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<!-- Code generated by gomarkdoc. DO NOT EDIT --> | ||
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# backtest | ||
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```go | ||
import "github.com/cinar/indicator/v2/backtest" | ||
``` | ||
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Package backtest contains the backtest functions. | ||
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This package belongs to the Indicator project. Indicator is a Golang module that supplies a variety of technical indicators, strategies, and a backtesting framework for analysis. | ||
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### License | ||
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``` | ||
Copyright (c) 2021-2024 Onur Cinar. | ||
The source code is provided under GNU AGPLv3 License. | ||
https://github.com/cinar/indicator | ||
``` | ||
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### Disclaimer | ||
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The information provided on this project is strictly for informational purposes and is not to be construed as advice or solicitation to buy or sell any security. | ||
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## Index | ||
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- [Constants](<#constants>) | ||
- [type Backtest](<#Backtest>) | ||
- [func NewBacktest\(repository asset.Repository, report Report\) \*Backtest](<#NewBacktest>) | ||
- [func \(b \*Backtest\) Run\(\) error](<#Backtest.Run>) | ||
- [type HTMLReport](<#HTMLReport>) | ||
- [func NewHTMLReport\(outputDir string\) \*HTMLReport](<#NewHTMLReport>) | ||
- [func \(h \*HTMLReport\) AssetBegin\(name string, strategies \[\]strategy.Strategy\) error](<#HTMLReport.AssetBegin>) | ||
- [func \(h \*HTMLReport\) AssetEnd\(name string\) error](<#HTMLReport.AssetEnd>) | ||
- [func \(h \*HTMLReport\) Begin\(assetNames \[\]string, \_ \[\]strategy.Strategy\) error](<#HTMLReport.Begin>) | ||
- [func \(h \*HTMLReport\) End\(\) error](<#HTMLReport.End>) | ||
- [func \(h \*HTMLReport\) Write\(assetName string, currentStrategy strategy.Strategy, snapshots \<\-chan \*asset.Snapshot, actions \<\-chan strategy.Action, outcomes \<\-chan float64\) error](<#HTMLReport.Write>) | ||
- [type Report](<#Report>) | ||
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## Constants | ||
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<a name="DefaultBacktestWorkers"></a> | ||
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```go | ||
const ( | ||
// DefaultBacktestWorkers is the default number of backtest workers. | ||
DefaultBacktestWorkers = 1 | ||
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// DefaultLastDays is the default number of days backtest should go back. | ||
DefaultLastDays = 365 | ||
) | ||
``` | ||
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<a name="DefaultWriteStrategyReports"></a> | ||
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```go | ||
const ( | ||
// DefaultWriteStrategyReports is the default state of writing individual strategy reports. | ||
DefaultWriteStrategyReports = true | ||
) | ||
``` | ||
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<a name="Backtest"></a> | ||
## type [Backtest](<https://github.com/cinar/indicator/blob/master/backtest/backtest.go#L43-L61>) | ||
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Backtest function rigorously evaluates the potential performance of the specified strategies applied to a defined set of assets. It generates comprehensive visual representations for each strategy\-asset pairing. | ||
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```go | ||
type Backtest struct { | ||
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// Names is the names of the assets to backtest. | ||
Names []string | ||
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// Strategies is the list of strategies to apply. | ||
Strategies []strategy.Strategy | ||
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// Workers is the number of concurrent workers. | ||
Workers int | ||
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// LastDays is the number of days backtest should go back. | ||
LastDays int | ||
// contains filtered or unexported fields | ||
} | ||
``` | ||
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<a name="NewBacktest"></a> | ||
### func [NewBacktest](<https://github.com/cinar/indicator/blob/master/backtest/backtest.go#L64>) | ||
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```go | ||
func NewBacktest(repository asset.Repository, report Report) *Backtest | ||
``` | ||
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NewBacktest function initializes a new backtest instance. | ||
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<a name="Backtest.Run"></a> | ||
### func \(\*Backtest\) [Run](<https://github.com/cinar/indicator/blob/master/backtest/backtest.go#L79>) | ||
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```go | ||
func (b *Backtest) Run() error | ||
``` | ||
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Run executes a comprehensive performance evaluation of the designated strategies, applied to a specified collection of assets. In the absence of explicitly defined assets, encompasses all assets within the repository. Likewise, in the absence of explicitly defined strategies, encompasses all the registered strategies. | ||
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<a name="HTMLReport"></a> | ||
## type [HTMLReport](<https://github.com/cinar/indicator/blob/master/backtest/html_report.go#L36-L53>) | ||
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HTMLReport is the backtest HTML report interface. | ||
