From ede6ec8b1a0dda6c85e81084922c7be80765cd43 Mon Sep 17 00:00:00 2001 From: Theodore Aptekarev Date: Tue, 22 Mar 2022 20:24:51 +0300 Subject: [PATCH] Add TA and test coverage for the Forex context (#1532) * Add technical analysis to forex menu * Remove "stock" and "$" from the common ta charts * Add tests for forex context * Update forex custom reset functions * Remove -t arg (ticker) insertion into other_args in forex controller * Remove excluded command from forex ta help string * Update test data Co-authored-by: didierlopes.eth --- .../trend_indicators_view.py | 4 +- gamestonk_terminal/forex/forex_api.py | 1 + gamestonk_terminal/forex/forex_controller.py | 37 +- .../forex/technical_analysis/__init__.py | 0 .../forex/technical_analysis/ta_api.py | 43 + .../forex/technical_analysis/ta_controller.py | 927 +++ scripts/test_forex_ta.gst | 20 + tests/gamestonk_terminal/forex/__init__.py | 0 .../test_get_historical[CHF-USD].yaml | 525 ++ .../test_get_historical[EUR-USD].yaml | 1355 +++++ .../test_get_historical[GBP-EUR].yaml | 1278 +++++ .../test_get_historical[USD-JPY].yaml | 1392 +++++ .../test_display_quote[CHF-USD].yaml | 53 + .../test_display_quote[EUR-USD].yaml | 53 + .../test_display_quote[GBP-EUR].yaml | 53 + .../test_display_quote[USD-JPY].yaml | 53 + .../test_get_historical[CHF-USD].csv | 1912 +++++++ .../test_get_historical[EUR-USD].csv | 5001 +++++++++++++++++ .../test_get_historical[GBP-EUR].csv | 5001 +++++++++++++++++ .../test_get_historical[USD-JPY].csv | 5001 +++++++++++++++++ .../forex/technical_analysis/__init__.py | 0 .../csv/test_ta_controller/data_df.csv | 5001 +++++++++++++++++ .../forex/technical_analysis/test_ta_api.py | 11 + .../technical_analysis/test_ta_controller.py | 493 ++ .../test_print_help[2021-12-01].txt | 0 .../test_print_help[None].txt | 0 .../test_print_help[start0].txt | 23 + .../gamestonk_terminal/forex/test_av_model.py | 34 + .../gamestonk_terminal/forex/test_av_view.py | 30 + .../forex/test_forex_api.py | 12 + .../forex/test_forex_controller.py | 385 ++ .../test_forex_controller/test_print_help.txt | 18 + 32 files changed, 28711 insertions(+), 5 deletions(-) create mode 100644 gamestonk_terminal/forex/technical_analysis/__init__.py create mode 100644 gamestonk_terminal/forex/technical_analysis/ta_api.py create mode 100644 gamestonk_terminal/forex/technical_analysis/ta_controller.py create mode 100644 scripts/test_forex_ta.gst create mode 100644 tests/gamestonk_terminal/forex/__init__.py create mode 100644 tests/gamestonk_terminal/forex/cassettes/test_av_model/test_get_historical[CHF-USD].yaml create mode 100644 tests/gamestonk_terminal/forex/cassettes/test_av_model/test_get_historical[EUR-USD].yaml create mode 100644 tests/gamestonk_terminal/forex/cassettes/test_av_model/test_get_historical[GBP-EUR].yaml create mode 100644 tests/gamestonk_terminal/forex/cassettes/test_av_model/test_get_historical[USD-JPY].yaml create mode 100644 tests/gamestonk_terminal/forex/cassettes/test_av_view/test_display_quote[CHF-USD].yaml create mode 100644 tests/gamestonk_terminal/forex/cassettes/test_av_view/test_display_quote[EUR-USD].yaml create mode 100644 tests/gamestonk_terminal/forex/cassettes/test_av_view/test_display_quote[GBP-EUR].yaml create mode 100644 tests/gamestonk_terminal/forex/cassettes/test_av_view/test_display_quote[USD-JPY].yaml create mode 100644 tests/gamestonk_terminal/forex/csv/test_av_model/test_get_historical[CHF-USD].csv create mode 100644 tests/gamestonk_terminal/forex/csv/test_av_model/test_get_historical[EUR-USD].csv create mode 100644 tests/gamestonk_terminal/forex/csv/test_av_model/test_get_historical[GBP-EUR].csv create mode 100644 tests/gamestonk_terminal/forex/csv/test_av_model/test_get_historical[USD-JPY].csv create mode 100644 tests/gamestonk_terminal/forex/technical_analysis/__init__.py create mode 100644 tests/gamestonk_terminal/forex/technical_analysis/csv/test_ta_controller/data_df.csv create mode 100644 tests/gamestonk_terminal/forex/technical_analysis/test_ta_api.py create mode 100644 tests/gamestonk_terminal/forex/technical_analysis/test_ta_controller.py create mode 100644 tests/gamestonk_terminal/forex/technical_analysis/txt/test_ta_controller/test_print_help[2021-12-01].txt create mode 100644 tests/gamestonk_terminal/forex/technical_analysis/txt/test_ta_controller/test_print_help[None].txt create mode 100644 tests/gamestonk_terminal/forex/technical_analysis/txt/test_ta_controller/test_print_help[start0].txt create mode 100644 tests/gamestonk_terminal/forex/test_av_model.py create mode 100644 tests/gamestonk_terminal/forex/test_av_view.py create mode 100644 tests/gamestonk_terminal/forex/test_forex_api.py create mode 100644 tests/gamestonk_terminal/forex/test_forex_controller.py create mode 100644 tests/gamestonk_terminal/forex/txt/test_forex_controller/test_print_help.txt diff --git a/gamestonk_terminal/common/technical_analysis/trend_indicators_view.py b/gamestonk_terminal/common/technical_analysis/trend_indicators_view.py index d8a5910cc90..d70385da53c 100644 --- a/gamestonk_terminal/common/technical_analysis/trend_indicators_view.py +++ b/gamestonk_terminal/common/technical_analysis/trend_indicators_view.py @@ -77,7 +77,7 @@ def display_adx( ax1.plot(plot_data.index, plot_data["Close"].values) ax1.set_title(f"Average Directional Movement Index (ADX) on {s_ticker}") ax1.set_xlim(plot_data.index[0], plot_data.index[-1]) - ax1.set_ylabel("Share Price ($)") + ax1.set_ylabel("Price") theme.style_primary_axis( ax1, data_index=plot_data.index.to_list(), @@ -167,7 +167,7 @@ def display_aroon( ax1.plot(plot_data.index, plot_data["Adj Close"].values) ax1.set_title(f"Aroon on {s_ticker}") ax1.set_xlim(plot_data.index[0], plot_data.index[-1]) - ax1.set_ylabel("Share Price ($)") + ax1.set_ylabel("Price") theme.style_primary_axis( ax1, data_index=plot_data.index.to_list(), diff --git a/gamestonk_terminal/forex/forex_api.py b/gamestonk_terminal/forex/forex_api.py index 8d477f35214..7a66c432b70 100644 --- a/gamestonk_terminal/forex/forex_api.py +++ b/gamestonk_terminal/forex/forex_api.py @@ -8,6 +8,7 @@ from gamestonk_terminal.helper_classes import ModelsNamespace as _models # Context menus from .av_view import display_candle as candle from .av_view import display_quote as quote +from .technical_analysis import ta_api as ta from .oanda import oanda_api as oanda # Models diff --git a/gamestonk_terminal/forex/forex_controller.py b/gamestonk_terminal/forex/forex_controller.py index 11838549069..359cd0f9b93 100644 --- a/gamestonk_terminal/forex/forex_controller.py +++ b/gamestonk_terminal/forex/forex_controller.py @@ -27,7 +27,7 @@ class ForexController(BaseController): """Forex Controller class.""" CHOICES_COMMANDS = ["to", "from", "load", "quote", "candle", "resources"] - CHOICES_MENUS = ["oanda"] + CHOICES_MENUS = ["ta", "oanda"] PATH = "/forex/" FILE_PATH = os.path.join(os.path.dirname(__file__), "README.md") @@ -60,12 +60,23 @@ class ForexController(BaseController): quote get last quote load get historical data candle show candle plot for loaded data[/cmds] +[menu] +> ta technical analysis for loaded coin, e.g.: ema, macd, rsi, adx, bbands, obv +[/menu] {has_symbols_end} [info]Forex brokerages:[/info][menu] > oanda Oanda menu[/menu][/cmds] """ console.print(text=help_text, menu="Forex") + def custom_reset(self): + """Class specific component of reset command""" + set_from_symbol = f"from {self.from_symbol}" if self.from_symbol else "" + set_to_symbol = f"to {self.to_symbol}" if self.to_symbol else "" + if set_from_symbol and set_to_symbol: + return ["forex", set_from_symbol, set_to_symbol] + return [] + @log_start_end(log=logger) def call_to(self, other_args: List[str]): """Process 'to' command.""" @@ -164,8 +175,6 @@ class ForexController(BaseController): help="Start date of data.", dest="start_date", ) - if other_args and "-t" not in other_args and "-h" not in other_args: - other_args.insert(0, "-t") ns_parser = parse_known_args_and_warn(parser, other_args) if ns_parser: if self.to_symbol and self.from_symbol: @@ -176,6 +185,7 @@ class ForexController(BaseController): interval=ns_parser.interval, start_date=ns_parser.start_date.strftime("%Y-%m-%d"), ) + self.data.index.name = "date" console.print( f"Loaded historic data from {self.from_symbol} to {self.to_symbol}" ) @@ -237,6 +247,27 @@ class ForexController(BaseController): self.queue = self.load_class(OandaController, self.queue) + @log_start_end(log=logger) + def call_ta(self, _): + """Process ta command""" + from gamestonk_terminal.forex.technical_analysis.ta_controller import ( + TechnicalAnalysisController, + ) + + # TODO: Play with this to get correct usage + if self.to_symbol and self.from_symbol and not self.data.empty: + self.queue = self.load_class( + TechnicalAnalysisController, + ticker=f"{self.from_symbol}/{self.to_symbol}", + data=self.data, + start=self.data.index[0], + interval="", + queue=self.queue, + ) + + else: + console.print("No currency pair data is loaded. Use 'load' to load data.