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(feat) adapt notebooks

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cardosofede
2024-05-22 19:43:35 -05:00
parent fd3fbe1ba3
commit 4fb2656e8f
10 changed files with 39522 additions and 429 deletions
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0
quants_lab/research_notebooks/01_analyze_optimization_results.ipynb → quants_lab/research_notebooks/analyze_optimization_results.ipynb
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quants_lab/research_notebooks/dman_maker/01_strategy_design_dman_maker.ipynb
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@@ -3,7 +3,7 @@
{
"cell_type": "markdown",
"source": [
"# RESEARCH NOTEBOOK --> SUPERTREND"
"# RESEARCH NOTEBOOK --> DMAN Maker V2"
],
"metadata": {
"collapsed": false
@@ -175,15 +175,6 @@
"start_time": "2024-04-18T22:03:34.504796Z"
}
}
},
{
"cell_type": "code",
"execution_count": null,
"outputs": [],
"source": [],
"metadata": {
"collapsed": false
}
}
],
"metadata": {

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quants_lab/research_notebooks/dman_maker/02_single_controller_backtest.ipynb
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quants_lab/research_notebooks/dman_maker/03_optimization_notebook.ipynb
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@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "code",
"execution_count": null,
"execution_count": 1,
"outputs": [],
"source": [
"import os\n",
@@ -12,95 +12,87 @@
"sys.path.append(root_path)"
],
"metadata": {
"collapsed": false
"collapsed": false,
"ExecuteTime": {
"end_time": "2024-05-21T23:41:37.862880Z",
"start_time": "2024-05-21T23:41:37.861203Z"
}
}
},
{
"cell_type": "code",
"execution_count": null,
"execution_count": 4,
"outputs": [],
"source": [
"from quants_lab.controllers.market_making.dman_maker_v2 import DManMakerV2Config\n",
"from hummingbot.strategy_v2.backtesting import MarketMakingBacktesting\n",
"import traceback\n",
"from decimal import Decimal\n",
"import pandas_ta as ta # noqa: F401\n",
"\n",
"from hummingbot.core.data_type.common import PositionMode, TradeType, OrderType\n",
"from hummingbot.data_feed.candles_feed.candles_factory import CandlesConfig\n",
"from hummingbot.smart_components.strategy_frameworks.data_types import TripleBarrierConf, OrderLevel\n",
"from hummingbot.smart_components.strategy_frameworks.directional_trading import DirectionalTradingBacktestingEngine\n",
"from hummingbot.smart_components.utils.config_encoder_decoder import ConfigEncoderDecoder\n",
"import pandas as pd\n",
"from optuna import TrialPruned\n",
"from hummingbot.smart_components.utils.order_level_builder import OrderLevelBuilder\n",
"\n",
"from quants_lab.controllers.supertrend import SuperTrend, SuperTrendConfig\n",
"backtesting_engine = MarketMakingBacktesting()\n",
"\n",
"# To run an optimization with optuna we need to define the objective function that will be executed for each trial\n",
"\n",
"def objective(trial):\n",
"async def objective(trial, start, end, backtesting_resolution):\n",
" try:\n",
" # Market configuration\n",
" exchange = \"binance_perpetual\"\n",
" connector_name = \"binance_perpetual\"\n",
" trading_pair = \"WLD-USDT\"\n",
" interval = \"3m\"\n",
"\n",
" # Account configuration\n",
" initial_portfolio_usd = 1000\n",
" order_amount = Decimal(\"25\")\n",
" n_levels = 1\n",
" leverage = 20\n",
" total_amount_quote = 1000\n",
" trade_cost = 0.0006\n",
"\n",
" # Backtest period\n",
" start = \"2023-01-01\"\n",
" end = \"2024-01-02\"\n",
" buy_spreads = [Decimal(\"0.002\")]\n",
" sell_spreads = [Decimal(\"0.002\")]\n",
" buy_amounts_pct = [Decimal(\"1\")]\n",
" sell_amounts_pct = [Decimal(\"1\")]\n",
" executor_refresh_time = 60\n",
" cooldown_time = 3600\n",
" top_executor_refresh_time = 60\n",
" executor_activation_bounds = [Decimal(\"0.01\")]\n",
" dca_spreads = [Decimal(\"0.\"), Decimal(\"0.002\"), Decimal(\"0.004\"), Decimal(\"0.006\"), Decimal(\"0.008\"), Decimal(\"0.01\")]\n",
" dca_amounts = [Decimal(\"0.1\"), Decimal(\"0.2\"), Decimal(\"0.3\"), Decimal(\"0.4\"), Decimal(\"0.5\"), Decimal(\"0.6\")]\n",
"\n",
" # Triple barrier configuration\n",
" stop_loss = trial.suggest_float('stop_loss', 0.01, 0.02, step=0.01)\n",
" stop_loss = trial.suggest_float('stop_loss', 0.01, 0.04, step=0.01)\n",
" take_profit = trial.suggest_float('take_profit', 0.01, 0.04, step=0.01)\n",
" time_limit = 60 * 60 * 12 # 12 hours\n",
" trailing_stop_activation_price_delta = Decimal(\"0.008\")\n",
" trailing_stop_trailing_delta = Decimal(\"0.004\")\n",
" config_dict = {\n",
" \"connector_name\": connector_name,\n",
" \"trading_pair\": trading_pair,\n",
" \"total_amount_quote\": total_amount_quote,\n",
" \"buy_spreads\": buy_spreads,\n",
" \"sell_spreads\": sell_spreads,\n",
" \"buy_amounts_pct\": buy_amounts_pct,\n",
" \"sell_amounts_pct\": sell_amounts_pct,\n",
" \"executor_refresh_time\": executor_refresh_time,\n",
" \"cooldown_time\": cooldown_time,\n",
" \"top_executor_refresh_time\": top_executor_refresh_time,\n",
" \"executor_activation_bounds\": executor_activation_bounds,\n",
" \"stop_loss\": stop_loss,\n",
" \"take_profit\": take_profit,\n",
" \"time_limit\": time_limit,\n",
" \"trailing_stop\": {\n",
" \"activation_price\": trailing_stop_activation_price_delta,\n",
" \"trailing_delta\": trailing_stop_trailing_delta\n",
" },\n",
" \"dca_spreads\": dca_spreads,\n",
" \"dca_amounts\": dca_amounts\n",
" }\n",
"\n",
" length = trial.suggest_int('length', 20, 200, step=20)\n",
" multiplier = trial.suggest_float('multiplier', 2.0, 6.0, step=1.0)\n",
" percentage_threshold = trial.suggest_float('percentage_threshold', 0.01, 0.03, step=0.01)\n",
"\n",
" # Building the order levels\n",
" order_level_builder = OrderLevelBuilder(n_levels=n_levels)\n",
" order_levels = order_level_builder.build_order_levels(\n",
" amounts=order_amount,\n",
" spreads=Decimal(\"0\"),\n",
" triple_barrier_confs=TripleBarrierConf(\n",
" stop_loss=stop_loss, take_profit=take_profit, time_limit=time_limit,\n",
" trailing_stop_activation_price_delta=trailing_stop_activation_price_delta,\n",
" trailing_stop_trailing_delta=trailing_stop_trailing_delta),\n",
" )\n",
" config = SuperTrendConfig(\n",
" exchange=exchange,\n",
" trading_pair=trading_pair,\n",
" strategy_name='supertrend',\n",
" candles_config=[\n",
" CandlesConfig(connector=exchange, trading_pair=trading_pair,\n",
" interval=interval, max_records=sys.maxsize)\n",
