.5 37c5.5 3.5 15.5 3.5 21 0v-7s9-4.5 6-10.5c-4-6.5-13.5-3.5-16 4V27v-3.5c-3.5-7.5-13-10.5-16-4-3 6 5 10 5 10V37z\" fill=\"#fff\" /><path d=\"M11.5 30c5.5-3 15.5-3 21 0m-21 3.5c5.5-3 15.5-3 21 0m-21 3.5c5.5-3 15.5-3 21 0\" /></g><g class=\"black pawn\" id=\"black-pawn\"><path d=\"M22 9c-2.21 0-4 1.79-4 4 0 .89.29 1.71.78 2.38-1.95 1.12-3.28 3.21-3.28 5.62 0 2.03.94 3.84 2.41 5.03-3 1.06-7.41 5.55-7.41 13.47h23c0-7.92-4.41-12.41-7.41-13.47 1.47-1.19 2.41-3 2.41-5.03 0-2.41-1.33-4.5-3.28-5.62.49-.67.78-1.49.78-2.38 0-2.21-1.79-4-4-4z\" stroke=\"#000\" stroke-linecap=\"round\" stroke-width=\"1.5\" /></g><g class=\"black knight\" fill=\"none\" fill-rule=\"evenodd\" id=\"black-knight\" stroke=\"#000\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"1.5\"><path d=\"M 22,10 C 32.5,11 38.5,18 38,39 L 15,39 C 15,30 25,32.5 23,18\" style=\"fill:#000000; stroke:#000000;\" /><path d=\"M 24,18 C 24.38,20.91 18.45,25.37 16,27 C 13,29 13.18,31.34 11,31 C 9.958,30.06 12.41,27.96 11,28 C 10,28 11.19,29.23 10,30 C 9,30 5.997,31 6,26 C 6,24 12,14 12,14 C 12,14 13.89,12.1 14,10.5 C 13.27,9.506 13.5,8.5 13.5,7.5 C 14.5,6.5 16.5,10 16.5,10 L 18.5,10 C 18.5,10 19.28,8.008 21,7 C 22,7 22,10 22,10\" style=\"fill:#000000; stroke:#000000;\" /><path d=\"M 9.5 25.5 A 0.5 0.5 0 1 1 8.5,25.5 A 0.5 0.5 0 1 1 9.5 25.5 z\" style=\"fill:#ececec; stroke:#ececec;\" /><path d=\"M 15 15.5 A 0.5 1.5 0 1 1 14,15.5 A 0.5 1.5 0 1 1 15 15.5 z\" style=\"fill:#ececec; stroke:#ececec;\" transform=\"matrix(0.866,0.5,-0.5,0.866,9.693,-5.173)\" /><path d=\"M 24.55,10.4 L 24.1,11.85 L 24.6,12 C 27.75,13 30.25,14.49 32.5,18.75 C 34.75,23.01 35.75,29.06 35.25,39 L 35.2,39.5 L 37.45,39.5 L 37.5,39 C 38,28.94 36.62,22.15 34.25,17.66 C 31.88,13.17 28.46,11.02 25.06,10.5 L 24.55,10.4 z \" style=\"fill:#ececec; stroke:none;\" /></g><g class=\"black bishop\" fill=\"none\" fill-rule=\"evenodd\" id=\"black-bishop\" stroke=\"#000\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"1.5\"><path d=\"M9 36c3.39-.97 10.11.43 13.5-2 3.39 2.43 10.11 1.03 13.5 2 0 0 1.65.54 3 2-.68.97-1.65.99-3 .5-3.39-.97-10.11.46-13.5-1-3.39 1.46-10.11.03-13.5 1-1.354.49-2.323.47-3-.5 1.354-1.94 3-2 3-2zm6-4c2.5 2.5 12.5 2.5 15 0 .5-1.5 0-2 0-2 0-2.5-2.5-4-2.5-4 5.5-1.5 6-11.5-5-15.5-11 4-10.5 14-5 15.5 0 0-2.5 1.5-2.5 4 0 0-.5.5 0 2zM25 8a2.5 2.5 0 1 1-5 0 2.5 2.5 0 1 1 5 0z\" fill=\"#000\" stroke-linecap=\"butt\" /><path d=\"M17.5 26h10M15 30h15m-7.5-14.5v5M20 18h5\" stroke=\"#fff\" stroke-linejoin=\"miter\" /></g><g class=\"black rook\" fill=\"#000\" fill-rule=\"evenodd\" id=\"black-rook\" stroke=\"#000\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"1.5\"><path d=\"M9 39h27v-3H9v3zM12.5 32l1.5-2.5h17l1.5 2.5h-20zM12 36v-4h21v4H12z\" stroke-linecap=\"butt\" /><path d=\"M14 29.5v-13h17v13H14z\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" /><path d=\"M14 16.5L11 14h23l-3 2.5H14zM11 14V9h4v2h5V9h5v2h5V9h4v5H11z\" stroke-linecap=\"butt\" /><path d=\"M12 35.5h21M13 31.5h19M14 29.5h17M14 16.5h17M11 14h23\" fill=\"none\" stroke=\"#fff\" stroke-linejoin=\"miter\" stroke-width=\"1\" /></g><g class=\"black queen\" fill=\"#000\" fill-rule=\"evenodd\" id=\"black-queen\" stroke=\"#000\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"1.5\"><g fill=\"#000\" stroke=\"none\"><circle