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```go | ||
type HTMLReport struct { | ||
Report | ||
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// WriteStrategyReports indicates whether the individual strategy reports should be generated. | ||
WriteStrategyReports bool | ||
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// DateFormat is the date format that is used in the reports. | ||
DateFormat string | ||
// contains filtered or unexported fields | ||
} | ||
``` | ||
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<a name="NewHTMLReport"></a> | ||
### func [NewHTMLReport](<https://github.com/cinar/indicator/blob/master/backtest/html_report.go#L77>) | ||
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```go | ||
func NewHTMLReport(outputDir string) *HTMLReport | ||
``` | ||
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NewHTMLReport initializes a new HTML report instance. | ||
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<a name="HTMLReport.AssetBegin"></a> | ||
### func \(\*HTMLReport\) [AssetBegin](<https://github.com/cinar/indicator/blob/master/backtest/html_report.go#L100>) | ||
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```go | ||
func (h *HTMLReport) AssetBegin(name string, strategies []strategy.Strategy) error | ||
``` | ||
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AssetBegin is called when backtesting for the given asset begins. | ||
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<a name="HTMLReport.AssetEnd"></a> | ||
### func \(\*HTMLReport\) [AssetEnd](<https://github.com/cinar/indicator/blob/master/backtest/html_report.go#L155>) | ||
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```go | ||
func (h *HTMLReport) AssetEnd(name string) error | ||
``` | ||
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AssetEnd is called when backtesting for the given asset ends. | ||
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<a name="HTMLReport.Begin"></a> | ||
### func \(\*HTMLReport\) [Begin](<https://github.com/cinar/indicator/blob/master/backtest/html_report.go#L87>) | ||
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```go | ||
func (h *HTMLReport) Begin(assetNames []string, _ []strategy.Strategy) error | ||
``` | ||
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Begin is called when the backtest starts. | ||
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<a name="HTMLReport.End"></a> | ||
### func \(\*HTMLReport\) [End](<https://github.com/cinar/indicator/blob/master/backtest/html_report.go#L184>) | ||
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```go | ||
func (h *HTMLReport) End() error | ||
``` | ||
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End is called when the backtest ends. | ||
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<a name="HTMLReport.Write"></a> | ||
### func \(\*HTMLReport\) [Write](<https://github.com/cinar/indicator/blob/master/backtest/html_report.go#L112>) | ||
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```go | ||
func (h *HTMLReport) Write(assetName string, currentStrategy strategy.Strategy, snapshots <-chan *asset.Snapshot, actions <-chan strategy.Action, outcomes <-chan float64) error | ||
``` | ||
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Write writes the given strategy actions and outomes to the report. | ||
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<a name="Report"></a> | ||
## type [Report](<https://github.com/cinar/indicator/blob/master/backtest/report.go#L13-L28>) | ||
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Report is the backtest report interface. | ||
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```go | ||
type Report interface { | ||
// Begin is called when the backtest begins. | ||
Begin(assetNames []string, strategies []strategy.Strategy) error | ||
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// AssetBegin is called when backtesting for the given asset begins. | ||
AssetBegin(name string, strategies []strategy.Strategy) error | ||
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// Write writes the given strategy actions and outomes to the report. | ||
Write(assetName string, currentStrategy strategy.Strategy, snapshots <-chan *asset.Snapshot, actions <-chan strategy.Action, outcomes <-chan float64) error | ||
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// AssetEnd is called when backtesting for the given asset ends. | ||
AssetEnd(name string) error | ||
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// End is called when the backtest ends. | ||
End() error | ||
} | ||
``` | ||
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Generated by [gomarkdoc](<https://github.com/princjef/gomarkdoc>) |
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// Package backtest contains the backtest functions. | ||
// | ||
// This package belongs to the Indicator project. Indicator is | ||
// a Golang module that supplies a variety of technical | ||
// indicators, strategies, and a backtesting framework | ||
// for analysis. | ||
// | ||
// # License | ||
// | ||
// Copyright (c) 2021-2024 Onur Cinar. | ||
// The source code is provided under GNU AGPLv3 License. | ||
// https://github.com/cinar/indicator | ||
// | ||
// # Disclaimer | ||
// | ||
// The information provided on this project is strictly for | ||
// informational purposes and is not to be construed as | ||
// advice or solicitation to buy or sell any security. | ||
package backtest | ||
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import ( | ||
"fmt" | ||
"log" | ||
"sync" | ||
"time" | ||
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"github.com/cinar/indicator/v2/asset" | ||
"github.com/cinar/indicator/v2/helper" | ||