" ],\n",
" order_levels=order_levels,\n",
" leverage=leverage,\n",
" position_mode=PositionMode.HEDGE,\n",
" length=length,\n",
" multiplier=multiplier,\n",
" percentage_threshold=percentage_threshold,\n",
"\n",
" )\n",
" controller = SuperTrend(config=config)\n",
" engine = DirectionalTradingBacktestingEngine(controller=controller)\n",
" engine.load_controller_data(\"../../../data/candles\")\n",
" backtesting_results = engine.run_backtesting(\n",
" initial_portfolio_usd=initial_portfolio_usd,\n",
" trade_cost=trade_cost,\n",
" start=start, end=end)\n",
" config = DManMakerV2Config(**config_dict)\n",
" start_time = pd.to_datetime(start).timestamp() * 1e3\n",
" end_time = pd.to_datetime(end).timestamp() * 1e3\n",
" backtesting_results = await backtesting_engine.run_backtesting(\n",
" controller_config=config, trade_cost=trade_cost,\n",
" start=int(start_time), end=int(end_time),\n",
" backtesting_resolution=backtesting_resolution)\n",
"\n",
" strategy_analysis = backtesting_results[\"results\"]\n",
" encoder_decoder = ConfigEncoderDecoder(TradeType, OrderType, PositionMode)\n",
"\n",
" trial.set_user_attr(\"net_pnl_quote\", strategy_analysis[\"net_pnl_quote\"])\n",
" trial.set_user_attr(\"net_pnl_pct\", strategy_analysis[\"net_pnl\"])\n",
@@ -110,50 +102,489 @@
" trial.set_user_attr(\"accuracy\", strategy_analysis[\"accuracy\"])\n",
" trial.set_user_attr(\"total_positions\", strategy_analysis[\"total_positions\"])\n",
" trial.set_user_attr(\"profit_factor\", strategy_analysis[\"profit_factor\"])\n",
" trial.set_user_attr(\"duration_in_hours\", strategy_analysis[\"duration_minutes\"] / 60)\n",
" trial.set_user_attr(\"avg_trading_time_in_hours\", strategy_analysis[\"avg_trading_time_minutes\"] / 60)\n",
" trial.set_user_attr(\"win_signals\", strategy_analysis[\"win_signals\"])\n",
" trial.set_user_attr(\"loss_signals\", strategy_analysis[\"loss_signals\"])\n",
" trial.set_user_attr(\"config\", encoder_decoder.encode(config.dict()))\n",
" trial.set_user_attr(\"close_types\", strategy_analysis[\"close_types\"])\n",
" trial.set_user_attr(\"config\", config_dict)\n",
" return strategy_analysis[\"net_pnl\"]\n",
" except Exception as e:\n",
" traceback.print_exc()\n",
" raise TrialPruned()\n"
],
"metadata": {
"collapsed": false
"collapsed": false,
"ExecuteTime": {
"end_time": "2024-05-22T00:12:09.348323Z",
"start_time": "2024-05-22T00:12:09.343772Z"
}
}
},
{
"cell_type": "code",
"execution_count": null,
"outputs": [],
"execution_count": 6,
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[I 2024-05-21 19:14:06,636] A new study created in RDB with name: dman_maker_v2_opt\n"
]
}
],
"source": [
"import optuna\n",
"\n",
"# Now let's configure the parameters for the optimization\n",
"study_name = \"super_trend_optimization_1\"\n",
"study_name = \"dman_maker_v2_opt\"\n",
"storage= \"sqlite:///../../../data/backtesting/backtesting_report.db\"\n",
"\n",
"study = optuna.create_study(direction=\"maximize\", study_name=study_name,\n",
" storage=storage,\n",
" load_if_exists=True # If the study already exists, we load it\n",
" )"
" load_if_exists=True) # If the study already exists, we load it)"
],
"metadata": {
"collapsed": false
"collapsed": false,
"ExecuteTime": {
"end_time": "2024-05-22T00:14:06.642119Z",
"start_time": "2024-05-22T00:14:06.258703Z"
}
}
},
{
"cell_type": "code",
"execution_count": 7,
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[W 2024-05-21 19:14:32,364] Trial 0 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,365] Trial 0 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"/Users/dardonacci/anaconda3/envs/dashboard/lib/python3.10/site-packages/optuna/study/_optimize.py:159: RuntimeWarning: coroutine 'objective' was never awaited\n",
" frozen_trial = _run_trial(study, func, catch)\n",
"RuntimeWarning: Enable tracemalloc to get the object allocation traceback\n",
"[W 2024-05-21 19:14:32,380] Trial 1 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,380] Trial 1 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,390] Trial 2 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,391] Trial 2 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,401] Trial 3 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,402] Trial 3 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,412] Trial 4 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,413] Trial 4 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,424] Trial 5 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,424] Trial 5 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,435] Trial 6 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,435] Trial 6 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,448] Trial 7 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,448] Trial 7 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,464] Trial 8 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,464] Trial 8 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,474] Trial 9 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,474] Trial 9 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,485] Trial 10 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,485] Trial 10 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,496] Trial 11 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,496] Trial 11 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,505] Trial 12 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,505] Trial 12 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,515] Trial 13 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,516] Trial 13 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,525] Trial 14 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,526] Trial 14 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,535] Trial 15 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,535] Trial 15 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,551] Trial 16 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,551] Trial 16 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,561] Trial 17 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,562] Trial 17 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,572] Trial 18 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,572] Trial 18 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,582] Trial 19 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,583] Trial 19 