cx=\"6\" cy=\"12\" r=\"2.75\" /><circle cx=\"14\" cy=\"9\" r=\"2.75\" /><circle cx=\"22.5\" cy=\"8\" r=\"2.75\" /><circle cx=\"31\" cy=\"9\" r=\"2.75\" /><circle cx=\"39\" cy=\"12\" r=\"2.75\" /></g><path d=\"M9 26c8.5-1.5 21-1.5 27 0l2.5-12.5L31 25l-.3-14.1-5.2 13.6-3-14.5-3 14.5-5.2-13.6L14 25 6.5 13.5 9 26zM9 26c0 2 1.5 2 2.5 4 1 1.5 1 1 .5 3.5-1.5 1-1.5 2.5-1.5 2.5-1.5 1.5.5 2.5.5 2.5 6.5 1 16.5 1 23 0 0 0 1.5-1 0-2.5 0 0 .5-1.5-1-2.5-.5-2.5-.5-2 .5-3.5 1-2 2.5-2 2.5-4-8.5-1.5-18.5-1.5-27 0z\" stroke-linecap=\"butt\" /><path d=\"M11 38.5a35 35 1 0 0 23 0\" fill=\"none\" stroke-linecap=\"butt\" /><path d=\"M11 29a35 35 1 0 1 23 0M12.5 31.5h20M11.5 34.5a35 35 1 0 0 22 0M10.5 37.5a35 35 1 0 0 24 0\" fill=\"none\" stroke=\"#fff\" /></g><g class=\"black king\" fill=\"none\" fill-rule=\"evenodd\" id=\"black-king\" stroke=\"#000\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"1.5\"><path d=\"M22.5 11.63V6\" stroke-linejoin=\"miter\" /><path d=\"M22.5 25s4.5-7.5 3-10.5c0 0-1-2.5-3-2.5s-3 2.5-3 2.5c-1.5 3 3 10.5 3 10.5\" fill=\"#000\" stroke-linecap=\"butt\" stroke-linejoin=\"miter\" /><path d=\"M11.5 37c5.5 3.5 15.5 3.5 21 0v-7s9-4.5 6-10.5c-4-6.5-13.5-3.5-16 4V27v-3.5c-3.5-7.5-13-10.5-16-4-3 6 5 10 5 10V37z\" fill=\"#000\" /><path d=\"M20 8h5\" stroke-linejoin=\"miter\" /><path d=\"M32 29.5s8.5-4 6.03-9.65C34.15 14 25 18 22.5 24.5l.01 2.1-.01-2.1C20 18 9.906 14 6.997 19.85c-2.497 5.65 4.853 9 4.853 9M11.5 30c5.5-3 15.5-3 21 0m-21 3.5c5.5-3 15.5-3 21 0m-21 3.5c5.5-3 15.5-3 21 0\" stroke=\"#fff\" /></g></defs><rect class=\"square dark a1\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"20\" y=\"335\" /><use transform=\"translate(20, 335)\" xlink:href=\"#white-rook\" /><rect class=\"square light b1\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"65\" y=\"335\" /><use transform=\"translate(65, 335)\" xlink:href=\"#white-knight\" /><rect class=\"square dark c1\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"110\" y=\"335\" /><use transform=\"translate(110, 335)\" xlink:href=\"#white-bishop\" /><rect class=\"square light d1\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"155\" y=\"335\" /><use transform=\"translate(155, 335)\" xlink:href=\"#white-queen\" /><rect class=\"square dark e1\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"200\" y=\"335\" /><use transform=\"translate(200, 335)\" xlink:href=\"#white-king\" /><rect class=\"square light f1\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"245\" y=\"335\" /><use transform=\"translate(245, 335)\" xlink:href=\"#white-bishop\" /><rect class=\"square dark g1\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"290\" y=\"335\" /><use transform=\"translate(290, 335)\" xlink:href=\"#white-knight\" /><rect class=\"square light h1\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"335\" y=\"335\" /><use transform=\"translate(335, 335)\" xlink:href=\"#white-rook\" /><rect class=\"square light a2\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"20\" y=\"290\" /><use transform=\"translate(20, 290)\" xlink:href=\"#white-pawn\" /><rect class=\"square dark b2\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"65\" y=\"290\" /><use transform=\"translate(65, 290)\" xlink:href=\"#white-pawn\" /><rect class=\"square light c2\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"110\" y=\"290\" /><use