\n") + # HELP WANTED! # TODO: Add news and reddit commands back # behavioural analysis and exploratory data analysis would be useful in the diff --git a/gamestonk_terminal/forex/technical_analysis/__init__.py b/gamestonk_terminal/forex/technical_analysis/__init__.py new file mode 100644 index 00000000000..e69de29bb2d diff --git a/gamestonk_terminal/forex/technical_analysis/ta_api.py b/gamestonk_terminal/forex/technical_analysis/ta_api.py new file mode 100644 index 00000000000..b1bc7fc552a --- /dev/null +++ b/gamestonk_terminal/forex/technical_analysis/ta_api.py @@ -0,0 +1,43 @@ +"""TA context API.""" +import os +from gamestonk_terminal.helper_classes import ModelsNamespace as _models + +# flake8: noqa +# pylint: disable=unused-import + +# Menu commands +from gamestonk_terminal.common.technical_analysis.overlap_view import view_ma as ma +from gamestonk_terminal.common.technical_analysis.momentum_view import ( + display_cci as cci, +) +from gamestonk_terminal.common.technical_analysis.momentum_view import ( + display_macd as macd, +) +from gamestonk_terminal.common.technical_analysis.momentum_view import ( + display_rsi as rsi, +) +from gamestonk_terminal.common.technical_analysis.momentum_view import ( + display_stoch as stoch, +) +from gamestonk_terminal.common.technical_analysis.momentum_view import ( + display_fisher as fisher, +) +from gamestonk_terminal.common.technical_analysis.momentum_view import display_cg as cg +from gamestonk_terminal.common.technical_analysis.trend_indicators_view import ( + display_adx as adx, +) +from gamestonk_terminal.common.technical_analysis.trend_indicators_view import ( + display_aroon as aroon, +) +from gamestonk_terminal.common.technical_analysis.volatility_view import ( + display_bbands as bbands, +) +from gamestonk_terminal.common.technical_analysis.volatility_view import ( + display_donchian as donchian, +) +from gamestonk_terminal.common.technical_analysis.custom_indicators_view import ( + fibonacci_retracement as fib, +) + +# Models +models = _models(os.path.abspath(os.path.dirname(__file__))) diff --git a/gamestonk_terminal/forex/technical_analysis/ta_controller.py b/gamestonk_terminal/forex/technical_analysis/ta_controller.py new file mode 100644 index 00000000000..83fb370c727 --- /dev/null +++ b/gamestonk_terminal/forex/technical_analysis/ta_controller.py @@ -0,0 +1,927 @@ +"""Crypto Technical Analysis Controller Module""" +__docformat__ = "numpy" +# pylint:disable=too-many-lines + +import argparse +import logging +from datetime import datetime +from typing import List + +import pandas as pd +from prompt_toolkit.completion import NestedCompleter + +from gamestonk_terminal import feature_flags as gtff +from gamestonk_terminal.common.technical_analysis import ( + custom_indicators_view, + momentum_view, + overlap_view, + trend_indicators_view, + volatility_view, + volume_view, +) +from gamestonk_terminal.decorators import log_start_end +from gamestonk_terminal.helper_funcs import ( + EXPORT_BOTH_RAW_DATA_AND_FIGURES, + check_positive, + check_positive_list, + parse_known_args_and_warn, + valid_date, +) +from gamestonk_terminal.menu import session +from gamestonk_terminal.parent_classes import StockBaseController +from gamestonk_terminal.rich_config import console + +logger = logging.getLogger(__name__) + + +class TechnicalAnalysisController(StockBaseController): + """Technical Analysis Controller class""" + + CHOICES_COMMANDS = [ + "ema", + "sma", + "zlma", + "cci", + "macd", + "rsi", + "stoch", + "fisher", + "cg", + "adx", + "aroon", + "bbands", + "donchian", + "fib", + ] + + PATH = "/forex/ta/" + + def __init__( + self, + ticker: str, + start: datetime, + interval: str, + data: pd.DataFrame, + queue: List[str] = None, + ): + """Constructor""" + super().__init__(queue) + + self.ticker = ticker + self.start = start + self.interval = interval + self.data = data + self.data["Adj Close"] = data["Close"] + + if session and gtff.USE_PROMPT_TOOLKIT: + choices: dict = {c: {} for c in self.controller_choices} + self.completer = NestedCompleter.from_nested_dict(choices) + + def print_help(self): + """Print help""" + currency_str = f" {self.ticker} (from {self.start.strftime('%Y-%m-%d')})" + help_text = f"""[cmds] +[param]Currency Pair Loaded: [/param]{currency_str} + +[info]Overlap:[/info] + ema exponential moving average + sma simple moving average + zlma zero lag moving average +[info]Momentum:[/info] + cci commodity channel index + macd moving average convergence/divergence + rsi relative strength index + stoch stochastic oscillator + fisher fisher transform + cg centre of gravity +[info]Trend:[/info] + adx average directional movement index + aroon aroon indicator +[info]Volatility:[/info] + bbands bollinger bands + donchian donchian channels +[info]Custom:[/info] + fib fibonacci retracement[/cmds] +""" + console.print(text=help_text, menu="Forex - Technical Analysis") + + def custom_reset(self): + """Class specific component of reset command""" + if self.ticker: + from_symbol, to_symbol = self.ticker.split("/") + return ["forex", f"from {from_symbol}", f"to {to_symbol}", "load", "ta"] + return [] + + # TODO: Go through all models and make sure all needed columns are in dfs. + # This todo is a duplicated in crypto/ta_controller + + @log_start_end(log=logger) + def call_ema(self, other_args: List[str]): + """Process ema command""" + parser = argparse.ArgumentParser( + add_help=False, + formatter_class=argparse.ArgumentDefaultsHelpFormatter, + prog="ema", + description=""" + The Exponential Moving Average is a staple of technical + analysis and is used in countless technical indicators. In a Simple Moving + Average, each value in the time period carries equal weight, and values outside + of the time period are not included in the average. However, the Exponential + Moving Average is a cumulative calculation, including all data. Past values have + a diminishing contribution to the average, while more recent values have a greater + contribution. This method allows the moving average to be more responsive to changes + in the data. + """, + ) + + parser.add_argument( + "-l", + "--length", + action="store", + dest="n_length", + type=check_positive_list, + default=[20, 50], + help="Window lengths. Multiple values indicated as comma separated values.", + ) + + parser.add_argument( + "-o", + "--offset", + action="store", + dest="n_offset", + type=int, + default=0, + help="offset", + ) + + if other_args and "-" not in other_args[0][0]: + other_args.insert(0, "-l") + + ns_parser = parse_known_args_and_warn( + parser, other_args, EXPORT_BOTH_RAW_DATA_AND_FIGURES + ) + if ns_parser: + overlap_view.view_ma( + ma_type="EMA", + s_ticker=self.ticker, + series=self.data["Close"], + length=ns_parser.n_length, + offset=ns_parser.n_offset, + export=ns_parser.export, + ) + + @log_start_end(log=logger) + def call_sma(self, other_args: List[str]): + """Process sma command""" + parser = argparse.ArgumentParser( + add_help=False, + formatter_class=argparse.ArgumentDefaultsHelpFormatter, + prog="sma", + description=""" + Moving Averages are used to smooth the data in an array to + help eliminate noise and identify trends. The Simple Moving Average is literally + the simplest form of a moving average. Each output value is the average of the + previous n values. In a Simple Moving Average, each value in the time period carries + equal weight, and values outside of the time period are not included in the average. + This makes it less responsive to recent changes in the data, which can be useful for + filtering out those changes. + """, + ) + + parser.add_argument( + "-l", + "--length", + action="store", + dest="n_length", + type=check_positive_list, + default=[20, 50], + help="Window lengths. Multiple values indicated as comma separated