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,592] Trial 20 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,593] Trial 20 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,603] Trial 21 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,603] Trial 21 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,613] Trial 22 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,614] Trial 22 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,624] Trial 23 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,624] Trial 23 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,634] Trial 24 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,634] Trial 24 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,644] Trial 25 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,644] Trial 25 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,654] Trial 26 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,654] Trial 26 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,666] Trial 27 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,666] Trial 27 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,676] Trial 28 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,676] Trial 28 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,687] Trial 29 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,687] Trial 29 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,697] Trial 30 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,698] Trial 30 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,709] Trial 31 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,709] Trial 31 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,718] Trial 32 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,719] Trial 32 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,728] Trial 33 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,728] Trial 33 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,738] Trial 34 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,739] Trial 34 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,749] Trial 35 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,750] Trial 35 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,761] Trial 36 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,762] Trial 36 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,772] Trial 37 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,772] Trial 37 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,782] Trial 38 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,782] Trial 38 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,791] Trial 39 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,792] Trial 39 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,803] Trial 40 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,803] Trial 40 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,813] Trial 41 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,814] Trial 41 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,823] Trial 42 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,824] Trial 42 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,835] Trial 43 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,836] Trial 43 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,846] Trial 44 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,846] Trial 44 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,857] Trial 45 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,857] Trial 45 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,868] Trial 46 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,869] Trial 46 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,878] Trial 47 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,878] Trial 47 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,889] Trial 48 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,889] Trial 48 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,899] Trial 49 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,900] Trial 49 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,911] Trial 50 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,911] Trial 50 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,920] Trial 51 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,920] Trial 51 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,929] Trial 52 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,930] Trial 52 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,940] Trial 53 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,941] Trial 53 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,950] Trial 54 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,950] Trial 54 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,959] Trial 55 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,960] Trial 55 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,970] Trial 56 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,971] Trial 56 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,980] Trial 57 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,981] Trial 57 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,990] Trial 58 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:32,990] Trial 58 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:32,999] Trial 59 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,000] Trial 59 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,010] Trial 60 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,010] Trial 60 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,019] Trial 61 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,020] Trial 61 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,030] Trial 62 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,030] Trial 62 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,040] Trial 63 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,040] Trial 63 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,050] Trial 64 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,051] Trial 64 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,061] Trial 65 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,061] Trial 65 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,071] Trial 66 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,071] Trial 66 