transform=\"translate(110, 290)\" xlink:href=\"#white-pawn\" /><rect class=\"square dark d2\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"155\" y=\"290\" /><use transform=\"translate(155, 290)\" xlink:href=\"#white-pawn\" /><rect class=\"square light e2\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"200\" y=\"290\" /><rect class=\"square dark f2\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"245\" y=\"290\" /><use transform=\"translate(245, 290)\" xlink:href=\"#white-pawn\" /><rect class=\"square light g2\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"290\" y=\"290\" /><use transform=\"translate(290, 290)\" xlink:href=\"#white-pawn\" /><rect class=\"square dark h2\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"335\" y=\"290\" /><use transform=\"translate(335, 290)\" xlink:href=\"#white-pawn\" /><rect class=\"square dark a3\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"20\" y=\"245\" /><rect class=\"square light b3\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"65\" y=\"245\" /><rect class=\"square dark c3\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"110\" y=\"245\" /><rect class=\"square light d3\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"155\" y=\"245\" /><rect class=\"square dark e3\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"200\" y=\"245\" /><rect class=\"square light f3\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"245\" y=\"245\" /><rect class=\"square dark g3\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"290\" y=\"245\" /><rect class=\"square light h3\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"335\" y=\"245\" /><rect class=\"square light a4\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"20\" y=\"200\" /><rect class=\"square dark b4\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"65\" y=\"200\" /><rect class=\"square light c4\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"110\" y=\"200\" /><rect class=\"square dark d4\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"155\" y=\"200\" /><rect class=\"square light e4\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"200\" y=\"200\" /><use transform=\"translate(200, 200)\" xlink:href=\"#white-pawn\" /><rect class=\"square dark f4\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"245\" y=\"200\" /><rect class=\"square light g4\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"290\" y=\"200\" /><rect class=\"square dark h4\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"335\" y=\"200\" /><rect class=\"square dark a5\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"20\" y=\"155\" /><rect class=\"square light b5\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"65\" y=\"155\" /><rect class=\"square dark c5\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"110\" y=\"155\" /><rect class=\"square light d5\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"155\" y=\"155\" /><rect class=\"square dark lastmove e5\" fill=\"#aaa23b\" height=\"45\" stroke=\"none\" width=\"45\" x=\"200\" y=\"155\" /><use transform=\"translate(200, 155)\" xlink:href=\"#black-pawn\" /><rect class=\"square light f5\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"245\" y=\"155\" /><rect class=\"square dark