Merge branch 'develop' into feat/freqai

This commit is contained in:
Matthias
2022-07-16 18:14:34 +02:00
40 changed files with 13321 additions and 12208 deletions

View File

@@ -314,6 +314,10 @@ CONF_SCHEMA = {
'type': 'string',
'enum': TELEGRAM_SETTING_OPTIONS,
},
'show_candle': {
'type': 'string',
'enum': ['off', 'ohlc'],
},
}
},
'reload': {'type': 'boolean'},

File diff suppressed because it is too large Load Diff

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@@ -46,6 +46,7 @@ MAP_EXCHANGE_CHILDCLASS = {
'binanceje': 'binance',
'binanceusdm': 'binance',
'okex': 'okx',
'gate': 'gateio',
}
SUPPORTED_EXCHANGES = [
@@ -63,17 +64,16 @@ EXCHANGE_HAS_REQUIRED = [
'fetchOrder',
'cancelOrder',
'createOrder',
# 'createLimitOrder', 'createMarketOrder',
'fetchBalance',
# Public endpoints
'loadMarkets',
'fetchOHLCV',
]
EXCHANGE_HAS_OPTIONAL = [
# Private
'fetchMyTrades', # Trades for order - fee detection
'createLimitOrder', 'createMarketOrder', # Either OR for orders
# 'setLeverage', # Margin/Futures trading
# 'setMarginMode', # Margin/Futures trading
# 'fetchFundingHistory', # Futures trading