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,080] Trial 67 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,081] Trial 67 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,091] Trial 68 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,092] Trial 68 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,102] Trial 69 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,102] Trial 69 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,111] Trial 70 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,112] Trial 70 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,123] Trial 71 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,124] Trial 71 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,133] Trial 72 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,134] Trial 72 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,144] Trial 73 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,145] Trial 73 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,154] Trial 74 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,154] Trial 74 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,164] Trial 75 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,165] Trial 75 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,175] Trial 76 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,175] Trial 76 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,186] Trial 77 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,186] Trial 77 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,196] Trial 78 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,196] Trial 78 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,206] Trial 79 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,207] Trial 79 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,217] Trial 80 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,218] Trial 80 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,227] Trial 81 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,228] Trial 81 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,239] Trial 82 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,239] Trial 82 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,255] Trial 83 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,255] Trial 83 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,267] Trial 84 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,267] Trial 84 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,278] Trial 85 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,278] Trial 85 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,289] Trial 86 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,289] Trial 86 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,300] Trial 87 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,300] Trial 87 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,310] Trial 88 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,311] Trial 88 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,321] Trial 89 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,322] Trial 89 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,333] Trial 90 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,334] Trial 90 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,345] Trial 91 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,345] Trial 91 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,356] Trial 92 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,357] Trial 92 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,367] Trial 93 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,367] Trial 93 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,376] Trial 94 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,377] Trial 94 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,389] Trial 95 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,389] Trial 95 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,401] Trial 96 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,401] Trial 96 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,413] Trial 97 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,413] Trial 97 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,426] Trial 98 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,427] Trial 98 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,438] Trial 99 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,438] Trial 99 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,449] Trial 100 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,450] Trial 100 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,461] Trial 101 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,461] Trial 101 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,472] Trial 102 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,472] Trial 102 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,483] Trial 103 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,484] Trial 103 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,495] Trial 104 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,495] Trial 104 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,506] Trial 105 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,506] Trial 105 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,517] Trial 106 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,517] Trial 106 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,529] Trial 107 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,530] Trial 107 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,540] Trial 108 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,540] Trial 108 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,550] Trial 109 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,550] Trial 109 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,562] Trial 110 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,563] Trial 110 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,574] Trial 111 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,574] Trial 111 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,590] Trial 112 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,591] Trial 112 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,602] Trial 113 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,602] Trial 113 