g5\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"290\" y=\"155\" /><rect class=\"square light h5\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"335\" y=\"155\" /><rect class=\"square light a6\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"20\" y=\"110\" /><rect class=\"square dark b6\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"65\" y=\"110\" /><rect class=\"square light c6\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"110\" y=\"110\" /><rect class=\"square dark d6\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"155\" y=\"110\" /><rect class=\"square light e6\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"200\" y=\"110\" /><rect class=\"square dark f6\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"245\" y=\"110\" /><rect class=\"square light g6\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"290\" y=\"110\" /><rect class=\"square dark h6\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"335\" y=\"110\" /><rect class=\"square dark a7\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"20\" y=\"65\" /><use transform=\"translate(20, 65)\" xlink:href=\"#black-pawn\" /><rect class=\"square light b7\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"65\" y=\"65\" /><use transform=\"translate(65, 65)\" xlink:href=\"#black-pawn\" /><rect class=\"square dark c7\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"110\" y=\"65\" /><use transform=\"translate(110, 65)\" xlink:href=\"#black-pawn\" /><rect class=\"square light d7\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"155\" y=\"65\" /><use transform=\"translate(155, 65)\" xlink:href=\"#black-pawn\" /><rect class=\"square dark lastmove e7\" fill=\"#aaa23b\" height=\"45\" stroke=\"none\" width=\"45\" x=\"200\" y=\"65\" /><rect class=\"square light f7\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"245\" y=\"65\" /><use transform=\"translate(245, 65)\" xlink:href=\"#black-pawn\" /><rect class=\"square dark g7\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"290\" y=\"65\" /><use transform=\"translate(290, 65)\" xlink:href=\"#black-pawn\" /><rect class=\"square light h7\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"335\" y=\"65\" /><use transform=\"translate(335, 65)\" xlink:href=\"#black-pawn\" /><rect class=\"square light a8\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"20\" y=\"20\" /><use transform=\"translate(20, 20)\" xlink:href=\"#black-rook\" /><rect class=\"square dark b8\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"65\" y=\"20\" /><use transform=\"translate(65, 20)\" xlink:href=\"#black-knight\" /><rect class=\"square light c8\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"110\" y=\"20\" /><use transform=\"translate(110, 20)\" xlink:href=\"#black-bishop\" /><rect class=\"square dark d8\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"155\" y=\"20\" /><use transform=\"translate(155, 20)\" xlink:href=\"#black-queen\" /><rect class=\"square light e8\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"200\" y=\"20\" /><use transform=\"translate(200, 20)\" xlink:href=\"#black-king\" /><rect class=\"square dark f8\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"245\" y=\"20\" /><use transform=\"translate(245, 20)\" xlink:href=\"#black-bishop\" /><rect