From 389915593b2aefa2ec01b433eef672cdb0f6f444 Mon Sep 17 00:00:00 2001 From: bonochof Date: Fri, 30 Jun 2023 21:36:48 +0900 Subject: [PATCH 1/5] add examples market_share --- examples/market_share.ipynb | 388 ++++++++++++++++++++++++++++++++++++ 1 file changed, 388 insertions(+) create mode 100644 examples/market_share.ipynb diff --git a/examples/market_share.ipynb b/examples/market_share.ipynb new file mode 100644 index 00000000..cce0b582 --- /dev/null +++ b/examples/market_share.ipynb @@ -0,0 +1,388 @@ +{ + "cells": [ + { + "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/market_share.ipynb)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "OwaI8_xbpa-5", + "outputId": "1df64bd6-6e6b-4365-8f03-c6f3fc583f5e" + }, + "outputs": [], + "source": [ + "# Please remove comment-out if necessary\n", + "#! pip install pams matplotlib" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "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": "markdown", + "metadata": {}, + "source": [ + "## Only MarketShareFCNAgents" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "id": "ixLeaU7Epa-5" + }, + "outputs": [], + "source": [ + "config1 = {\n", + "\t\"simulation\": {\n", + "\t\t\"markets\": [\"Market-A\", \"Market-B\"],\n", + "\t\t\"agents\": [\"MarketShareFCNAgents\"],\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},\n", + "\t\t\t{\t\"sessionName\": 1,\n", + "\t\t\t\t\"iterationSteps\": 2000,\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\"maxHifreqOrders\": 1\n", + "\t\t\t}\n", + "\t\t]\n", + "\t},\n", + "\n", + "\t\"Market-A\": {\n", + "\t\t\"class\": \"Market\",\n", + "\t\t\"tickSize\": 5.0, \"MEMO\": \"0.05% of 10,000 YEN\",\n", + "\t\t\"marketPrice\": 300.0,\n", + "\t\t\"outstandingShares\": 25000,\n", + "\n", + "\t\t\"MEMO\": \"Required only here\",\n", + "\t\t\"tradeVolume\": 90\n", + "\t},\n", + "\n", + "\t\"Market-B\": {\n", + "\t\t\"class\": \"Market\",\n", + "\t\t\"tickSize\": 1.0, \"MEMO\": \"0.01% of 10,000 YEN\",\n", + "\t\t\"marketPrice\": 300.0,\n", + "\t\t\"outstandingShares\": 25000,\n", + "\n", + "\t\t\"MEMO\": \"Required only here\",\n", + "\t\t\"tradeVolume\": 10\n", + "\t},\n", + "\n", + "\t\"MarketShareFCNAgents\": {\n", + "\t\t\"class\": \"MarketShareFCNAgent\",\n", + "\t\t\"numAgents\": 100,\n", + "\n", + "\t\t\"MEMO\": \"Agent class\",\n", + "\t\t\"markets\": [\"Market-A\", \"Market-B\"],\n", + "\t\t\"assetVolume\": 50,\n", + "\t\t\"cashAmount\": 10000,\n", + "\n", + "\t\t\"MEMO\": \"FCNAgent class\",\n", + "\t\t\"fundamentalWeight\": {\"expon\": [1.0]},\n", + "\t\t\"chartWeight\": {\"expon\": [0.2]},\n", + "\t\t\"noiseWeight\": {\"expon\": [1.0]},\n", + "\t\t\"noiseScale\": 0.0001,\n", + "\t\t\"timeWindowSize\": [100, 200],\n", + "\t\t\"orderMargin\": [0.0, 0.1],\n", + "\t\t\"marginType\": \"normal\"\n", + "\t}\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "3QXSkEw2pa-6", + "outputId": "fb454d0c-57b3-4cb6-d6ad-4512dbe429c1" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# INITIALIZATION TIME 0.005936\n", + "# EXECUTION TIME 0.914036\n" + ] + } + ], + "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\n", + "\n", + "saver = MarketStepSaver()\n", + "\n", + "runner = SequentialRunner(\n", + " settings=config1,\n", + " prng=random.Random(42),\n", + " logger=saver,\n", + ")\n", + "runner.main()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "id": "P5_pyTa9pa-6" + }, + "outputs": [], + "source": [ + "market_prices_market_a = dict(sorted(map(lambda x: (x[\"market_time\"], x[\"market_price\"]), filter(lambda x: x[\"market_name\"] == \"Market-A\", saver.market_step_logs))))\n", + "market_prices_market_b = dict(sorted(map(lambda x: (x[\"market_time\"], x[\"market_price\"]), filter(lambda x: x[\"market_name\"] == \"Market-B\", saver.market_step_logs))))\n", + "\n", + "fundamental_prices_market_a = dict(sorted(map(lambda x: (x[\"market_time\"], x[\"fundamental_price\"]), filter(lambda x: x[\"market_name\"] == \"Market-A\", saver.market_step_logs))))\n", + "fundamental_prices_market_b = dict(sorted(map(lambda x: (x[\"market_time\"], x[\"fundamental_price\"]), filter(lambda x: x[\"market_name\"] == \"Market-B\", saver.market_step_logs))))" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 449 + }, + "id": "c__AgWzapa-7", + "outputId": "456ed7cb-0b14-4774-845c-da50b68a7031" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(list(market_prices_market_a.keys()), list(market_prices_market_a.values()), label=\"Market-A\")\n", + "plt.plot(list(market_prices_market_b.keys()), list(market_prices_market_b.values()), label=\"Market-B\")\n", + "#plt.plot(list(fundamental_prices_market_a.keys()), list(fundamental_prices_market_a.values()), color='black')\n", + "#plt.plot(list(fundamental_prices_market_b.keys()), list(fundamental_prices_market_b.values()), color='black')\n", + "plt.xlabel(\"ticks\")\n", + "plt.ylabel(\"market price\")\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## MarketShareFCNAgents + MarketMakerAgent" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "config2 = {\n", + "\t\"simulation\": {\n", + "\t\t\"markets\": [\"Market-A\", \"Market-B\"],\n", + "\t\t\"agents\": [\"MarketShareFCNAgents\", \"MarketMakerAgent\"],\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},\n", + "\t\t\t{\t\"sessionName\": 1,\n", + "\t\t\t\t\"iterationSteps\": 2000,\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\"maxHifreqOrders\": 1\n", + "\t\t\t}\n", + "\t\t]\n", + "\t},\n", + "\n", + "\t\"Market-A\": {\n", + "\t\t\"class\": \"Market\",\n", + "\t\t\"tickSize\": 0.00001,\n", + "\t\t\"marketPrice\": 300.0,\n", + "\t\t\"outstandingShares\": 25000,\n", + "\n", + "\t\t\"MEMO\": \"Required only here\",\n", + "\t\t\"tradeVolume\": 