From 94f49ad0b9d5fb602bcbfc9fa16a1bf755f14496 Mon Sep 17 00:00:00 2001 From: NewLaptopMSI_Manu Date: Sun, 13 May 2018 22:13:17 +0200 Subject: [PATCH] plot and compare multi strat profit --- Jupyter/profit_multistrat_plot.ipynb | 4960 ++++++++++++++++++++++++++ freqtrade/optimize/backtesting.py | 3 +- 2 files changed, 4962 insertions(+), 1 deletion(-) create mode 100644 Jupyter/profit_multistrat_plot.ipynb diff --git a/Jupyter/profit_multistrat_plot.ipynb b/Jupyter/profit_multistrat_plot.ipynb new file mode 100644 index 000000000..9fb5f3e75 --- /dev/null +++ b/Jupyter/profit_multistrat_plot.ipynb @@ -0,0 +1,4960 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from freqtrade.arguments import Arguments\n", + "from freqtrade.configuration import Configuration\n", + "from freqtrade.analyze import Analyze\n", + "from freqtrade import constants" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from argparse import Namespace" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "from importlib import reload" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/vnd.plotly.v1+html": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import plotly.offline as py\n", + "import plotly.graph_objs as go\n", + "#needed to have the display in the jupyter notebook:\n", + "py.init_notebook_mode(connected=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "from freqtrade import exchange\n", + "import freqtrade.optimize as optimize\n", + "from freqtrade.optimize import backtesting\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "argList = ['-s', 'BinHV45', 'backtesting', '--timerange=20180105-', '--ticker-interval', '5m', '--realistic-simulation']\n", + "arguments = Arguments(\n", + " argList,\n", + " 'Fake command line for now '\n", + " )\n", + "args = arguments.get_parsed_arg()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "args.config = \"..\\\\\" + args.config\n", + "args.datadir = \"..\\\\\" + args.datadir" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2018-05-13 21:55:40,532 - freqtrade.configuration - INFO - Log level set to INFO\n", + "2018-05-13 21:55:40,532 - freqtrade.configuration - INFO - Parameter -i/--ticker-interval detected ...\n", + "2018-05-13 21:55:40,548 - freqtrade.configuration - INFO - Using ticker_interval: 5m ...\n", + "2018-05-13 21:55:40,549 - freqtrade.configuration - INFO - Parameter --realistic-simulation detected ...\n", + "2018-05-13 21:55:40,551 - freqtrade.configuration - INFO - Using max_open_trades: 3 ...\n", + "2018-05-13 21:55:40,554 - freqtrade.configuration - INFO - Parameter --timerange detected: 20180105- ...\n", + "2018-05-13 21:55:40,556 - freqtrade.configuration - INFO - Parameter --datadir detected: ..\\freqtrade\\tests\\testdata ...\n" + ] + } + ], + "source": [ + "configuration = Configuration(args)\n", + "config = configuration.get_config()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2018-05-13 21:55:40,829 - freqtrade.exchange - INFO - Instance is running with dry_run enabled\n", + "2018-05-13 21:55:40,844 - freqtrade.exchange - INFO - Using Exchange \"Binance\"\n", + "2018-05-13 21:55:41,318 - freqtrade.strategy.resolver - INFO - Override strategy 'ticker_interval' with value in config file: 5m.