working on backtesting
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@ -1,5 +1,10 @@
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import logging
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from freqtrade.arguments import Arguments
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from freqtrade.configuration import Configuration
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from freqtrade.optimize.backtesting import Backtesting
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def backtest(event, context):
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"""
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this method is running on the AWS server
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@ -11,8 +16,12 @@ def backtest(event, context):
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:param event:
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{
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'strategy' : 'url handle where we can find the strategy'
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'pair' : ' pair to backtest, BTC_ETH as example'
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'timeframe' : 'how long should we backtest for, 0-100 as example for the last 100 ticks'
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'stake_currency' : 'our desired stake currency'
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'asset' : '[] asset we are interested in. If empy, we fill use a default list
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'username' : user who's strategy should be evaluated
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'name' : name of the strategy we want to evaluate
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'exchange' : name of the exchange we should be using
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}
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:param context:
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standard AWS context, so pleaes ignore for now!
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@ -20,14 +29,77 @@ def backtest(event, context):
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no return
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"""
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backtesting = Backtesting()
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backtesting.start()
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name = "TestStrategy"
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user = "12345678"
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stake_currency = "USDT"
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asset = ["ETH", "BTC"]
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exchange = "binance"
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assets = list(map(lambda x: "{}/{}".format(x, stake_currency).upper(), asset))
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configuration = {
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"max_open_trades": 1,
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"stake_currency": stake_currency,
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"stake_amount": 0.001,
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"fiat_display_currency": "USD",
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"unfilledtimeout": 600,
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"bid_strategy": {
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"ask_last_balance": 0.0
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},
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"exchange": {
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"name": "bittrex",
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"enabled": True,
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"key": "key",
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"secret": "secret",
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"pair_whitelist": assets
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},
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"telegram": {
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"enabled": False,
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"token": "token",
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"chat_id": "0"
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},
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"initial_state": "running",
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"datadir": ".",
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"experimental": {
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"use_sell_signal": True,
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"sell_profit_only": True
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},
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"internals": {
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"process_throttle_secs": 5
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},
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'realistic_simulation': True,
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"loglevel": logging.DEBUG
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}
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print("generated configuration")
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print(configuration)
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print("initialized backtesting")
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backtesting = Backtesting(configuration)
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result = backtesting.start()
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print("finished test")
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print(result)
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print("persist data in dynamo")
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for index, row in result.iterrows():
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item = {
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"id": "{}.{}:{}".format(user, name, row['pair']),
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"pair": row['pair'],
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"profit": row['profit'],
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"loss": row['loss'],
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"duration": row['avg duration'],
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"avg profit": row['avg profit %'],
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"total profit": row['total profit {}'.format(stake_currency)]
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}
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print(item)
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pass
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def submit(event, context):
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"""
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this functions submits a new strategy to the backtesting queue
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@ -37,3 +109,7 @@ def submit(event, context):
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:return:
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"""
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pass
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if __name__ == '__main__':
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backtest({}, {})
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@ -186,3 +186,18 @@ def submit(event, context):
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"statusCode": result['ResponseMetadata']['HTTPStatusCode'],
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"body": json.dumps(result)
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}
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def submit_github(event, context):
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"""
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there has been a push to our github repository, so let's
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update all the strategies.
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The user account will be the provided secret
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:param event:
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:param context:
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:return:
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"""
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print(event)
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@ -31,6 +31,7 @@ class Backtesting(object):
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backtesting = Backtesting(config)
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backtesting.start()
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"""
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def __init__(self, config: Dict[str, Any]) -> None:
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self.config = config
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self.analyze = None
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@ -71,15 +72,19 @@ class Backtesting(object):
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for frame in data.values()
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]
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return min(timeframe, key=operator.itemgetter(0))[0], \
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max(timeframe, key=operator.itemgetter(1))[1]
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max(timeframe, key=operator.itemgetter(1))[1]
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def _generate_text_table(self, data: Dict[str, Dict], results: DataFrame) -> str:
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"""
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Generates and returns a text table for the given backtest data and the results dataframe
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:return: pretty printed table with tabulate as str
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"""
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stake_currency = self.config.get('stake_currency')
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floatfmt, headers, tabular_data = self.aggregate(data, results)
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return tabulate(tabular_data, headers=headers, floatfmt=floatfmt)
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def aggregate(self, data, results):
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stake_currency = self.config.get('stake_currency')
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floatfmt = ('s', 'd', '.2f', '.8f', '.1f')
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tabular_data = []
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headers = ['pair', 'buy count', 'avg profit %',
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@ -95,7 +100,6 @@ class Backtesting(object):
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len(result[result.profit_BTC > 0]),
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len(result[result.profit_BTC < 0])
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])
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# Append Total
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tabular_data.append([
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'TOTAL',
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@ -106,7 +110,7 @@ class Backtesting(object):
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len(results[results.profit_BTC > 0]),
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len(results[results.profit_BTC < 0])
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])
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return tabulate(tabular_data, headers=headers, floatfmt=floatfmt)
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return floatfmt, headers, tabular_data
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def _get_sell_trade_entry(
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self, pair: str, buy_row: DataFrame,
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@ -213,7 +217,7 @@ class Backtesting(object):
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labels = ['currency', 'profit_percent', 'profit_BTC', 'duration']
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return DataFrame.from_records(trades, columns=labels)
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def start(self) -> None:
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def start(self):
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"""
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Run a backtesting end-to-end
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:return: None
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@ -282,6 +286,10 @@ class Backtesting(object):
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)
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)
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# return date for data storage
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temp = self.aggregate(data, results)
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return DataFrame(data=temp[2][:-1], columns=temp[1])
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def setup_configuration(args: Namespace) -> Dict[str, Any]:
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"""
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@ -3,5 +3,5 @@ import pytest
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from freqtrade.aws.backtesting_lambda import backtest
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def test_backtest(lambda_context):
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def test_backtest():
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backtest({}, {})
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@ -5,7 +5,7 @@ import freqtrade.aws.strategy as aws
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def test_strategy(lambda_context):
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"""
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very uggly long test
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very ugly long test
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:param lambda_context:
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:return:
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@ -162,7 +162,7 @@ functions:
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handler: freqtrade/aws/strategy.submit
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events:
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- http:
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path: submit
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path: strategies/submit
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method: post
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cors: true
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@ -170,6 +170,22 @@ functions:
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topic: ${self:custom.snsTopic}
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strategyTable: ${self:custom.strategyTable}
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#submits a new strategy to the system
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submit_github:
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memorySize: 128
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handler: freqtrade/aws/strategy.submit_github
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events:
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- http:
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path: strategies/submit/github
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method: post
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cors: true
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environment:
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topic: ${self:custom.snsTopic}
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strategyTable: ${self:custom.strategyTable}
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#TODO
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#backtests the strategy
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backtest:
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