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@0xB10C
Created August 31, 2023 06:23
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "W6QY1sLQ3_BZ",
"outputId": "577656bc-80cb-4c28-9e24-28c3187fccb9"
},
"outputs": [],
"source": [
"log_path = \"data/benchmark-20827\""
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"id": "IZpNOWLKwuVv"
},
"outputs": [],
"source": [
"import seaborn as sns\n",
"import pandas as pd\n",
"import datetime\n",
"import matplotlib.pyplot as plt\n",
"from tabulate import tabulate \n",
"\n",
"sns.set(rc={'figure.figsize':(15,8.27)})"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"id": "FG_JDcyRyrvP"
},
"outputs": [],
"source": [
"configuration_sets = [\n",
" \"0: prune=550 dbcache=300\",\n",
" \"1: prune=550 dbcache=4000\",\n",
"\n",
" \"2: prune=1100 dbcache=300\",\n",
" \"3: prune=1100 dbcache=4000\",\n",
"\n",
" \"4: prune=2200 dbcache=300\",\n",
" \"5: prune=2200 dbcache=4000\",\n",
"\n",
" \"6: prune=4400 dbcache=300\",\n",
" \"7: prune=4400 dbcache=4000 \",\n",
"]\n",
"RUNS_PER_CONFIGURATION = 3\n",
"END_HEIGHT = 600_000"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"id": "B1EGhUOmw1qh"
},
"outputs": [],
"source": [
"def parse_debuglog(binary, cset, run):\n",
" print(f\"parsing {binary} {cset} {run}\")\n",
" with open(f\"{log_path}/debug_{binary}_{cset}_{run}.log\", \"r\") as debuglog:\n",
" start_time = 0\n",
" dbcache = list()\n",
" prev_dbcache = {}\n",
" prunes = list()\n",
" flushes = 0\n",
" for line in debuglog.readlines():\n",
" if \"UpdateTip: new best=\" in line:\n",
" timestamp_str = line.split(\" \")[0]\n",
" timestamp = datetime.datetime.strptime(timestamp_str, '%Y-%m-%dT%H:%M:%SZ')\n",
" if start_time == 0:\n",
" start_time = timestamp\n",
"\n",
" seconds_since_start = (timestamp - start_time).total_seconds()\n",
"\n",
" cache_str = line.split(\" \")[-1]\n",
" # e.g. cache=5.1MiB(19956txo)\n",
" cache_str = cache_str.replace(\"cache=\", \"\")\n",
" cache_str = cache_str.replace(\"txo)\", \"\")\n",
" cache_size_and_count = cache_str.split(\"MiB(\")\n",
" cache_size = float(cache_size_and_count[0])\n",
" cache_count = int(cache_size_and_count[1])\n",
"\n",
" height_str = line.split(\" \")[4]\n",
" height_str = height_str.replace(\"height=\", \"\")\n",
" height = int(height_str)\n",
"\n",
" if height > END_HEIGHT:\n",
" break\n",
"\n",
" prev_dbcache = {\n",
" \"since_start\": seconds_since_start,\n",
" \"csize\": cache_size, # size and count are already pandas DataFrame properties\n",
" \"ccount\": cache_count, \n",
" \"height\": height\n",
" }\n",
" dbcache.append(prev_dbcache)\n",
"\n",
" if \"Prune: target=\" in line and prev_dbcache != {}:\n",
" pruned_file_count = int(line.split(\" \")[-3])\n",
" if pruned_file_count > 0:\n",
" prunes.append({\n",
" \"csize\": prev_dbcache[\"csize\"],\n",
" \"ccount\": prev_dbcache[\"ccount\"],\n",
" \"height\": prev_dbcache[\"height\"],\n",
" \"pruned_files\": pruned_file_count,\n",
" })\n",
"\n",
" if \"changed transaction outputs\" in line:\n",
" flushes+=1\n",
"\n",
" return (pd.DataFrame(dbcache), pd.DataFrame(prunes), flushes)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"id": "31dMIaNgzS7s"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"parsing MB 0 1\n",
"parsing PR 0 1\n",
"parsing MB 0 2\n",
"parsing PR 0 2\n",
"parsing MB 0 3\n",
"parsing PR 0 3\n",
"parsing MB 1 1\n",
"parsing PR 1 1\n",
"parsing MB 1 2\n",
"parsing PR 1 2\n",
"parsing MB 1 3\n",
"parsing PR 1 3\n",
"parsing MB 2 1\n",
"parsing PR 2 1\n",
"parsing MB 2 2\n",
"parsing PR 2 2\n",
"parsing MB 2 3\n",
"parsing PR 2 3\n",
"parsing MB 3 1\n",
"parsing PR 3 1\n",
"parsing MB 3 2\n",
"parsing PR 3 2\n",
"parsing MB 3 3\n",
"parsing PR 3 3\n",
"parsing MB 4 1\n",
"parsing PR 4 1\n",
"parsing MB 4 2\n",
"parsing PR 4 2\n",
"parsing MB 4 3\n",
"parsing PR 4 3\n",
"parsing MB 5 1\n",
"parsing PR 5 1\n",
"parsing MB 5 2\n",
"parsing PR 5 2\n",
"parsing MB 5 3\n",
"parsing PR 5 3\n",
"parsing MB 6 1\n",
"parsing PR 6 1\n",
"parsing MB 6 2\n",
"parsing PR 6 2\n",
"parsing MB 6 3\n",
"parsing PR 6 3\n",
"parsing MB 7 1\n",
"parsing PR 7 1\n",
"parsing MB 7 2\n",
"parsing PR 7 2\n",
"parsing MB 7 3\n",
"parsing PR 7 3\n"
]
}
],
"source": [
"data = dict()\n",
"\n",
"for cset in range(0, 8):\n",
" data[cset] = {\"MB\": {\"dbcache\": [], \"prunes\": []}, \"PR\": {\"dbcache\": [], \"prunes\": []}}\n",
" for run in range(1, 4):\n",
" for binary in [\"MB\", \"PR\"]:\n",