View File

@@ -77,7 +77,9 @@ class Exchange:
"mark_ohlcv_price": "mark",
"mark_ohlcv_timeframe": "8h",
"ccxt_futures_name": "swap",
"fee_cost_in_contracts": False, # Fee cost needs contract conversion
"needs_trading_fees": False, # use fetch_trading_fees to cache fees
"order_props_in_contracts": ['amount', 'cost', 'filled', 'remaining'],
}
_ft_has: Dict = {}
_ft_has_futures: Dict = {}
@@ -174,23 +176,11 @@ class Exchange:
logger.info(f'Using Exchange "{self.name}"')
if validate:
# Check if timeframe is available
self.validate_timeframes(config.get('timeframe'))
# Initial markets load
self._load_markets()
# Check if all pairs are available
self.validate_stakecurrency(config['stake_currency'])
if not exchange_config.get('skip_pair_validation'):
self.validate_pairs(config['exchange']['pair_whitelist'])
self.validate_ordertypes(config.get('order_types', {}))
self.validate_order_time_in_force(config.get('order_time_in_force', {}))
self.validate_config(config)
self.required_candle_call_count = self.validate_required_startup_candles(
config.get('startup_candle_count', 0), config.get('timeframe', ''))
self.validate_trading_mode_and_margin_mode(self.trading_mode, self.margin_mode)
self.validate_pricing(config['exit_pricing'])
self.validate_pricing(config['entry_pricing'])
# Converts the interval provided in minutes in config to seconds
self.markets_refresh_interval: int = exchange_config.get(
@@ -213,6 +203,20 @@ class Exchange:
logger.info("Closing async ccxt session.")
self.loop.run_until_complete(self._api_async.close())
def validate_config(self, config):
# Check if timeframe is available
self.validate_timeframes(config.get('timeframe'))
# Check if all pairs are available
self.validate_stakecurrency(config['stake_currency'])
if not config['exchange'].get('skip_pair_validation'):
self.validate_pairs(config['exchange']['pair_whitelist'])
self.validate_ordertypes(config.get('order_types', {}))
self.validate_order_time_in_force(config.get('order_time_in_force', {}))
self.validate_trading_mode_and_margin_mode(self.trading_mode, self.margin_mode)
self.validate_pricing(config['exit_pricing'])
self.validate_pricing(config['entry_pricing'])
def _init_ccxt(self, exchange_config: Dict[str, Any], ccxt_module: CcxtModuleType = ccxt,
ccxt_kwargs: Dict = {}) -> ccxt.Exchange:
"""
@@ -422,7 +426,7 @@ class Exchange:
if 'symbol' in order and order['symbol'] is not None:
contract_size = self._get_contract_size(order['symbol'])
if contract_size != 1:
for prop in ['amount', 'cost', 'filled', 'remaining']:
for prop in self._ft_has.get('order_props_in_contracts', []):
if prop in order and order[prop] is not None:
order[prop] = order[prop] * contract_size
return order
@@ -820,7 +824,7 @@ class Exchange:
'price': rate,
'average': rate,
'amount': _amount,
'cost': _amount * rate / leverage,
'cost': _amount * rate,
'type': ordertype,
'side': side,
'filled': 0,
@@ -1631,27 +1635,35 @@ class Exchange:
and order['fee']['cost'] is not None
)
def calculate_fee_rate(self, order: Dict) -> Optional[float]:
def calculate_fee_rate(
self, fee: Dict, symbol: str, cost: float, amount: float) -> Optional[float]:
"""
Calculate fee rate if it's not given by the exchange.
:param order: Order or trade (one trade) dict
:param fee: ccxt Fee dict - must contain cost / currency / rate
:param symbol: Symbol of the order
:param cost: Total cost of the order
:param amount: Amount of the order
"""
if order['fee'].get('rate') is not None:
return order['fee'].get('rate')
fee_curr = order['fee']['currency']
if fee.get('rate') is not None:
return fee.get('rate')
fee_curr = fee.get('currency')
if fee_curr is None:
return None
fee_cost = float(fee['cost'])
if self._ft_has['fee_cost_in_contracts']:
# Convert cost via "contracts" conversion
fee_cost = self._contracts_to_amount(symbol, fee['cost'])
# Calculate fee based on order details
if fee_curr in self.get_pair_base_currency(order['symbol']):
if fee_curr == self.get_pair_base_currency(symbol):
# Base currency - divide by amount
return round(
order['fee']['cost'] / safe_value_fallback2(order, order, 'filled', 'amount'), 8)
elif fee_curr in self.get_pair_quote_currency(order['symbol']):
return round(fee_cost / amount, 8)
elif fee_curr == self.get_pair_quote_currency(symbol):
# Quote currency - divide by cost
return round(self._contracts_to_amount(
order['symbol'], order['fee']['cost']) / order['cost'],
8) if order['cost'] else None
return round(fee_cost / cost, 8) if cost else None
else:
# If Fee currency is a different currency
if not order['cost']:
if not cost:
# If cost is None or 0.0 -> falsy, return None
return None
try:
@@ -1663,19 +1675,28 @@ class Exchange:
fee_to_quote_rate = self._config['exchange'].get('unknown_fee_rate', None)
if not fee_to_quote_rate:
return None
return round((self._contracts_to_amount(
order['symbol'], order['fee']['cost']) * fee_to_quote_rate) / order['cost'], 8)
return round((fee_cost * fee_to_quote_rate) / cost, 8)
def extract_cost_curr_rate(self, order: Dict) -> Tuple[float, str, Optional[float]]:
def extract_cost_curr_rate(self, fee: Dict, symbol: str, cost: float,
amount: float) -> Tuple[float, str, Optional[float]]:
"""
Extract tuple of cost, currency, rate.
Requires order_has_fee to run first!
:param order: Order or trade (one trade) dict
:param fee: ccxt Fee dict - must contain cost / currency / rate
:param symbol: Symbol of the order
:param cost: Total cost of the order
:param amount: Amount of the order
:return: Tuple with cost, currency, rate of the given fee dict
"""
return (order['fee']['cost'],
order['fee']['currency'],
self.calculate_fee_rate(order))
return (float(fee['cost']),
fee['currency'],
self.calculate_fee_rate(
fee,
symbol,
cost,
amount
)
)
# Historic data

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@@ -1,12 +1,13 @@
""" Gate.io exchange subclass """
import logging
from datetime import datetime
from typing import Dict, List, Optional, Tuple
from typing import Any, Dict, List, Optional, Tuple
from freqtrade.constants import BuySell
from freqtrade.enums import MarginMode, TradingMode
from freqtrade.exceptions import OperationalException
from freqtrade.exchange import Exchange
from freqtrade.misc import safe_value_fallback2
logger = logging.getLogger(__name__)
@@ -32,7 +33,9 @@ class Gateio(Exchange):
}
_ft_has_futures: Dict = {
"needs_trading_fees": True
"needs_trading_fees": True,
"fee_cost_in_contracts": False, # Set explicitly to false for clarity
"order_props_in_contracts": ['amount', 'filled', 'remaining'],
}
_supported_trading_mode_margin_pairs: List[Tuple[TradingMode, MarginMode]] = [
@@ -95,12 +98,29 @@ class Gateio(Exchange):
}
return trades
def get_order_id_conditional(self, order: Dict[str, Any]) -> str:
if self.trading_mode == TradingMode.FUTURES:
return safe_value_fallback2(order, order, 'id_stop', 'id')
return order['id']
def fetch_stoploss_order(self, order_id: str, pair: str, params: Dict = {}) -> Dict:
return self.fetch_order(
order = self.fetch_order(
order_id=order_id,
pair=pair,
params={'stop': True}
)
if self.trading_mode == TradingMode.FUTURES:
if order['status'] == 'closed':
# Places a real order - which we need to fetch explicitly.
new_orderid = order.get('info', {}).get('trade_id')
if new_orderid:
order1 = self.fetch_order(order_id=new_orderid, pair=pair, params=params)
order1['id_stop'] = order1['id']
order1['id'] = order_id
order1['stopPrice'] = order.get('stopPrice')
return order1
return order
def cancel_stoploss_order(self, order_id: str, pair: str, params: Dict = {}) -> Dict:
return self.cancel_order(