90\n", + "\t},\n", + "\n", + "\t\"Market-B\": {\n", + "\t\t\"class\": \"Market\",\n", + "\t\t\"tickSize\": 0.00001,\n", + "\t\t\"marketPrice\": 300.0,\n", + "\t\t\"outstandingShares\": 25000,\n", + "\n", + "\t\t\"MEMO\": \"Required only here\",\n", + "\t\t\"tradeVolume\": 10\n", + "\t},\n", + "\n", + "\t\"MarketShareFCNAgents\": {\n", + "\t\t\"class\": \"MarketShareFCNAgent\",\n", + "\t\t\"numAgents\": 100,\n", + "\n", + "\t\t\"MEMO\": \"Agent class\",\n", + "\t\t\"markets\": [\"Market-A\", \"Market-B\"],\n", + "\t\t\"assetVolume\": 50,\n", + "\t\t\"cashAmount\": 10000,\n", + "\n", + "\t\t\"MEMO\": \"FCNAgent class\",\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\"MarketMakerAgent\": {\n", + "\t\t\"class\": \"MarketMakerAgent\",\n", + "\t\t\"numAgents\": 1,\n", + "\n", + "\t\t\"markets\": [\"Market-B\"],\n", + "\t\t\"assetVolume\": 50,\n", + "\t\t\"cashAmount\": 10000,\n", + "\n", + "\t\t\"targetMarket\": \"Market-B\",\n", + "\t\t\"netInterestSpread\": 0.02,\n", + "\t\t\"orderTimeLength\": 2\n", + "\t}\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# INITIALIZATION TIME 0.006189\n", + "# EXECUTION TIME 1.183415\n" + ] + } + ], + "source": [ + "saver = MarketStepSaver()\n", + "\n", + "runner = SequentialRunner(\n", + " settings=config2,\n", + " prng=random.Random(42),\n", + " logger=saver,\n", + ")\n", + "runner.main()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "market_prices_market_a = dict(sorted(map(lambda x: (x[\"market_time\"], x[\"market_price\"]), filter(lambda x: x[\"market_name\"] == \"Market-A\", saver.market_step_logs))))\n", + "market_prices_market_b = dict(sorted(map(lambda x: (x[\"market_time\"], x[\"market_price\"]), filter(lambda x: x[\"market_name\"] == \"Market-B\", saver.market_step_logs))))\n", + "\n", + "fundamental_prices_market_a = dict(sorted(map(lambda x: (x[\"market_time\"], x[\"fundamental_price\"]), filter(lambda x: x[\"market_name\"] == \"Market-A\", saver.market_step_logs))))\n", + "fundamental_prices_market_b = dict(sorted(map(lambda x: (x[\"market_time\"], x[\"fundamental_price\"]), filter(lambda x: x[\"market_name\"] == \"Market-B\", saver.market_step_logs))))" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(list(market_prices_market_a.keys()), list(market_prices_market_a.values()), label=\"Market-A\")\n", + "plt.plot(list(market_prices_market_b.keys()), list(market_prices_market_b.values()), label=\"Market-B\")\n", + "#plt.plot(list(fundamental_prices_market_a.keys()), list(fundamental_prices_market_a.values()), color='black')\n", + "#plt.plot(list(fundamental_prices_market_b.keys()), list(fundamental_prices_market_b.values()), color='black')\n", + "plt.xlabel(\"ticks\")\n", + "plt.ylabel(\"market price\")\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "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": "3.8.13" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} From 68a40c68b05135f3afa30da5a89d13b6a9f1654b Mon Sep 17 00:00:00 2001 From: Masanori HIRANO Date: Fri, 18 Aug 2023 01:56:51 +0900 Subject: [PATCH 2/5] WIP checking --- examples/market_share.ipynb | 115 +++++++++++++----------------------- 1 file changed, 41 insertions(+), 74 deletions(-) diff --git a/examples/market_share.ipynb b/examples/market_share.ipynb index cce0b582..97027db1 100644 --- a/examples/market_share.ipynb +++ b/examples/market_share.ipynb @@ -27,15 +27,13 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "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" + "from pams import Market\n", + "from typing import Any\n", + "from typing import Dict" ] }, { @@ -47,7 +45,24 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, + "outputs": [], + "source": [ + "class ExtendedMarket(Market):\n", + " def setup(self, settings: Dict[str, Any], *args, **kwargs) -> None:\n", + " super(ExtendedMarket, self).setup(settings, *args, **kwargs)\n", + " if \"tradeVolume\" in settings:\n", + " if not isinstance(settings[\"tradeVolume\"], int):\n", + " raise ValueError(\"tradeVolume must be int\")\n", + " self._executed_volumes = [int(settings[\"tradeVolume\"])]" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, "metadata": { "id": "ixLeaU7Epa-5" }, @@ -69,13 +84,13 @@ "\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\"maxHifreqOrders\": 1\n", + "\t\t\t\t\"maxHighFrequencyOrders\": 1\n", "\t\t\t}\n", "\t\t]\n", "\t},\n", "\n", "\t\"Market-A\": {\n", - "\t\t\"class\": \"Market\",\n", + "\t\t\"class\": \"ExtendedMarket\",\n", "\t\t\"tickSize\": 5.0, \"MEMO\": \"0.05% of 10,000 YEN\",\n", "\t\t\"marketPrice\": 300.0,\n", "\t\t\"outstandingShares\": 25000,\n", @@ -85,7 +100,7 @@ "\t},\n", "\n", "\t\"Market-B\": {\n", - "\t\t\"class\": \"Market\",\n", + "\t\t\"class\": \"ExtendedMarket\",\n", "\t\t\"tickSize\": 1.0, \"MEMO\": \"0.01% of 10,000 YEN\",\n", "\t\t\"marketPrice\": 300.0,\n", "\t\t\"outstandingShares\": 25000,\n", @@ -117,7 +132,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -125,19 +140,9 @@ "id": "3QXSkEw2pa-6", "outputId": "fb454d0c-57b3-4cb6-d6ad-4512dbe429c1" }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "# INITIALIZATION TIME 0.005936\n", - "# EXECUTION TIME 0.914036\n" - ] - } - ], + "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\n", @@ -149,12 +154,13 @@ " prng=random.Random(42),\n", " logger=saver,\n", ")\n", + "runner.class_register(cls=ExtendedMarket)\n", "runner.main()" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": { "id": "P5_pyTa9pa-6" }, @@ -169,7 +175,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -178,23 +184,10 @@ "id": "c__AgWzapa-7", "outputId": "456ed7cb-0b14-4774-845c-da50b68a7031" }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.plot(list(market_prices_market_a.keys()), list(market_prices_market_a.values()), label=\"Market-A\")\n", "plt.plot(list(market_prices_market_b.keys()), list(market_prices_market_b.values()), label=\"Market-B\")\n", - "#plt.plot(list(fundamental_prices_market_a.keys()), list(fundamental_prices_market_a.values()), color='black')\n", - "#plt.plot(list(fundamental_prices_market_b.keys()), list(fundamental_prices_market_b.values()), color='black')\n", "plt.xlabel(\"ticks\")\n", "plt.ylabel(\"market price\")\n", "plt.legend()\n", @@ -210,7 +203,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -230,13 +223,13 @@ "\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\"maxHifreqOrders\": 1\n", + "\t\t\t\t\"maxHighFrequencyOrders\": 1\n", "\t\t\t}\n", "\t\t]\n", "\t},\n", "\n", "\t\"Market-A\": {\n", - "\t\t\"class\": \"Market\",\n", + "\t\t\"class\": \"ExtendedMarket\",\n", "\t\t\"tickSize\": 0.00001,\n", "\t\t\"marketPrice\": 300.0,\n", "\t\t\"outstandingShares\": 25000,\n", @@ -246,7 +239,7 @@ "\t},\n", "\n", "\t\"Market-B\": {\n", - "\t\t\"class\": \"Market\",\n", + "\t\t\"class\": \"ExtendedMarket\",\n", "\t\t\"tickSize\": 0.00001,\n", "\t\t\"marketPrice\": 300.0,\n", "\t\t\"outstandingShares\": 25000,\n", @@ -290,18 +283,9 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "# INITIALIZATION TIME 0.006189\n", - "# EXECUTION TIME 1.183415\n" - ] - } - ], + "outputs": [], "source": [ "saver = MarketStepSaver()\n", "\n", @@ -310,12 +294,13 @@ " prng=random.Random(42),\n", " logger=saver,\n", ")\n", + "runner.class_register(cls=ExtendedMarket)\n", "runner.main()" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -328,20 +313,9 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.plot(list(market_prices_market_a.keys()), list(market_prices_market_a.values()), label=\"Market-A\")\n", "plt.plot(list(market_prices_market_b.keys()), list(market_prices_market_b.values()), label=\"Market-B\")\n", @@ -352,13 +326,6 @@ "plt.legend()\n", "plt.show()" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { From 57ccdb712d3eddf3da7d0aa1a12c253b3e1696bd Mon Sep 17 00:00:00 2001 From: Masanori HIRANO Date: Wed, 30 Aug 2023 00:29:59 +0900 Subject: [PATCH 3/5] added share plot --- examples/fat_finger.ipynb | 2 +- examples/market_share.ipynb | 101 ++++++++++++++++++++++++++++++++++-- 2 files changed, 98 insertions(+), 5 deletions(-) diff --git a/examples/fat_finger.ipynb b/examples/fat_finger.ipynb index 890acb4e..f1b0b5c5 100644 --- a/examples/fat_finger.ipynb +++ b/examples/fat_finger.ipynb @@ -188,4 +188,4 @@ }, "nbformat": 4, "nbformat_minor": 1 -} \ No newline at end of file +} diff --git a/examples/market_share.ipynb b/examples/market_share.ipynb index 97027db1..0227cb2e 100644 --- a/examples/market_share.ipynb +++ b/examples/market_share.ipynb @@ -33,7 +33,8 @@ "source": [ "from pams import Market\n", "from typing import Any\n", - "from typing import Dict" + "from typing import Dict\n", + "import numpy as np" ] }, { @@ -60,6 +61,32 @@ "collapsed": false } }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "from pams.logs import MarketStepEndLog\n", + "from pams.logs.market_step_loggers import MarketStepSaver\n", + "\n", + "class MarketStepSaverForMarketShare(MarketStepSaver):\n", + " def process_market_step_end_log(self, log: MarketStepEndLog) -> None:\n", + " self.market_step_logs.append(\n", + " {\n", + " \"session_id\": log.session.session_id,\n", + " \"market_time\": log.market.get_time(),\n", + " \"market_id\": log.market.market_id,\n", + " \"market_name\": log.market.name,\n", + " \"market_price\": log.market.get_market_price(),\n", + " \"fundamental_price\": log.market.get_fundamental_price(),\n", + "\t\t\t\t\"executed_volume\": log.market.get_executed_volume(),\n", + " }\n", + " )" + ], + "metadata": { + "collapsed": false + } + }, { "cell_type": "code", "execution_count": null, @@ -145,9 +172,8 @@ "import random\n", "import matplotlib.pyplot as plt\n", "from pams.runners import SequentialRunner\n", - "from pams.logs.market_step_loggers import MarketStepSaver\n", "\n", - "saver = MarketStepSaver()\n", + "saver = MarketStepSaverForMarketShare()\n", "\n", "runner = SequentialRunner(\n", " settings=config1,\n", @@ -194,6 +220,35 @@ "plt.show()" ] }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "executed_volumes_market_a = np.convolve(np.ones(100), np.asarray(list(map(lambda x: x[\"executed_volume\"], filter(lambda x: x[\"market_name\"] == \"Market-A\", saver.market_step_logs)))), mode=\"valid\")\n", + "executed_volumes_market_b = np.convolve(np.ones(100), np.asarray(list(map(lambda x: x[\"executed_volume\"], filter(lambda x: x[\"market_name\"] == \"Market-B\", saver.market_step_logs)))), mode=\"valid\")\n", + "executed_volumes_total = executed_volumes_market_a + executed_volumes_market_b" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "plt.plot(executed_volumes_market_a / executed_volumes_total, label=\"Market-A\")\n", + "plt.plot(executed_volumes_market_b / executed_volumes_total, label=\"Market-B\")\n", + "plt.xlabel(\"ticks\")\n", + "plt.ylabel(\"market share\")\n", + "plt.legend()\n", + "plt.show()" + ], + "metadata": { + "collapsed": false + } + }, { "cell_type": "markdown", "metadata": {}, @@ -287,7 +342,7 @@ "metadata": {}, "outputs": [], "source": [ - "saver = MarketStepSaver()\n", + "saver = MarketStepSaverForMarketShare()\n", "\n", "runner = SequentialRunner(\n", " settings=config2,\n", @@ -326,6 +381,44 @@ "plt.legend()\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "executed_volumes_market_a = np.convolve(np.ones(100), np.asarray(list(map(lambda x: x[\"executed_volume\"], filter(lambda x: x[\"market_name\"] == \"Market-A\", saver.market_step_logs)))), mode=\"valid\")\n", + "executed_volumes_market_b = np.convolve(np.ones(100), np.asarray(list(map(lambda x: x[\"executed_volume\"], filter(lambda x: x[\"market_name\"] == \"Market-B\", saver.market_step_logs)))), mode=\"valid\")\n", + "executed_volumes_total = executed_volumes_market_a + executed_volumes_market_b" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [ + "plt.plot(executed_volumes_market_a / executed_volumes_total, label=\"Market-A\")\n", + "plt.plot(executed_volumes_market_b / executed_volumes_total, label=\"Market-B\")\n", + "plt.xlabel(\"ticks\")\n", + "plt.ylabel(\"market share\")\n", + "plt.legend()\n", + "plt.show()" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [], + "metadata": { + "collapsed": false + } } ], "metadata": { From 15f7be8b6d4972b1fda5a94479cd81170c8ac859 Mon Sep 17 00:00:00 2001 From: Masanori HIRANO Date: Wed, 30 Aug 2023 12:02:06 +0900 Subject: [PATCH 4/5] WIP --- examples/market_share.ipynb | 126 ++++++++++++++++++++------ pams/agents/market_share_fcn_agent.py | 4 +- samples/market_share/config.json | 4 +- 3 files changed, 103 insertions(+), 31 deletions(-) diff --git a/examples/market_share.ipynb b/examples/market_share.ipynb index 0227cb2e..f77c967a 100644 --- a/examples/market_share.ipynb +++ b/examples/market_share.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -27,7 +27,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -46,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "outputs": [], "source": [ "class ExtendedMarket(Market):\n", @@ -63,7 +63,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "outputs": [], "source": [ "from pams.logs import MarketStepEndLog\n", @@ -89,7 +89,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": { "id": "ixLeaU7Epa-5" }, @@ -118,7 +118,7 @@ "\n", "\t\"Market-A\": {\n", "\t\t\"class\": \"ExtendedMarket\",\n", - "\t\t\"tickSize\": 5.0, \"MEMO\": \"0.05% of 10,000 YEN\",\n", + "\t\t\"tickSize\": 10.0,\n", "\t\t\"marketPrice\": 300.0,\n", "\t\t\"outstandingShares\": 25000,\n", "\n", @@ -128,7 +128,7 @@ "\n", "\t\"Market-B\": {\n", "\t\t\"class\": \"ExtendedMarket\",\n", - "\t\t\"tickSize\": 1.0, \"MEMO\": \"0.01% of 10,000 YEN\",\n", + "\t\t\"tickSize\": 1.0,\n", "\t\t\"marketPrice\": 300.0,\n", "\t\t\"outstandingShares\": 25000,\n", "\n", @@ -159,7 +159,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -167,7 +167,24 @@ "id": "3QXSkEw2pa-6", "outputId": "fb454d0c-57b3-4cb6-d6ad-4512dbe429c1" }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "E:\\git\\pams\\pams\\market.py:746: UserWarning: order price does not accord to the tick size. price will be modified\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# INITIALIZATION TIME 0.0049995\n", + "# EXECUTION TIME 0.5587208\n" + ] + } + ], "source": [ "import random\n", "import matplotlib.pyplot as plt\n", @@ -186,7 +203,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": { "id": "P5_pyTa9pa-6" }, @@ -201,7 +218,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -210,7 +227,16 @@ "id": "c__AgWzapa-7", "outputId": "456ed7cb-0b14-4774-845c-da50b68a7031" }, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": "
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\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.plot(list(market_prices_market_a.keys()), list(market_prices_market_a.values()), label=\"Market-A\")\n", "plt.plot(list(market_prices_market_b.keys()), list(market_prices_market_b.values()), label=\"Market-B\")\n", @@ -222,11 +248,11 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "outputs": [], "source": [ - "executed_volumes_market_a = np.convolve(np.ones(100), np.asarray(list(map(lambda x: x[\"executed_volume\"], filter(lambda x: x[\"market_name\"] == \"Market-A\", saver.market_step_logs)))), mode=\"valid\")\n", - "executed_volumes_market_b = np.convolve(np.ones(100), np.asarray(list(map(lambda x: x[\"executed_volume\"], filter(lambda x: x[\"market_name\"] == \"Market-B\", saver.market_step_logs)))), mode=\"valid\")\n", + "executed_volumes_market_a = np.convolve(np.ones(100), np.asarray(list(map(lambda x: x[\"executed_volume\"], filter(lambda x: x[\"market_name\"] == \"Market-A\", saver.market_step_logs)))[101:]), mode=\"valid\")\n", + "executed_volumes_market_b = np.convolve(np.ones(100), np.asarray(list(map(lambda x: x[\"executed_volume\"], filter(lambda x: x[\"market_name\"] == \"Market-B\", saver.market_step_logs)))[101:]), mode=\"valid\")\n", "executed_volumes_total = executed_volumes_market_a + executed_volumes_market_b" ], "metadata": { @@ -235,8 +261,17 @@ }, { "cell_type": "code", - "execution_count": null, - "outputs": [], + "execution_count": 10, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.plot(executed_volumes_market_a / executed_volumes_total, label=\"Market-A\")\n", "plt.plot(executed_volumes_market_b / executed_volumes_total, label=\"Market-B\")\n", @@ -258,7 +293,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -338,9 +373,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# INITIALIZATION TIME 0.0039968\n", + "# EXECUTION TIME 0.8193277\n" + ] + } + ], "source": [ "saver = MarketStepSaverForMarketShare()\n", "\n", @@ -355,7 +399,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -368,9 +412,18 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.plot(list(market_prices_market_a.keys()), list(market_prices_market_a.values()), label=\"Market-A\")\n", "plt.plot(list(market_prices_market_b.keys()), list(market_prices_market_b.values()), label=\"Market-B\")\n", @@ -384,7 +437,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "outputs": [], "source": [ "executed_volumes_market_a = np.convolve(np.ones(100), np.asarray(list(map(lambda x: x[\"executed_volume\"], filter(lambda x: x[\"market_name\"] == \"Market-A\", saver.market_step_logs)))), mode=\"valid\")\n", @@ -397,8 +450,27 @@ }, { "cell_type": "code", - "execution_count": null, - "outputs": [], + "execution_count": 16, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "D:\\AppData\\Local\\Temp\\ipykernel_15920\\2371084761.py:1: RuntimeWarning: invalid value encountered in divide\n", + " plt.plot(executed_volumes_market_a / executed_volumes_total, label=\"Market-A\")\n", + "D:\\AppData\\Local\\Temp\\ipykernel_15920\\2371084761.py:2: RuntimeWarning: invalid value encountered in divide\n", + " plt.plot(executed_volumes_market_b / executed_volumes_total, label=\"Market-B\")\n" + ] + }, + { + "data": { + "text/plain": "
