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{ | ||
"cells": [ | ||
{ | ||
"cell_type": "markdown", | ||
"metadata": { | ||
"id": "KCI4qIU_pa-1" | ||
}, | ||
"source": [] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"metadata": { | ||
"id": "58xSRq9jpa-2" | ||
}, | ||
"source": [ | ||
"[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](http://colab.research.google.com/github/masanorihirano/pams/blob/main/examples/shock_transfer.ipynb)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": { | ||
"id": "OwaI8_xbpa-5", | ||
"colab": { | ||
"base_uri": "https://localhost:8080/" | ||
}, | ||
"outputId": "1df64bd6-6e6b-4365-8f03-c6f3fc583f5e" | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"# Please remove comment-out if necessary\n", | ||
"#! pip install pams matplotlib" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": { | ||
"id": "ixLeaU7Epa-5" | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"config = {\n", | ||
"\t\"simulation\": {\n", | ||
"\t\t\"markets\": [\"SpotMarket-1\", \"SpotMarket-2\", \"IndexMarket-I\"],\n", | ||
"\t\t\"agents\": [\"FCNAgents-1\", \"FCNAgents-2\", \"FCNAgents-I\", \"ArbitrageAgents\"],\n", | ||
"\t\t\"sessions\": [\n", | ||
"\t\t\t{\t\"sessionName\": 0,\n", | ||
"\t\t\t\t\"iterationSteps\": 100,\n", | ||
"\t\t\t\t\"withOrderPlacement\": True,\n", | ||
"\t\t\t\t\"withOrderExecution\": False,\n", | ||
"\t\t\t\t\"withPrint\": True,\n", | ||
"\t\t\t\t\"maxNormalOrders\": 3, \"MEMO\": \"The same number as #markets\",\n", | ||
"\t\t\t\t\"maxHighFrequencyOrders\": 0\n", | ||
"\t\t\t},\n", | ||
"\t\t\t{\t\"sessionName\": 1,\n", | ||
"\t\t\t\t\"iterationSteps\": 500,\n", | ||
"\t\t\t\t\"withOrderPlacement\": True,\n", | ||
"\t\t\t\t\"withOrderExecution\": True,\n", | ||
"\t\t\t\t\"withPrint\": True,\n", | ||
"\t\t\t\t\"maxNormalOrders\": 3, \"MEMO\": \"The same number as #markets\",\n", | ||
"\t\t\t\t\"maxHighFrequencyOrders\": 5,\n", | ||
"\t\t\t\t\"events\": [\"FundamentalPriceShock\"]\n", | ||
"\t\t\t}\n", | ||
"\t\t]\n", | ||
"\t},\n", | ||
"\n", | ||
"\t\"FundamentalPriceShock\": {\n", | ||
"\t\t\"class\": \"FundamentalPriceShock\",\n", | ||
"\t\t\"target\": \"SpotMarket-1\",\n", | ||
"\t\t\"triggerTime\": 0,\n", | ||
"\t\t\"priceChangeRate\": -0.1\n", | ||
"\t},\n", | ||
"\t\"SpotMarket\": {\n", | ||
"\t\t\"class\": \"Market\",\n", | ||
"\t\t\"tickSize\": 0.00001,\n", | ||
"\t\t\"marketPrice\": 300.0,\n", | ||
"\t\t\"outstandingShares\": 25000\n", | ||
"\t},\n", | ||
"\t\"SpotMarket-1\": {\n", | ||
"\t\t\"extends\": \"SpotMarket\"\n", | ||
"\t},\n", | ||
"\t\"SpotMarket-2\": {\n", | ||
"\t\t\"extends\": \"SpotMarket\"\n", | ||
"\t},\n", | ||
"\t\"IndexMarket-I\": {\n", | ||
"\t\t\"class\": \"IndexMarket\",\n", | ||
"\t\t\"tickSize\": 0.00001,\n", | ||
"\t\t\"marketPrice\": 300.0,\n", | ||
"\t\t\"outstandingShares\": 25000,\n", | ||
"\t\t\"markets\": [\"SpotMarket-1\", \"SpotMarket-2\"]\n", | ||
"\t},\n", | ||
"\t\"FCNAgent\": {\n", | ||
"\t\t\"class\": \"FCNAgent\",\n", | ||
"\t\t\"numAgents\": 100,\n", | ||
"\t\t\"markets\": [\"Market\"],\n", | ||
"\t\t\"assetVolume\": 50,\n", | ||
"\t\t\"cashAmount\": 10000,\n", | ||
"\n", | ||
"\t\t\"fundamentalWeight\": {\"expon\": [1.0]},\n", | ||
"\t\t\"chartWeight\": {\"expon\": [0.0]},\n", | ||
"\t\t\"noiseWeight\": {\"expon\": [1.0]},\n", | ||
"\t\t\"noiseScale\": 0.001,\n", | ||
"\t\t\"timeWindowSize\": [100, 200],\n", | ||
"\t\t\"orderMargin\": [0.0, 0.1]\n", | ||
"\t},\n", | ||
"\n", | ||
"\t\"FCNAgents-1\": {\n", | ||
"\t\t\"extends\": \"FCNAgent\",\n", | ||
"\t\t\"markets\": [\"SpotMarket-1\"]\n", | ||
"\t},\n", | ||
"\t\"FCNAgents-2\": {\n", | ||
"\t\t\"extends\": \"FCNAgent\",\n", | ||
"\t\t\"markets\": [\"SpotMarket-2\"]\n", | ||
"\t},\n", | ||
"\t\"FCNAgents-I\": {\n", | ||
"\t\t\"extends\": \"FCNAgent\",\n", | ||
"\t\t\"markets\": [\"IndexMarket-I\"]\n", | ||
"\t},\n", | ||
"\t\"ArbitrageAgents\": {\n", | ||
"\t\t\"class\": \"ArbitrageAgent\",\n", | ||
