Files
quantconnect--lean/Optimizer.Launcher/config.json
Adalyat Nazirov a4f66628fd Lean Optimization interface in QCAlgorithm (#4923)
* initial commit

* run parametrized algorithm with command line parameters

* skeleton: top level structure

* OptimizationNodePacket scheme

* pass parameters as HashSet

* run Lean and read results

* call method on optimization completion

* refactor public interfaces

- close ParameterSet collection; allow only get operations
- explicit method to start LeanOptimizer

* synchronize RunLean method; the result could come in before the backtest id is set in the collections

* another portion of refactoring and interface changes

* comments

* comments & tests for Extremum, Minimization and Maximization classes

* unify optimization paramater values (min, max, step) & mode GridSearch tests

- swap min&max if necessary
- iterate left => right (negate step value if necessary) & provide default step value if step == 0
- no StackOverflow Exception
- parameterSet Id should be global for current generator and retain between steps
- test signle point boundary (min == max)

* BruteForceStrategy tests

* more comments

* Update Optimizer assembly information

- Update Optimizer projects assembly information to match behavior of
  the other projects

* Tweaks

- Adding comments
- Replace OnComplete for Ended event
- Replace Abort for Dispose
- ConsoleLeanOptimizer will keep track of running processes
- Each backtest will store results in a separated directory, so they
  don't fight for the log.txt file.
- Adding cmdline option for lean to close automatically
- Adding concurrent execution backtest limit
- Console optimizer will start Lean minimized
- Escape spaces in Json path

* remove parameter set generator abstraction layer

we don't need this flexibility now.

* refactor public methods; Step shouldn't be public

* constraints: wip

* define contract

* comparison operators and tests

* specify JsonProperty values

* Move SafeMultiply100 to extensions

* Throw exception on failed Optimizer.Start

* constraints: wip

* change finish & dispose process

* minor fixes

- handle force lean abort
- notify consumer if target has been reached

* target & constraints; adapt unit tests

* Minor Tweaks and fixes

- Some logging improvements
- Remove Public since not required

* Ignore empty ParameterValue

* simplify condition

* avoid reinitialization

* reduce type; force immutable

* unit tests for constraints  and target value

* parse & normalize percent values, i.e. 20% => 0.2

* fixup

* Target & Constraint & OptimizationNodePacket unit tests

* Add more json unit tests

- Adding more json conversion unit tests. Fix bug for Extremum which
  wasn't using the converter.

* LeanOptimizer tests

* Estimation results

* User thread safe counters

* LeanOptimizer unit tests; push OptimizationResult on Ended event

* more unit tests

* Minor tweaks

-Estimate ToString in a single line.
-Typos and missing header file

* Add base SendUpdate method

- Add base SendUpdate method for LeanOptimizer

* fix LeanOptimizer test; rely on internal Update rather than timer

* Add OptimizationStatus

- Add missing commments and OptimizationStatus

* EulerSearch implementation: wip

* OptimizationParameter custom converter

* change the type

* make step optional

* change folder structure

* enumerate optimization parameter using IEnumerable & IEnumerator

* unit tests: parameters & objectives

* unit tests: strategies

* remove redundant TODO

* change Euler search boundaries

* more Euler tests

* prevent race condition

* Add account/read endpoint

- Adding account/read endpoint. Adding unit test

* Add status check before running lean

* Minor self review

- Adding missing comments, minor changes

* remove array parameters

* minor changes

- tidy up config file, rename variable
- accept min less or equal than max

* move OptimizationParameter methods to strategies

* Minor improvements for BaseResultHandler derivates

* minor changes

- strict requirements for Step and MinStep values
- strategy specific settigs

* Add TotalRuntime to estimate

Co-authored-by: Martin Molinero <martin.molinero1@gmail.com>
2020-12-02 20:10:40 -03:00

69 lines
1.7 KiB
JSON

{
// optional: algorithm class selector
"algorithm-type-name": "ParameterizedAlgorithm",
// optional: Algorithm language selector - options CSharp, Python
"algorithm-language": "CSharp",
// optional: Physical DLL location
"algorithm-location": "QuantConnect.Algorithm.CSharp.dll",
"optimizer-close-automatically": true,
// How we manage solutions and make decision to continue or stop
"optimization-strategy": "QuantConnect.Optimizer.Strategies.EulerSearchOptimizationStrategy",
// on-demand settings required for different optimization strategies
"optimization-strategy-settings": {
"$type": "QuantConnect.Optimizer.Strategies.StepBaseOptimizationStrategySettings, QuantConnect.Optimizer",
"default-segment-amount": 10
},
// optimization problem
"optimization-criterion": {
// path in algorithm output json
"target": "Statistics.Sharpe Ratio",
// optimization: available options max, min
"extremum": "max",
// optional, if defined and backtest complies with the targets then trigger ended event
"target-value": 3
},
// if it doesn't comply just drop the backtest
"constraints": [
{
"target": "Drawdown",
"operator": "lessOrEqual", // less, greaterOrEqual, greater, notEqual, equals
"target-value": 0.15
},
{
"target": "Total Trades",
"operator": "greater",
"target-value": 2
}
],
// optional: default is process count / 2
//"maximum-concurrent-backtests": 10,
// optimization parameters
"parameters": [
{
"name": "ema-slow",
"min": 10,
"max": 50
},
{
"name": "ema-fast",
"min": 50,
"max": 150,
"step": 50,
// optional
"min-step": 0.0001
}
]
}