View File

@@ -28,6 +28,7 @@ class Okx(Exchange):
}
_ft_has_futures: Dict = {
"tickers_have_quoteVolume": False,
"fee_cost_in_contracts": True,
}
_supported_trading_mode_margin_pairs: List[Tuple[TradingMode, MarginMode]] = [

View File

@@ -332,6 +332,8 @@ class FreqtradeBot(LoggingMixin):
if not trade.is_open and not trade.fee_updated(trade.exit_side):
# Get sell fee
order = trade.select_order(trade.exit_side, False)
if not order:
order = trade.select_order('stoploss', False)
if order:
logger.info(
f"Updating {trade.exit_side}-fee on trade {trade}"
@@ -634,7 +636,7 @@ class FreqtradeBot(LoggingMixin):
pair=pair, order_type=order_type, amount=amount, rate=enter_limit_requested,
time_in_force=time_in_force, current_time=datetime.now(timezone.utc),
entry_tag=enter_tag, side=trade_side):
logger.info(f"User requested abortion of buying {pair}")
logger.info(f"User denied entry for {pair}.")
return False
order = self.exchange.create_order(
pair=pair,
@@ -814,7 +816,7 @@ class FreqtradeBot(LoggingMixin):
pair=pair, current_time=datetime.now(timezone.utc),
current_rate=enter_limit_requested, proposed_stake=stake_amount,
min_stake=min_stake_amount, max_stake=min(max_stake_amount, stake_available),
entry_tag=entry_tag, side=trade_side
leverage=leverage, entry_tag=entry_tag, side=trade_side
)
stake_amount = self.wallets.validate_stake_amount(
@@ -1465,7 +1467,7 @@ class FreqtradeBot(LoggingMixin):
time_in_force=time_in_force, exit_reason=exit_reason,
sell_reason=exit_reason, # sellreason -> compatibility
current_time=datetime.now(timezone.utc)):
logger.info(f"User requested abortion of {trade.pair} exit.")
logger.info(f"User denied exit for {trade.pair}.")
return False
try:
@@ -1742,7 +1744,8 @@ class FreqtradeBot(LoggingMixin):
trade_base_currency = self.exchange.get_pair_base_currency(trade.pair)
# use fee from order-dict if possible
if self.exchange.order_has_fee(order):
fee_cost, fee_currency, fee_rate = self.exchange.extract_cost_curr_rate(order)
fee_cost, fee_currency, fee_rate = self.exchange.extract_cost_curr_rate(
order['fee'], order['symbol'], order['cost'], order_obj.safe_filled)
logger.info(f"Fee for Trade {trade} [{order_obj.ft_order_side}]: "
f"{fee_cost:.8g} {fee_currency} - rate: {fee_rate}")
if fee_rate is None or fee_rate < 0.02:
@@ -1780,7 +1783,15 @@ class FreqtradeBot(LoggingMixin):
for exectrade in trades:
amount += exectrade['amount']
if self.exchange.order_has_fee(exectrade):
fee_cost_, fee_currency, fee_rate_ = self.exchange.extract_cost_curr_rate(exectrade)
# Prefer singular fee
fees = [exectrade['fee']]
else:
fees = exectrade.get('fees', [])
for fee in fees:
fee_cost_, fee_currency, fee_rate_ = self.exchange.extract_cost_curr_rate(
fee, exectrade['symbol'], exectrade['cost'], exectrade['amount']
)
fee_cost += fee_cost_
if fee_rate_ is not None:
fee_rate_array.append(fee_rate_)

View File

@@ -727,7 +727,7 @@ class Backtesting:
pair=pair, current_time=current_time, current_rate=propose_rate,
proposed_stake=stake_amount, min_stake=min_stake_amount,
max_stake=min(stake_available, max_stake_amount),
entry_tag=entry_tag, side=direction)
leverage=leverage, entry_tag=entry_tag, side=direction)
stake_amount_val = self.wallets.validate_stake_amount(
pair=pair,

