1.3.1 🎉Full back testing capabilities implemented🎉

[DogsTailFarmer]

• Full back testing capabilities implemented, including Collect and Simulate mode from saved state. Using for optimizing started strategy in Reverse cycle
• Refactoring the deployment process, has become easier to use
• User manual updated

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This discussion was created from the release 1.3.1.

[DogsTailFarmer]

Example of parameter optimization for ADA/BTC Binance pair.

Pair in reverse cycle, reverse deposit BTC 0.07758
The cycle data was recorded during the day 24.06.23, the optimal set of parameters increases the income for this period by three times.

Optimal parameters: {
 'GRID_MAX_COUNT': 3,
 'KBB': 2.5,
 'LINEAR_GRID_K': 0,
 'MARTIN': 5.0,
 'ORDER_Q': 9,
 'OVER_PRICE': 0.7000000000000001,
 'PRICE_SHIFT': 0.05,
 'PROFIT': 0.15,
 'PROFIT_MAX': 0.6000000000000001,
 'SHIFT_GRID_DELAY': 20
} for get 0.00011946600000000001

Evaluate parameter importance based on completed trials in the given study:
('LINEAR_GRID_K', 0.8459034640847943)
('PROFIT_MAX', 0.11461047068228389)
('MARTIN', 0.01793163428021225)
('KBB', 0.009179835153222207)
('OVER_PRICE', 0.004926081158545821)
('SHIFT_GRID_DELAY', 0.0027219863356042462)
('PRICE_SHIFT', 0.0016465847415052)
('ORDER_Q', 0.001446878826767594)
('GRID_MAX_COUNT', 0.0010144017411634735)
('PROFIT', 0.0006186629959007895)`

[DogsTailFarmer]

Example of parameter optimization for ETH/BTC OKX pair:

Best is trial 491 with value: 0.00046087313999999997.

Optimal parameters: {
'GRID_MAX_COUNT': 4,
 'KBB': 1.0,
 'LINEAR_GRID_K': 0,
 'MARTIN': 5.0,
 'ORDER_Q': 10,
 'OVER_PRICE': 0.3,
 'PRICE_SHIFT': 0.05,
 'PROFIT': 0.15,
 'PROFIT_MAX': 1.0,
 'SHIFT_GRID_DELAY': 30
} for get 0.00046087313999999997

Evaluate parameter importance based on completed trials in the given study:
('KBB', 0.82779556244505)
('MARTIN', 0.08547514887587239)
('LINEAR_GRID_K', 0.024558270205094736)
('PRICE_SHIFT', 0.01650462538873098)
('OVER_PRICE', 0.01248622654616593)
('PROFIT_MAX', 0.011651492507024588)
('PROFIT', 0.007967091238861527)
('SHIFT_GRID_DELAY', 0.007696500251236564)
('ORDER_Q', 0.005292306988677368)
('GRID_MAX_COUNT', 0.000572775553285892)
Study instance saved to sqlite:////home/ubuntu/.MartinBinance/back_test/okx_ETHBTC/okx_ETHBTC.db for later use