class=\"square light g8\" fill=\"#ffce9e\" height=\"45\" stroke=\"none\" width=\"45\" x=\"290\" y=\"20\" /><use transform=\"translate(290, 20)\" xlink:href=\"#black-knight\" /><rect class=\"square dark h8\" fill=\"#d18b47\" height=\"45\" stroke=\"none\" width=\"45\" x=\"335\" y=\"20\" /><use transform=\"translate(335, 20)\" xlink:href=\"#black-rook\" /><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"42\" y=\"10\">a</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"42\" y=\"390\">a</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"87\" y=\"10\">b</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"87\" y=\"390\">b</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"132\" y=\"10\">c</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"132\" y=\"390\">c</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"177\" y=\"10\">d</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"177\" y=\"390\">d</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"222\" y=\"10\">e</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"222\" y=\"390\">e</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"267\" y=\"10\">f</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"267\" y=\"390\">f</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"312\" y=\"10\">g</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"312\" y=\"390\">g</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"357\" y=\"10\">h</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"357\" y=\"390\">h</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"10\" y=\"357\">1</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"390\" y=\"357\">1</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"10\" y=\"312\">2</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"390\" y=\"312\">2</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"10\" y=\"267\">3</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"390\" y=\"267\">3</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"10\" y=\"222\">4</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"390\" y=\"222\">4</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"10\" y=\"177\">5</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"390\" y=\"177\">5</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"10\" y=\"132\">6</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"390\" y=\"132\">6</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"10\" y=\"87\">7</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"390\" y=\"87\">7</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"10\" y=\"42\">8</text><text alignment-baseline=\"middle\" font-size=\"14\" text-anchor=\"middle\" x=\"390\" y=\"42\">8</text></svg>"
      ],
      "text/plain": [
       "LeelaBoard('rnbqkbnr/pppp1ppp/8/4p3/4P3/8/PPPP1PPP/RNBQKBNR w KQkq - 0 2')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Some methods from python-chess copied\n",
    "board.push_uci('e2e4')\n",
    "board.push_san('e5')\n",
    "board"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "OrderedDict([('g1f3', 0.8539123),\n",
       "             ('b1c3', 0.016893458),\n",
       "             ('f1c4', 0.013571945),\n",
       "             ('f1e2', 0.009050992),\n",
       "             ('d2d3', 0.0082068425),\n",