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,613] Trial 114 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,614] Trial 114 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,624] Trial 115 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,624] Trial 115 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,635] Trial 116 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,635] Trial 116 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,646] Trial 117 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,646] Trial 117 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,657] Trial 118 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,658] Trial 118 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,668] Trial 119 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,669] Trial 119 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,680] Trial 120 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,681] Trial 120 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,690] Trial 121 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,691] Trial 121 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,702] Trial 122 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,702] Trial 122 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,713] Trial 123 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,713] Trial 123 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,726] Trial 124 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,726] Trial 124 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,737] Trial 125 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,737] Trial 125 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,749] Trial 126 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,749] Trial 126 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,761] Trial 127 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,762] Trial 127 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,774] Trial 128 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,774] Trial 128 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,786] Trial 129 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,787] Trial 129 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,797] Trial 130 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,797] Trial 130 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,808] Trial 131 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,808] Trial 131 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,819] Trial 132 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,819] Trial 132 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,830] Trial 133 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,831] Trial 133 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,842] Trial 134 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,843] Trial 134 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,852] Trial 135 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,853] Trial 135 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,862] Trial 136 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,863] Trial 136 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,873] Trial 137 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,873] Trial 137 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,883] Trial 138 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,883] Trial 138 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,893] Trial 139 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,893] Trial 139 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,904] Trial 140 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,904] Trial 140 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,917] Trial 141 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,917] Trial 141 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,927] Trial 142 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,927] Trial 142 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,938] Trial 143 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,938] Trial 143 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,948] Trial 144 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,948] Trial 144 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,958] Trial 145 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,958] Trial 145 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,968] Trial 146 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,969] Trial 146 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,979] Trial 147 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,979] Trial 147 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,988] Trial 148 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,988] Trial 148 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:33,999] Trial 149 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:33,999] Trial 149 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,011] Trial 150 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,012] Trial 150 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,025] Trial 151 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,026] Trial 151 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,035] Trial 152 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,035] Trial 152 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,045] Trial 153 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,046] Trial 153 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,055] Trial 154 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,056] Trial 154 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,064] Trial 155 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,065] Trial 155 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,074] Trial 156 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,074] Trial 156 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,085] Trial 157 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,085] Trial 157 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,094] Trial 158 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,094] Trial 158 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,104] Trial 159 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,104] Trial 159 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,115] Trial 