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@@ -6,6 +6,7 @@ This module contains the hyperopt logic
import logging
import random
import sys
import warnings
from datetime import datetime, timezone
from math import ceil
@@ -17,6 +18,7 @@ import rapidjson
from colorama import Fore, Style
from colorama import init as colorama_init
from joblib import Parallel, cpu_count, delayed, dump, load, wrap_non_picklable_objects
from joblib.externals import cloudpickle
from pandas import DataFrame
from freqtrade.constants import DATETIME_PRINT_FORMAT, FTHYPT_FILEVERSION, LAST_BT_RESULT_FN
@@ -87,6 +89,7 @@ class Hyperopt:
self.backtesting._set_strategy(self.backtesting.strategylist[0])
self.custom_hyperopt.strategy = self.backtesting.strategy
self.hyperopt_pickle_magic(self.backtesting.strategy.__class__.__bases__)
self.custom_hyperoptloss: IHyperOptLoss = HyperOptLossResolver.load_hyperoptloss(
self.config)
self.calculate_loss = self.custom_hyperoptloss.hyperopt_loss_function
@@ -137,6 +140,17 @@ class Hyperopt:
logger.info(f"Removing `{p}`.")
p.unlink()
def hyperopt_pickle_magic(self, bases) -> None:
"""
Hyperopt magic to allow strategy inheritance across files.
For this to properly work, we need to register the module of the imported class
to pickle as value.
"""
for modules in bases:
if modules.__name__ != 'IStrategy':
cloudpickle.register_pickle_by_value(sys.modules[modules.__module__])
self.hyperopt_pickle_magic(modules.__bases__)
def _get_params_dict(self, dimensions: List[Dimension], raw_params: List[Any]) -> Dict:
# Ensure the number of dimensions match

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@@ -1,9 +1,10 @@
import logging
from typing import List
from sqlalchemy import inspect, text
from sqlalchemy import inspect, select, text, tuple_, update
from freqtrade.exceptions import OperationalException
from freqtrade.persistence.trade_model import Order, Trade
logger = logging.getLogger(__name__)
@@ -251,31 +252,31 @@ def set_sqlite_to_wal(engine):
def fix_old_dry_orders(engine):
with engine.begin() as connection:
connection.execute(
text(
"""
update orders
set ft_is_open = 0
where ft_is_open = 1 and (ft_trade_id, order_id) not in (
select id, stoploss_order_id from trades where stoploss_order_id is not null
) and ft_order_side = 'stoploss'
and order_id like 'dry_%'
"""
)
)
connection.execute(
text(
"""
update orders
set ft_is_open = 0
where ft_is_open = 1
and (ft_trade_id, order_id) not in (
select id, open_order_id from trades where open_order_id is not null
) and ft_order_side != 'stoploss'
and order_id like 'dry_%'
"""
)
)
stmt = update(Order).where(
Order.ft_is_open.is_(True),
tuple_(Order.ft_trade_id, Order.order_id).not_in(
select(
Trade.id, Trade.stoploss_order_id
).where(Trade.stoploss_order_id.is_not(None))
),
Order.ft_order_side == 'stoploss',
Order.order_id.like('dry%'),
).values(ft_is_open=False)
connection.execute(stmt)
stmt = update(Order).where(
Order.ft_is_open.is_(True),
tuple_(Order.ft_trade_id, Order.order_id).not_in(
select(
Trade.id, Trade.open_order_id
).where(Trade.open_order_id.is_not(None))
),
Order.ft_order_side != 'stoploss',
Order.order_id.like('dry%')
).values(ft_is_open=False)
connection.execute(stmt)
def check_migrate(engine, decl_base, previous_tables) -> None:

View File

@@ -821,7 +821,7 @@ class LocalTrade():
self.open_rate = total_stake / total_amount
self.stake_amount = total_stake / (self.leverage or 1.0)
self.amount = total_amount
self.fee_open_cost = self.fee_open * self.stake_amount
self.fee_open_cost = self.fee_open * total_stake
self.recalc_open_trade_value()
if self.stop_loss_pct is not None and self.open_rate is not None:
self.adjust_stop_loss(self.open_rate, self.stop_loss_pct)

