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67f8b1c32c
Currently support the following search algorithms: - Tree-structured Parzen Estimators (tpe, default) - Covariance Matrix Adaptation Evolution Strategy (cmaes) - Quasi-monte carlo sampling based on Sobol sequence (sobol) - random search (random) And the following objective function: - profit - volume - equity
200 lines
4.5 KiB
Go
200 lines
4.5 KiB
Go
package optimizer
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import (
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"bufio"
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"bytes"
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"context"
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"encoding/json"
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"fmt"
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"os"
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"os/exec"
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"strings"
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"sync"
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"github.com/cheggaaa/pb/v3"
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"github.com/sirupsen/logrus"
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"gopkg.in/yaml.v3"
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"github.com/c9s/bbgo/pkg/backtest"
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)
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var log = logrus.WithField("component", "optimizer")
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type BacktestTask struct {
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ConfigJson []byte
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Params []interface{}
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Labels []string
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Report *backtest.SummaryReport
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Error error
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}
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type Executor interface {
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Execute(configJson []byte) (*backtest.SummaryReport, error)
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Run(ctx context.Context, taskC chan BacktestTask, bar *pb.ProgressBar) (chan BacktestTask, error)
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}
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type AsyncHandle struct {
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Error error
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Report *backtest.SummaryReport
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Done chan struct{}
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}
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type LocalProcessExecutor struct {
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Config *LocalExecutorConfig
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Bin string
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WorkDir string
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ConfigDir string
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OutputDir string
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}
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func (e *LocalProcessExecutor) ExecuteAsync(configJson []byte) *AsyncHandle {
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handle := &AsyncHandle{
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Done: make(chan struct{}),
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}
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go func() {
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defer close(handle.Done)
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report, err := e.Execute(configJson)
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handle.Error = err
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handle.Report = report
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}()
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return handle
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}
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func (e *LocalProcessExecutor) readReport(reportPath string) (*backtest.SummaryReport, error) {
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summaryReportFilepath := strings.TrimSpace(reportPath)
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_, err := os.Stat(summaryReportFilepath)
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if os.IsNotExist(err) {
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return nil, err
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}
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summaryReport, err := backtest.ReadSummaryReport(summaryReportFilepath)
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if err != nil {
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return nil, err
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}
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return summaryReport, nil
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}
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// Prepare prepares the environment for the following back tests
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// this is a blocking operation
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func (e *LocalProcessExecutor) Prepare(configJson []byte) error {
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log.Debugln("Sync database before launching backtests...")
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tf, err := jsonToYamlConfig(e.ConfigDir, configJson)
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if err != nil {
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return err
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}
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c := exec.Command(e.Bin, "backtest", "--sync", "--sync-only", "--config", tf.Name())
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_, err = c.Output()
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return err
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}
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func (e *LocalProcessExecutor) Run(ctx context.Context, taskC chan BacktestTask, bar *pb.ProgressBar) (chan BacktestTask, error) {
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var maxNumOfProcess = e.Config.MaxNumberOfProcesses
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var resultsC = make(chan BacktestTask, maxNumOfProcess*2)
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wg := sync.WaitGroup{}
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wg.Add(maxNumOfProcess)
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go func() {
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wg.Wait()
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close(resultsC)
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}()
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for i := 0; i < maxNumOfProcess; i++ {
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// fork workers
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go func(id int, taskC chan BacktestTask) {
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taskCnt := 0
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bar.Set("log", fmt.Sprintf("starting local worker #%d", id))
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bar.Write()
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defer wg.Done()
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for {
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select {
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case <-ctx.Done():
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return
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case task, ok := <-taskC:
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if !ok {
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return
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}
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taskCnt++
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bar.Set("log", fmt.Sprintf("local worker #%d received param task: %v", id, task.Params))
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bar.Write()
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report, err := e.Execute(task.ConfigJson)
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if err != nil {
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if err2, ok := err.(*exec.ExitError); ok {
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log.WithError(err).Errorf("execute error: %s", err2.Stderr)
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} else {
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log.WithError(err).Errorf("execute error")
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}
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}
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task.Error = err
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task.Report = report
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resultsC <- task
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}
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}
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}(i+1, taskC)
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}
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return resultsC, nil
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}
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// Execute runs the config json and returns the summary report. This is a blocking operation.
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func (e *LocalProcessExecutor) Execute(configJson []byte) (*backtest.SummaryReport, error) {
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tf, err := jsonToYamlConfig(e.ConfigDir, configJson)
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if err != nil {
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return nil, err
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}
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c := exec.Command(e.Bin, "backtest", "--config", tf.Name(), "--output", e.OutputDir, "--subdir")
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output, err := c.Output()
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if err != nil {
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log.WithError(err).WithField("command", []string{e.Bin, "backtest", "--config", tf.Name(), "--output", e.OutputDir, "--subdir"}).Errorf("failed to execute backtest")
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return nil, err
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}
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// the last line is the report path
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scanner := bufio.NewScanner(bytes.NewBuffer(output))
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var reportFilePath string
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for scanner.Scan() {
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reportFilePath = scanner.Text()
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}
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return e.readReport(reportFilePath)
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}
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// jsonToYamlConfig translate json format config into a YAML format config file
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// The generated file is a temp file
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func jsonToYamlConfig(dir string, configJson []byte) (*os.File, error) {
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var o map[string]interface{}
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if err := json.Unmarshal(configJson, &o); err != nil {
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return nil, err
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}
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yamlConfig, err := yaml.Marshal(o)
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if err != nil {
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return nil, err
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}
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tf, err := os.CreateTemp(dir, "bbgo-*.yaml")
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if err != nil {
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return nil, err
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}
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if _, err = tf.Write(yamlConfig); err != nil {
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return nil, err
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}
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if err := tf.Close(); err != nil {
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return nil, err
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}
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return tf, nil
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}
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