", + "image/png": 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1xvlrbPz9/T1cCSri/OmokpKSyxtuFixYoCVLlui+++6r8EoBAKhO/Me7dqqq7eb2JcnFxcXq3r17lawcAACgqrkdbh588EEtW7asOmoBAADVaMmSJVfEM+nKFW4SExOdn6KiIs2ZM0c9e/bU448/7jItMTGxuusFAMCSRo4cKZvNpkceeaTUtISEBNlsNo0cOfLyF/YL6enpstlsbt1mP3r0aHl7e+vdd9+tvsJ+pVzX3Gzbts3le+fOnSVJ27dvd2nnHCcAABUXHh6ulJQUvfDCC/Lz85MknT59WsuWLVPz5s0rtWxPPNDw5MmTSklJ0aRJk7Ro0SLdddddl2W95Tpys27dunJ9Pv300+quFwAAy7r++usVHh6ulStXOttWrlyp5s2bq0uXLs621NRU3XTTTQoKClKjRo30u9/9Tnv37nVO379/v2w2m1asWKGePXvK19dXS5cuLbW+gwcPKjo6WoMHD1ZRUZEcDoeSk5MVEREhPz8/RUVF6b333nMus1evXpKkBg0alOtI0rvvvqv27dtrypQp+vzzz/XDDz9U5sdTbpV+xnFhYaFWrVqlXbt2VUU9AABUKWOMThaf9cinIi8BuP/++7V48WLn90WLFmnUqFEufU6cOKHExERt2bJFaWlp8vLy0uDBg0s9e27KlCkaO3asdu7cqfj4eJdpP/zwg3r06KHIyEi99957stvtSk5O1ltvvaUFCxbo22+/1fjx43Xvvffqs88+U3h4uP7xj39Iknbv3q2cnBzNmzfvomN54403dO+99yowMFD9+/fXkiVL3P55VITbt4L/4Q9/0M0336wxY8bo1KlTio6O1v79+2WMUUpKiu68887qqBMAgAo5daZE7ad+5JF173g2Xv4+7u1q7733XiUlJenAgQOSpA0bNiglJUXp6enOPr/e1y5atEhNmjTRjh07FBkZ6WwfN26c7rjjjlLr2L17t/r27avBgwdr7ty5stlsKioq0owZM/TJJ58oNjZW0rmXZa9fv16vvfaaevbsqYYNG0qSgoODL3lh8nfffaeNGzc6j0Lde++9SkxM1NNPP13tl7G4feTm888/V48ePSRJ77//vowxOnr0qF588UX9+c9/rvICAQC4kjRp0kQDBgzQkiVLtHjxYg0YMECNGzd26fPdd99p6NChatWqlQICAtSyZUtJUnZ2tku/6OjoUss/deqUevTooTvuuEPz5s1zBo09e/bo5MmT6tu3r+rVq+f8vPXWWy6nvH5t6dKlLv2/+OILSecCV3x8vLP2W2+9VQUFBZflEha3j9wUFBQ4k1tqaqruvPNO+fv7a8CAAZo4cWKVFwgAQGX41fXWjmfjL92xmtZdEffff7/GjBkjSZo/f36p6QMHDlSLFi30+uuvKywsTA6HQ5GRkSouLnbpd9VVV5Wa1263Ky4uTh9++KEmTpyoZs2aSZKOHz8uSVq9erWz7ZfzXMigQYMUExPj/N6sWTOVlJTozTffVG5ururU+V/UKCkp0aJFi9SnT59L/Qgqxe1wEx4eroyMDDVs2FCpqalKSUmRJP3888/y9fWt8gIBAKgMm83m9qkhT+vXr5+Ki4tls9lKXStz+PBh7d69W6+//rrzTMr69evLvWwvLy+9/fbbuueee9SrVy+lp6crLCxM7du3l91uV3Z2tnr27FnmvL98PcJ59evXV/369V36/etf/9KxY8e0bds2eXv/L+Bt375do0aN0tGjR6v1eTtub+1x48Zp2LBhqlevnlq0aKFbbrlF0rnTVR07dqzq+gAAuOJ4e3tr586dzj//UoMGDdSoUSMtXLhQTZs2VXZ2tqZMmeL28pcuXaqhQ4eqd+/eSk9PV2hoqCZMmKDx48fL4XDopptuUkFBgTZs2KCAgACNGDFCLVq0kM1m04cffqhbb71Vfn5+qlevXqnlv/HGGxowYICioqJc2tu3b6/x48dr6dKlSkhIcPOnUn5uX3Pz2GOPaePGjVq0aJHWr18vL69zi2jVqhXX3AAAUEUCAgIUEBBQqt3Ly0spKSnKzMxUZGSkxo8fr9mzZ7u9/Dp16mj58uXq0KGDevfurfz8fD333HN65plnlJycrOuuu079+vXT6tWrFRERIencKafp06drypQpCgkJcZ46+6W8vDytXr26zBuMzt/V9cYbb7hdrztspiL3qdVihYWFCgwMVEFBQZl/aQAAtdfp06e1b98+RUREcKlELXSx7efO/rvSz7kBAACoSQg3AADAUgg3AADAUtwON9nZ2WU+TtoYU+rhQQAAAJeb2+EmIiJCBw8eLNV+5MgR59XUAAAAnuJ2uDHGlPlOiOPHj3NlOgAA8LhyP8QvMTFR0rknPT7zzDPy9/d3TispKdGmTZvUuXPnKi8QAADAHeUON9u2bZN07sjNN99843wEs3TuccxRUVGaMGFC1VcIAADghnKHm3Xr1kmSRo0apXnz5vEAPAAAUCO5fc3N4sWLFRAQoD179uijjz7SqVOnJKnMO6gAAEDNsWTJkmp9YWVN4Xa4OXLkiPr06aNrrrlGt956q3JyciRJDzzwgJ588skqLxAAgCvByJEjZbPZ9Mgjj5SalpCQIJvNppEjR17+wn4hPT1dNptNR48eLVe/8x8/Pz916NBBCxcuvCx1uh1uxo0bp7p16yo7O9vlouIhQ4YoNTW1SosDAOBKEh4erpSUFOdZEenc+5aWLVum5s2bV2rZZ86cqWx5btu9e7dycnK0Y8cOjR49Wo8++qjS0tKqfb1uh5uPP/5Yf/3rX3X11Ve7tLdt21YHDhyossIAALjSXH/99QoPD9fKlSudbStXrlTz5s3VpUsXZ1tqaqpuuukmBQUFqVGjRvrd736nvXv3Oqfv379fNptNK1asUM+ePeXr66ulS5eWWt/BgwcVHR2twYMHq6ioSA6HQ8nJyYqIiJCfn5+ioqL03nvvOZfZq1cvSVKDBg3KdSQpODhYoaGhioiI0BNPPKGIiAht3bq1Mj+icnE73Jw4ccLliM15R44ckd1ur5KiAACoMsZIxSc886nA9aj333+/Fi9e7Py+aNEijRo1yqXPiRMnlJiYqC1btigtLU1eXl4aPHiwHA6HS78pU6Zo7Nix2rlzp+Lj412m/fDDD+rRo4ciIyP13nvvyW63Kzk5WW+99ZYWLFigb7/9VuPHj9e9996rzz77TOHh4frHP/4h6X9HZObNm1fOTWCUmpqq7OxsxcTEuP0zcVe575Y6r0ePHnrrrbf03HPPSTr33BuHw6FZs2Y5Ex0AADXGmZPSjDDPrPuPP0k+V7k1y7333qukpCTn2ZANGzYoJSVF6enpzj533nmnyzyLFi1SkyZNtGPHDkVGRjrbx40bpzvuuKPUOnbv3q2+fftq8ODBmjt3rmw2m4qKijRjxgx98sknio2NlSS1atVK69ev12uvvaaePXuqYcOGks4dkSnPhcnnz/KcPyr07LPP6uabb3br51ERboebWbNmqU+fPtqyZYuKi4s1adIkffvttzpy5Ig2bNhQHTUCAHDFaNKkiQYMGKAlS5bIGKMBAwaocePGLn2+++47TZ06VZs2bdKhQ4ecR2yys7Ndwk10dHSp5Z86dUo9evTQPffco7lz5zrb9+zZo5MnT6pv374u/YuLi11Oif3a0qVLNXr0aOf3f//7384/f/HFF6pfv76Kioq0efNmjRkzRg0bNtSjjz5avh9GBbkdbiIjI/Xf//5XL7/8surXr6/jx4/rjjvuUEJCgpo2bVodNQIAUHF1/c8dQfHUuivg/vvv15gxYyRJ8+fPLzV94MCBatGihV5//XWFhYXJ4XAoMjJSxcXFLv2uuqr0USO73a64uDh9+OGHmjhxopo1aybp3GuUJGn16tXOtl/OcyGDBg1yOdXUrFkzbdq0SdK591GeP8LToUMHbdq0SX/5y19qXrhZt26devXqpaeeeqrUtPnz5yshIaFKCgMAoErYbG6fGvK0fv36qbi4WDabrdS1MocPH9bu3bv1+uuvq0ePHpKk9evXl3vZXl5eevvtt3XPPfeoV69eSk9PV1hYmNq3by+73a7s7Gz17NmzzHnPv52gpKTE2Va/fn3Vr1+/XOv29vZ2uROsurh9QfEdd9yhzMzMUu3z5s1TUlJSlRQFAMCVzNvbWzt37tSOHTvk7e3tMq1BgwZq1KiRFi5cqD179ujTTz91vv/RneUvXbpUUVFR6t27t3Jzc1W/fn1NmDBB48eP15tvvqm9e/dq69ateumll/Tmm29Kklq0aCGbzaYPP/xQBw8edB7tuZD8/Hzl5ubqwIEDevfdd/X222/rtttuc++HUQFuh5vZs2erf//+2rVrl7Pt+eef19SpU7V69eoqLQ4AgCtVQEBAma868vLyUkpKijIzMxUZGanx48dr9uzZbi+/Tp06Wr58uTp06KDevXsrPz9fzz33nJ555hklJyfruuuuU79+/bR69WpFRERIOnfKafr06ZoyZYpCQkKcp84upF27dmratKnatGmjyZMna/To0XrppZfcrtVdNlOB9ybMmjVLL774otavX68VK1ZoxowZWrNmjW688cbqqLFKFRYWKjAwUAUFBbwfCwAs5vTp09q3b58iIiLk6+vr6XLgpottP3f2325fcyNJkyZN0uHDhxUdHa2SkhJ99NFH+s1vflORRQEAAFSpcoWbF198sVRbs2bN5O/vr5tvvlmbN2/W5s2bJUlPPPFE1VYIAADghnKFmxdeeKHMdm9vb23YsMH5fBubzUa4AQAAHlWucLNv377qrgMAAKBKuHW31JkzZ9S6dWvt3LmzuuoBAKDSKnCvDGqAqtpuboWbunXr6vTp01WyYgAAqlrdunUlSSdPnvRwJaiI809Y/vWzfdzl9t1SCQkJ+