values. ", + ) + + parser.add_argument( + "-o", + "--offset", + action="store", + dest="n_offset", + type=int, + default=0, + help="offset", + ) + + if other_args and "-" not in other_args[0][0]: + other_args.insert(0, "-l") + ns_parser = parse_known_args_and_warn( + parser, other_args, EXPORT_BOTH_RAW_DATA_AND_FIGURES + ) + if ns_parser: + overlap_view.view_ma( + ma_type="SMA", + s_ticker=self.ticker, + series=self.data["Close"], + length=ns_parser.n_length, + offset=ns_parser.n_offset, + export=ns_parser.export, + ) + + @log_start_end(log=logger) + def call_zlma(self, other_args: List[str]): + """Process zlma command""" + parser = argparse.ArgumentParser( + add_help=False, + formatter_class=argparse.ArgumentDefaultsHelpFormatter, + prog="zlma", + description=""" + The zero lag exponential moving average (ZLEMA) indicator + was created by John Ehlers and Ric Way. The idea is do a + regular exponential moving average (EMA) calculation but + on a de-lagged data instead of doing it on the regular data. + Data is de-lagged by removing the data from "lag" days ago + thus removing (or attempting to) the cumulative effect of + the moving average. + """, + ) + + parser.add_argument( + "-l", + "--length", + action="store", + dest="n_length", + type=check_positive_list, + default=[20], + help="Window lengths. Multiple values indicated as comma separated values.", + ) + + parser.add_argument( + "-o", + "--offset", + action="store", + dest="n_offset", + type=int, + default=0, + help="offset", + ) + + if other_args and "-" not in other_args[0][0]: + other_args.insert(0, "-l") + + ns_parser = parse_known_args_and_warn( + parser, other_args, EXPORT_BOTH_RAW_DATA_AND_FIGURES + ) + if ns_parser: + overlap_view.view_ma( + ma_type="ZLMA", + s_ticker=self.ticker, + series=self.data["Close"], + length=ns_parser.n_length, + offset=ns_parser.n_offset, + export=ns_parser.export, + ) + + @log_start_end(log=logger) + def call_cci(self, other_args: List[str]): + """Process cci command""" + + parser = argparse.ArgumentParser( + add_help=False, + formatter_class=argparse.ArgumentDefaultsHelpFormatter, + prog="cci", + description=""" + The CCI is designed to detect beginning and ending market trends. + The range of 100 to -100 is the normal trading range. CCI values outside of this + range indicate overbought or oversold conditions. You can also look for price + divergence in the CCI. If the price is making new highs, and the CCI is not, + then a price correction is likely. + """, + ) + + parser.add_argument( + "-l", + "--length", + action="store", + dest="n_length", + type=check_positive, + default=14, + help="length", + ) + parser.add_argument( + "-s", + "--scalar", + action="store", + dest="n_scalar", + type=check_positive, + default=0.015, + help="scalar", + ) + + ns_parser = parse_known_args_and_warn( + parser, other_args, EXPORT_BOTH_RAW_DATA_AND_FIGURES + ) + if ns_parser: + momentum_view.display_cci( + s_ticker=self.ticker, + ohlc=self.data, + length=ns_parser.n_length, + scalar=ns_parser.n_scalar, + export=ns_parser.export, + ) + + @log_start_end(log=logger) + def call_macd(self, other_args: List[str]): + """Process macd command""" + parser = argparse.ArgumentParser( + add_help=False, + formatter_class=argparse.ArgumentDefaultsHelpFormatter, + prog="macd", + description=""" + The Moving Average Convergence Divergence (MACD) is the difference + between two Exponential Moving Averages. The Signal line is an Exponential Moving + Average of the MACD. \n \n The MACD signals trend changes and indicates the start + of new trend direction. High values indicate overbought conditions, low values + indicate oversold conditions. Divergence with the price indicates an end to the + current trend, especially if the MACD is at extreme high or low values. When the MACD + line crosses above the signal line a buy signal is generated. When the MACD crosses + below the signal line a sell signal is generated. To confirm the signal, the MACD + should be above zero for a buy, and below zero for a sell. + """, + ) + parser.add_argument( + "-f", + "--fast", + action="store", + dest="n_fast", + type=check_positive, + default=12, + help="The short period.", + ) + parser.add_argument( + "-s", + "--slow", + action="store", + dest="n_slow", + type=check_positive, + default=26, + help="The long period.", + ) + parser.add_argument( + "--signal", + action="store", + dest="n_signal", + type=check_positive, + default=9, + help="The signal period.", + ) + + ns_parser = parse_known_args_and_warn( + parser, other_args, EXPORT_BOTH_RAW_DATA_AND_FIGURES + ) + if ns_parser: + momentum_view.display_macd( + s_ticker=self.ticker, + series=self.data["Adj Close"], + n_fast=ns_parser.n_fast, + n_slow=ns_parser.n_slow, + n_signal=ns_parser.n_signal, + export=ns_parser.export, + ) + + @log_start_end(log=logger) + def call_rsi(self, other_args: List[str]): + """Process rsi command""" + parser = argparse.ArgumentParser( + add_help=False, + formatter_class=argparse.ArgumentDefaultsHelpFormatter, + prog="rsi", + description=""" + The Relative Strength Index (RSI) calculates a ratio of the + recent upward price movements to the absolute price movement. The RSI ranges + from 0 to 100. The RSI is interpreted as an overbought/oversold indicator when + the value is over 70/below 30. You can also look for divergence with price. If + the price is making new highs/lows, and the RSI is not, it indicates a reversal. + """, + ) + + parser.add_argument( + "-l", + "--length", + action="store", + dest="n_length", + type=check_positive, + default=14, + help="length", + ) + parser.add_argument( + "-s", + "--scalar", + action="store", + dest="n_scalar", + type=check_positive, + default=100, + help="scalar", + ) + parser.add_argument( + "-d", + "--drift", + action="store", + dest="n_drift", + type=check_positive, + default=1, + help="drift", + ) + + if other_args and "-" not in other_args[0][0]: + other_args.insert(0, "-l") + + ns_parser = parse_known_args_and_warn( + parser, other_args, EXPORT_BOTH_RAW_DATA_AND_FIGURES + ) + if ns_parser: + momentum_view.display_rsi( + s_ticker=self.ticker, + series=self.data["Adj Close"], + length=ns_parser.n_length, + scalar=ns_parser.n_scalar, + drift=ns_parser.n_drift, + export=ns_parser.export, + ) + + @log_start_end(log=logger) + def call_stoch(self, other_args: List[str]): + """Process stoch command""" + parser = argparse.ArgumentParser( + add_help=False, + formatter_class=argparse.ArgumentDefaultsHelpFormatter, + prog="stoch", + description=""" + The Stochastic Oscillator measures where the close is in relation + to the recent trading range. The values range from zero to 100. %D values over 75 + indicate an overbought condition; values under 25 indicate an oversold condition. + When the Fast %D crosses above the Slow %D, it is a buy signal; when it crosses + below, it is a sell signal. The Raw %K is generally considered too erratic to use + for crossover signals. + """, + ) + parser.add_argument( + "-k", + "--fastkperiod", + action="store", + dest="n_fastkperiod", + type=check_positive, + default=14, + help="The time period of the fastk moving average", + ) + parser.add_argument( + "-d", + "--slowdperiod", + action="store", + dest="n_slowdperiod", + type=check_positive, + default=3, + help="The time period of the slowd moving average", + ) + parser.add_argument( + "--slowkperiod", + action="store", + dest="n_slowkperiod", + type=check_positive, + default=3, + help="The time period of the slowk moving average", + ) + + ns_parser = parse_known_args_and_warn( + parser, other_args, EXPORT_BOTH_RAW_DATA_AND_FIGURES + ) + if ns_parser: + momentum_view.display_stoch( + s_ticker=self.ticker, + ohlc=self.data, + fastkperiod=ns_parser.n_fastkperiod, + slowdperiod=ns_parser.n_slowdperiod, + slowkperiod=ns_parser.n_slowkperiod, + export=ns_parser.export, + ) + + @log_start_end(log=logger) + def call_fisher(self, other_args: List[str]): + """Process fisher command""" + parser = argparse.ArgumentParser( + add_help=False, + formatter_class=argparse.ArgumentDefaultsHelpFormatter, + prog="fisher", + description=""" + The Fisher Transform is a technical indicator created by John F. Ehlers + that converts prices into a Gaussian normal distribution.1 The indicator + highlights when prices have moved to an extreme, based on recent prices. + This may help in spotting turning points in the price of an asset. It also + helps show the trend and isolate the price waves