160 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,115] Trial 160 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,124] Trial 161 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,124] Trial 161 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,134] Trial 162 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,135] Trial 162 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,145] Trial 163 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,145] Trial 163 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,154] Trial 164 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,155] Trial 164 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,165] Trial 165 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,165] Trial 165 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,175] Trial 166 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,176] Trial 166 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,185] Trial 167 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,185] Trial 167 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,196] Trial 168 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,197] Trial 168 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,206] Trial 169 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,207] Trial 169 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,215] Trial 170 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,216] Trial 170 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,225] Trial 171 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,226] Trial 171 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,235] Trial 172 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,236] Trial 172 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,247] Trial 173 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,247] Trial 173 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,258] Trial 174 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,258] Trial 174 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,268] Trial 175 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,268] Trial 175 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,278] Trial 176 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,278] Trial 176 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,288] Trial 177 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,289] Trial 177 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,299] Trial 178 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,299] Trial 178 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,310] Trial 179 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,310] Trial 179 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,319] Trial 180 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,320] Trial 180 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,329] Trial 181 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,330] Trial 181 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,339] Trial 182 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,340] Trial 182 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,349] Trial 183 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,349] Trial 183 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,358] Trial 184 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,359] Trial 184 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,369] Trial 185 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,369] Trial 185 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,378] Trial 186 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,379] Trial 186 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,388] Trial 187 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,389] Trial 187 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,408] Trial 188 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,409] Trial 188 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,421] Trial 189 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,421] Trial 189 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,432] Trial 190 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,433] Trial 190 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,442] Trial 191 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,442] Trial 191 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,452] Trial 192 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,452] Trial 192 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,462] Trial 193 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,463] Trial 193 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,473] Trial 194 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,474] Trial 194 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,484] Trial 195 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,485] Trial 195 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,494] Trial 196 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,495] Trial 196 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,505] Trial 197 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,505] Trial 197 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,515] Trial 198 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,515] Trial 198 failed with value <coroutine object objective at 0x17fad5b60>.\n",
"[W 2024-05-21 19:14:34,524] Trial 199 failed with parameters: {} because of the following error: The value <coroutine object objective at 0x17fad5b60> could not be cast to float.\n",
"[W 2024-05-21 19:14:34,525] Trial 199 failed with value <coroutine object objective at 0x17fad5b60>.\n"
]
}
],
"source": [
"# Not let's run the optimization!\n",
"start = \"2024-05-01\"\n",
"end = \"2024-05-20\"\n",
"backtesting_resolution = \"1m\"\n",
"n_trials = 200\n",
"study.optimize(lambda trial: objective(trial, start, end, backtesting_resolution), n_trials=n_trials)\n"
],
"metadata": {
"collapsed": false,
"ExecuteTime": {
"end_time": "2024-05-22T00:14:34.527783Z",
"start_time": "2024-05-22T00:14:32.359422Z"
}
}
},
{
"cell_type": "code",
"execution_count": null,
"outputs": [],
"source": [
"# Not let's run the optimization!\n",
"\n",
"n_trials = 200\n",
"study.optimize(objective, n_trials=n_trials)"
],
"source": [],
"metadata": {
"collapsed": false
}

0
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