View File

@@ -243,6 +243,22 @@ class Telegram(RPCHandler):
"""
return f"{msg['exchange']}{' (dry)' if self._config['dry_run'] else ''}"
def _add_analyzed_candle(self, pair: str) -> str:
candle_val = self._config['telegram'].get(
'notification_settings', {}).get('show_candle', 'off')
if candle_val != 'off':
if candle_val == 'ohlc':
analyzed_df, _ = self._rpc._freqtrade.dataprovider.get_analyzed_dataframe(
pair, self._config['timeframe'])
candle = analyzed_df.iloc[-1].squeeze() if len(analyzed_df) > 0 else None
if candle is not None:
return (
f"*Candle OHLC*: `{candle['open']}, {candle['high']}, "
f"{candle['low']}, {candle['close']}`\n"
)
return ''
def _format_entry_msg(self, msg: Dict[str, Any]) -> str:
if self._rpc._fiat_converter:
msg['stake_amount_fiat'] = self._rpc._fiat_converter.convert_amount(
@@ -259,6 +275,7 @@ class Telegram(RPCHandler):
f" {entry_side['entered'] if is_fill else entry_side['enter']} {msg['pair']}"
f" (#{msg['trade_id']})\n"
)
message += self._add_analyzed_candle(msg['pair'])
message += f"*Enter Tag:* `{msg['enter_tag']}`\n" if msg.get('enter_tag') else ""
message += f"*Amount:* `{msg['amount']:.8f}`\n"
if msg.get('leverage') and msg.get('leverage', 1.0) != 1.0:
@@ -306,6 +323,7 @@ class Telegram(RPCHandler):
message = (
f"{msg['emoji']} *{self._exchange_from_msg(msg)}:* "
f"{'Exited' if is_fill else 'Exiting'} {msg['pair']} (#{msg['trade_id']})\n"
f"{self._add_analyzed_candle(msg['pair'])}"
f"*{'Profit' if is_fill else 'Unrealized Profit'}:* "
f"`{msg['profit_ratio']:.2%}{msg['profit_extra']}`\n"
f"*Enter Tag:* `{msg['enter_tag']}`\n"

View File

@@ -191,6 +191,7 @@ def detect_parameters(
and attr.category is not None and attr.category != category):
raise OperationalException(
f'Inconclusive parameter name {attr_name}, category: {attr.category}.')
if (category == attr.category or
(attr_name.startswith(category + '_') and attr.category is None)):
yield attr_name, attr

View File

@@ -442,7 +442,8 @@ class IStrategy(ABC, HyperStrategyMixin):
def custom_stake_amount(self, pair: str, current_time: datetime, current_rate: float,
proposed_stake: float, min_stake: Optional[float], max_stake: float,
entry_tag: Optional[str], side: str, **kwargs) -> float:
leverage: float, entry_tag: Optional[str], side: str,
**kwargs) -> float:
"""
Customize stake size for each new trade.
@@ -452,6 +453,7 @@ class IStrategy(ABC, HyperStrategyMixin):
:param proposed_stake: A stake amount proposed by the bot.
:param min_stake: Minimal stake size allowed by exchange.
:param max_stake: Balance available for trading.
:param leverage: Leverage selected for this trade.
:param entry_tag: Optional entry_tag (buy_tag) if provided with the buy signal.
:param side: 'long' or 'short' - indicating the direction of the proposed trade
:return: A stake size, which is between min_stake and max_stake.

View File

@@ -51,11 +51,13 @@
"source": [
"# Load data using values set above\n",
"from freqtrade.data.history import load_pair_history\n",
"from freqtrade.enums import CandleType\n",
"\n",
"candles = load_pair_history(datadir=data_location,\n",
" timeframe=config[\"timeframe\"],\n",
" pair=pair,\n",
" data_format = \"hdf5\",\n",
" candle_type=CandleType.SPOT,\n",
" )\n",
"\n",
"# Confirm success\n",

View File

@@ -79,9 +79,10 @@ def custom_exit_price(self, pair: str, trade: 'Trade',
"""
return proposed_rate
def custom_stake_amount(self, pair: str, current_time: 'datetime', current_rate: float,
def custom_stake_amount(self, pair: str, current_time: datetime, current_rate: float,
proposed_stake: float, min_stake: Optional[float], max_stake: float,
entry_tag: 'Optional[str]', side: str, **kwargs) -> float:
leverage: float, entry_tag: Optional[str], side: str,
**kwargs) -> float:
"""
Customize stake size for each new trade.
@@ -91,6 +92,7 @@ def custom_stake_amount(self, pair: str, current_time: 'datetime', current_rate:
:param proposed_stake: A stake amount proposed by the bot.
:param min_stake: Minimal stake size allowed by exchange.
:param max_stake: Balance available for trading.
:param leverage: Leverage selected for this trade.
:param entry_tag: Optional entry_tag (buy_tag) if provided with the buy signal.
:param side: 'long' or 'short' - indicating the direction of the proposed trade
:return: A stake size, which is between min_stake and max_stake.