"\t\t\"numAgents\": 100,\n", | ||
"\t\t\"markets\": [\"IndexMarket-I\", \"SpotMarket-1\", \"SpotMarket-2\"],\n", | ||
"\t\t\"assetVolume\": 50,\n", | ||
"\t\t\"cashAmount\": 150000,\n", | ||
"\t\t\"orderVolume\": 1,\n", | ||
"\t\t\"orderThresholdPrice\": 1.0\n", | ||
"\t}\n", | ||
"}" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": { | ||
"id": "xUUUfulSpa-6" | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"import random\n", | ||
"import numpy as np\n", | ||
"import matplotlib.pyplot as plt\n", | ||
"from pams.runners import SequentialRunner\n", | ||
"from pams.logs.market_step_loggers import MarketStepSaver" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": { | ||
"colab": { | ||
"base_uri": "https://localhost:8080/" | ||
}, | ||
"id": "3QXSkEw2pa-6", | ||
"outputId": "fb454d0c-57b3-4cb6-d6ad-4512dbe429c1" | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"saver = MarketStepSaver()\n", | ||
"\n", | ||
"runner = SequentialRunner(\n", | ||
" settings=config,\n", | ||
" prng=random.Random(42),\n", | ||
" logger=saver,\n", | ||
")\n", | ||
"runner.main()" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": { | ||
"id": "P5_pyTa9pa-6" | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"market_prices_indexmarket_i = dict(sorted(map(lambda x: (x[\"market_time\"], x[\"market_price\"]), filter(lambda x: x[\"market_name\"] == \"IndexMarket-I\", saver.market_step_logs))))\n", | ||
"market_prices_spotmarket_1 = dict(sorted(map(lambda x: (x[\"market_time\"], x[\"market_price\"]), filter(lambda x: x[\"market_name\"] == \"SpotMarket-1\", saver.market_step_logs))))\n", | ||
"market_prices_spotmarket_2 = dict(sorted(map(lambda x: (x[\"market_time\"], x[\"market_price\"]), filter(lambda x: x[\"market_name\"] == \"SpotMarket-2\", saver.market_step_logs))))\n", | ||
"\n", | ||
"fundamental_prices_indexmarket_i = dict(sorted(map(lambda x: (x[\"market_time\"], x[\"fundamental_price\"]), filter(lambda x: x[\"market_name\"] == \"IndexMarket-I\", saver.market_step_logs))))\n", | ||
"fundamental_prices_spotmarket_1 = dict(sorted(map(lambda x: (x[\"market_time\"], x[\"fundamental_price\"]), filter(lambda x: x[\"market_name\"] == \"SpotMarket-1\", saver.market_step_logs))))\n", | ||
"fundamental_prices_spotmarket_2 = dict(sorted(map(lambda x: (x[\"market_time\"], x[\"fundamental_price\"]), filter(lambda x: x[\"market_name\"] == \"SpotMarket-2\", saver.market_step_logs))))" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"metadata": { | ||
"colab": { | ||
"base_uri": "https://localhost:8080/", | ||
"height": 449 | ||
}, | ||
"id": "c__AgWzapa-7", | ||
"outputId": "456ed7cb-0b14-4774-845c-da50b68a7031" | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"plt.plot(list(market_prices_indexmarket_i.keys()), list(market_prices_indexmarket_i.values()), label=\"IndexMarket-I\")\n", | ||
"plt.plot(list(market_prices_spotmarket_1.keys()), list(market_prices_spotmarket_1.values()), label=\"SpotMarket-1\")\n", | ||
"plt.plot(list(market_prices_spotmarket_2.keys()), list(market_prices_spotmarket_2.values()), label=\"SpotMarket-2\")\n", | ||
"plt.plot(list(fundamental_prices_indexmarket_i.keys()), list(fundamental_prices_indexmarket_i.values()), color='black')\n", | ||
"plt.plot(list(fundamental_prices_spotmarket_1.keys()), list(fundamental_prices_spotmarket_1.values()), color='black')\n", | ||
"plt.plot(list(fundamental_prices_spotmarket_2.keys()), list(fundamental_prices_spotmarket_2.values()), color='black')\n", | ||
"plt.xlabel(\"ticks\")\n", | ||
"plt.ylabel(\"market price\")\n", | ||
"plt.legend()\n", | ||
"plt.show()" | ||
] | ||
} | ||
], | ||
"metadata": { | ||
"kernelspec": { | ||
"display_name": "Python 3 (ipykernel)", | ||
"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": "3.9.12" | ||
}, | ||
"colab": { | ||
"provenance": [] | ||
} | ||
}, | ||
"nbformat": 4, | ||
"nbformat_minor": 0 | ||
} |
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