within a trend. + """, + ) + parser.add_argument( + "-l", + "--length", + action="store", + dest="n_length", + type=check_positive, + default=14, + help="length", + ) + + if other_args and "-" not in other_args[0][0]: + other_args.insert(0, "-l") + + ns_parser = parse_known_args_and_warn( + parser, other_args, EXPORT_BOTH_RAW_DATA_AND_FIGURES + ) + if ns_parser: + momentum_view.display_fisher( + s_ticker=self.ticker, + ohlc=self.data, + length=ns_parser.n_length, + export=ns_parser.export, + ) + + @log_start_end(log=logger) + def call_cg(self, other_args: List[str]): + """Process cg command""" + parser = argparse.ArgumentParser( + add_help=False, + formatter_class=argparse.ArgumentDefaultsHelpFormatter, + prog="cg", + description=""" + The Center of Gravity indicator, in short, is used to anticipate future price movements + and to trade on price reversals as soon as they happen. However, just like other oscillators, + the COG indicator returns the best results in range-bound markets and should be avoided when + the price is trending. Traders who use it will be able to closely speculate the upcoming + price change of the asset. + """, + ) + parser.add_argument( + "-l", + "--length", + action="store", + dest="n_length", + type=check_positive, + default=14, + help="length", + ) + + if other_args and "-" not in other_args[0][0]: + other_args.insert(0, "-l") + + ns_parser = parse_known_args_and_warn( + parser, other_args, EXPORT_BOTH_RAW_DATA_AND_FIGURES + ) + if ns_parser: + momentum_view.display_cg( + s_ticker=self.ticker, + series=self.data["Adj Close"], + length=ns_parser.n_length, + export=ns_parser.export, + ) + + @log_start_end(log=logger) + def call_adx(self, other_args: List[str]): + """Process adx command""" + parser = argparse.ArgumentParser( + add_help=False, + formatter_class=argparse.ArgumentDefaultsHelpFormatter, + prog="adx", + description=""" + The ADX is a Welles Wilder style moving average of the Directional Movement Index (DX). + The values range from 0 to 100, but rarely get above 60. To interpret the ADX, consider + a high number to be a strong trend, and a low number, a weak trend. + """, + ) + + parser.add_argument( + "-l", + "--length", + action="store", + dest="n_length", + type=check_positive, + default=14, + help="length", + ) + + parser.add_argument( + "-s", + "--scalar", + action="store", + dest="n_scalar", + type=check_positive, + default=100, + help="scalar", + ) + + parser.add_argument( + "-d", + "--drift", + action="store", + dest="n_drift", + type=check_positive, + default=1, + help="drift", + ) + + ns_parser = parse_known_args_and_warn( + parser, other_args, EXPORT_BOTH_RAW_DATA_AND_FIGURES + ) + if ns_parser: + trend_indicators_view.display_adx( + s_ticker=self.ticker, + ohlc=self.data, + length=ns_parser.n_length, + scalar=ns_parser.n_scalar, + drift=ns_parser.n_drift, + export=ns_parser.export, + ) + + @log_start_end(log=logger) + def call_aroon(self, other_args: List[str]): + """Process aroon command""" + parser = argparse.ArgumentParser( + add_help=False, + formatter_class=argparse.ArgumentDefaultsHelpFormatter, + prog="aroon", + description=""" + The word aroon is Sanskrit for "dawn's early light." The Aroon + indicator attempts to show when a new trend is dawning. The indicator consists + of two lines (Up and Down) that measure how long it has been since the highest + high/lowest low has occurred within an n period range. \n \n When the Aroon Up is + staying between 70 and 100 then it indicates an upward trend. When the Aroon Down + is staying between 70 and 100 then it indicates an downward trend. A strong upward + trend is indicated when the Aroon Up is above 70 while the Aroon Down is below 30. + Likewise, a strong downward trend is indicated when the Aroon Down is above 70 while + the Aroon Up is below 30. Also look for crossovers. When the Aroon Down crosses above + the Aroon Up, it indicates a weakening of the upward trend (and vice versa). + """, + ) + + parser.add_argument( + "-l", + "--length", + action="store", + dest="n_length", + type=check_positive, + default=25, + help="length", + ) + + parser.add_argument( + "-s", + "--scalar", + action="store", + dest="n_scalar", + type=check_positive, + default=100, + help="scalar", + ) + + parser.add_argument( + "-o", + "--offset", + action="store", + dest="n_offset", + type=check_positive, + default=0, + help="offset", + ) + + ns_parser = parse_known_args_and_warn( + parser, other_args, EXPORT_BOTH_RAW_DATA_AND_FIGURES + ) + if ns_parser: + trend_indicators_view.display_aroon( + s_ticker=self.ticker, + ohlc=self.data, + length=ns_parser.n_length, + scalar=ns_parser.n_scalar, + export=ns_parser.export, + ) + + @log_start_end(log=logger) + def call_bbands(self, other_args: List[str]): + """Process bbands command""" + parser = argparse.ArgumentParser( + add_help=False, + formatter_class=argparse.ArgumentDefaultsHelpFormatter, + prog="bbands", + description=""" + Bollinger Bands consist of three lines. The middle band is a simple + moving average (generally 20 periods) of the typical price (TP). The upper and lower + bands are F standard deviations (generally 2) above and below the middle band. + The bands widen and narrow when the volatility of the price is higher or lower, + respectively. \n \nBollinger Bands do not, in themselves, generate buy or sell signals; + they are an indicator of overbought or oversold conditions. When the price is near the + upper or lower band it indicates that a reversal may be imminent. The middle band + becomes a support or resistance level. The upper and lower bands can also be + interpreted as price targets. When the price bounces off of the lower band and crosses + the middle band, then the upper band becomes the price target. + """, + ) + + parser.add_argument( + "-l", + "--length", + action="store", + dest="n_length", + type=check_positive, + default=5, + help="length", + ) + + parser.add_argument( + "-s", + "--std", + action="store", + dest="n_std", + type=check_positive, + default=2, + help="std", + ) + + parser.add_argument( + "-m", + "--mamode", + action="store", + dest="s_mamode", + default="sma", + help="mamode", + ) + + ns_parser = parse_known_args_and_warn( + parser, other_args, EXPORT_BOTH_RAW_DATA_AND_FIGURES + ) + if ns_parser: + volatility_view.display_bbands( + ticker=self.ticker, + ohlc=self.data, + length=ns_parser.n_length, + n_std=ns_parser.n_std, + mamode=ns_parser.s_mamode, + export=ns_parser.export, + ) + + @log_start_end(log=logger) + def call_donchian(self, other_args: List[str]): + """Process donchian command""" + parser = argparse.ArgumentParser( + add_help=False, + formatter_class=argparse.ArgumentDefaultsHelpFormatter, + prog="donchian", + description=""" + Donchian Channels are three lines generated by moving average + calculations that comprise an indicator formed by upper and lower + bands around a midrange or median band. The upper band marks the + highest price of a security over N periods while the lower band + marks the lowest price of a security over N periods. The area + between the upper and lower bands represents the Donchian Channel. + """, + ) + + parser.add_argument( + "-u", + "--length_upper", + action="store", + dest="n_length_upper", + type=check_positive, + default=20, + help="length", + ) + + parser.add_argument( + "-l", + "--length_lower", + action="store", + dest="n_length_lower", + type=check_positive, + default=20, + help="length", + ) + + ns_parser = parse_known_args_and_warn( + parser, other_args, EXPORT_BOTH_RAW_DATA_AND_FIGURES + ) + if ns_parser: + volatility_view.display_donchian( + ticker=self.ticker, + ohlc=self.data, + upper_length=ns_parser.n_length_upper, + lower_length=ns_parser.n_length_lower, + export=ns_parser.export, + ) + + @log_start_end(log=logger) + def call_ad(self, other_args: List[str]): + """Process ad command""" + parser = argparse.ArgumentParser( + add_help=False, + formatter_class=argparse.ArgumentDefaultsHelpFormatter, + prog="ad", + description=""" + The Accumulation/Distribution Line is similar to the On Balance + Volume (OBV), which sums the volume times +1/-1 based on whether the close is + higher than the previous close. The Accumulation/Distribution indicator, however + multiplies the volume by the close location value (CLV). The CLV is based on the + movement of the issue within a single bar and can be +1, -1 or zero. \n \n + The Accumulation/Distribution