"github.com/cinar/indicator/v2/strategy" | ||
) | ||
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const ( | ||
// DefaultBacktestWorkers is the default number of backtest workers. | ||
DefaultBacktestWorkers = 1 | ||
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// DefaultLastDays is the default number of days backtest should go back. | ||
DefaultLastDays = 365 | ||
) | ||
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// Backtest function rigorously evaluates the potential performance of the | ||
// specified strategies applied to a defined set of assets. It generates | ||
// comprehensive visual representations for each strategy-asset pairing. | ||
type Backtest struct { | ||
// repository is the repository to retrieve the assets from. | ||
repository asset.Repository | ||
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// report is the report writer for the backtest. | ||
report Report | ||
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// Names is the names of the assets to backtest. | ||
Names []string | ||
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// Strategies is the list of strategies to apply. | ||
Strategies []strategy.Strategy | ||
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// Workers is the number of concurrent workers. | ||
Workers int | ||
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// LastDays is the number of days backtest should go back. | ||
LastDays int | ||
} | ||
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// NewBacktest function initializes a new backtest instance. | ||
func NewBacktest(repository asset.Repository, report Report) *Backtest { | ||
return &Backtest{ | ||
repository: repository, | ||
report: report, | ||
Names: []string{}, | ||
Strategies: []strategy.Strategy{}, | ||
Workers: DefaultBacktestWorkers, | ||
LastDays: DefaultLastDays, | ||
} | ||
} | ||
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// Run executes a comprehensive performance evaluation of the designated strategies, | ||
// applied to a specified collection of assets. In the absence of explicitly defined | ||
// assets, encompasses all assets within the repository. Likewise, in the absence of | ||
// explicitly defined strategies, encompasses all the registered strategies. | ||
func (b *Backtest) Run() error { | ||
// When asset names are absent, considers all assets within the provided repository for evaluation. | ||
if len(b.Names) == 0 { | ||
assets, err := b.repository.Assets() | ||
if err != nil { | ||
return err | ||
} | ||
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b.Names = assets | ||
} | ||
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// When strategies are absent, considers all strategies. | ||
if len(b.Strategies) == 0 { | ||
b.Strategies = []strategy.Strategy{ | ||
strategy.NewBuyAndHoldStrategy(), | ||
} | ||
} | ||
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// Begin report. | ||
err := b.report.Begin(b.Names, b.Strategies) | ||
if err != nil { | ||
return fmt.Errorf("unable to begin report: %w", err) | ||
} | ||
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// Run the backtest workers. | ||
names := helper.SliceToChan(b.Names) | ||
wg := &sync.WaitGroup{} | ||
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for i := 0; i < b.Workers; i++ { | ||
wg.Add(1) | ||
go b.worker(names, wg) | ||
} | ||
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// Wait for all workers to finish. | ||
wg.Wait() | ||
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// End report. | ||
err = b.report.End() | ||
if err != nil { | ||
return fmt.Errorf("unable to end report: %w", err) | ||
} | ||
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return nil | ||
} | ||
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// worker is a backtesting worker that concurrently executes backtests for individual | ||
// assets. It receives asset names from the provided channel, and performs backtests | ||
// using the given strategies. | ||
func (b *Backtest) worker(names <-chan string, wg *sync.WaitGroup) { | ||
defer wg.Done() | ||
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since := time.Now().AddDate(0, 0, -b.LastDays) | ||
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for name := range names { | ||
log.Printf("Backtesting %s...", name) | ||
snapshots, err := b.repository.GetSince(name, since) | ||
if err != nil { | ||
log.Printf("Unable to retrieve the snapshots for %s: %v", name, err) | ||
continue | ||
} | ||
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// We don't expect the snapshots to be a stream during backtesting. | ||
snapshotsSlice := helper.ChanToSlice(snapshots) | ||
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// Backtesting asset has begun. | ||
err = b.report.AssetBegin(name, b.Strategies) | ||
if err != nil { | ||
log.Printf("Unable to asset begin for %s: %v", name, err) | ||
continue | ||
} | ||
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// Backtest strategies on the given asset. | ||
for _, currentStrategy := range b.Strategies { | ||
snapshotsSplice := helper.Duplicate(helper.SliceToChan(snapshotsSlice), 2) | ||
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actions, outcomes := strategy.ComputeWithOutcome(currentStrategy, snapshotsSplice[0]) | ||
err = b.report.Write(name, currentStrategy, snapshotsSplice[1], actions, outcomes) | ||
if err != nil { | ||
log.Printf("Unable to report write for %s: %v", name, err) | ||
} | ||
} | ||
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// Backtesting asset had ended | ||
err = b.report.AssetEnd(name) | ||
if err != nil { | ||
log.Printf("Unable to asset end for %s: %v", name, err) | ||
} | ||
} | ||
} |
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