" (dbcache, prunes, flushes) = parse_debuglog(binary, cset, run)\n",
" data[cset][binary][\"dbcache\"].append(dbcache)\n",
" data[cset][binary][\"prunes\"].append(prunes)\n",
" data[cset][binary][\"flushes\"] = flushes"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "Dy_-yVqqzilX",
"outputId": "a1fb3772-cc1d-4887-f46f-21113c3fb316",
"scrolled": false
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x595.44 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x595.44 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x595.44 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x595.44 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dbcache = [\n",
" \"dbcache=300\",\n",
" \"dbcache=4000\",\n",
"]\n",
"\n",
"prune = [\n",
" \"prune=550\",\n",
" \"prune=1100\",\n",
" \"prune=2200\",\n",
" \"prune=4400\",\n",
"]\n",
"\n",
"for (i, cset) in enumerate(data.keys()):\n",
" if i%2==0:\n",
" fig, axs = plt.subplots(1, 2)\n",
" fig.suptitle(prune[int((i+1)/2)])\n",
" \n",
" for run in data[cset][\"MB\"][\"dbcache\"]:\n",
" g = run.groupby(\"since_start\").mean() \n",
" sns.lineplot(ax=axs[i%2], x=g.index, y=g.height, color=\"blue\", label=\"MB\")\n",
" for run in data[cset][\"PR\"][\"dbcache\"]:\n",
" g = run.groupby(\"since_start\").mean()\n",
" sns.lineplot(ax=axs[i%2], x=g.index, y=g.height, color=\"red\", label=\"PR\")\n",
" \n",
" axs[i%2].get_legend().remove()\n",
" axs[i%2].set(xlabel='seconds since start', title=dbcache[i%2])\n",
" \n",
" # label deduplication\n",
" handles, labels = fig.gca().get_legend_handles_labels()\n",
" by_label = dict(zip(labels, handles))\n",
" fig.legend(by_label.values(), by_label.keys())\n",
"\n",
" if i%2==1:\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "lzUwBlE84GIy",
"outputId": "c98ba650-87c2-4819-e35e-b5980196d3ae"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'int'>\n",
"| Configuration | MB run 1 | MB run 2 | MB run 3 | MB mean | PR run 1 | PR run 2 | PR run 3 | PR mean | improvement |\n",
"|----------------------------|------------|------------|------------|-----------|------------|------------|------------|-----------|---------------|\n",
"| 0: prune=550 dbcache=300 | 9799s | 10046s | 10003s | 9949s | 9478s | 9531s | 9518s | 9509s | 4.4% |\n",
"| 1: prune=550 dbcache=4000 | 10219s | 10047s | 9915s | 10060s | 9649s | 9549s | 9712s | 9636s | 4.2% |\n",
"| 2: prune=1100 dbcache=300 | 9970s | 10191s | 10073s | 10078s | 8249s | 8467s | 8310s | 8342s | 17.2% |\n",
"| 3: prune=1100 dbcache=4000 | 10084s | 9887s | 9976s | 9982s | 8652s | 8483s | 8329s | 8488s | 15.0% |\n",
"| 4: prune=2200 dbcache=300 | 8991s | 9071s | 8817s | 8959s | 7494s | 7687s | 7496s | 7559s | 15.6% |\n",
"| 5: prune=2200 dbcache=4000 | 8973s | 8865s | 9063s | 8967s | 7405s | 7169s | 7661s | 7411s | 17.4% |\n",
"| 6: prune=4400 dbcache=300 | 8378s | 8102s | 7972s | 8150s | 7645s | 7533s | 7515s | 7564s | 7.2% |\n",
"| 7: prune=4400 dbcache=4000 | 8144s | 8263s | 8002s | 8136s | 6833s | 6982s | 6792s | 6869s | 15.6% |\n"
]
}
],
"source": [
"print(type(600_000))\n",
"table = list()\n",
"for cset in data.keys():\n",
" row = [configuration_sets[cset]]\n",
" mb_sum = 0\n",
" for run in data[cset][\"MB\"][\"dbcache\"]:\n",
" row.append(f\"{int(run[run.height==END_HEIGHT].since_start)}s\")\n",
" mb_sum+=int(run[run.height==END_HEIGHT].since_start)\n",
" mb_mean=int(mb_sum/RUNS_PER_CONFIGURATION)\n",
" row.append(f\"{mb_mean}s\")\n",
"\n",
" pr_sum = 0\n",
" for run in data[cset][\"PR\"][\"dbcache\"]:\n",
" row.append(f\"{int(run[run.height==END_HEIGHT].since_start)}s\")\n",
" pr_sum+=int(run[run.height==END_HEIGHT].since_start)\n",
" pr_mean=int(pr_sum/RUNS_PER_CONFIGURATION)\n",
" row.append(f\"{pr_mean}s\")\n",
"\n",
" row.append(f\"{round((1-pr_mean/mb_mean)*100, 1)}%\")\n",
" table.append(row)\n",
"\n",
"# see below\n",
"assert(RUNS_PER_CONFIGURATION == 3)\n",
"# The following line assumes that there are three runs per configuration.\n",
"# Add or remove columns accordingly.\n",
"print(tabulate(table, tablefmt=\"github\", headers=[\"Configuration\",\"MB run 1\",\"MB run 2\", \"MB run 3\", \"MB mean\", \"PR run 1\",\"PR run 2\", \"PR run 3\", \"PR mean\", \"improvement\"]))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"id": "Dkw87i0756JH"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"| config | MB prunes | PR prunes | prunes | MB pruned files | PR pruned files | pruned files | MB flushes | PR flushes | flushes |\n",