Line is interpreted by looking for a divergence in + the direction of the indicator relative to price. If the Accumulation/Distribution + Line is trending upward it indicates that the price may follow. Also, if the + Accumulation/Distribution Line becomes flat while the price is still rising (or falling) + then it signals an impending flattening of the price. + """, + ) + + parser.add_argument( + "--open", + action="store_true", + default=False, + dest="b_use_open", + help="uses open value of data", + ) + + ns_parser = parse_known_args_and_warn( + parser, other_args, EXPORT_BOTH_RAW_DATA_AND_FIGURES + ) + if ns_parser: + volume_view.display_ad( + s_ticker=self.ticker, + ohlc=self.data, + use_open=ns_parser.b_use_open, + export=ns_parser.export, + ) + + @log_start_end(log=logger) + def call_obv(self, other_args: List[str]): + """Process obv command""" + parser = argparse.ArgumentParser( + add_help=False, + formatter_class=argparse.ArgumentDefaultsHelpFormatter, + prog="obv", + description=""" + The On Balance Volume (OBV) is a cumulative total of the up and + down volume. When the close is higher than the previous close, the volume is added + to the running total, and when the close is lower than the previous close, the volume + is subtracted from the running total. \n \n To interpret the OBV, look for the OBV + to move with the price or precede price moves. If the price moves before the OBV, + then it is a non-confirmed move. A series of rising peaks, or falling troughs, in the + OBV indicates a strong trend. If the OBV is flat, then the market is not trending. + """, + ) + + ns_parser = parse_known_args_and_warn( + parser, other_args, EXPORT_BOTH_RAW_DATA_AND_FIGURES + ) + if ns_parser: + volume_view.display_obv( + s_ticker=self.ticker, + ohlc=self.data, + export=ns_parser.export, + ) + + @log_start_end(log=logger) + def call_fib(self, other_args: List[str]): + """Process fib command""" + parser = argparse.ArgumentParser( + add_help=False, + formatter_class=argparse.ArgumentDefaultsHelpFormatter, + prog="fib", + description="Calculates the fibonacci retracement levels", + ) + + parser.add_argument( + "-p", + "--period", + dest="period", + type=int, + help="Days to lookback for retracement", + default=120, + ) + + parser.add_argument( + "--start", + dest="start", + type=valid_date, + help="Starting date to select", + required="--end" in other_args, + ) + + parser.add_argument( + "--end", + dest="end", + type=valid_date, + help="Ending date to select", + required="--start" in other_args, + ) + + ns_parser = parse_known_args_and_warn( + parser, other_args, EXPORT_BOTH_RAW_DATA_AND_FIGURES + ) + if ns_parser: + custom_indicators_view.fibonacci_retracement( + s_ticker=self.ticker, + ohlc=self.data, + period=ns_parser.period, + start_date=ns_parser.start, + end_date=ns_parser.end, + export=ns_parser.export, + ) diff --git a/scripts/test_forex_ta.gst b/scripts/test_forex_ta.gst new file mode 100644 index 00000000000..398d6fff01b --- /dev/null +++ b/scripts/test_forex_ta.gst @@ -0,0 +1,20 @@ +forex +from EUR +to USD +load +ta +ema +sma +zlma +cci +macd +rsi +stoch +fisher +cg +adx +aroon +bbands +donchian +fib +exit diff --git a/tests/gamestonk_terminal/forex/__init__.py b/tests/gamestonk_terminal/forex/__init__.py new file mode 100644 index 00000000000..e69de29bb2d diff --git a/tests/gamestonk_terminal/forex/cassettes/test_av_model/test_get_historical[CHF-USD].yaml b/tests/gamestonk_terminal/forex/cassettes/test_av_model/test_get_historical[CHF-USD].yaml new file mode 100644 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b/tests/gamestonk_terminal/forex/cassettes/test_av_model/test_get_historical[EUR-USD].yaml @@ -0,0 +1,1355 @@ +interactions: +- request: + body: null + headers: + Accept: + - '*/*' + Accept-Encoding: + - gzip, deflate + Connection: + - keep-alive + User-Agent: + - python-requests/2.27.1 + method: GET + uri: https://www.alphavantage.co/query?apikey=MOCK_API_KEY&from_symbol=EUR&function=FX_DAILY&outputsize=full&to_symbol=USD + response: + body: + string: !!binary | + H4sIAAAAAAAAAwAAAP//hJdba9tAEEbf+ysGPSXgiLns1a91DYWWljiB0jc3VRqBbQXboU1D/nuR + ghNfyn6P1o7Xx2dmdkdP74iIqs/Ndk6T+XZejelpeDQ8lpo+rm679XK+bbtVNaZq2q2bPzSZt4tH + +rpub5oNnXX3zWpEd+2vuxEtut8jull0m+a8Gr1tpDVN192SZo/LH92i3+jD9eV+gNV01e0tX88m + +8uupi8P2/uHLc3av80A8rBY0Kb/sBfma/o032zpsrldN5u75mcfqax6wXahQiJj9WPm/e+Emq7a + ZUPfu9Ww8fXV+2pYfX4JqobVWbNumw1Nv9HZ8OfPD0W9/cbB853E3lC/t9TCTmXv53d2enu7iMh2 + HGF1b3YXoI6PA1z9Yn0XYmzVa8Tz6JRUEiTNHMqkIimUSVkgqWcGpBGSmgCnYtED0gBJU0qANABS + 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WtDn1+0fqDZFrq9Znm4cFXfboD8s3fKnBdX7oRhFHBWcj4pUDSW98yChNNArbKRrfVtVyV34T3n7 + YbzP/7TL8zfH/am3bxx1ePt3nSofGYr3SAxFU+OoE4ymZHkKmTRv/xdwlNFJDrM8QUudS23uPAih + k+VNAqmcv4CjjtlI1fmvQn76/J+2AnNW+E8HX5Qthe55c/9pHGfSU1lfz28RX6vsO2E0vUK8aRTy + 00uWugdtEUctvaj0i0LveavsO5FuT2GLiDsRzuLt20tp50GcRXTi/xS6Pa3Qf5pkzu5I8Y9cyj0T + i5Y662vrey7amXTbstRspD2//KmVBj4t/ev9/fsfAAAA//8DAKntBLKU+QwA + headers: + Allow: + - GET, HEAD, OPTIONS + CF-Cache-Status: + - DYNAMIC + CF-RAY: + - 6ef64fa27a786b39-AMS + Connection: + - keep-alive + Content-Encoding: + - gzip + Content-Type: + - application/json + Date: + - Mon, 21 Mar 2022 11:22:40 GMT + Expect-CT: + - max-age=604800, report-uri="https://report-uri.cloudflare.com/cdn-cgi/beacon/expect-ct" + Server: + - cloudflare + Transfer-Encoding: + - chunked + Vary: + - Cookie + Via: + - 1.1 vegur + X-Frame-Options: + - SAMEORIGIN + status: + code: 200 + message: OK +version: 1 diff --git a/tests/gamestonk_terminal/forex/cassettes/test_av_model/test_get_historical[GBP-EUR].yaml b/tests/gamestonk_terminal/forex/cassettes/test_av_model/test_get_historical[GBP-EUR].yaml new file mode 100644 index 00000000000..de0e9e21ba5 --- /dev/null +++ b/tests/gamestonk_terminal/forex/cassettes/test_av_model/test_get_historical[GBP-EUR].yaml @@ -0,0 +1,1278 @@ +interactions: +- request: + body: null + headers: + Accept: + - '*/*' + Accept-Encoding: + - gzip, deflate + Connection: + - keep-alive + User-Agent: + - python-requests/2.27.1 + method: GET + uri: https://www.alphavantage.co/query?apikey=MOCK_API_KEY&from_symbol=GBP&function=FX_DAILY&outputsize=full&to_symbol=EUR + response: + body: + string: !!binary | + H4sIAAAAAAAAAwAAAP//jNdNb9NAEAbgO79i5FMrJdbs7HeOUIKQQFRNKiFuprjEkhNXdiIoVf87 + sttQJ0X75lh7u3nyzuxHHt4QEWWfy21BF8W2yGb0MDwaHqucPm5um3ZdbKtmk80omzdt+Zsuiqq+ + p8u2uik7Omvuys2EVtXP1YTq5teEbuqmK8+zyctEktO8bda0uF9/b+p+og9vL8cDdE7LZvT6/fXV + 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+++ b/tests/gamestonk_terminal/forex/cassettes/test_av_model/test_get_historical[USD-JPY].yaml @@ -0,0 +1,1392 @@ +interactions: +- request: + body: null + headers: + Accept: + - '*/*' + Accept-Encoding: + - gzip, deflate + Connection: + - keep-alive + User-Agent: + - python-requests/2.27.1 + method: GET + uri: https://www.alphavantage.co/query?apikey=MOCK_API_KEY&from_symbol=USD&function=FX_DAILY&outputsize=full&to_symbol=JPY + response: + body: + string: !!binary | + H4sIAAAAAAAAAwAAAP//rNdNT9tAEAbge3/FyCeQwmh2dmc/ci1CatWqqIDU9pZSUyIlMUqCWor4 + 75VNA+FDeffQY+zJ5vH4zax9+4aIqPnYrid0OFlPmjHdDoeGw47p3eKiW84n62m3aMbUHHXL9jcd + TqazGzpeTs/bFe11V+1iRJfTn5cjmnW/RnQ+61btfjN6XEiZjpbdnE5u5t+7Wb/Q2cnhdoFnOu22 + Tr8//rp9OjB9ul5fXa/pZPqnHSDXsxmt+g9bZcb0YbJa0+f2YtmuLtsffaWK6oH4A3Xk3FhtLLL9 + nch0Op239K1bDAufnb5thrN390XNcPakXU7bFR19ob3h4vefNurxN54c3zSx71C/tnOF1ewJYNOf + vn8PNeWVGs99dzclkuVlSeD73m+KnIsizUPN3eil2GUgzhzFQXEQ2S3OHEKNOAkUJyhOJlAsGpHY + 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a/tests/gamestonk_terminal/forex/cassettes/test_av_view/test_display_quote[CHF-USD].yaml b/tests/gamestonk_terminal/forex/cassettes/test_av_view/test_display_quote[CHF-USD].yaml new file mode 100644 index 00000000000..dea2786ab6f --- /dev/null +++ b/tests/gamestonk_terminal/forex/cassettes/test_av_view/test_display_quote[CHF-USD].yaml @@ -0,0 +1,53 @@ +interactions: +- request: + body: null + headers: + Accept: + - '*/*' + Accept-Encoding: + - gzip, deflate + Connection: + - keep-alive + User-Agent: + - python-requests/2.27.1 + method: GET + uri: https://www.alphavantage.co/query?apikey=MOCK_API_KEY&from_currency=CHF&function=CURRENCY_EXCHANGE_RATE&to_currency=USD + response: + body: + string: !!binary | + H4sIAAAAAAAAA3zQT0vDMBgG8Ps+xUPOLjRpt9netLN4EJG2u+wioX23FdsEkojK2HeXVtToxPP7 + e95/xxkAsJJU77uBkD9bS7p5w81rc1B6TyiVJ5bhOMEJC47CmuHxy+amHQnLbwt28e3kb3evhslV + L51zKKzSTehjjtqcd91U61AlP9Vnz43uPLWovPLksDZ9r2wYW/Czk5jg0SoR8TKNQrnkuFPOo6Sd + 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+interactions: +- request: + body: null + headers: + Accept: + - '*/*' + Accept-Encoding: + - gzip, deflate + Connection: + - keep-alive + User-Agent: + - python-requests/2.27.1 + method: GET + uri: https://www.alphavantage.co/query?apikey=MOCK_API_KEY&from_currency=EUR&function=CURRENCY_EXCHANGE_RATE&to_currency=USD + response: + body: + string: !!binary | + H4sIAAAAAAAAA3zQy07CQBQG4D1P8WfWMpk5RYXutODKGFPaDRsyaY/S2HaS6ZBoCO9uWgIOl7g+ + 339uuxEAiJRN7auGkWyd47b4weK72Jj2k5EazyLGboAD1hIvzjbrk01s2ROxyFNx9+fo0r2Z5uC2 + zoYwksjsdbt8OQ/V5Fwdm+Vt5bnE0hvPHea2ro0LY/fy6hahpVaRIopUKB8kXk3nkfKH427DZU9J + EY1VNCYNrWOaxRMKM48SWf+3lW0P22RJWJ5KPFcl3l1V/DN4JvHUfd1UA9qP9r8AAAD//wMAvdGY + OKgBAAA= + headers: + Allow: + - GET, HEAD, OPTIONS + CF-Cache-Status: + - DYNAMIC + CF-RAY: + - 6ef659f85b93fa44-AMS + Connection: + - keep-alive + Content-Encoding: + - gzip + Content-Type: + - application/json + Date: + - Mon, 21 Mar 2022 11:29:44 GMT + Expect-CT: + - max-age=604800, report-uri="https://report-uri.cloudflare.com/cdn-cgi/beacon/expect-ct" + Server: + - cloudflare + Transfer-Encoding: + - chunked + Vary: + - Cookie + Via: + - 1.1 vegur + X-Frame-Options: + - SAMEORIGIN + status: + code: 200 + message: OK +version: 1 diff --git a/tests/gamestonk_terminal/forex/cassettes/test_av_view/test_display_quote[GBP-EUR].yaml b/tests/gamestonk_terminal/forex/cassettes/test_av_view/test_display_quote[GBP-EUR].yaml new file mode 100644 index 00000000000..00ee69751df --- /dev/null +++ b/tests/gamestonk_terminal/forex/cassettes/test_av_view/test_display_quote[GBP-EUR].yaml @@ -0,0 +1,53 @@ +interactions: +- request: + body: null + headers: + Accept: + - '*/*' + Accept-Encoding: + - gzip, deflate + Connection: + - keep-alive + User-Agent: + - python-requests/2.27.1 + method: GET + uri: https://www.alphavantage.co/query?apikey=MOCK_API_KEY&from_currency=GBP&function=CURRENCY_EXCHANGE_RATE&to_currency=EUR + response: + body: + string: !!binary | + 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gamestonk_terminal.helper_classes import ModelsNamespace as _models +from gamestonk_terminal.forex.technical_analysis import ta_api + + +def test_models(): + assert isinstance(ta_api.models, _models) diff --git a/tests/gamestonk_terminal/forex/technical_analysis/test_ta_controller.py b/tests/gamestonk_terminal/forex/technical_analysis/test_ta_controller.py new file mode 100644 index 00000000000..4366af74713 --- /dev/null +++ b/tests/gamestonk_terminal/forex/technical_analysis/test_ta_controller.py @@ -0,0 +1,493 @@ +# IMPORTATION STANDARD +import os +from datetime import datetime + +# IMPORTATION THIRDPARTY +import pandas as pd +import pytest + +# IMPORTATION INTERNAL +from gamestonk_terminal.forex.technical_analysis import ta_controller + +# pylint: disable=E1101 +# pylint: disable=W0603 +# pylint: disable=E1111 + +EMPTY_DF = pd.DataFrame() +MOCK_STOCK_DF = pd.read_csv( + "tests/gamestonk_terminal/forex/technical_analysis/csv/test_ta_controller/data_df.csv", + index_col=0, +) + + +@pytest.fixture(scope="module") +def vcr_config(): + return { + "filter_headers": [("User-Agent", None)], + "filter_query_parameters": [ + ("period1", "MOCK_PERIOD_1"), + ("period2", "MOCK_PERIOD_2"), + ("date", "MOCK_DATE"), + ], + } + + +@pytest.mark.vcr(record_mode="none") +@pytest.mark.parametrize( + "queue, expected", + [ + (["load", "help"], []), + (["quit", "help"], ["help"]), + ], +) +def test_menu_with_queue(expected, mocker, queue): + path_controller = "gamestonk_terminal.forex.technical_analysis.ta_controller" + + # MOCK SWITCH + mocker.patch( + target=f"{path_controller}.TechnicalAnalysisController.switch", + return_value=["quit"], + ) + + result_menu = ta_controller.TechnicalAnalysisController( + ticker="MOCK_TICKER", + start=datetime.strptime("2021-12-01", "%Y-%m-%d"), + interval="MOCK_INTERVAL", + data=MOCK_STOCK_DF, + queue=queue, + ).menu() + + assert result_menu == expected + + +@pytest.mark.vcr(record_mode="none") +def test_menu_without_queue_completion(mocker): + path_controller = "gamestonk_terminal.forex.technical_analysis.ta_controller" + + # ENABLE AUTO-COMPLETION : HELPER_FUNCS.MENU + mocker.patch( + target="gamestonk_terminal.feature_flags.USE_PROMPT_TOOLKIT", + new=True, + ) + mocker.patch( + target="gamestonk_terminal.parent_classes.session", + ) + mocker.patch( + target="gamestonk_terminal.parent_classes.session.prompt", + return_value="quit", + ) + + # DISABLE AUTO-COMPLETION : CONTROLLER.COMPLETER + + # DISABLE AUTO-COMPLETION + mocker.patch.object( + target=ta_controller.gtff, + attribute="USE_PROMPT_TOOLKIT", + new=True, + ) + mocker.patch( + target=f"{path_controller}.session", + ) + mocker.patch( + target=f"{path_controller}.session.prompt", + return_value="quit", + ) + + result_menu = ta_controller.TechnicalAnalysisController( + ticker="MOCK_TICKER", + start=datetime.strptime("2021-12-01", "%Y-%m-%d"), + interval="MOCK_INTERVAL", + data=MOCK_STOCK_DF, + queue=None, + ).menu() + + assert result_menu == [] + + +@pytest.mark.vcr(record_mode="none") +@pytest.mark.parametrize( + "mock_input", + ["help", "homee help", "home help", "mock"], +) +def test_menu_without_queue_sys_exit(mock_input, mocker): + path_controller = "gamestonk_terminal.forex.technical_analysis.ta_controller" + + # DISABLE AUTO-COMPLETION + mocker.patch.object( + target=ta_controller.gtff, + attribute="USE_PROMPT_TOOLKIT", + new=False, + ) + mocker.patch( + target=f"{path_controller}.session", + return_value=None, + ) + + # MOCK USER INPUT + mocker.patch("builtins.input", return_value=mock_input) + + # MOCK SWITCH + class SystemExitSideEffect: + def __init__(self): + self.first_call = True + + def __call__(self, *args, **kwargs): + if self.first_call: + self.first_call = False + raise SystemExit() + return ["quit"] + + mock_switch = mocker.Mock(side_effect=SystemExitSideEffect()) + mocker.patch( + target=f"{path_controller}.TechnicalAnalysisController.switch", + new=mock_switch, + ) + + result_menu = ta_controller.TechnicalAnalysisController( + ticker="MOCK_TICKER", + start=datetime.strptime("2021-12-01", "%Y-%m-%d"), + interval="MOCK_INTERVAL", + data=MOCK_STOCK_DF, + queue=None, + ).menu() + + assert result_menu == [] + + +@pytest.mark.vcr(record_mode="none") +@pytest.mark.record_stdout +@pytest.mark.parametrize( + "start", + [ + datetime.strptime("2021-12-01", "%Y-%m-%d"), + ], +) +def test_print_help(start): + controller = ta_controller.TechnicalAnalysisController( + ticker="MOCK_TICKER", + start=start, + interval="MOCK_INTERVAL", + data=MOCK_STOCK_DF, + queue=None, + ) + controller.print_help() + + +@pytest.mark.vcr(record_mode="none") +@pytest.mark.parametrize( + "an_input, expected_queue", + [ + ("", []), + ( + "/help", + [ + "home", + "help", + ], + ), + ("help/help", ["help", "help"]), + ("q", ["quit"]), + ("h", []), + ( + "r", + [ + "quit", + "quit", + "reset", + "forex", + "from MOCK_FROM", + "to MOCK_TO", + "load", + "ta", + ], + ), + ], +) +def test_switch(an_input, expected_queue): + controller = ta_controller.TechnicalAnalysisController( + ticker="MOCK_FROM/MOCK_TO", + start=datetime.strptime("2021-12-01", "%Y-%m-%d"), + interval="MOCK_INTERVAL", + data=MOCK_STOCK_DF, + queue=None, + ) + queue = controller.switch(an_input=an_input) + + assert queue == expected_queue + + +@pytest.mark.vcr(record_mode="none") +def test_call_cls(mocker): + mocker.patch("os.system") + controller = ta_controller.TechnicalAnalysisController( + ticker="MOCK_TICKER/MOCK_TICKER", + start=datetime.strptime("2021-12-01", "%Y-%m-%d"), + interval="MOCK_INTERVAL", + data=MOCK_STOCK_DF, + queue=None, + ) + controller.call_cls([]) + + assert controller.queue == [] + os.system.assert_called_once_with("cls||clear") + + +@pytest.mark.vcr(record_mode="none") +@pytest.mark.parametrize( + "func, queue, expected_queue", + [ + ( + "call_exit", + [], + ["quit", "quit", "quit"], + ), + ("call_exit", ["help"], ["quit", "quit", "quit", "help"]), + ("call_home", [], ["quit", "quit"]), + ("call_help", [], []), + ("call_quit", [], ["quit"]), + ("call_quit", ["help"], ["quit", "help"]), + ( + "call_reset", + [], + [ + "quit", + "quit", + "reset", + "forex", + "from MOCK_FROM", + "to MOCK_TO", + "load", + "ta", + ], + ), + ( + "call_reset", + ["help"], + [ + "quit", + "quit", + "reset", + "forex", + "from MOCK_FROM", + "to