       "             ('h2h3', 0.006990003),\n",
       "             ('d2d4', 0.006858931),\n",
       "             ('g1e2', 0.0061740475),\n",
       "             ('c2c3', 0.0059824483),\n",
       "             ('a2a3', 0.005689193),\n",
       "             ('a2a4', 0.0054211747),\n",
       "             ('f1d3', 0.0051446175),\n",
       "             ('c2c4', 0.0049878755),\n",
       "             ('g2g3', 0.0049605183),\n",
       "             ('d1e2', 0.004888738),\n",
       "             ('f1b5', 0.0043735527),\n",
       "             ('d1h5', 0.0041818307),\n",
       "             ('b2b3', 0.0040628207),\n",
       "             ('d1f3', 0.0037062357),\n",
       "             ('h2h4', 0.003558448),\n",
       "             ('f2f4', 0.00320357),\n",
       "             ('g1h3', 0.0031592103),\n",
       "             ('b1a3', 0.0029266947),\n",
       "             ('d1g4', 0.0028194883),\n",
       "             ('f2f3', 0.002783915),\n",
       "             ('b2b4', 0.0021359068),\n",
       "             ('g2g4', 0.0019712243),\n",
       "             ('e1e2', 0.0016289882),\n",
       "             ('f1a6', 0.00075510505)])"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "0.5111968759447336"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "policy, value = net.evaluate(board)\n",
    "display(policy)\n",
    "display(value)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "lczero outputting stderr to: lczero.stderr.txt\n",
      "lczero logging to: lczero_log.txt\n",
      "Leela engine started\n"
     ]
    }
   ],
   "source": [
    "from lcztools.testing.leela_engine import LCZeroEngine\n",
    "# Create engine... Uses lczero, defined in lcztools.ini\n",
    "!rm -f lczero_log.txt\n",
    "engine = LCZeroEngine(nodes=800)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(BestMove(bestmove=Move.from_uci('g1f3'), ponder=None),\n",
       " OrderedDict([('g1f3', 0.8321),\n",
       "              ('b1c3', 0.040999999999999995),\n",
       "              ('d2d4', 0.0118),\n",
       "              ('f1c4', 0.0104),\n",
       "              ('c2c4', 0.01),\n",
       "              ('d2d3', 0.0095),\n",
       "              ('f1e2', 0.0075),\n",
       "              ('c2c3', 0.0072),\n",
       "              ('a2a3', 0.006999999999999999),\n",
       "              ('h2h3', 0.0051),\n",
       "              ('a2a4', 0.0049),\n",
       "              ('g1e2', 0.004699999999999999),\n",
       "              ('g2g3', 0.0046),\n",
       "              ('f1d3', 0.0043),\n",
       "              ('b2b3', 0.0043),\n",
       "              ('f2f4', 0.0040999999999999995),\n",
       "              ('f1b5', 0.0039000000000000003),\n",
       "              ('f2f3', 0.0034000000000000002),\n",
       "              ('b1a3', 0.0032),\n",
       "              ('h2h4', 0.003),\n",
       "              ('g1h3', 0.0028000000000000004),\n",
       "              ('d1f3', 0.0028000000000000004),\n",
       "              ('d1e2', 0.0027),\n",
       "              ('d1h5', 0.0021),\n",
       "              ('d1g4', 0.002),\n",
       "              ('g2g4', 0.0018),\n",
       "              ('b2b4', 0.0018),\n",
       "              ('e1e2', 0.0012),\n",
       "              ('f1a6', 0.0007000000000000001)]),\n",
