From 758abb370ed035110db95918d31f2ffc427aef6d Mon Sep 17 00:00:00 2001 From: Masanori HIRANO Date: Wed, 30 Aug 2023 12:28:15 +0900 Subject: [PATCH] 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": { - "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", @@ -482,15 +410,6 @@ "metadata": { "collapsed": false } - }, - { - "cell_type": "code", - "execution_count": 16, - "outputs": [], - "source": [], - "metadata": { - "collapsed": false - } } ], "metadata": {