utf/6q//e1vqlOnQjdbAQBQLby9vRUUFKT8/HxJkr+/v2w2m4erQnk4HA4dPHhQ/v7+lc4Xbs/9n//8R2lpafr444/VsWPHUu+tWLlyZaUKAgCgMkJDQyXJGXBQe3h5eal58+aVDqRuh5ugoKBSr1oHAKCmsNlsatq0qYKDg3XmzBlPlwM3+Pj4yMvL7ZcnlOJ2uFm8eHGlVwoAQHXz9vau9LUbqJ0qH48AAABqkApdsfPee+/pnXfeUXZ2tvPK5vO2bt1aJYUBAABUhNtHbl588UWNGjVKISEh2rZtm7p166ZGjRrp+++/V//+/aujRgAAgHJzO9y88sorWrhwoV566SX5+Pho0qRJWrt2rZ544gkVFBRUR40AAADl5na4yc7OVvfu3SVJfn5+OnbsmCTpvvvu0/LlyytUxPz589WyZUv5+voqJibG+RLOS0lJSZHNZtPtt99eofUCAADrcTvchIaG6siRI5Kk5s2ba+PGjZLOvX+qIo9NXrFihRITEzVt2jRt3bpVUVFRio+Pv+TzCfbv368JEyaoR48ebq8TAABYl9vhpnfv3vrnP/8pSRo1apTGjx+vvn37asiQIRo8eLDbBcyZM0cPPfSQRo0apfbt22vBggXy9/fXokWLLjhPSUmJhg0bpunTp6tVq1ZurxMAAFiX23dLLVy4UA6HQ9K5VzE0atRIX375pQYNGqTRo0e7tazi4mJlZmYqKSnJ2ebl5aW4uDhlZGRccL5nn31WwcHBeuCBB/TFF19cdB1FRUUqKipyfi8sLHSrRgAAULu4HW68vLxcnh5499136+67767Qyg8dOqSSkhKFhIS4tIeEhGjXrl1lzrN+/Xq98cYbysrKKtc6kpOTNX369ArVBwAAap8KPefm9OnT+vrrr5Wfn+88inPeoEGDqqSwshw7dkz33XefXn/9dTVu3Lhc8yQlJSkxMdH5vbCwUOHh4dVVIgAA8DC3w01qaqqGDx+uQ4cOlZpms9lUUlJS7mU1btxY3t7eysvLc2nPy8tzvvjsl/bu3av9+/dr4MCBzrbz4apOnTravXu3Wrdu7TKP3W6X3W4vd00AAKB2c/uC4scff1x33XWXcnJy5HA4XD7uBBvp3AuyunbtqrS0NGebw+FQWlqaYmNjS/W/9tpr9c033ygrK8v5GTRokHr16qWsrCyOyAAAAPeP3OTl5SkxMbHUdTIVlZiYqBEjRig6OlrdunXT3LlzdeLECY0aNUqSNHz4cDVr1kzJycny9fVVZGSky/xBQUGSVKodAABcmdwON7///e+Vnp5e6vRPRQ0ZMkQHDx7U1KlTlZubq86dOys1NdUZnrKzs6vk9ecAAODKYDNuPnnv5MmTuuuuu9SkSRN17NhRdevWdZn+xBNPVGmBVa2wsFCBgYEqKChQQECAp8sBAADl4M7+2+0jN8uXL9fHH38sX19fpaeny2azOafZbLYaH24AAIC1uR1unnrqKU2fPl1TpkzhdBEAAKhx3E4nxcXFGjJkCMEGAADUSG4nlBEjRmjFihXVUQsAAECluX1aqqSkRLNmzdJHH32kTp06lbqgeM6cOVVWHAAAgLvcDjfffPONunTpIknavn27y7RfXlwMAADgCW6Hm3Xr1lVHHQAAAFWCq4IBAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAIClEG4AAICl1IhwM3/+fLVs2VK+vr6KiYnR5s2bL9j39ddfV48ePdSgQQM1aNBAcXFxF+0PAACuLB4PNytWrFBiYqKmTZumrVu3KioqSvHx8crPzy+zf3p6uoYOHap169YpIyND4eHh+u1vf6sff/zxMlcOAABqIpsxxniygJiYGN1www16+eWXJUkOh0Ph4eF6/PHHNWXKlEvOX1JSogYNGujll1/W8OHDL9m/sLBQgYGBKigoUEBAQKXrBwAA1c+d/bdHj9wUFxcrMzNTcXFxzjYvLy/FxcUpIyOjXMs4efKkzpw5o4YNG5Y5vaioSIWFhS4fAABgXR4NN4cOHVJJSYlCQkJc2kNCQpSbm1uuZUyePFlhYWEuAemXkpOTFRgY6PyEh4dXum4AAFBzefyam8qYOXOmUlJS9P7778vX17fMPklJSSooKHB+fvjhh8tcJQAAuJzqeHLljRs3lre3t/Ly8lza8/LyFBoaetF5/+///k8zZ87UJ598ok6dOl2wn91ul91ur5J6AQBAzefRIzc+Pj7q2rWr0tLSnG0Oh0NpaWmKjY294HyzZs3Sc889p9TUVEVHR1+OUgEAQC3h0SM3kpSYmKgRI0YoOjpa3bp109y5c3XixAmNGjVKkjR8+HA1a9ZMycnJkqS//vWvmjp1qpYtW6aWLVs6r82pV6+e6tWr57FxAACAmsHj4WbIkCE6ePCgpk6dqtzcXHXu3FmpqanOi4yzs7Pl5fW/A0yvvvqqiouL9fvf/95lOdOmTdOf/vSny1k6AACogTz+nJvLjefcAABQ+9Sa59wAAABUNcINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwFMINAACwlBoRbubPn6+WLVvK19dXMTEx2rx580X7v/vuu7r22mvl6+urjh07as2aNZepUgAAUNN5PNysWLFCiYmJmjZtmrZu3aqoqCjFx8crPz+/zP5ffvmlhg4dqgceeEDbtm3T7bffrttvv13bt2+/zJUDAICayGaMMZ4sICYmRjfccINefvllSZLD4VB4eLgef/xxTZkypVT/IUOG6MSJE/rwww+dbb/5zW/UuXNnLViw4JLrKywsVGBgoAoKChQQEFB1A5GkUz9LRceqdpkAANQ23napfkiVLtKd/XedKl2zm4qLi5WZmamkpCRnm5eXl+Li4pSRkVHmPBkZGUpMTHRpi4+P16pVq8rsX1RUpKKiIuf3wsLCyhd+IV88L335UvUtHwCA2uDqbtKDaz22eo+Gm0OHDqmkpEQhIa7pLiQkRLt27Spzntzc3DL75+bmltk/OTlZ06dPr5qCL8WrjlTH9/KsCwCAmsrbx6Or92i4uRySkpJcjvQUFhYqPDy8elYW96dzHwAA4DEeDTeNGzeWt7e38vLyXNrz8vIUGhpa5jyhoaFu9bfb7bLb7VVTMAAAqPE8ereUj4+PunbtqrS0NGebw+FQWlqaYmNjy5wnNjbWpb8krV279oL9AQDAlcXjp6USExM1YsQIRUdHq1u3bpo7d65OnDihUaNGSZKGDx+uZs2aKTk5WZI0duxY9ezZU88//7wGDBiglJQUbdmyRQsXLvTkMAAAQA3h8XAzZMgQHTx4UFOnTlVubq46d+6s1NRU50XD2dnZ8vL63wGm7t27a9myZXr66af1xz/+UW3bttWqVasUGRnpqSEAAIAaxOPPubncqvU5NwAAoFq4s//2+BOKAQAAqhLhBgAAWArhBgAAWArhBgAAWArhBgAAWArhBgAAWArhBgAAWArhBgAAWArhBgAAWIrHX79wuZ1/IHNhYaGHKwEAAOV1fr9dnhcrXHHh5tixY5Kk8PBwD1cCAADcdezYMQUGBl60zxX3bimHw6GffvpJ9evXl81mq9JlFxYWKjw8XD/88IMl31tl9fFJ1h8j46v9rD5Gxlf7VdcYjTE6duyYwsLCXF6oXZYr7siNl5eXrr766mpdR0BAgGX/0krWH59k/TEyvtrP6mNkfLVfdYzxUkdszuOCYgAAYCmEGwAAYCmEmypkt9s1bdo02e12T5dSLaw+Psn6Y2R8tZ/Vx8j4ar+aMMYr7oJiAABgbRy5AQAAlkK4AQAAlkK4AQAAlkK4AQAAlkK4qSLz589Xy5Yt5evrq5iYGG3evNnTJZVLcnKybrjhBtWvX1/BwcG6/fbbtXv3bpc+t9xyi2w2m8vnkUcecemTnZ2tAQMGyN/fX8HBwZo4caLOnj17OYdSpj/96U+lar/22mud00+fPq2EhAQ1atRI9erV05133qm8vDyXZdTUsZ3XsmXLUmO02WxKSEiQVPu23+eff66BAwcqLCxMNptNq1atcplujNHUqVPVtGlT+fn5KS4uTt99951LnyNHjmjYsGEKCAhQUFCQHnjgAR0/ftylz9dff60ePXrI19dX4eHhmjVrVnUPzeliYzxz5owmT56sjh076qqrrlJYWJiGDx+un376yWUZZW33mTNnuvTx1BgvtQ1HjhxZqvZ+/fq59KnJ2/BS4yvr36PNZtPs2bOdfWry9ivPfqGqfnemp6fr+uuvl91uV5s2bbRkyZKqGYRBpaWkpBgfHx+zaNEi8+2335qHHnrIBAUFmby8PE+Xdknx8fFm8eLFZvv27SYrK8vceuutpnnz5ub48ePOPj179jQPPfSQycnJcX4KCgqc08+ePWsiIyNNXFyc2bZtm1mzZo1p3LixSUpK8sSQXEybNs106NDBpfaDBw86pz/yyCMmPDzcpKWlmS1btpjf/OY3pnv37s7pNXls5+Xn57uMb+3atUaSWbdunTGm9m2/NWvWmKeeesqsXLnSSDLvv/++y/SZM2eawMBAs2rVKvPVV1+ZQYMGmYiICHPq1Clnn379+pmoqCizceNG88UXX5g2bdqYoUOHOqcXFBSYkJAQM2zYMLN9+3azfPly4+fnZ1577TWPj/Ho0aMmLi7OrFixwuzatctkZGSYbt26ma5du7oso0WLFubZZ5912a6//HfryTFeahuOGDHC9OvXz6X2I0eOuPSpydvwUuP75bhycnLMokWLjM1mM3v37nX2qcnbrzz7har43fn9998bf39/k5iYaHbs2GFeeukl4+3tbVJTUys9BsJNFejWrZtJSEhwfi8pKTFhYWEmOTnZg1VVTH5+vpFkPvvsM2dbz549zdixYy84z5o1a4yXl5fJzc11tr366qsmICDAFBUVVWe5lzRt2jQTFRVV5rSjR4+aunXrmnfffdfZtnPnTiPJZGRkGGNq9tguZOzYsaZ169bG4XAYY2r39vv1jsPhcJjQ0FAze/ZsZ9vRo0eN3W43y5cvN8YYs2PHDiPJ/Oc//3H2+fe//21sNpv58ccfjTHGvPLKK6ZBgwYu45s8ebJp165dNY+otLJ2jr+2efNmI8kcOHDA2daiRQvzwgsvXHCemjLGC4Wb22677YLz1KZtWJ7td9ttt5nevXu7tNWW7WdM6f1CVf3unDRpkunQoYPLuoYMGWLi4+MrXTOnpSqpuLhYmZmZiouLc7Z5eXkpLi5OGRkZHqysYgoKCiRJDRs2dGlfunSpGjdurMjISCUlJenkyZPOaRkZGerYsaNCQkKcbfHx8SosLNS33357eQq/iO+++05hYWFq1aqVhg0bpuzsbElSZmamzpw547Ltrr32WjVv3ty57Wr62H6tuLhYf//733X//fe7vBi2Nm+/X9q3b59yc3NdtllgYKBiYmJctllQUJCio6OdfeLi4uTl5aVNmzY5+9x8883y8fFx9omPj9fu3bv1888/X6bRlF9BQYFsNpuCgoJc2mfOnKlGjRqpS5cumj17tssh/5o+xvT0dAUHB6tdu3Z69NFHdfjwYec0K23DvLw8rV69Wg888ECpabVl+/16v1BVvzszMjJclnG+T1XsO6+4F2dWtUOHDqmkpMRlA0pSSEiIdu3a5aGqKsbhcGjcuHG68cYbFRkZ6Wy/55571KJFC4WFhenrr7/W5MmTtXv3bq1cuVKSlJubW+b4z0/zpJiYGC1ZskTt2rVTTk6Opk+frh49emj79u3Kzc2Vj49PqR1GSEiIs+6aPLayrFq1SkePHtXIkSOdbbV5+/3a+XrKqveX2yw4ONhlep06ddSwYUOXPhEREaWWcX5agwYNqqX+ijh9+rQmT56soUOHuryE8IknntD111+vhg0b6ssvv1RSUpJycnI0Z84cSTV7jP369dMdd9yhiIgI7d27V3/84x/Vv39/ZWRkyNvb21Lb8M0331T9+vV1xx13uLTXlu1X1n6hqn53XqhPYWGhTp06JT8/vwrXTbiBU0JCgrZv367169e7tD/88MPOP3fs2FFNmzZVnz59tHfvXrVu3fpyl+mW/v37O//cqVMnxcTEqEWLFnrnnXcq9Q+npnrjjTfUv39/hYWFOdtq8/a70p05c0Z/+MMfZIzRq6++6jItMTHR+edOnTrJx8dHo0ePVnJyco1/tP/dd9/t/HPHjh3VqVMntW7dWunp6erTp48HK6t6ixYt0rBhw+Tr6+vSXlu234X2CzUdp6UqqXHjxvL29i51lXheXp5CQ0M9VJX7xowZow8//FDr1q3T1VdffdG+MTExkqQ9e/ZIkkJDQ8sc//lpNUlQUJCuueYa7dmzR6GhoSouLtbRo0dd+vxy29WmsR04cECffPKJHnzwwYv2q83b73w9F/v3Fhoaqvz8fJfpZ8+e1ZEjR2rVdj0fbA4cOKC1a9e6HLUpS0xMjM6ePav9+/dLqh1jPK9Vq1Zq3Lixy99JK2zDL774Qrt3777kv0mpZm6/C+0Xqup354X6BAQEVPo/n4SbSvLx8VHXrl2VlpbmbHM4HEpLS1NsbKwHKysfY4zGjBmj999/X59++mmpw6BlycrKkiQ1bdpUkhQbG6tvvvnG5ZfR+V/G7du3r5a6K+r48ePau3evmjZtqq5du6pu3bou22737t3Kzs52brvaNLbFixcrODhYAwYMuGi/2rz9IiIiFBoa6rLNCgsLtWnTJpdtdvToUWVmZjr7fPrpp3I4HM5gFxsbq88//1xnzpxx9lm7dq3atWtXI05nnA823333nT755BM1atTokvNkZWXJy8vLeTqnpo/xl/7f//t/Onz4sMvfydq+DaVzR1K7du2qqKioS/atSdvvUvuFqvrdGRsb67KM832qZN9Z6UuSYVJSUozdbjdLliwxO3bsMA8//LAJCgpyuUq8pnr00UdNYGCgSU9Pd7kl8eTJk8YYY/bs2WOeffZZs2XLFrNv3z7zwQcfmFatWpmbb77ZuYzzt/z99re/NVlZWSY1NdU0adKkRtwu/eSTT5r09HSzb98+s2HDBhMXF2caN25s8vPzjTHnbmds3ry5+fTTT82WLVtMbGysiY2Ndc5fk8f2SyUlJaZ58+Zm8uTJLu21cfsdO3bMbNu2zWzbts1IMnPmzDHbtm1z3ik0c+ZMExQUZD744APz9ddfm9tuu63MW8G7dOliNm3aZNavX2/atm3rchvx0aNHTUhIiLnvvvvM9u3bTUpKivH3979st4JfbIzFxcVm0KBB5uqrrzZZWVku/y7P32Xy5ZdfmhdeeMFkZWWZvXv3mr///e+mSZMmZvjw4TVijBcb37Fjx8yECRNMRkaG2bdvn/nkk0/M9ddfb9q2bWtOnz7tXEZN3oaX+jtqzLlbuf39/c2rr75aav6avv0utV8wpmp+d56/FXzixIlm586dZv78+dwKXtO89NJLpnnz5sbHx8d069bNbNy40dMllYukMj+LFy82xhiTnZ1tbr75ZtOwYUNjt9tNmzZtzMSJE12ek2KMMfv37zf9+/c3fn5+pnHjxubJJ580Z86c8cCIXA0ZMsQ0bdrU+Pj4mGbNmpkhQ4aYPXv2OKefOnXKPPbYY6ZBgwbG39/fDB482OTk5Lgso6aO7Zc++ugjI8ns3r3bpb02br9169aV+XdyxIgRxphzt4M/88wzJiQkxNjtdtOnT59S4z58+LAZOnSoqVevngkICDCjRo0yx44dc+nz1VdfmZtuusnY7XbTrFkzM3PmzMs1xIuOcd++fRf8d3n+2UWZmZkmJibGBAYGGl9fX3PdddeZGTNmuIQDT47xYuM7efKk+e1vf2uaNGli6tata1q0aGEeeuihUv8ZrMnb8FJ/R40x5rXXXjN+fn7m6NGjpeav6dvvUvsFY6rud+e6detM586djY+Pj2nVqpXLOirD9v8PBAAAwBK45gYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QYAAFgK4QZArZCeni6bzVbqZX0Xcsstt2jcuHHVWhOAmolwA6BG+nU46d69u3JychQYGOi5ogDUCnU8XQAAlIePj49CQ0M9XQaAWoAjNwBqnJEjR+qzzz7TvHnzZLPZZLPZtGTJklKnpTZs2KBbbrlF/v7+atCggeLj4/Xzzz+XuczVq1crMDBQS5culXTuNFe3bt101VVXKSgoSDfeeKMOHDhwOYYHoJoRbgDUOPPmzVNsbKweeugh5eTkKCcnR+Hh4S59srKy1KdPH7Vv314ZGRlav369Bg4cqJKSklLLW7ZsmYYOHaqlS5dq2LBhOnv2rG6//Xb17NlTX3/9tTIyMvTwww/LZrNdriECqEaclgJQ4wQGBsrHx0f+/v7OU1G7du1y6TNr1ixFR0frlVdecbZ16NCh1LLmz5+vp556Sv/617/Us2dPSVJhYaEKCgr0u9/9Tq1bt5YkXXfdddU1HACXGeEGQK2UlZWlu+6666J93nvvPeXn52vDhg264YYbnO0NGzbUyJEjFR8fr759+youLk5/+MMf1LRp0+ouG8BlwGkpALWSn5/fJft06dJFTZo00aJFi2SMcZm2ePFiZWRkqHv37lqxYoWuueYabdy4sbrKBXAZEW4A1Eg+Pj5lXj9zXqdOnZSWlnbRZbRu3Vrr1q3TBx98oMcff7zU9C5duigpKUlffvmlIiMjtWzZskrXDcDzCDcAaqSWLVtq06ZN2r9/vw4dOiSHw+EyPSkpSf/5z3/02GOP6euvv9auXbv06quv6tChQy79rrnmGq1bt07/+Mc/nM/N2bdvn5KSkpSRkaEDBw7o448/1nfffcd1N4BFEG4A1EgTJkyQt7e32rdvryZNmig7O9tl+jXXXKOPP/5YX331lbp166bY2Fh98MEHqlOn9KWE7dq106effqrly5frySeflL+/v3bt2qU777xT11xzjR5++GElJCRo9OjRl2t4AKqRzfz6RDQAAEAtxpEbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKYQbAABgKf8fk/JQO61cS9IAAAAASUVORK5CYII=\n" + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.plot(executed_volumes_market_a / executed_volumes_total, label=\"Market-A\")\n", "plt.plot(executed_volumes_market_b / executed_volumes_total, label=\"Market-B\")\n", @@ -413,7 +485,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "outputs": [], "source": [], "metadata": { diff --git a/pams/agents/market_share_fcn_agent.py b/pams/agents/market_share_fcn_agent.py index a946d911..00e218ee 100644 --- a/pams/agents/market_share_fcn_agent.py +++ b/pams/agents/market_share_fcn_agent.py @@ -44,6 +44,6 @@ def get_sum_trade_volume(self, market: Market) -> int: int: total trade volume. """ t: int = market.get_time() - time_window_size: int = min(t + 1, self.time_window_size) - volume: int = sum(market.get_executed_volumes(range(0, time_window_size))) + t_start: int = max(0, t - self.time_window_size) + volume: int = sum(market.get_executed_volumes(range(t_start, t + 1))) return volume diff --git a/samples/market_share/config.json b/samples/market_share/config.json index bccf51ca..65588532 100644 --- a/samples/market_share/config.json +++ b/samples/market_share/config.json @@ -21,7 +21,7 @@ "Market-A": { "class": "ExtendedMarket", - "tickSize": 5.0, "MEMO": "0.05% of 10,000 YEN", + "tickSize": 10.0, "marketPrice": 300.0, "outstandingShares": 25000, @@ -31,7 +31,7 @@ "Market-B": { "class": "ExtendedMarket", - "tickSize": 1.0, "MEMO": "0.01% of 10,000 YEN", + "tickSize": 1.0, "marketPrice": 300.0, "outstandingShares": 25000, From 758abb370ed035110db95918d31f2ffc427aef6d Mon Sep 17 00:00:00 2001 From: Masanori HIRANO Date: Wed, 30 Aug 2023 12:28:15 +0900 Subject: [PATCH 5/5] working barely --- examples/market_share.ipynb | 135 ++++++++---------------------------- 1 file changed, 27 insertions(+), 108 deletions(-) diff --git a/examples/market_share.ipynb b/examples/market_share.ipynb index f77c967a..7f508b65 100644 --- a/examples/market_share.ipynb +++ b/examples/market_share.