MOCK_TO", + "load", + "ta", + "help", + ], + ), + ], +) +def test_call_func_expect_queue(expected_queue, func, queue): + controller = ta_controller.TechnicalAnalysisController( + ticker="MOCK_FROM/MOCK_TO", + start=datetime.strptime("2021-12-01", "%Y-%m-%d"), + interval="MOCK_INTERVAL", + data=MOCK_STOCK_DF, + queue=queue, + ) + result = getattr(controller, func)([]) + + assert result is None + assert controller.queue == expected_queue + + +@pytest.mark.vcr(record_mode="none") +@pytest.mark.parametrize( + "tested_func, other_args, mocked_func, called_args, called_kwargs", + [ + ( + "call_ema", + [ + "1,2", + "--offset=2", + "--export=csv", + ], + "overlap_view.view_ma", + [], + dict(), + ), + ( + "call_sma", + [ + "1,2", + "--offset=2", + "--export=csv", + ], + "overlap_view.view_ma", + [], + dict(), + ), + ( + "call_zlma", + [ + "1,2", + "--offset=2", + "--export=csv", + ], + "overlap_view.view_ma", + [], + dict(), + ), + ( + "call_cci", + [ + "--length=1", + "--scalar=2", + "--export=csv", + ], + "momentum_view.display_cci", + [], + dict(), + ), + ( + "call_macd", + [ + "--fast=1", + "--slow=2", + "--signal=3", + "--export=csv", + ], + "momentum_view.display_macd", + [], + dict(), + ), + ( + "call_rsi", + [ + "1", + "--scalar=2", + "--drift=3", + "--export=csv", + ], + "momentum_view.display_rsi", + [], + dict(), + ), + ( + "call_stoch", + [ + "--fastkperiod=1", + "--slowdperiod=2", + "--slowkperiod=3", + "--export=csv", + ], + "momentum_view.display_stoch", + [], + dict(), + ), + ( + "call_fisher", + [ + "1", + "--export=csv", + ], + "momentum_view.display_fisher", + [], + dict(), + ), + ( + "call_cg", + [ + "1", + "--export=csv", + ], + "momentum_view.display_cg", + [], + dict(), + ), + ( + "call_adx", + [ + "1", + "--scalar=2", + "--drift=3", + "--export=csv", + ], + "trend_indicators_view.display_adx", + [], + dict(), + ), + ( + "call_aroon", + [ + "1", + "--scalar=2", + "--export=csv", + ], + "trend_indicators_view.display_aroon", + [], + dict(), + ), + ( + "call_bbands", + [ + "1", + "--std=2", + "--mamode=MOCK_MAMODE", + "--export=csv", + ], + "volatility_view.display_bbands", + [], + dict(), + ), + ( + "call_donchian", + [ + "--length_upper=1", + "--length_lower=2", + "--export=csv", + ], + "volatility_view.display_donchian", + [], + dict(), + ), + ( + "call_fib", + [ + "1", + "--start=2021-12-01", + "--end=2021-12-02", + "--export=csv", + ], + "custom_indicators_view.fibonacci_retracement", + [], + dict(), + ), + ], +) +def test_call_func( + tested_func, mocked_func, other_args, called_args, called_kwargs, mocker +): + path_controller = "gamestonk_terminal.forex.technical_analysis.ta_controller" + + if mocked_func: + mock = mocker.Mock() + mocker.patch( + target=f"{path_controller}.{mocked_func}", + new=mock, + ) + + controller = ta_controller.TechnicalAnalysisController( + ticker="MOCK_FROM/MOCK_TO", + start=datetime.strptime("2021-12-01", "%Y-%m-%d"), + interval="MOCK_INTERVAL", + data=MOCK_STOCK_DF, + queue=None, + ) + # controller.screen_tickers = ["PM"] + getattr(controller, tested_func)(other_args) + + if called_args or called_kwargs: + mock.assert_called_once_with(*called_args, **called_kwargs) + else: + mock.assert_called_once() + else: + controller = ta_controller.TechnicalAnalysisController( + ticker="MOCK_FROM/MOCK_TO", + start=datetime.strptime("2021-12-01", "%Y-%m-%d"), + interval="MOCK_INTERVAL", + data=MOCK_STOCK_DF, + queue=None, + ) + # controller.screen_tickers = ["PM"] + getattr(controller, tested_func)(other_args) diff --git a/tests/gamestonk_terminal/forex/technical_analysis/txt/test_ta_controller/test_print_help[2021-12-01].txt b/tests/gamestonk_terminal/forex/technical_analysis/txt/test_ta_controller/test_print_help[2021-12-01].txt new file mode 100644 index 00000000000..e69de29bb2d diff --git a/tests/gamestonk_terminal/forex/technical_analysis/txt/test_ta_controller/test_print_help[None].txt b/tests/gamestonk_terminal/forex/technical_analysis/txt/test_ta_controller/test_print_help[None].txt new file mode 100644 index 00000000000..e69de29bb2d diff --git a/tests/gamestonk_terminal/forex/technical_analysis/txt/test_ta_controller/test_print_help[start0].txt b/tests/gamestonk_terminal/forex/technical_analysis/txt/test_ta_controller/test_print_help[start0].txt new file mode 100644 index 00000000000..e2de30e1a03 --- /dev/null +++ b/tests/gamestonk_terminal/forex/technical_analysis/txt/test_ta_controller/test_print_help[start0].txt @@ -0,0 +1,23 @@ + +Currency Pair Loaded: MOCK_TICKER (from 2021-12-01) + +Overlap: + ema exponential moving average + sma simple moving average + zlma zero lag moving average +Momentum: + cci commodity channel index + macd moving average convergence/divergence + rsi relative strength index + stoch stochastic oscillator + fisher fisher transform + cg centre of gravity +Trend: + adx average directional movement index + aroon aroon indicator +Volatility: + bbands bollinger bands + donchian donchian channels +Custom: + fib fibonacci retracement + diff --git a/tests/gamestonk_terminal/forex/test_av_model.py b/tests/gamestonk_terminal/forex/test_av_model.py new file mode 100644 index 00000000000..58db4644c79 --- /dev/null +++ b/tests/gamestonk_terminal/forex/test_av_model.py @@ -0,0 +1,34 @@ +# IMPORTATION STANDARD + +# IMPORTATION THIRDPARTY +import pytest + +# IMPORTATION INTERNAL +from gamestonk_terminal.forex import av_model + + +@pytest.fixture(scope="module") +def vcr_config(): + return { + "filter_query_parameters": [ + ("apikey", "MOCK_API_KEY"), + ] + } + + +@pytest.mark.vcr +@pytest.mark.parametrize( + "from_symbol, to_symbol", + [ + ("EUR", "USD"), + ("USD", "JPY"), + ("GBP", "EUR"), + ("CHF", "USD"), + ], +) +def test_get_historical(from_symbol, to_symbol, recorder): + result = av_model.get_historical( + to_symbol=to_symbol, + from_symbol=from_symbol, + ) + recorder.capture(result) diff --git a/tests/gamestonk_terminal/forex/test_av_view.py b/tests/gamestonk_terminal/forex/test_av_view.py new file mode 100644 index 00000000000..41d31685139 --- /dev/null +++ b/tests/gamestonk_terminal/forex/test_av_view.py @@ -0,0 +1,30 @@ +# IMPORTATION STANDARD + +# IMPORTATION THIRDPARTY +import pytest + +# IMPORTATION INTERNAL +from gamestonk_terminal.forex import av_view + + +@pytest.fixture(scope="module") +def vcr_config(): + return { + "filter_query_parameters": [ + ("apikey", "MOCK_API_KEY"), + ] + } + + +@pytest.mark.vcr +@pytest.mark.parametrize( + "from_symbol, to_symbol", + [ + ("EUR", "USD"), + ("USD", "JPY"), + ("GBP", "EUR"), + ("CHF", "USD"), + ], +) +def test_display_quote(from_symbol, to_symbol): + av_view.display_quote(from_symbol=from_symbol, to_symbol=to_symbol) diff --git a/tests/gamestonk_terminal/forex/test_forex_api.py b/tests/gamestonk_terminal/forex/test_forex_api.py new file mode 100644 index 00000000000..f2445f8a57f --- /dev/null +++ b/tests/gamestonk_terminal/forex/test_forex_api.py @@ -0,0 +1,12 @@ +# IMPORTATION STANDARD + +# IMPORTATION THIRDPARTY + +# IMPORTATION INTERNAL +from gamestonk_terminal.helper_classes import ModelsNamespace as _models +from gamestonk_terminal.forex import forex_api + + +def test_models(): + assert isinstance(forex_api.oanda.models, _models) + assert isinstance(forex_api.ta.models, _models) diff --git a/tests/gamestonk_terminal/forex/test_forex_controller.py b/tests/gamestonk_terminal/forex/test_forex_controller.py new file mode 100644 index 00000000000..da27fd07704 --- /dev/null +++ b/tests/gamestonk_terminal/forex/test_forex_controller.py @@ -0,0 +1,385 @@ +# IMPORTATION STANDARD +import os + +# IMPORTATION THIRDPARTY +import pandas as pd +import pytest + +# IMPORTATION INTERNAL +from gamestonk_terminal.forex import forex_controller +from gamestonk_terminal.forex.technical_analysis.ta_controller import ( + TechnicalAnalysisController, +) + +# pylint: disable=E1101 +# pylint: disable=W0603 +# pylint: disable=E1111 + +NON_EMPTY_DF = pd.DataFrame.from_dict( + data={ + pd.Timestamp("2020-11-30 00:00:00"): { + "Close": 75.75, + }, + pd.Timestamp("2020-12-01 00:00:00"): { + "Close": 77.02999877929688, + }, + }, + orient="index", +) +EMPTY_DF = pd.DataFrame() + + +@pytest.fixture(scope="module") +def vcr_config(): + return { + "filter_headers": [("User-Agent", None)], + "filter_query_parameters": [ + ("period1", "MOCK_PERIOD_1"), + ("period2", "MOCK_PERIOD_2"), + ("date", "MOCK_DATE"), + ], + } + + +@pytest.mark.vcr(record_mode="none") +@pytest.mark.parametrize( + "queue, expected", + [ + (["load", "help"], []), + (["quit", "help"], ["help"]), + ], +) +def test_menu_with_queue(expected, mocker, queue): + path_controller = "gamestonk_terminal.forex.forex_controller" + + # MOCK SWITCH + mocker.patch( + target=f"{path_controller}.ForexController.switch", + return_value=["quit"], + ) + result_menu = forex_controller.ForexController(queue=queue).menu() + + assert result_menu == expected + + +@pytest.mark.vcr(record_mode="none") +def test_menu_without_queue_completion(mocker): + path_controller = "gamestonk_terminal.forex.forex_controller" + + # ENABLE AUTO-COMPLETION : HELPER_FUNCS.MENU + mocker.patch( + target="gamestonk_terminal.feature_flags.USE_PROMPT_TOOLKIT", + new=True, + ) + mocker.patch( + target="gamestonk_terminal.parent_classes.session", + ) + mocker.patch( + target="gamestonk_terminal.parent_classes.session.prompt", + return_value="quit", + ) + + # DISABLE AUTO-COMPLETION : CONTROLLER.COMPLETER + mocker.patch.object( + target=forex_controller.gtff, + attribute="USE_PROMPT_TOOLKIT", + new=True, + ) + mocker.patch( + target=f"{path_controller}.session", + ) + mocker.patch( + target=f"{path_controller}.session.prompt", + return_value="quit", + ) + + result_menu = forex_controller.ForexController(queue=None).menu() + + assert result_menu == [] + + +@pytest.mark.vcr(record_mode="none") +@pytest.mark.parametrize( + "mock_input", + ["help", "homee help", "home help", "mock"], +) +def test_menu_without_queue_sys_exit(mock_input, mocker): + path_controller = "gamestonk_terminal.forex.forex_controller" + + # DISABLE AUTO-COMPLETION + mocker.patch.object( + target=forex_controller.gtff, + attribute="USE_PROMPT_TOOLKIT", + new=False, + ) + mocker.patch( + target=f"{path_controller}.session", + return_value=None, + ) + + # MOCK USER INPUT + mocker.patch("builtins.input", return_value=mock_input) + + # MOCK SWITCH + class SystemExitSideEffect: + def __init__(self): + self.first_call = True + + def __call__(self, *args, **kwargs): + if self.first_call: + self.first_call = False + raise SystemExit() + return ["quit"] + + mock_switch = mocker.Mock(side_effect=SystemExitSideEffect()) + mocker.patch( + target=f"{path_controller}.ForexController.switch", + new=mock_switch, + ) + + result_menu = forex_controller.ForexController(queue=None).menu() + + assert result_menu == [] + + +@pytest.mark.vcr(record_mode="none") +@pytest.mark.record_stdout +def test_print_help(): + controller = forex_controller.ForexController(queue=None) + controller.print_help() + + +@pytest.mark.vcr(record_mode="none") +@pytest.mark.parametrize( + "an_input, expected_queue", + [ + ("", []), + ("/help", ["home", "help"]), + ("help/help", ["help", "help"]), + ("q", ["quit"]), + ("h", []), + ( + "r", + [ + "quit", + "reset", + "forex", + ], + ), + ], +) +def test_switch(an_input, expected_queue): + controller = forex_controller.ForexController(queue=None) + queue = controller.switch(an_input=an_input) + + assert queue == expected_queue + + +@pytest.mark.vcr(record_mode="none") +def test_call_cls(mocker): + mocker.patch("os.system") + controller = forex_controller.ForexController(queue=None) + controller.call_cls([]) + + assert controller.queue == [] + os.system.assert_called_once_with("cls||clear") + + +@pytest.mark.vcr(record_mode="none") +@pytest.mark.parametrize( + "func, queue, expected_queue", + [ + ( + "call_exit", + [], + ["quit", "quit"], + ), + ("call_exit", ["help"], ["quit", "quit", "help"]), + ("call_home", [], ["quit"]), + ("call_help", [], []), + ("call_quit", [], ["quit"]), + ("call_quit", ["help"], ["quit", "help"]), + ( + "call_reset", + [], + [ + "quit", + "reset", + "forex", + ], + ), + ( + "call_reset", + ["help"], + [ + "quit", + "reset", + "forex", + "help", + ], + ), + ], +) +def test_call_func_expect_queue(expected_queue, func, queue): + controller = forex_controller.ForexController(queue=queue) + result = getattr(controller, func)([]) + + assert result is None + assert controller.queue == expected_queue + + +@pytest.mark.vcr(record_mode="none") +@pytest.mark.parametrize( + "tested_func, other_args, mocked_func, called_args, called_kwargs", + [ + ("call_to", ["GBP"], None, [], dict()), + ("call_from", ["EUR"], None, [], dict()), + ( + "call_ta", + None, + None, + None, + None, + ), + ( + "call_ta", + [], + "ForexController.load_class", + [TechnicalAnalysisController], + dict( + ticker="MOCK_TICKER/MOCK_TICKER", + data=NON_EMPTY_DF, + start=pd.Timestamp("2020-11-30 00:00:00"), + interval="", + queue=[], + ), + ), + ( + "call_oanda", + None, + "ForexController.load_class", + None, + None, + ), + ], +) +def test_call_func( + tested_func, mocked_func, other_args, called_args, called_kwargs, mocker +): + path_controller = "gamestonk_terminal.forex.forex_controller" + + if mocked_func: + mock = mocker.Mock() + mocker.patch( + target=f"{path_controller}.{mocked_func}", + new=mock, + ) + + controller = forex_controller.ForexController(queue=None) + controller.data = NON_EMPTY_DF + controller.to_symbol = "MOCK_TICKER" + controller.from_symbol = "MOCK_TICKER" + controller.interval = "" + + getattr(controller, tested_func)(other_args) + + if called_args or called_kwargs: + mock.assert_called_once_with(*called_args, **called_kwargs) + else: + mock.assert_called_once() + else: + controller = forex_controller.ForexController(queue=None) + controller.stock = EMPTY_DF + controller.to_symbol = "MOCK_TICKER" + controller.from_symbol = "MOCK_TICKER" + controller.interval = "1440min" + + getattr(controller, tested_func)(other_args) + + +@pytest.mark.vcr(record_mode="none") +@pytest.mark.parametrize( + "func", + [ + "call_from", + "call_to", + "call_load", + "call_candle", + ], +) +def test_call_func_no_parser(func, mocker): + # MOCK PARSE_KNOWN_ARGS_AND_WARN + mocker.patch( + target="gamestonk_terminal.forex.forex_controller.parse_known_args_and_warn", + return_value=None, + ) + controller = forex_controller.ForexController(queue=None) + + func_result = getattr(controller, func)(other_args=list()) + assert func_result is None + assert controller.queue == [] + getattr(forex_controller, "parse_known_args_and_warn").assert_called_once() + + +@pytest.mark.vcr(record_mode="none") +@pytest.mark.parametrize( + "func", + [ + "call_candle", + "call_ta", + # "call_qa", + # "call_pred", + ], +) +def test_call_func_no_ticker(func, mocker): + # MOCK PARSE_KNOWN_ARGS_AND_WARN + mocker.patch( + "gamestonk_terminal.forex.forex_controller.parse_known_args_and_warn", + return_value=True, + ) + + controller = forex_controller.ForexController(queue=None) + + func_result = getattr(controller, func)([]) + assert func_result is None + assert controller.queue == [] + + +@pytest.mark.vcr(record_mode="none") +@pytest.mark.parametrize( + "from_symbol, to_symbol, expected", + [ + (None, None, []), + ("MOCK_FROM", None, []), + (None, "MOCK_TO", []), + ("MOCK_FROM", "MOCK_TO", ["forex", "from MOCK_FROM", "to MOCK_TO"]), + ], +) +def test_custom_reset(from_symbol, to_symbol, expected): + controller = forex_controller.ForexController(queue=None) + controller.from_symbol = from_symbol + controller.to_symbol = to_symbol + + result = controller.custom_reset() + + assert result == expected + + +# @pytest.mark.vcr +# def test_call_load(mocker): +# # FORCE SINGLE THREADING +# yf_download = forex_controller.forex_helper.yf.download + +# def mock_yf_download(*args, **kwargs): +# kwargs["threads"] = False +# return yf_download(*args, **kwargs) + +# mocker.patch("yfinance.download", side_effect=mock_yf_download) + +# controller = forex_controller.ForexController(queue=None) +# other_args = [ +# "TSLA", +# "--start=2021-12-17", +# "--end=2021-12-18", +# ] +# controller.call_load(other_args=other_args) diff --git a/tests/gamestonk_terminal/forex/txt/test_forex_controller/test_print_help.txt b/tests/gamestonk_terminal/forex/txt/test_forex_controller/test_print_help.txt new file mode 100644 index 00000000000..7643f62b722 --- /dev/null +++ b/tests/gamestonk_terminal/forex/txt/test_forex_controller/test_print_help.txt @@ -0,0 +1,18 @@ + + from select the "from" currency in a forex pair + to select the "to" currency in a forex pair + +From: USD +To: +[dim] +[AlphaVantage] + quote get last quote + load get historical data + candle show candle plot for loaded data + +> ta technical analysis for loaded coin, e.g.: ema, macd, rsi, adx, bbands, obv + +[/dim] +Forex brokerages: +> oanda Oanda menu +