"|----------------------------|-------------|-------------|----------|-------------------|-------------------|----------------|--------------|--------------|-----------|\n",
"| 0: prune=550 dbcache=300 | 726 | 670 | 92.29% | 1 | 1.08 | 1.08x | 726 | 670 | 92% |\n",
"| 1: prune=550 dbcache=4000 | 726 | 670 | 92.29% | 1 | 1.08 | 1.08x | 726 | 670 | 92% |\n",
"| 2: prune=1100 dbcache=300 | 723 | 150 | 20.75% | 1 | 4.83 | 4.83x | 723 | 150 | 21% |\n",
"| 3: prune=1100 dbcache=4000 | 723 | 150 | 20.75% | 1 | 4.83 | 4.83x | 723 | 150 | 21% |\n",
"| 4: prune=2200 dbcache=300 | 358 | 58 | 16.2% | 2 | 12.47 | 6.23x | 359 | 76 | 21% |\n",
"| 5: prune=2200 dbcache=4000 | 358 | 58 | 16.2% | 2 | 12.47 | 6.23x | 358 | 58 | 16% |\n",
"| 6: prune=4400 dbcache=300 | 175 | 26 | 14.86% | 4 | 27.69 | 6.92x | 178 | 69 | 39% |\n",
"| 7: prune=4400 dbcache=4000 | 175 | 26 | 14.86% | 4 | 27.69 | 6.92x | 175 | 26 | 15% |\n"
]
}
],
"source": [
"table = list()\n",
"for cset in data.keys():\n",
" row = [configuration_sets[cset]]\n",
" # it's fine to [0] here as all runs for a configuration set flush and prune at the same time.\n",
" # input data (the blockchain) is the same for all\n",
" mb_prunes = data[cset][\"MB\"][\"prunes\"][0].height.count()\n",
" pr_prunes = data[cset][\"PR\"][\"prunes\"][0].height.count()\n",
" row.append(f\"{round(mb_prunes)}\")\n",
" row.append(f\"{round(pr_prunes)}\")\n",
" row.append(f\"{round(pr_prunes/mb_prunes*100, 2)}%\")\n",
" \n",
" mb_pf = data[cset][\"MB\"][\"prunes\"][0].pruned_files.mean()\n",
" pr_pf = data[cset][\"PR\"][\"prunes\"][0].pruned_files.mean()\n",
" row.append(f\"{round(mb_pf,2)}\")\n",
" row.append(f\"{round(pr_pf,2)}\")\n",
" row.append(f\"{round(pr_pf/mb_pf,2 )}x\")\n",
" \n",
" mb_flushes = data[cset][\"MB\"][\"flushes\"]\n",
" pr_flushes = data[cset][\"PR\"][\"flushes\"]\n",
" row.append(f\"{round(mb_flushes,2)}\")\n",
" row.append(f\"{round(pr_flushes,2)}\")\n",
" row.append(f\"{round(pr_flushes/mb_flushes*100)}%\")\n",
"\n",
" table.append(row)\n",
"print(tabulate(table, tablefmt=\"github\", headers=[\"config\", \"MB prunes\", \"PR prunes\", \"prunes\", \"MB pruned files\", \"PR pruned files\", \"pruned files\", \"MB flushes\", \"PR flushes\", \"flushes\"]))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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HKuTxeE76jOhq5xoyJFHvv79GhmFozZrVSki4Vk6n059fCwAAAEADc7vLNG9eusrL3VZHOQ0l8RwUF39v/rmo6Hudf/75Z/T+119/Rd99t1t/+tNf9N576/Tcc3+SdPwmNSfYbLZq7/nFLy5VSEiIPvtsu/7+97/p+utvOodvAAAAAMAK2dmZ2rHja2VlBd6TESiJ52DlyhUqLi7SwYPlevnlFzR48HVn9P4jRw6rZctWatu2nQ4eLNeyZf/Pp/cNGXKTFi6cL4cjRJdf3vMskgMAAACwittdptzcdTIMQ7m56wNuNpGSeA5+9ashmjp1km69dZg6duykO+/89Rm9/9Zbk/Xjj0eVmHitfvvbu9S3b7xP77v++pv0n//s1JAh3LAGAAAACDbZ2Znyeo+vHvR6vQE3m2gzTl7b2MyUlBwyB0eSvv9+tzp0uMDCRL45Xiyv07Jlr6hLl5+d0XuD5TsCAAAATdWECb/W0aM/mNutWp2nJUtqflJCQ7HbbYqMbFvzvkZNAr/IzHxTsbGXnHFBBAAAAGC9+Ph+cjhCJEkOR4ji4/tZnKi6EKsD4MyMHJkkwzD0xBMLrI4CAAAA4CwkJQ1Xbu46eTyS3W7X0KG3WB2pGkpikHnzzWyrIwAAAAA4By5XuPr3H6S1az9Q//4DFRbmsjpSNZREAAAAAGhkSUnDVVCwN+BmESVKIgAAAAA0OpcrXGlpM6yOUSNuXAMAAAAAMFESAQAAAAAmlpvW46Xlr6m4tNzv542KCNO422/z+3kBAAAA4FxQEutRXFquPUc7+v/Epft8OmzkyCQdO1aplStXy+FwSJLeeSdLTzyRrilTfqfzzmutRYueVIcOxzPa7TZNnPigevfu4//MAAAAAJo8lpsGgcjI87V5c565/e67OerRI9bcjou7Un/5y6v6y19e1W9+c5+eeirDipgAAAAAmgBKYhC44YYkrV6dI0nat69AP/54VBdd1K3GYw8dOqR27UIbMx4AAACAJoTlpkHgiivilJm5QgcPHtS77+ZoyJCb9NVXX5r7t27drPHjk/XDD0fkdpdp/vxnLEwLAAAAIJgxkxgEbDYpIeFX+uCD9/TBB+/p2muvr7b/xHLTv/71bT3xxJOaNesRHT161KK0AAAAAIIZJTFI3HBDop5/fqkuuqibwsJctR53xRVxqqqq0q5dOxsvHAAAAIAmg+WmQaJTp876zW8m6JJLflHncTt3/ltHjhw273YKAAAAAGeCkliPqIgwnx9XccbnPUPDht1S4+snrkk0DEOSoUcemaXw8PBzTAgAAACgObIZx5tFs1RSckhe7/99/e+/360OHS6wMFHDaw7fEQAAAEDd7HabIiPb1ryvkbMAAAAAAAJYoyw3zcjI0Jo1a1RQUKDs7Gx1795de/fu1cSJE81jKioqdOjQIW3evFmSlJCQIKfTqZYtW0qSUlNTNWDAAEnSrl27lJaWJrfbLZfLpYyMDHXt2rUxvgoAAAAANGmNUhIHDx6scePG6fbbbzdf69y5s1atWmVuz507Vx6Pp9r7Fi1apO7du592vpkzZyo5OVnDhg3TqlWrNGPGDL300ksN9wUAAAAAoJlolOWmcXFxiomJqXV/ZWWlsrOzNWLEiHrPVVJSovz8fCUmJkqSEhMTlZ+fr9LSUr/lBQAAAIDmKiDubvrhhx8qOjpaP//5z6u9npqaKsMw1Lt3b02dOlWhoaEqLCxUdHS0HA6HJMnhcCgqKkqFhYWKiIiwIj4AAAAANBkBURLfeuut02YRly9frpiYGFVWVmru3LlKT0/XggUL/Pq5p97Np7jYrpCQpn0vH7vdrvbt21kdAwAAAECAsrwkFhUVacuWLZo/f361108sT3U6nUpOTtZ9991nvl5UVCSPxyOHwyGPx6Pi4uI6l7PW5tRHYHi9XlVVeasds+r1ZfrBXXzG567Pea4oDRuTUu9xI0cmyel0qkULp7xej+6889eKiIjU7373gLp0uUAeT5XCwlz63e8e0QUXdK33fF6vV/v3V/jhGwAAAAAIVnU9AsPykpiZmalBgwZVe/j7kSNH5PF41K5dOxmGodWrVys2NlaSFBkZqdjYWOXk5GjYsGHKyclRbGxsgy01/cFdrKtaFvn