       " 0.5128)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# This currently returns a bestmove, policy, and value\n",
    "# Note: policy, value are only really useful in the case of nodes=1\n",
    "#       to compare with net.evaluate\n",
    "engine.evaluate(board)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "engine.stop()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using 1 thread(s).\n",
      "Detecting residual layers...v2...192 channels...15 blocks.\n",
      "info string Found 0 wdl tablebases\n",
      "info string Found 0 dtz tablebases\n",
      ">>uci\n",
      "id name lczero v0.10\n",
      "id author The LCZero Authors\n",
      "option name Threads type spin default 1 min 1 max 8\n",
      "option name Quiet type check default false\n",
      "option name SyzygyPath type string default syzygy\n",
      "option name FPU Reduction type string default 0.100000\n",
      "option name Puct type string default 0.600000\n",
      "option name SlowMover type spin default 89 min 1 max 2147483647\n",
      "option name GoNodesPlayouts type check default false\n",
      "uciok\n",
      ">>position startpos moves e2e4 e7e5\n",
      ">>go nodes 800\n",
      "info depth 6 nodes 2 nps 16 tbhits 0 score cp 21 time 63 pv g1f3 b8c6\n",
      "info depth 7 nodes 3 nps 22 tbhits 0 score cp 17 time 90 pv g1f3 b8c6 f1b5\n",
      "info depth 8 nodes 4 nps 25 tbhits 0 score cp 19 time 119 pv g1f3 b8c6 f1b5 g8f6\n",
      "info depth 8 nodes 5 nps 26 tbhits 0 score cp 15 time 151 pv g1f3 b8c6 f1b5 g8f6 e1g1\n",
      "info depth 9 nodes 7 nps 28 tbhits 0 score cp 16 time 217 pv g1f3 b8c6 f1b5 g8f6 e1g1 d7d6\n",
      "info depth 9 nodes 9 nps 28 tbhits 0 score cp 17 time 283 pv g1f3 b8c6 f1b5 g8f6 e1g1 d7d6 f1e1\n",
      "info depth 10 nodes 16 nps 31 tbhits 0 score cp 20 time 490 pv g1f3 b8c6 f1b5 g8f6 e1g1 d7d6 f1e1 f8e7\n",
      "info depth 10 nodes 18 nps 31 tbhits 0 score cp 19 time 548 pv g1f3 b8c6 f1b5 g8f6 e1g1 d7d6 f1e1 f8e7 c2c3\n",
      "info depth 11 nodes 37 nps 34 tbhits 0 score cp 18 time 1072 pv g1f3 b8c6 f1b5 g8f6 e1g1 d7d6 f1e1 f8e7 c2c3\n",
      "info depth 12 nodes 42 nps 34 tbhits 0 score cp 18 time 1216 pv g1f3 b8c6 f1b5 g8f6 e1g1 d7d6 f1e1 f8e7 c2c3 e8g8\n",
      "info depth 12 nodes 45 nps 34 tbhits 0 score cp 18 time 1296 pv g1f3 b8c6 f1b5 g8f6 e1g1 d7d6 f1e1 f8e7 c2c3 e8g8\n",
      "info depth 12 nodes 55 nps 34 tbhits 0 score cp 17 time 1576 pv g1f3 b8c6 f1b5 g8f6 e1g1 d7d6 f1e1 f8e7 c2c3 e8g8 d2d4\n",
      "info depth 12 nodes 61 nps 34 tbhits 0 score cp 17 time 1744 pv g1f3 b8c6 f1b5 g8f6 e1g1 d7d6 f1e1 f8e7 c2c3 e8g8 d2d4\n",
      "info depth 13 nodes 72 nps 35 tbhits 0 score cp 16 time 2052 pv g1f3 b8c6 f1b5 g8f6 e1g1 d7d6 f1e1 f8e7 c2c3 e8g8 d2d4\n",
      "info depth 13 nodes 86 nps 35 tbhits 0 score cp 16 time 2442 pv g1f3 b8c6 f1b5 g8f6 e1g1 d7d6 f1e1 f8e7 c2c3 e8g8 d2d4 c8d7\n",
      "info depth 13 nodes 101 nps 35 tbhits 0 score cp 16 time 2858 pv g1f3 b8c6 f1b5 g8f6 e1g1 d7d6 f1e1 f8e7 c2c3 e8g8 d2d4 c8d7 h2h3\n",
      "info depth 14 nodes 119 nps 35 tbhits 0 score cp 17 time 3370 pv g1f3 b8c6 f1b5 g8f6 e1g1 d7d6 f1e1 f8e7 c2c3 e8g8 d2d4 c8d7 h2h3\n",
      "info depth 14 nodes 145 nps 35 tbhits 0 score cp 16 time 4087 pv g1f3 b8c6 f1b5 g8f6 e1g1 d7d6 f1e1 f8e7 c2c3 e8g8 h2h3 a7a6 b5a4\n",