\n" + ] + } + ], + "source": [ + "exchange.init(config)\n", + "analyze = Analyze(config)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "pairs = config['exchange']['pair_whitelist']\n", + "ticker_interval = config['ticker_interval']" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "timerange = Arguments.parse_timerange(config.get('timerange'))\n", + "data = optimize.load_data(\n", + " config['datadir'],\n", + " pairs=pairs,\n", + " ticker_interval=ticker_interval,\n", + " refresh_pairs=config.get('refresh_pairs', False),\n", + " timerange=timerange\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "def CumulProfit( df ):\n", + " #cumul Profit :\n", + " curSum = 100\n", + " df.loc[:, 'CumulPL'] = curSum\n", + " columnIndex = df.columns.get_loc('CumulPL')\n", + " for i in range(1, len(df)):\n", + " curSum = curSum * ( 1.0 + df.iloc[i]['profit_percent'])\n", + " df.iloc[i,columnIndex] = curSum" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "def GraphRoundTripList( roundTripList, curveNames=[] ):\n", + " data = []\n", + " index = 0\n", + " line100 = go.Scatter( x= [ roundTripList[0].iloc[0, :]['sell_date'], roundTripList[0].iloc[-1, :]['sell_date']], \n", + " y=[100.0,100.0],\n", + " name=\"\",\n", + " line = dict( color = ('rgb(200, 200, 200)'), width = 4)\n", + " )\n", + " data.append(line100)\n", + " for rt in roundTripList:\n", + " graphName = 'pair' + str(index)\n", + " if index < len(curveNames):\n", + " graphName = curveNames[index] \n", + " graph = go.Scatter( x = rt['sell_date'], y=rt['CumulPL'], name=graphName)\n", + " index += 1\n", + " data.append(graph)\n", + " fig = go.Figure(data=data)\n", + " py.iplot(fig)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "sell_profit_only = config.get('experimental', {}).get('sell_profit_only', False)\n", + "use_sell_signal = config.get('experimental', {}).get('use_sell_signal', False)\n", + "max_open_trades = config['max_open_trades']" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "preprocessed = analyze.tickerdata_to_dataframe(data)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "min_date, max_date = backtesting.Backtesting.get_timeframe(preprocessed)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "def getCumulProfitForStrat( strat ):\n", + " config['strategy'] = strat\n", + " analyze = Analyze(config)\n", + " preprocessed = analyze.tickerdata_to_dataframe(data)\n", + " myBacktesting = backtesting.Backtesting(config)\n", + " results = myBacktesting.backtest(\n", + " {\n", + " 'stake_amount': config.get('stake_amount'),\n", + " 'processed': preprocessed,\n", + " 'max_open_trades': max_open_trades,\n", + " 'realistic': config.get('realistic_simulation', False),\n", + " 'sell_profit_only': sell_profit_only,\n", + " 'use_sell_signal': use_sell_signal,\n", + " 'record': config.get('export')\n", + " }\n", + " )\n", + " sortedResults = results.sort_values('sell_date') \n", + " sortedResults = sortedResults.reset_index(drop=True)\n", + " CumulProfit( sortedResults )\n", + " return sortedResults" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#strat_list = [ \"BinHV45\", \"Quickie\", \"Strategy006\", \"ASDTSRockwellTrading\", \"AverageStrategy\", \"BinHV27\", \"ClucMay72018\", \"CofiBitStrategy\", \"EMASkipPump\", \"MACDStrategy\", \"ReinforcedQuickie\", \"Simple\", \"SmoothOperator\"]\n", + "strat_list = [ \"BinHV45\", \"Quickie\", \"Strategy006\", \"ASDTSRockwellTrading\", \"AverageStrategy\", \"BinHV27\", \"ClucMay72018\", \"CofiBitStrategy\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "strat_list = [ \"BinHV27\", \"BinHV45\", \"Quickie\", \"Strategy006\", \"ASDTSRockwellTrading\", \"AverageStrategy\", \"ClucMay72018\", \"CofiBitStrategy\", \"EMASkipPump\", \"MACDStrategy\",\"ReinforcedQuickie\", \"Simple\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2018-05-13 21:55:49,741 - freqtrade.strategy.resolver - INFO - Override strategy 'ticker_interval' with value in config file: 5m.\n", + "2018-05-13 21:55:50,656 - freqtrade.strategy.resolver - INFO - Override strategy 'ticker_interval' with value in config file: 5m.