9vB+7fT92zpwMXXTRf+mbb77Svff+Wo899gd17XqRnn/+ZUnSkiWLtGjRU3ryyUV+zwkAAACgeWmUkjhnzhy99957OnDggO666y65XC698847ko6XxOnTp1c7vqSkRJMnT5bH45HX61W3bt00c+ZMc/+sWbOUlpamJUuWKDQ0VBkZGY3xNSzXvfvFat26tQoL91V7vVev3vr441yLUgEAAABoShqlJD766KN69NFHa9y3Zs2a017r0qWL3n777VrP161bN61YscJf8YLGtm1bVVlZqc6df2a+5vV6lZu7Ttdee52FyQAAAAA0FZYvN0X9Hn30YTmdLdWmTRvNnZshhyNE3377H40fn6wDB4oVGhqmpUuXWR0TAAAAQBNASQwCJ65JPGHbtq3mNYnHjh3TzJmPaMGCeUpPf8LClAAAAACagqb9vIdmoEWLFkpNTdM//vGxduz42uo4AAAAAIIcJbEJiIiI1G233aFly/6f1VEAAAAABDmbYRhG/Yc1Tac+J/H773erQ4cLqh1j9XMS/a2m7wgAAACgeQno5yQGOiuKHAAAAABYheWmAAAAAAATJREAAAAAYKIknqIpX6LZlL8bAAAAAP+gJJ4kJMSpw4cPNskyZRiGDh8+qJAQp9VRAAAAAAQwblxzkvDw9ior269Dh9xWR2kQISFOhYe3tzoGAAAA0Oy53WVaunSx7rvvfoWFuayOUw0l8SQOR4jOPz/G6hgAAAAAmrjs7Ezt2PG1srJWauzYwHqiAstNAQAAAKARud1lys1dJ8MwlJu7XuXlbqsjVUNJBAAAAIBGlJ2dKa/3+H1QvF6vsrJWWpyoOkoiAAAAADSivLyN8niqJEkeT5Xy8jZanKg6SiIAAAAANKL4+H5yOI7fHsbhCFF8fD+LE1VHSQQAAACARpSUNFx2u02SZLfbNXToLRYnqo6SCAAAAACNyOUKV//+g2Sz2dS//0AegQEAAAAAzV1S0nAVFOwNuFlESbIZhmFYHcIqJSWHzLsKAQAAAEBzYbfbFBnZtuZ9jZwFAAAAABDAKIkAAAAAABMlEQAAAABgoiQCAAAAAEyURAAAAACAiZIIAAAAADBREgEAAAAAJkoiAAAAAMBESQQAAAAAmCiJAAAAAAATJREAAAAAYKIkAgAAAABMlEQAAAAAgImSCAAAAAAwURIBAAAAACZKIgAAAADAREkEAAAAAJgoiQAAAAAAEyURAAAAAGCiJAIAAAAATJREAAAAAICJkggAAAAAMFESAQAAAAAmSiIAAAAAwERJBAAAAACYKIkAAAAAABMlEQAAAABgoiQCAAAAAEyNUhIzMjKUkJCgHj166JtvvjFfT0hI0JAhQzRs2DANGzZMGzZsMPft2rVLo0eP1vXXX6/Ro0fr22+/9WkfAAAAAODsNUpJHDx4sJYvX65OnTqdtm/RokVatWqVVq1apQEDBpivz5w5U8nJyVqzZo2Sk5M1Y8YMn/YBAAAAAM5eo5TEuLg4xcTE+Hx8SUmJ8vPzlZiYKElKTExUfn6+SktL69wHAAAAADg3IVYHSE1NlWEY6t27t6ZOnarQ0FAVFhYqOjpaDodDkuRwOBQVFaXCwkIZhlHrvoiIiDP67MjItn7/PgAAAAAQzCwticuXL1dMTIwqKys1d+5cpaena8GCBY32+SUlh+T1Go32eQAAAAAQCOx2W62TZpbe3fTEElSn06nk5GRt27bNfL2oqEgej0eS5PF4VFxcrJiYmDr3AQAAAADOjWUl8ciRI6qoqJAkGYah1atXKzY2VpIUGRmp2NhY5eTkSJJycnIUGxuriIiIOvcBAAAAQDBwu8s0b166ysvdVkc5jc0wjAZfbzlnzhy99957OnDggMLDw+VyubR06VJNnjxZHo9HXq9X3bp106OPPqqoqChJ0s6dO5WWlqaDBw8qNDRUGRkZuuiii+rddyZYbgoAAADACi+/vExr136gq68erLFjUxr98+tabtooJTFQURIBAAAANDa3u0wPP/ygjh07phYtnJo//2mFhbkaNUPAXpMIAAAAAM1NdnamOVnl9XqVlbXS4kTVURIBAAAAoBHl5W2Ux1MlSfJ4qpSXt9HiRNVREgEAAACgEcXH95PDcfxphA5HiOLj+1mcqDpKIgAAAAA0oqSk4bLbbZIku92uoUNvsThRdZREAAAAAGhELle4+vcfJJvNpv79Bzb6TWvqE2J1AAAAAABobpKShqugYG/AzSJKPAKDR2AAAAAAaHZ4BAYAAAAAwCeURAAAAACAiZIIAAAAADBREgEAAAAAJkoiAAAAAMBESQQAAAAAmCiJAAAAAAATJREAAAAAYKIkAgAAAABMlEQAAAAAgImSCAAAAAAwURIBAAAAACZKIgAAAADAREkEAAAAAJgoiQAAAAAAEyURAAAAAGCiJAIAAAAATJREAAAAAICJkggAAAAAMFESAQAAADQZbneZ5s1LV3m52+ooQYuSCAAAAKDJyM7O1I4dXysra6XVUYIWJREAAABAk+B2lyk3d50Mw1Bu7npmE88SJREAAABAk5CdnSmv15Akeb1eZhPPUojVAQAAAADAH/LyNsrjqZIkeTxVysvbqLFjUxo9x2OPTVNBwV6/nrNTp86aPXu+X89ZG0oiAAAAgCYhPr6f1q9fK4+nSg5HiOLj+1mSw9cyl5KSrGXLXm3gNGeO5aYAAAAAmoSkpOGy222SJLvdrqFDb7E4UXCiJAIAAABoElyucPXvP0g2m039+w9UWJjL6khBieWmAAAAAJqMpKThKijYyyziOaAkAgAAAGgyXK5wpaXNsDpGUGO5KQAAAADAREkEAAAAAJgoiQAAAAAAEyURAAAAAGCiJAIAAAAATJREAAAAAICJkggAAAAAMFESAQAAAAAmSiIAAAAAwERJBAAAAACYKIkAAAAAAFNIY3xIRkaG1qxZo4KCAmVnZ6t79+4qKyvTtGnT9N1338npdOqCCy5Qenq6IiIiJEkJCQlyOp1q2bKlJCk1NVUDBgyQJO3atUtpaWlyu91yuVzKyMhQ165dG+OrAAAAAECT1igziYMHD9by5cvVqVMn8zWbzaa7775ba9asUXZ2trp06aIFCxZUe9+iRYu0atUqrVq1yiyIkjRz5kwlJydrzZo1Sk5O1owZMxrjawAAAABAk9coJTEuLk4xMTHVXnO5XOrbt6+53bNnT+3bt6/ec5WUlCg/P1+JiYmSpMTEROXn56u0tNS/oQEAAACgGWqU5ab18Xq9eu2115SQkFDt9dTUVBmGod69e2vq1KkKDQ1VYWGhoqOj5XA4JEkOh0NRUVEqLCw0l6r6KjKyrd++AwAAAACcqfbt21kd4TQBURJnz56t1q1b64477jBfW758uWJiYlRZWam5c+cqPT39tOWo56qk5JC8XsOv5wQAAAAAX+3fX2HJ59rttlonzSy/u2lGRoZ2796tp59+Wnb7/8U5sTzV6XQqOTlZ27ZtM18vKiqSx+ORJHk8HhUXF5+2nBUAAAAAcOYsLYkLFy7Uv/71Lz333HNyOp3m60eOHFFFxfFGbRiGVq9erdjYWElSZGSkYmNjlZOTI0nKyclRbGzsGS81BQAAAACczmYYRoOvt5wzZ47ee+89HThwQOHh4XK5XHr66aeVmJiorl27qlWrVpKkzp0767nnntOePXs0efJkeTweeb1edevWTY8++qiioqIkSTt37lRaWpoOHjyo0NBQZWRk6KKLLjrjXCw3BQAAAGCVlJRkLVv2qiWfXddy00YpiYGKkggAAADAKoFaEi2/JhEAAAAAEDgoiQAAAAAAEyURAAAAAGCiJAIAAAAATJREAAAAAICJkggAAAAAMFESAQAAAAAmSiIAAAAAwERJBAAAAACYKIkAAAAAABMlEQAAAABgoiQCAAAAAEyURAAAAACAiZIIAAAAADBREgEAAAAAJkoiAAAAAMBESQQAAAAAmCiJAAAAAABTSF07p02b5tNJnE6n5syZ45dAAAAAAADr1FkSV69erXvvvbfekyxbtoySCAAAAABNQJ0lMSYmRpMmTar3JDk5OX4LBAAAAACwjs0wDMPqEFYpKTkkr7fZfn0AAAAAZyB16gSVut1Wx6hThMulBU8tqfc4u92myMi2Ne6rcyYRAAAAAHBcqdutWQOirY5Rp1kbis75HD7d3fSDDz7Qn/70J23evFlVVVV66KGHdMUVV2jMmDHas2fPOYcAAAAAAASGekvi4sWLlZ6ervz8fKWmpmrq1Kmy2WxauHChunTporlz5zZGTgAAAABAI6h3uembb76pV199VZ06ddK3336rG264QVu2bFHbtm0VFxenwYMHN0ZOAAAAAEAjqHcmsaKiQp06dZIkde3aVa1bt1bbtscvcGzTpo0qKysbNiEAAAAAoNH4dE3iyRwOR0PkAAAAAAAEgHqXm/7www+6+uqrze2Kigpz2zAMHT16tKGyAQAAAAAaWb0l8cUXX2yMHAAAAACAAFBvSbzyyisbIwcAAAAAIADUWxKfffbZek8yadIkv4QBAAAAAFjLp5J44YUX6tJLL5VhGKftt9lsDRIMAAAAAND46i2JaWlpysrK0r/+9S/dfPPNGjZsmKKjoxsjGwAAAACgkdX7CIzx48dr5cqVWrRokcrLyzVmzBjdddddWrVqFc9IBAAAAIAmxufnJP7Xf/2Xfve73+nvf/+7YmNj9fvf/16ffPJJQ2YDAAAAADSyepebnrBz505lZmZq9erV6tKli+bOnasrrriiIbMBAAAAABpZvSXxlVdeUWZmpo4ePaphw4Zp+fLliomJaYxsAAAAAIBGVm9JnDNnji688EL94he/0L///W8tXLjwtGPmz5/fIOEAAAAAAI2r3pI4ceJEHnMBAAAAAM1EvSVx8uTJjZEDAAAAABAA6ry76X/+8x+fTuLrcQAAAACAwFZnSRw5cqRPJxkzZoxfwgAAAAAArFXnctOjR4/q9ttvr/ckx44d81sgAAAAAIB16iyJc+fO9ekkdnudE5IAAAAA0CTM2lBkdYQGV2dJHD58eGPlAAAAAICAN2tAtNUR6uSPEssUIAAAAADA1CglMSMjQwkJCerRo4e++eYb8/Vdu3Zp9OjRuv766zV69Gh9++2357wPAAAAAHD2GqUkDh48WMuXL1enTp2qvT5z5kwlJydrzZo1Sk5O1owZM855HwAAAADg7J1xSfR6vSouLj6j98TFxSkmJqbaayUlJcrPz1diYqIkKTExUfn5+SotLT3rfQAAAACAc+NzSTx48KAeeughXXbZZbruuuskSR988IEWLlx4Vh9cWFio6OhoORwOSZLD4VBUVJQKCwvPeh8AAAAA4NzUeXfTk82cOVOhoaH68MMPddNNN0mSevXqpYyMDE2ZMqXBAjakyMi2VkcAAAAAAL9q377dOb3f55KYl5enDRs2qEWLFrLZbJKkiIgIlZSUnNUHx8TEqKioSB6PRw6HQx6PR8XFxYqJiZFhGGe170yVlByS12ucVX4AAAAACET791fUe4zdbqt10szn5abt2rVTWVlZtdf27dun9u3b+3qKaiIjIxUbG6ucnBxJUk5OjmJjYxUREXHW+wAAAAAA58bnkjhq1Cjdf//9+sc//iGv16vt27fr4Ycf1pgxY+p975w5czRw4EB9//33uuuuu8zlqrNmzdIrr7yi66+/Xq+88or+8Ic/mO85230AAAAAgLNnMwzDp/WWhmHoxRdf1BtvvKF9+/YpJiZGo0eP1p133mkuPw02LDcFAAAA4KuUlGTNGhBtdYw6zdpQpGXLXq33uLqWm/p8TaLNZtP48eM1fvx4nwMCAAAAAIKLz8tNBw8eXOPjLpKSkvwaCAAAAABgHZ9L4v79+7Vt2zbde++9OnTokPn63r17GyQYAAAAAKDx+VwSQ0JC9MILLyg6OlqjR4/Wd999J0lBez0iAAAAAOB0PpdE6XhR/MMf/qCxY8fqtttuU25ubkPlAgAAAABYwOcb15x8E9QxY8bov/7rvzRlyhQdPXq0QYIBAAAAABqfzyXxhRdeqLYdFxenN954Q//4xz/8HgoAAAAAYI06l5uePHt42WWXyev1Vvu/6OhoDRs2rMFDAgAAILC43WWaNy9d5eVuq6MA8LM6ZxJ79+6tbdu2SZIuueSS025SYxiGbDabvvzyy4ZLCAAAgICTnZ2pHTu+VlbWSo0dm2J1HAB+VGdJfOedd8w/f/DBBw0eBgAAAIHP7S5Tbu46GYah3Nz1Gjr0FoWFuayOBcBP6iyJMTEx5p87depUbd/Ro0dlt9vldDobJhkAAAACUnZ2prze45cleb1eZhOBJsbnG9dkZGTohhtu0GWXXaa1a9fq/vvvl81m08KFC5WQkNCQGQEAABBA8vI2yuOpkiR5PFXKy9tISUSzEOFyadaGIqtj1CnC5Trnc9iMk+9OU4f+/fvr73//u8477zyNGjVKd999t9q1a6cnnnhC2dnZ5xzECiUlh8zfggEAAMA3L7+8TOvXr5XHUyWHI0QDB15NSQTOQkpKspYte9WSz7bbbYqMbFvzPl9P8sMPP+i8885TWVmZ9uzZo+uvv15XXXWVCgoK/BYUAAAAgS8pabjs9uM3NLTb7Ro69BaLEwHwJ59LYteuXZWVlaXly5erX79+kqTS0lK1atWqwcIBAAAg8Lhc4erff5BsNpv69x/ITWuAJsbnaxJnzpypxx9/XC1atNDcuXMlSbm5uWZhBAAAQPORlDRcBQV7mUUEmiCfr0lsirgmEQAAAIBVgv6aRAAAAABA00dJBAAAAACYKIkAAAA4Y253mebNS1d5udvqKAD8jJIIAACAM5adnakdO75WVtZKq6MA8DOfS6JhGHrjjTc0btw4JSUlSZK2bNmi1atXN1g4AAAABB63u0y5uetkGIZyc9czmwg0MT6XxGeeeUZvvvmmRo8ercLCQklShw4d9Oc//7nBwgEAACDwZGdnmneI93q9zCYCTYzPJTEzM1NLly7VTTfdJJvNJknq3Lmz9uzZ02DhAAAAEHjy8jbK46mSJHk8VcrL22hxIgD+5HNJ9Hg8atOmjSSZJfHw4cNq3bp1wyQDAABAQIqP7yfJ9tOW7adtAE2FzyVx0KBBeuKJJ1RZWSnp+DWKzzzzjK655poGCwcAAIDAM2hQgiTjpy1DV1892Mo4APzM55L4+9//XsXFxerdu7cqKirUq1cv7du3T6mpqQ2ZDwAAAAFm3boPzZVlNptNa9d+YHEiAP4U4uuBbdu21ZIlS1RSUqKCggLFxMSoffv2DZkNAAAAASgvb6MM4/hMomEYysvbqLFjUyxOBcBfzuo5ieHh4Tp69Kj27NnDjWsAAACamfj4fnI4js81OBwhXJMINDE+zySuX79e06dP1/79+6u9brPZ9OWXX/o9GAAAAAJTUtJwbdiwVpJks0lDh95iZRwAfuZzSUxPT9eECRM0fPhwtWrVqiEzAQAAIIC5XOFq0cKpqqoqtWjhVFiYy+pIAPzI5+WmBw8e1JgxYyiIAAAAzdx3332rH344Ikn64Ycj2rNnt8WJAPiTzyVxxIgReuuttxoyCwAAAILAH/+4+JTtRRYlAdAQ6lxumpycbN7e2DAMvfzyy/p//+//6fzzz6923PLlyxsuIQAAAAJKUVFhte3vvy+s5UgAwajOkjhq1Kg6twEAAAAATUudJXH48OGNlQMAAABBIi6ur7Zu3VRtG0DT4fPdTefMmaMbb7xRV1xxhfnatm3b9O6772r69OkNEg4AAACN77HHpqmgYK/Px2/dukkpKcm17u/UqbNmz57vj2gAGoHNMAzDlwN/+ctfav369XI6neZrlZWVGjRokPLy8hosYEMqKTkkr9enrw8AAICTLFnyjLZu3aS4uL6aMOEBq+MAQSklJVnLlr1qyWfb7TZFRrateZ+vJ7HZbDq1T3o8Hnm93nNLBwAAgKCTnDxOknT77XdanASAv/lcEuPi4vT000+bpdDr9Wrx4sWKi4trsHAAAAAITC5XuCQpLMxlbRAAfufzNYnTp0/XPffco/79+6tjx44qLCxU+/bttXTp0obMBwAAAABoRD6XxA4dOigzM1OfffaZvv/+e8XExOiyyy6T3e7zZCQAAAAAIMD5XBIlyW63q1evXg2VBQAAAABgMZ9L4qFDh7R48WJt2bJFZWVl1W5is3bt2obIBgAAAABoZD6vFZ01a5by8/M1YcIEud1uPfroo4qJidH48eMbMB4AAAAAoDH5PJO4ceNGrV69WuHh4XI4HLr22mt16aWX6t5776UoAgAAAMBPHntsmgoK9vp0bEpKsk/HderUWbNnzz+XWD7zuSR6vV61a9dOktS6dWsdPHhQ7du31+7duxssHAAAAAAEm8Yqcw3F55J48cUXa8uWLYqPj1dcXJz+8Ic/qE2bNurates5Bdi7d68mTpxobldUVOjQoUPavHmzEhIS5HQ61bJlS0lSamqqBgwYIEnatWuX0tLS5Ha75XK5lJGRcc5ZAAAAAKC587kkzpkzx7xZzaOPPqonn3xSBw8e1Pz559aSO3furFWrVpnbc+fOlcfjMbcXLVqk7t27n/a+mTNnKjk5WcOGDdOqVas0Y8YMvfTSS+eUBQAAAACaO59LYpcuXcw/R0REaO7cuX4PU1lZqezsbD3//PN1HldSUqL8/Hy98MILkqTExETNnj1bpaWlioiI8HsuAAAAAGgufL676Zw5c7Rt27Zqr23bts2vZfHDDz9UdHS0fv7zn5uvpaamKikpSbNmzdLBgwclSYWFhYqOjpbD4ZAkORwORUVFqbCw0G9ZAAAAAKA58nkmMScnR9OmTav22i9+8QtNnDhR06dP90uYt956SyNGjDC3ly9frpiYGFVWVmru3LlKT0/XggUL/PJZkhQZ2dZv5wIAAGiO2rdvZ3UEAH7mc0m02WzmNYkneDweeb1evwQpKirSli1bql3jGBMTI0lyOp1KTk7WfffdZ75eVFQkj8cjh8Mhj8ej4uJi83hflZQcktdr1H8gAAAAarR/f4XVEQCcBbvdVuukmc/LTePi4vT000+bpdDr9Wrx4sWKi4vzS8jMzEwNGjRI4eHhkqQjR46oouL4v3QMw9Dq1asVGxsrSYqMjFRsbKxycnIkHZ/ljI2N5XpEAAAAADhHPs8kTp8+Xffcc4/69++vjh07qrCwUO3bt9fSpUv9EiQzM7PastWSkhJNnjzZnK3s1q2bZs6cae6fNWuW0tLStGTJEoWGhiojI8MvOQAAAACgObMZp64hrYPX69Xnn3+uwsJCxcTE6LLLLpPd7vNkZMBhuSkAAMDZS0lJ1rJlr1odA8BZqGu5qc8zicdPZFfPnj3Vs2dPf+QCAAAAAASY4J0GBAAAAAD4HSURAAAAAGCiJAIAAAAATJREAAAAAICJkggAAAAAMFESAQAAAAAmSiIAAAAAwERJBAAACCBud5nmzUtXebnb6igAmilKIgAAQADJzs7Ujh1fKytrpdVRADRTlEQAAIAA4XaXKTd3nQzDUG7uemYTAViCkggAABAgsrMz5fUakiSv18tsIgBLUBIBAAACRF7eRnk8VZIkj6dKeXkbLU4EoDmiJAIAAASI+Ph+cjhCJEkOR4ji4/tZnAhAc0RJBAAACBBJScNlt9skSXa7XUOH3mJxIgDNESURAAAgQLhc4erff5BsNpv69x+osDCX1ZEANEMhVgcAAADA/0lKGq6Cgr3MIgKwDCURAAAggLhc4UpLm2F1DADNGMtNAQAAAAAmSiIAAAAAwGQzDMOwOoRVSkoOmQ+sBQAAaOpSp05QqdttdYw6RbhcWvDUEqtjAE2e3W5TZGTbGvdxTSIAAEAzUep2a9aAaKtj1GnWhiKrIwDNHstNAQAAAAAmSiIAAAAAwERJBAAAAACYKIkAAAAAABMlEQAAAABgoiQCAAAAAEyURAAAAACAiZIIAAAAADBREgEAAAAAJkoiAAAAAMBESQQAAAAAmEKsDgAAAIDGM2tDkdURAAQ4SiIAAEAzMmtAtNUR6kSJBazHclMAAAAAgImSCAAAAAAwsdwUAAA0qscem6aCgr1+PWenTp01e/Z8v54TAJorSiIAAGhUvpa5lJRkLVv2agOnAYIPv2hBQ6MkAgAAAEHkTMocv2zB2eCaRAAAAACAiZIIAAAAADBREgEAAAAAJkoiAAAAAMBESQQAAAAAmCiJAAAAAAATj8AAAABoJiJcLs3aUGR1jDpFuFxWRwCavYAoiQkJCXI6nWrZsqUkKTU1VQMGDNCuXbuUlpYmt9stl8uljIwMde3aVZLq3AcAABpf6tQJKnW7/XrOlJRkv54vwuXSgqeW+PWcwcTf351n8AFNU0CURElatGiRunfvXu21mTNnKjk5WcOGDdOqVas0Y8YMvfTSS/XuAwAAja/U7dasAdFWx6hToM+iAUAgCNhrEktKSpSfn6/ExERJUmJiovLz81VaWlrnPgAAAADA2QuYmcTU1FQZhqHevXtr6tSpKiwsVHR0tBwOhyTJ4XAoKipKhYWFMgyj1n0RERFWfg0AAAAACGoBURKXL1+umJgYVVZWau7cuUpPT9f48eMb/HMjI9s2+GcAAIDA0r59O6sjNCn8PAMfY4QzFRAlMSYmRpLkdDqVnJys++67T7///e9VVFQkj8cjh8Mhj8ej4uJixcTEyDCMWvediZKSQ/J6jYb4SgAAIEDt319hdYQmhZ9n4GOMUBO73VbrpJnl1yQeOXJEFRXH/4drGIZWr16t2NhYRUZGKjY2Vjk5OZKknJwcxcbGKiIios59AAAAAICzZ/lMYklJiSZPniyPxyOv16tu3bpp5syZkqRZs2YpLS1NS5YsUWhoqDIyMsz31bUPAAAAAHB2LC+JXbp00dtvv13jvm7dumnFihVnvA8AAAAAcHYsX24KAAAAAAgclEQAAAAAgImSCAANwO0u07x56Sovd1sdBbVgjAAAqBklEQAaQHZ2pnbs+FpZWSutjoJaMEYAANTM8hvXAEBT43aXKTd3nQzDUG7ueg0deovCwlxWx8JJGKOGM2tDkdURAADniJIIAH6WnZ0pj8crSfJ4PMrKWqmxY1MsToWTMUYNZ9aAaKsj1IkSCwD1oyQCgJ/l5W2U1+uRJHm9HuXlbaSABBjGCKjbY49NU0HBXp+OTUlJrveYTp06a/bs+ecaC0AjoSQCgJ9dcUWcPv54Q7VtBBbGCKgbhc4aqVMnqNTt9vt5fSnyvopwubTgqSV+Ox8CEyURAPyssrKy2vaxY5W1HAmrMEYAAlGp282SbQQE7m4KAH62ffvWatvbtm2t5UhYhTECgKaLRxydO0oiAPiZ12vUuQ3rMUYA0HT95S9/1jfffKW//OX/WR0laFESAcDPnE5nnduwHmMEAE2T212mzz/fLkn67LPtzCaeJUoiAPjZjz8erXMb1mOMAKBp+stf/nzKNrOJZ4OSCAAAAKBJODGLeMJnn22v5UjUhZIIAAAAADBREgHAzxwOR53bsB5jBABA7SiJAOBnNputzm1YjzECAKB2lEQA8LOQkJA6t2E9xggAgNpREgHAz44ePVrnNqzHGAFA02Sz2evchm/4qQEAAABnwO0u07x56TyDLwCFh4dX246IiLAoSXCjJAIAAABn4M03X9c333ylFSteszoKTlFaWlJtu6TkgEVJghsXYQDAGXrssWkqKNh7Ru9JSUmudV+nTp01e/b8c42FkzBGABqK212mjz/eIEn6+OMNGjXqNoWFuawNBfgZJREAzlB9ZWHJkme0desmc7tPn1/qvvvub+hYOAljBKChvPnm69W2V6x4TXfffZ9FaXAqm80mwzCqbePMURIBwM+Sk8dVKyDJyeMsTIOaMEYAzlZeXu5p25TExnOmK0UMw6hzpYjEapGaUBIBwM9crnDFxfXV1q2b1KfPL1mGFIAYIwBn6+RZqpq20bDqK3Nud5mmTp1obi9cuIR/x58FblwDAA3gxMwUM1SBizECgKbnxC8BJalPn74UxLNESQSABuByHb8FN/9xClyMEQA0Tf/3S8A7LU4SvCiJAAAAAJoMfgl47iiJAAAAAAATJRFAUHG7yzRvXrrKy91WR0EtGCMAAIIbJRFAUMnOztSOHV8rK2ul1VFQC8YIAIDgRkkEEDTc7jLl5q6TYRjKzV3PTFUAYowAAAh+PCcRQNDIzs6U13v8eVRer1dZWSs1dmyKxalwMsaoeYtwuTRrQ5HVMeoU4XJZHQEAAh4lEUDQyMvbKI+nSpLk8VQpL28jBSTAMEbN24Knlvj1fCkpyVq27FW/nhM4VzabTYZhVNsGmhpKIoCgER/fT+vXr5XHUyWHI0Tx8f2sjoRTMEYAgt1jj01TQcFen483DEMpKcm17u/UqbNmz57vj2hAo6EkAggaSUnDlZu7Th6PZLfbNXToLVZHwikYIwDBrr5C9+c//1Eff7zB3L7qqgG6++77/Pb5gb5kG80DJRFA0HC5wtW//yCtXfuB+vcfyENyAxBjBKCpGzlyjPLycmUYhmw2m0aNus2v5581INqv5/O3hiqxU6ZMUnl5qV/PWdcM79kIC4vQwoXP+vWcgYqSCCCoJCUNV0HBXmaoAhhjBKApc7nCFR/fXx9/vEHx8f35ZZiflJeXql3sGKtj1Kn8y9etjtBoKIkAgorLFa60tBkNcu7UqRNU6nb79Zz+/i1mhMvl95uD+FtDjVFDjI/k3zEKhvEBcO5Gjhyjjz/e4PdZRCBQUBIB4CelbnezXeYTDBgfAIHC5QqXJGYR0WTZrQ4AAAAAAAgczCQCAAAAsFxFM7rmL9BREgEAAABYLtBvXNOcSizLTQEAAAAAJmYSAeAk3HgksDE+ANA0hYVFBPwjJsLCIqyO0GgoiQBwEu6eGdgYHwBomvz9kPqUlGQtW/aqX8/ZnLDcFAAAAABgYiYRAAAATdqUKZNUXl7q9/OmpCT77VzNaSkjAp/lJbGsrEzTpk3Td999J6fTqQsuuEDp6emKiIhQQkKCnE6nWrZsKUlKTU3VgAEDJEm7du1SWlqa3G63XC6XMjIy1LVrVwu/CQAAAAJReXlpwN85M9Cvx0PzYnlJtNlsuvvuu9W3b19JUkZGhhYsWKDHH39ckrRo0SJ17979tPfNnDlTycnJGjZsmFatWqUZM2bopZdeatTsAJqWCJcr4K8pi3C5rI5gGcYHAIDGYXlJdLlcZkGUpJ49e+q1116r8z0lJSXKz8/XCy+8IElKTEzU7NmzVVpaqogIpuoBnJ0FTy3x6/m4aN6//D0+EmMEAEBNLC+JJ/N6vXrttdeUkJBgvpaamirDMNS7d29NnTpVoaGhKiwsVHR0tBwOhyTJ4