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -27,7 +27,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -46,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "outputs": [], "source": [ "class ExtendedMarket(Market):\n", @@ -63,7 +63,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "outputs": [], "source": [ "from pams.logs import MarketStepEndLog\n", @@ -89,7 +89,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": { "id": "ixLeaU7Epa-5" }, @@ -159,7 +159,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" @@ -167,24 +167,7 @@ "id": "3QXSkEw2pa-6", "outputId": "fb454d0c-57b3-4cb6-d6ad-4512dbe429c1" }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "E:\\git\\pams\\pams\\market.py:746: UserWarning: order price does not accord to the tick size. price will be modified\n", - " warnings.warn(\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "# INITIALIZATION TIME 0.0049995\n", - "# EXECUTION TIME 0.5587208\n" - ] - } - ], + "outputs": [], "source": [ "import random\n", "import matplotlib.pyplot as plt\n", @@ -203,7 +186,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": { "id": "P5_pyTa9pa-6" }, @@ -218,7 +201,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -227,16 +210,7 @@ "id": "c__AgWzapa-7", "outputId": "456ed7cb-0b14-4774-845c-da50b68a7031" }, - "outputs": [ - { - "data": { - "text/plain": "
", - "image/png": 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\n" - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.plot(list(market_prices_market_a.keys()), list(market_prices_market_a.values()), label=\"Market-A\")\n", "plt.plot(list(market_prices_market_b.keys()), list(market_prices_market_b.values()), label=\"Market-B\")\n", @@ -248,7 +222,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "outputs": [], "source": [ "executed_volumes_market_a = np.convolve(np.ones(100), np.asarray(list(map(lambda x: x[\"executed_volume\"], filter(lambda x: x[\"market_name\"] == \"Market-A\", saver.market_step_logs)))[101:]), mode=\"valid\")\n", @@ -261,17 +235,8 @@ }, { "cell_type": "code", - "execution_count": 10, - "outputs": [ - { - "data": { - "text/plain": "
", - "image/png": 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\n" - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "outputs": [], "source": [ "plt.plot(executed_volumes_market_a / executed_volumes_total, label=\"Market-A\")\n", "plt.plot(executed_volumes_market_b / executed_volumes_total, label=\"Market-B\")\n", @@ -293,7 +258,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -325,7 +290,7 @@ "\t\t\"outstandingShares\": 25000,\n", "\n", "\t\t\"MEMO\": \"Required only here\",\n", - "\t\t\"tradeVolume\": 90\n", + "\t\t\"tradeVolume\": 50\n", "\t},\n", "\n", "\t\"Market-B\": {\n", @@ -335,7 +300,7 @@ "\t\t\"outstandingShares\": 25000,\n", "\n", "\t\t\"MEMO\": \"Required only here\",\n", - "\t\t\"tradeVolume\": 10\n", + "\t\t\"tradeVolume\": 50\n", "\t},\n", "\n", "\t\"MarketShareFCNAgents\": {\n", @@ -366,25 +331,16 @@ "\n", "\t\t\"targetMarket\": \"Market-B\",\n", "\t\t\"netInterestSpread\": 0.02,\n", - "\t\t\"orderTimeLength\": 2\n", + "\t\t\"orderTimeLength\": 100\n", "\t}\n", "}" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "# INITIALIZATION TIME 0.0039968\n", - "# EXECUTION TIME 0.8193277\n" - ] - } - ], + "outputs": [], "source": [ "saver = MarketStepSaverForMarketShare()\n", "\n", @@ -399,7 +355,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -412,18 +368,9 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": "
", - "image/png": 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\n" - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.plot(list(market_prices_market_a.keys()), list(market_prices_market_a.values()), label=\"Market-A\")\n", "plt.plot(list(market_prices_market_b.keys()), list(market_prices_market_b.values()), label=\"Market-B\")\n", @@ -437,11 +384,11 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "outputs": [], "source": [ - "executed_volumes_market_a = np.convolve(np.ones(100), np.asarray(list(map(lambda x: x[\"executed_volume\"], filter(lambda x: x[\"market_name\"] == \"Market-A\", saver.market_step_logs)))), mode=\"valid\")\n", - "executed_volumes_market_b = np.convolve(np.ones(100), np.asarray(list(map(lambda x: x[\"executed_volume\"], filter(lambda x: x[\"market_name\"] == \"Market-B\", saver.market_step_logs)))), mode=\"valid\")\n", + "executed_volumes_market_a = np.convolve(np.ones(100), np.asarray(list(map(lambda x: x[\"executed_volume\"], filter(lambda x: x[\"market_name\"] == \"Market-A\", saver.market_step_logs)))[101:]), mode=\"valid\")\n", + "executed_volumes_market_b = np.convolve(np.ones(100), np.asarray(list(map(lambda x: x[\"executed_volume\"], filter(lambda x: x[\"market_name\"] == \"Market-B\", saver.market_step_logs)))[101:]), mode=\"valid\")\n", "executed_volumes_total = executed_volumes_market_a + executed_volumes_market_b" ], "metadata": { @@ -450,27 +397,8 @@ }, { "cell_type": "code", - "execution_count": 16, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "D:\\AppData\\Local\\Temp\\ipykernel_15920\\2371084761.py:1: RuntimeWarning: invalid value encountered in divide\n", - " plt.plot(executed_volumes_market_a / executed_volumes_total, label=\"Market-A\")\n", - "D:\\AppData\\Local\\Temp\\ipykernel_15920\\2371084761.py:2: RuntimeWarning: invalid value encountered in divide\n", - " plt.plot(executed_volumes_market_b / executed_volumes_total, label=\"Market-B\")\n" - ] - }, - { - "data": { - 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\n" - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "outputs": [], "source": [ "plt.plot(executed_volumes_market_a / executed_volumes_total, label=\"Market-A\")\n", "plt.plot(executed_volumes_market_b / executed_volumes_total, label=\"Market-B\")\n", @@ -482,15 +410,6 @@ "metadata": { "collapsed": false } - }, - { - "cell_type": "code", - "execution_count": 16, - "outputs": [], - "source": [], - "metadata": { - "collapsed": false - } } ], "metadata": {