\n", + "2018-05-13 21:55:50,656 - freqtrade.exchange - INFO - Instance is running with dry_run enabled\n", + "2018-05-13 21:55:50,656 - freqtrade.exchange - INFO - Using Exchange \"Binance\"\n", + "2018-05-13 21:56:05,580 - freqtrade.strategy.resolver - INFO - Override strategy 'ticker_interval' with value in config file: 5m.\n", + "2018-05-13 21:56:06,553 - freqtrade.strategy.resolver - INFO - Override strategy 'ticker_interval' with value in config file: 5m.\n", + "2018-05-13 21:56:06,553 - freqtrade.exchange - INFO - Instance is running with dry_run enabled\n", + "2018-05-13 21:56:06,569 - freqtrade.exchange - INFO - Using Exchange \"Binance\"\n", + "2018-05-13 21:56:10,612 - freqtrade.strategy.resolver - INFO - Override strategy 'ticker_interval' with value in config file: 5m.\n", + "2018-05-13 21:56:11,564 - freqtrade.strategy.resolver - INFO - Override strategy 'ticker_interval' with value in config file: 5m.\n", + "2018-05-13 21:56:11,565 - freqtrade.exchange - INFO - Instance is running with dry_run enabled\n", + "2018-05-13 21:56:11,570 - freqtrade.exchange - INFO - Using Exchange \"Binance\"\n", + "2018-05-13 21:56:22,626 - freqtrade.strategy.resolver - INFO - Override strategy 'ticker_interval' with value in config file: 5m.\n", + "2018-05-13 21:56:23,588 - freqtrade.strategy.resolver - INFO - Override strategy 'ticker_interval' with value in config file: 5m.\n", + "2018-05-13 21:56:23,590 - freqtrade.exchange - INFO - Instance is running with dry_run enabled\n", + "2018-05-13 21:56:23,594 - freqtrade.exchange - INFO - Using Exchange \"Binance\"\n", + "2018-05-13 21:56:31,484 - freqtrade.strategy.resolver - INFO - Override strategy 'ticker_interval' with value in config file: 5m.\n", + "2018-05-13 21:56:32,101 - freqtrade.strategy.resolver - INFO - Override strategy 'ticker_interval' with value in config file: 5m.\n", + "2018-05-13 21:56:32,101 - freqtrade.exchange - INFO - Instance is running with dry_run enabled\n", + "2018-05-13 21:56:32,116 - freqtrade.exchange - INFO - Using Exchange \"Binance\"\n", + "2018-05-13 21:56:42,549 - freqtrade.strategy.resolver - INFO - Override strategy 'ticker_interval' with value in config file: 5m.\n", + "2018-05-13 21:56:43,172 - freqtrade.strategy.resolver - INFO - Override strategy 'ticker_interval' with value in config file: 5m.\n", + "2018-05-13 21:56:43,172 - freqtrade.exchange - INFO - Instance is running with dry_run enabled\n", + "2018-05-13 21:56:43,172 - freqtrade.exchange - INFO - Using Exchange \"Binance\"\n", + "2018-05-13 21:56:57,067 - freqtrade.strategy.resolver - INFO - Override strategy 'ticker_interval' with value in config file: 5m.\n", + "2018-05-13 21:56:58,114 - freqtrade.strategy.resolver - INFO - Override strategy 'ticker_interval' with value in config file: 5m.\n", + "2018-05-13 21:56:58,114 - freqtrade.exchange - INFO - Instance is running with dry_run enabled\n", + "2018-05-13 21:56:58,130 - freqtrade.exchange - INFO - Using Exchange \"Binance\"\n", + "2018-05-13 21:57:01,873 - freqtrade.strategy.resolver - INFO - Override strategy 'ticker_interval' with value in config file: 5m.\n", + "2018-05-13 21:57:02,545 - freqtrade.strategy.resolver - INFO - Override strategy 'ticker_interval' with value in config file: 5m.\n", + "2018-05-13 21:57:02,545 - freqtrade.exchange - INFO - Instance is running with dry_run enabled\n", + "2018-05-13 21:57:02,545 - freqtrade.exchange - INFO - Using Exchange \"Binance\"\n", + "2018-05-13 21:57:14,072 - freqtrade.strategy.resolver - INFO - Override strategy 'ticker_interval' with value in config file: 5m.\n", + "2018-05-13 21:57:14,957 - freqtrade.strategy.resolver - INFO - Override strategy 'ticker_interval' with value in config file: 5m.