XAoKipKhYWFZ1QSIyPb+v07AMDJ2rdvZ3UE1KM5jlFpaanmz5+vhx9+WOHh4VbHqVNzHB8g0AXLP5fBkjMQBVRJnD17tlq3bq077rhDkrR8+XLFxMSosrJSc+fOVXp6uhYsWOC3zyspOSSv1/Db+QDgVPv3V1gdAfVojmP08ssv/7Qi5yWNHZtidZw6NcfxQcOo4Jo/v7Hyn8vHHpumgoK9Ph2blJTk03GdOnXW7NnzzyVWULLbbbVOmgVMSczIyNDu3bu1dOlS2e3Hn8wRExMjSXI6nUpOTtZ9991nvl5UVCSPxyOHwyGPx6Pi4mLzeAAAUDO3u0wbNqyVYRjasGGdhg69RWFhLotT4WRud5mWLl2s++67n7Hxo0C/cU3Fl69z7bUPmmOZs0JAlMSFCxfqX//6l/70pz/J6XRKko4cOSKPx6N27drJMAytXr1asbGxkqTIyEjFxsYqJydHw4YNU05OjmJjY7keEQCAemRnZ6qqqkqSVFV1TFlZKwN+NrG5Wbz4Ke3atVPPPvuUpk9PtzoOGhHXXiNQWF4Sd+zYoaVLl6pr164aM+b4b3g6d+6stLQ0TZ48WR6PR16vV926ddPMmTPN982aNUtpaWlasmSJQkNDlZGRYdVXAAAgaHz8ce5p25TEwOF2l2nXrp2SpJ07/63ycjeziX4QFhYR8I+Y4DmJCCSWl8T//u//1tdff13jvrfffrvW93Xr1k0rVqxooFQAADRNLVo49eOPR83tEyt4EBgWL36q2jazif6xcOGzfj8nM3RoyuxWBwAAAI3n0KGD1bYrKg7WciSscGIW8YSdO/9tURIAzRklEQAAAABgsny5KQAEmzO5/XZKSnK9xzTXW283JMYIAICzR0kEgDNEWQh8jBEAAGePkggAQBNxJjOoJ6trNpVZVP86mzFifAA0NkoiAABNhC9lYcWK1/Xuu1nmdlLSzRo+/NaGjIWT1DdGjA+AQEBJBACgGRk1aky1EkIBCSyMj/W4phmgJAIA0OzccMNQvftulpKSbrY6CmrA+FiLQgfwCAzUwu0u07x56Sovd1sdBbVgjACcrVGjxkhilipQMT4ArEZJRI2yszO1Y8fXyspaaXUU1IIxAgAAQENguSlO43aXKTd3nQzDUG7ueg0deovCwlxWx8JJGCOgeZkyZZLKy0v9fl5frqfyVVhYhBYufNZv5ws2DTFG/hwfiTEC4DtKIk6TnZ0pr9eQJHm9XmVlrdTYsSkWp8LJGCOgeSkvL1W72DFWx6hT+ZevWx3BUowRgKaE5aY4TV7eRnk8VZIkj6dKeXkbLU6EUzFGAAAAaCjMJOI08fH99NFHH0gyJNkUH9/P6kg4BWMEND8VzAIFPMYIQFNBScRpBg1K0Ecfvf/TlqGrrx5saR6cjjECmp9AX8pIQWKMADQdlEScZuXKFdW2MzNX6P77Uy1Kg5owRkDzEhYWEfDXk4WFRVgdwVKMEYCmhJKI03z++fZq259+us2iJKgNYwQ0Lw1xR8qUlGQtW/aq38/bXPl7jBgfAFbixjUAAAAAABMlEQAAAABgoiQCCCpud5nmzUtXebnb6iioBWMEAEBwoyQCCCrTpj2ob775StOmPWB1FNSCMQLQ1PHLMDR13LgGQNBwu8tUVXVMknTs2DGVl7sVFuayNhSqYYys9dhj01RQsNfn41NSkus9plOnzpo9e/65xMJJzmSMGJ/AlZ2dqR07vlZW1kqNHZtidRzA7yiJjWzFitf17rtZSkq6WcOH32p1HNSAMQpc06Y9eMr2A/rf/33RmjCoEWNkLcpC4GOMgp/bXabc3HUyDEO5ues1dOgt/DIMTQ7LTRvZu+9mSZKys9+2NghqxRgFrhMzVCccO3asliNhFcYIQFOXnZ0pr9eQJHm9XmVlrbQ4EeB/lMRGtGJF9YfsZma+YVES1IYxAgAAdcnL2yiPp0qS5PFUKS9vo8WJAP9juWkjOjFDdUJ29tssZwwwjJG1zvR6Kqn+a3a4Xse//D1GjA+AYBMf30/r16+Vx1MlhyNE8fH9rI4E+B0lsRniL3mB7WzGR2oaY1Rfxpq+47JlrzZUHNSAMQLQ3CUlDVdu7jp5PJLdbtfQobdYHQnwO0qiHwVL+arvnG53maZOnWhuL1y4pElckB0s5cuX8zXVMarPQw+l6ckn55nbqamPWJgGNWGMADR1Lle4+vcfpLVrP1D//gObxX9/0fxQEv2oqfyG3eUK12WX9dLnn29Xz569msy//HwpX4xRw5gyZZLKy0v9ft4FCx7327nCwiK0cOGzfjtfMGmo8ZH8N0bNeXwABJ6kpOEqKNjLLCKaLEpiI7rhhqHVrnlLSrrZujD1GD/+bk2dOlF33vkbq6M0KsaoYZSXl6pd7Bi/nOtYxfc6unedWnUZpBZtO/jlnJJU/uXr9R/URPlzfKSGGaPmPD4AAo/LFa60tBlWxwAaDCWxEY0aNaZaAfHnDVFSp05Qqdvtt/OdMGXKBL+dK8Ll0oKnlvjtfA2BMWq4Marw81/yj+5Zq6N+PWPz5u/xkRgjAACCFSXRBw21FKu+uzKeqVkDov16Pn+btaGoQc7bkEvl/DVGYWERKi93N9sxOv79G2aM/CUsLMLqCJZhfNDYzuQacV//PRwsN+gCgGBASfRBoP/l6YSG+gt+oAuG8TmRsbmOkb+vJUtJSQ7Ia0WDVUNc68cYoS6UOQAIbHarAwSDYPgNdgtH4A9lhMvVIOcNhvEJC4tosO/vT8GQEQAAAA3LZhiGYXUIq5SUHJLX27hf/+WXl+mjj97XNddcq7FjUxr1s89Uc50JYIysc7aPKakLS9D8y99jxPgAQMNqan9XgP/Y7TZFRratcR/LTRuR212m3Nx1kqTc3PUaOvSWgH90QXPDGFmLshD4GCMAAJo+SqIfnclv2I8dq6z3rpT8ht2/znQGhDECAABAc8Ry00Zcbjphwq919OgP5narVudpyZLnG+3zT2C5WO0CYYxYcgkAAPyF5aaoDctNA0R8fD+tX79WHk+VHI4Qxcf3syQHZaF2gTBGjA8AAACsFPi3xGxCkpKGy2azSTre3IcOvcXiRLVzu8s0b166ysvdVkdpVIwRAAAAmjtmEhuRyxWuqKgo7dtXoPbtowL6hijZ2ZnaseNrZWWtDPg7fPoTYwQAAALdmV6akpKSXO8xXJqCk1ESG5HbXabi4uMPUy8uLlZ5uTsgS8iJO3wahtHs7vDJGAEAgEBHmUNDY7lpI8rOztSJ2wQZhqGsrJXWBqpFdnameUMfr9cbsDkbAmMEAACA5o6S2Ijy8jbK46mSJHk8VcrL22hxopoFS86GECzfPVhyAgAAIPhQEhtRfHw/ORzHV/haeXfT+gRLzoYQLN89WHICAAAg+FASG1FS0nDZ7SfunGkP2DtnBkvOhhAs3z1YcgIAACD4UBIbkcsVrv79B8lms6l//4EBe6ORYMnZEILluwdLTgAAAASfoL676a5du5SWlia32y2Xy6WMjAx17drV6lh1SkoaroKCvQE/8xMsORtCsHz3YMkJAACA4GIzjBP3cgw+48aN04gRIzRs2DCtWrVKb731ll566SWf319Scsi8QyQAAAAANBd2u02RkW1r3tfIWfympKRE+fn5SkxMlCQlJiYqPz9fpaWlFicDAAAAgOAVtMtNCwsLFR0dLYfDIUlyOByKiopSYWGhIiIifDpHbc0ZAAAAAJqroC2J/sByUwAAAADNUZNcbhoTE6OioiJ5PB5JksfjUXFxsWJiYixOBgAAAADBK2hLYmRkpGJjY5WTkyNJysnJUWxsrM9LTQEAAAAApwvqu5vu3LlTaWlpOnjwoEJDQ5WRkaGLLrrI5/ez3BQAAABAc1TXctOgLonnipIIAAAAoDlqktckAgAAAAD8j5IIAAAAADBREgEAAAAAJkoiAAAAAMBESQQAAAAAmCiJAAAAAABTiNUBrGS326yOAAAAAACNrq4u1KyfkwgAAAAAqI7lpgAAAAAAEyURAAAAAGCiJAIAAAAATJREAAAAAICJkggAAAAAMFESAQAAAAAmSiIAAAAAwERJBAAAAACYKIkAAAAAAFOI1QFwbnbt2qW0tDS53W65XC5lZGSoa9euVsfCTzIyMrRmzRoVFBQoOztb3bt3tzoSTlFWVqZp06bpu+++k9Pp1AUXXKD09HRFRERYHQ0/mTBhgvbu3Su73a7WrVvrscceU2xsrNWxUINnn31Wixcv5t93ASYhIUFOp1MtW7aUJKWmpmrAgAEWp8LJfvzxRz3++OPKy8tTy5Yt1bNnT82ePdvqWPjJ3r17NXHiRHO7oqJChw4d0ubNmy1M1bAoiUFu5syZSk5O1rBhw7Rq1SrNmDFDL730ktWx8JPBgwdr3Lhxuv32262OglrYbDbdfffd6tu3r6TjxX7BggV6/PHHLU6GEzIyMtSuXTtJ0vvvv69HHnlEmZmZFqfCqb744gt9+umn6tixo9VRUINFixZR3APY//zP/6hly5Zas2aNbDabDhw4YHUknKRz585atWqVuT137lx5PB4LEzU8lpsGsZKSEuXn5ysxMVGSlJiYqPz8fJWWllqcDCfExcUpJibG6hiog8vlMguiJPXs2VP79u2zMBFOdaIgStKhQ4dks9ksTIOaVFZWKj09XTNnzmR8gDN0+PBhvf3223rggQfMf37OP/98i1OhNpWVlcrOztaIESOsjtKgmEkMYoWFhYqOjpbD4ZAkORwORUVFqbCwkKVywFnwer167bXXlJCQYHUUnGL69OnauHGjDMPQn//8Z6vj4BTPPPOMhg4dqi5dulgdBbVITU2VYRjq3bu3pk6dqtDQUKsj4Sd79uyRy+XSs88+q02bNqlNmzZ64IEHFBcXZ3U01ODDDz9UdHS0fv7zn1sdpUExkwgAP5k9e7Zat26tO+64w+ooOMXcuXO1du1aTZkyRfPnz7c6Dk6yfft2/fOf/1RycrLVUVCL5cuXKysrS2+99ZYMw1B6errVkXCSqqoq7dmzR5dccolWrlyp1NRUTZ48WYcOHbI6Gmrw1ltvNflZRImSGNRiYmJUVFRkron2eDwqLi5meSNwFjIyMrR79249/fTTstv5V2Oguvnmm7Vp0yaVlZVZHQU/2bJli/7zn/9o8ODBSkhI0Pfff69f//rXys3NtToafnLi7wVOp1PJycnatm2bxYlwso4dOyokJMS8fOjyyy9XeHi4du3aZXEynKqoqEhbtmxRUlKS1VEaHH8TCmKRkZGKjY1VTk6OJCknJ0exsbEsNQXO0MKFC/Wvf/1Lzz33nJxOp9VxcJLDhw+rsLDQ3P7www8VFhYml8tlXShU89vf/la5ubn68MMP9eGHH6pDhw56/vnn1b9/f6ujQdKRI0dUUVEhSTIMQ6tXr+buwAEmIiJCffv21caNGyUdv3N9SUmJLrjgAouT4VSZmZkaNGiQwsPDrY7S4GyGYRhWh8DZ27lzp9LS0nTw4EGFhoYqIyNDF110kdWx8JM5c+bovffe04EDBxQeHi6Xy6V33nnH6lg4yY4dO5SYmKiuXbuqVatWko7fxey5556zOBkk6cCBA5owYYJ++OEH2e12hYWF6eGHH27y14IEs4SEBC1dupQ7aQaIPXv2aPLkyfJ4PPJ6verWrZseffRRRUVFWR0NJ9mzZ48eeeQRud1uhYSE6MEHH9SgQYOsjoVTXH/99Zo+fboGDhxodZQGR0kEAAAAAJhYbgoAAAAAMFESAQAAAAAmSiIAAAAAwERJBAAAAACYKIkAAAAAABMlEQCAM2AYhn7/+9+rT58+GjlypLZu3arrr7/e6limrKwspaSkWB0DABDEeAQGAABnYOvWrZo6dar+9re/qXXr1pZm2bt3rwYPHqwvvvhCISEhlmYBADQdzCQCAHAGCgoK1KlTp0YpiB6Pp8E/AwCAU1ESAQBNWmFhoSZNmqRf/vKX6tu3r9LT0+X1erVkyRJdc801io+P17Rp01RRUSHp+Oxcjx49lJmZqauvvlp9+/bVH//4R0nSihUr9Oijj+rTTz9Vr169tGjRIm3atEkDBw40P++LL77QzTffrF69eun+++/Xgw8+qIULF0qSVq5cqdtuu61avh49emj37t2SpLS0NM2cOVO/+c1v1LNnT23atElr167VzTffrCuuuEKDBg3S4sWLzffecccdkqQ+ffqoV69e2r59+2mfsW3bNo0YMUK9e/fWiBEjtG3bNnPf2LFj9fTTT2vMmDHq1auXUlJSVFpa6s8fPwAgCFESAQBNlsfj0T333KOOHTvqww8/1Pr163XjjTdq5cqVyszM1EsvvaT3339fR44cUXp6erX3fvLJJ/rb3/6mF198Uc8995x27typUaNG6Q9/+IN69uyp7du36/7776/2nsrKSk2aNEnDhw/X5s2blZiYqPfff/+MMufk5Ojee+/Vtm3b1Lt3b5133nnKyMjQ1q1b9b//+7967bXXzHO+8sorkqQtW7Zo+/bt6tWrV7Vzud1u3XPPPRo7dqw2bdqku+66S/fcc4/Kysqqfd4TTzyhvLw8HTt2TMuWLTujvACApoeSCABosj7//HMVFxdr2rRpat26tVq2bKm4uDhlZ2dr/Pjx6tKli9q0aaOpU6dq9erVqqqqMt87adIktWrVShdffLEuvvhiffXVV/V+3meffaaqqiqNGzdOLVq00HXXXadLL730jDIPHjxYvXv3lt1uV8uWLdW3b1/16NFDdrtdF198sW666SZt3rzZp3OtXbtWF1xwgW6++WaFhIQoMTFRF110kT766CPzmFtuuUUXXnihWrVqpSFDhujLL788o7wAgKaHq9wBAE1WYWGhOnbseNpNXYqLi9WpUydzu1OnTqqqqlJJSYn52vnnn2/++bzzztORI0fq/bzi4mJFR0fLZrOZr8XExJxR5lOP/+yzz7RgwQLt2LFDx44dU2VlpYYMGeLTuYqLi9WxY8dqr3Xs2FFFRUXmdvv27c0/+/o9AQBNGzOJAIAmKyYmRoWFhdVmCCUpKipKBQUF5va+ffsUEhKiyMjIc/q89u3bq6ioSCffOLywsND883nnnaejR4+a2/v376/3nA899JAGDx6sdevW6ZNPPtGYMWPM859cRmsSFRWlffv2VXutsLBQ0dHRPn0fAEDzREkEADRZl112mdq3b68nn3xSR44c0Y8//qhPPvlEiYmJevHFF7Vnzx4dPnxYCxcu1A033HDOj5Ho2bOnHA6HXnnlFVVVVen999/XP//5T3P/xRdfrB07dujLL7/Ujz/+WO0mNLU5fPiwwsLC1LJlS33++efKyckx90VERMhut2vPnj01vnfQoEH69ttvlZ2draqqKq1evVr//ve/dfXVV5/T9wQANG2URABAk+VwOLR06VLt3r1b11xzjQYOHKh3331XI0aM0NChQ3XHHXdo8ODBcjqdeuyxx87585xOpxYvXqw333xTffr0UVZWlq6++mo5nU5J0oUXXqiJEydq/Pjxuu6669S7d+96zzlz5kwtWrRIvXr10nPPPacbbrjB3Hfeeefp3nvv1W233aa4uDh9+umn1d4bHh6upUuX6oUXXlDfvn315z//WUuXLlVERMQ5f1cAQNNlM05eEwMAAPxq1KhRGjNmjEaMGGF1FAAAfMJMIgAAfrR582bt379fVVVVyszM1Ndff60BAwZYHQsAAJ9xd1MAAPxo165devDBB3XkyBF16dJFixYtUlRUlNWxAADwGctNAQAAAAAmlpsCAAAAAEyURAAAAACAiZIIAAAAADBREgEAAAAAJkoiAAAAAMBESQQAAAAAmP4/067TFp3advIAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1080x595.44 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"a = list()\n",
"\n",
"for cset in data.keys():\n",
" for binary in [\"MB\",\"PR\"]:\n",
" for (i, row) in data[cset][binary][\"prunes\"][0].iterrows():\n",
" a.append({\n",
" \"cset\": cset,\n",
" \"binary\": binary,\n",
" \"csize\": row.csize,\n",
" \"ccount\": row.ccount,\n",
" \"pruned_files\": row.pruned_files,\n",
" })\n",
"\n",
"df_cache = pd.DataFrame(a)\n",
"\n",
"sns.boxplot(data=df_cache, x=\"cset\", y=\"csize\", hue=\"binary\", linewidth=1)\n",
"plt.ylabel(\"cache size [MB]\")\n",
"plt.xlabel(\"configuration\")\n",
"plt.title(\"dbcache size (MB) on prune\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"colab": {
"collapsed_sections": [],
"name": "bench-20827.ipynb",
"provenance": []
},
"kernelspec": {
"display_name": "Python 3 for machine learning",
"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": "3.10.11"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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