      "info depth 15 nodes 231 nps 36 tbhits 0 score cp 16 time 6402 pv g1f3 b8c6 f1b5 g8f6 e1g1 d7d6 f1e1 f8e7 c2c3 e8g8 d2d4 c8d7 h2h3 f8e8 d4d5\n",
      "info depth 15 nodes 235 nps 36 tbhits 0 score cp 16 time 6509 pv g1f3 b8c6 f1b5 g8f6 e1g1 d7d6 f1e1 f8e7 c2c3 e8g8 d2d4 c8d7 h2h3 f8e8 d4d5\n",
      "info depth 15 nodes 342 nps 36 tbhits 0 score cp 15 time 9376 pv g1f3 b8c6 f1b5 g8f6 e1g1 d7d6 f1e1 f8e7 c2c3 e8g8 d2d4 c8d7 h2h3 f8e8 d4d5 c6b8\n",
      "info depth 15 nodes 347 nps 36 tbhits 0 score cp 15 time 9510 pv g1f3 b8c6 f1b5 g8f6 e1g1 d7d6 f1e1 f8e7 c2c3 e8g8 d2d4 c8d7 h2h3 f8e8 d4d5 c6b8\n",
      "\n",
      "info string   Ba6 ->       0   (V: 51.28%) (N:  0.07%) PV: Ba6 \n",
      "info string   Ke2 ->       0   (V: 51.28%) (N:  0.12%) PV: Ke2 \n",
      "info string    g4 ->       0   (V: 51.28%) (N:  0.18%) PV: g4 \n",
      "info string    b4 ->       0   (V: 51.28%) (N:  0.18%) PV: b4 \n",
      "info string   Qg4 ->       0   (V: 51.28%) (N:  0.20%) PV: Qg4 \n",
      "info string   Qh5 ->       0   (V: 51.28%) (N:  0.21%) PV: Qh5 \n",
      "info string   Qe2 ->       0   (V: 51.28%) (N:  0.27%) PV: Qe2 \n",
      "info string   Nh3 ->       0   (V: 51.28%) (N:  0.28%) PV: Nh3 \n",
      "info string   Qf3 ->       0   (V: 51.28%) (N:  0.28%) PV: Qf3 \n",
      "info string    h4 ->       0   (V: 51.28%) (N:  0.30%) PV: h4 \n",
      "info string   Na3 ->       0   (V: 51.28%) (N:  0.32%) PV: Na3 \n",
      "info string    f3 ->       0   (V: 51.28%) (N:  0.34%) PV: f3 \n",
      "info string   Bb5 ->       0   (V: 51.28%) (N:  0.39%) PV: Bb5 \n",
      "info string    f4 ->       0   (V: 51.28%) (N:  0.41%) PV: f4 \n",
      "info string   Bd3 ->       0   (V: 51.28%) (N:  0.43%) PV: Bd3 \n",
      "info string    b3 ->       0   (V: 51.28%) (N:  0.43%) PV: b3 \n",
      "info string    g3 ->       0   (V: 51.28%) (N:  0.46%) PV: g3 \n",
      "info string   Ne2 ->       0   (V: 51.28%) (N:  0.47%) PV: Ne2 \n",
      "info string    a4 ->       0   (V: 51.28%) (N:  0.49%) PV: a4 \n",
      "info string    h3 ->       0   (V: 51.28%) (N:  0.51%) PV: h3 \n",
      "info string    a3 ->       0   (V: 51.28%) (N:  0.70%) PV: a3 \n",
      "info string    c3 ->       0   (V: 51.28%) (N:  0.72%) PV: c3 \n",
      "info string   Be2 ->       0   (V: 51.28%) (N:  0.75%) PV: Be2 \n",
      "info string    d3 ->       0   (V: 51.28%) (N:  0.95%) PV: d3 \n",
      "info string    c4 ->       2   (V: 48.62%) (N:  1.00%) PV: c4 Bc5 Nf3\n",
      "info string    d4 ->       2   (V: 49.62%) (N:  1.18%) PV: d4 exd4 Nf3\n",
      "info string   Bc4 ->       2   (V: 49.84%) (N:  1.04%) PV: Bc4 Nf6 d3\n",
      "info string   Nc3 ->      12   (V: 50.45%) (N:  4.10%) PV: Nc3 Nf6 Nf3 Nc6 Bb5 Nd4 O-O\n",
      "info string   Nf3 ->     397   (V: 51.84%) (N: 83.21%) PV: Nf3 Nc6 Bb5 Nf6 O-O d6 Re1 Be7 c3 O-O d4 Bd7 h3 Re8 d5 Nb8\n",
      "info string stm White winrate 51.76%\n",
      "\n",
      "info depth 16 nodes 416 nps 36 tbhits 0 score cp 15 time 11612 pv g1f3 b8c6 f1b5 g8f6 e1g1 d7d6 f1e1 f8e7 c2c3 e8g8 d2d4 c8d7 h2h3 f8e8 d4d5 c6b8\n",
      "bestmove g1f3\n",
      ">>quit\n"
     ]
    }
   ],
   "source": [
    "!cat lczero_log.txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}