\n", + "2018-05-13 21:57:14,957 - freqtrade.exchange - INFO - Instance is running with dry_run enabled\n", + "2018-05-13 21:57:14,967 - freqtrade.exchange - INFO - Using Exchange \"Binance\"\n", + "2018-05-13 21:57:26,355 - freqtrade.strategy.resolver - INFO - Override strategy 'ticker_interval' with value in config file: 5m.\n", + "2018-05-13 21:57:26,994 - freqtrade.strategy.resolver - INFO - Override strategy 'ticker_interval' with value in config file: 5m.\n", + "2018-05-13 21:57:26,994 - freqtrade.exchange - INFO - Instance is running with dry_run enabled\n", + "2018-05-13 21:57:27,009 - freqtrade.exchange - INFO - Using Exchange \"Binance\"\n", + "2018-05-13 21:57:38,340 - freqtrade.strategy.resolver - INFO - Override strategy 'ticker_interval' with value in config file: 5m.\n", + "d:\\work\\finances\\freqtrade\\myfreqtrade\\freqtrade\\user_data\\strategies\\ReinforcedQuickie.py:188: FutureWarning:\n", + "\n", + "how in .resample() is deprecated\n", + "the new syntax is .resample(...)..apply()\n", + "\n", + "2018-05-13 21:57:40,765 - freqtrade.strategy.resolver - INFO - Override strategy 'ticker_interval' with value in config file: 5m.\n", + "2018-05-13 21:57:40,765 - freqtrade.exchange - INFO - Instance is running with dry_run enabled\n", + "2018-05-13 21:57:40,765 - freqtrade.exchange - INFO - Using Exchange \"Binance\"\n", + "2018-05-13 21:57:49,061 - freqtrade.strategy.resolver - INFO - Override strategy 'ticker_interval' with value in config file: 5m.\n", + "2018-05-13 21:57:49,916 - freqtrade.strategy.resolver - INFO - Override strategy 'ticker_interval' with value in config file: 5m.\n", + "2018-05-13 21:57:49,932 - freqtrade.exchange - INFO - Instance is running with dry_run enabled\n", + "2018-05-13 21:57:49,932 - freqtrade.exchange - INFO - Using Exchange \"Binance\"\n" + ] + }, + { + "data": { + "application/vnd.plotly.v1+json": { + "data": [ + { + "line": { + "color": "rgb(200, 200, 200)", + "width": 4 + }, + "name": "", + "type": "scatter", + "x": [ + "2018-01-30 06:50:00", + "2018-03-16 20:10:00" + ], + "y": [ + 100, + 100 + ] + }, + { + "name": "BinHV27", + "type": "scatter", + "x": [ + "2018-01-30 06:50:00", + "2018-02-01 09:05:00", + "2018-02-01 12:20:00", + "2018-03-16 20:10:00" + ], + "y": [ + 100, + 49.917893, + 24.872442285683512, + 49.84308296330628 + ] + }, + { + "name": "BinHV45", + "type": "scatter", + "x": [ + "2018-01-05 04:20:00", + "2018-01-05 04:35:00", + "2018-01-05 05:40:00", + "2018-01-05 09:40:00", + 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "result_list = []\n", + "for strat in strat_list:\n", + " stratResult = getCumulProfitForStrat( strat )\n", + " result_list.append( stratResult )\n", + "GraphRoundTripList( result_list, strat_list)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:FreqTradeCcxt]", + "language": "python", + "name": "conda-env-FreqTradeCcxt-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.4" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/freqtrade/optimize/backtesting.py b/freqtrade/optimize/backtesting.py index 3e6dba847..8df30873f 100644 --- a/freqtrade/optimize/backtesting.py +++ b/freqtrade/optimize/backtesting.py @@ -196,6 +196,7 @@ class Backtesting(object): if ret: row2, trade_entry, next_date = ret lock_pair_until = next_date + trade_entry = trade_entry + ( next_date,) trades.append(trade_entry) if record: # Note, need to be json.dump friendly @@ -210,7 +211,7 @@ class Backtesting(object): if record and record.find('trades') >= 0: logger.info('Dumping backtest results') file_dump_json('backtest-result.json', records) - labels = ['currency', 'profit_percent', 'profit_BTC', 'duration'] + labels = ['currency', 'profit_percent', 'profit_BTC', 'duration', 'sell_date'] return DataFrame.from_records(trades, columns=labels) def start(self) -> None: