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Merge pull request #801 from c9s/feature/optimizer-metrics-tsv-format
feature: optimizer: support --tsv option and render tsv output
This commit is contained in:
commit
e778db1f24
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@ -4,12 +4,16 @@ import (
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"context"
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"encoding/json"
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"fmt"
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"io"
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"io/ioutil"
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"os"
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"strconv"
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"github.com/spf13/cobra"
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"gopkg.in/yaml.v3"
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"github.com/c9s/bbgo/pkg/data/tsv"
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"github.com/c9s/bbgo/pkg/fixedpoint"
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"github.com/c9s/bbgo/pkg/optimizer"
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)
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@ -17,6 +21,7 @@ func init() {
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optimizeCmd.Flags().String("optimizer-config", "optimizer.yaml", "config file")
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optimizeCmd.Flags().String("output", "output", "backtest report output directory")
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optimizeCmd.Flags().Bool("json", false, "print optimizer metrics in json format")
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optimizeCmd.Flags().Bool("tsv", false, "print optimizer metrics in csv format")
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RootCmd.AddCommand(optimizeCmd)
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}
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@ -43,6 +48,11 @@ var optimizeCmd = &cobra.Command{
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return err
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}
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printTsvFormat, err := cmd.Flags().GetBool("tsv")
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if err != nil {
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return err
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}
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outputDirectory, err := cmd.Flags().GetString("output")
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if err != nil {
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return err
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@ -104,6 +114,10 @@ var optimizeCmd = &cobra.Command{
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// print metrics JSON to stdout
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fmt.Println(string(out))
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} else if printTsvFormat {
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if err := formatMetricsTsv(metrics, os.Stdout); err != nil {
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return err
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}
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} else {
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for n, values := range metrics {
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if len(values) == 0 {
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@ -120,3 +134,95 @@ var optimizeCmd = &cobra.Command{
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return nil
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},
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}
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func transformMetricsToRows(metrics map[string][]optimizer.Metric) (headers []string, rows [][]interface{}) {
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var metricsKeys []string
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for k := range metrics {
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metricsKeys = append(metricsKeys, k)
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}
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var numEntries int
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var paramLabels []string
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for _, ms := range metrics {
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for _, m := range ms {
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paramLabels = m.Labels
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break
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}
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numEntries = len(ms)
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break
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}
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headers = append(paramLabels, metricsKeys...)
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rows = make([][]interface{}, numEntries)
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var metricsRows = make([][]interface{}, numEntries)
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// build params into the rows
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for i, m := range metrics[metricsKeys[0]] {
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rows[i] = m.Params
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}
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for _, metricKey := range metricsKeys {
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for i, ms := range metrics[metricKey] {
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if len(metricsRows[i]) == 0 {
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metricsRows[i] = make([]interface{}, 0, len(metricsKeys))
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}
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metricsRows[i] = append(metricsRows[i], ms.Value)
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}
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}
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// merge rows
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for i := range rows {
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rows[i] = append(rows[i], metricsRows[i]...)
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}
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return headers, rows
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}
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func formatMetricsTsv(metrics map[string][]optimizer.Metric, writer io.WriteCloser) error {
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headers, rows := transformMetricsToRows(metrics)
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w := tsv.NewWriter(writer)
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if err := w.Write(headers); err != nil {
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return err
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}
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for _, row := range rows {
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var cells []string
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for _, o := range row {
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cell, err := castCellValue(o)
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if err != nil {
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return err
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}
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cells = append(cells, cell)
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}
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if err := w.Write(cells); err != nil {
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return err
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}
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}
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return w.Close()
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}
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func castCellValue(a interface{}) (string, error) {
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switch tv := a.(type) {
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case fixedpoint.Value:
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return tv.String(), nil
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case float64:
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return strconv.FormatFloat(tv, 'f', -1, 64), nil
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case int64:
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return strconv.FormatInt(tv, 10), nil
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case int32:
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return strconv.FormatInt(int64(tv), 10), nil
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case int:
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return strconv.Itoa(tv), nil
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case bool:
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return strconv.FormatBool(tv), nil
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case string:
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return tv, nil
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case []byte:
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return string(tv), nil
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default:
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return "", fmt.Errorf("unsupported object type: %T value: %v", tv, tv)
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}
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}
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@ -17,15 +17,30 @@ import (
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type MetricValueFunc func(summaryReport *backtest.SummaryReport) fixedpoint.Value
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var TotalProfitMetricValueFunc = func(summaryReport *backtest.SummaryReport) fixedpoint.Value {
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if summaryReport == nil {
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return fixedpoint.Zero
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}
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return summaryReport.TotalProfit
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}
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var TotalVolume = func(summaryReport *backtest.SummaryReport) fixedpoint.Value {
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if len(summaryReport.SymbolReports) == 0 {
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return fixedpoint.Zero
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}
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buyVolume := summaryReport.SymbolReports[0].PnL.BuyVolume
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sellVolume := summaryReport.SymbolReports[0].PnL.SellVolume
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return buyVolume.Add(sellVolume)
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}
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type Metric struct {
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// Labels is the labels of the given parameters
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Labels []string `json:"labels,omitempty"`
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// Params is the parameters used to output the metrics result
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Params []interface{} `json:"params,omitempty"`
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// Key is the metric name
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Key string `json:"key"`
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// Value is the metric value of the metric
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Value fixedpoint.Value `json:"value,omitempty"`
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}
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@ -172,6 +187,7 @@ func (o *GridOptimizer) Run(executor Executor, configJson []byte) (map[string][]
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var valueFunctions = map[string]MetricValueFunc{
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"totalProfit": TotalProfitMetricValueFunc,
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"totalVolume": TotalVolume,
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}
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var metrics = map[string][]Metric{}
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@ -220,16 +236,20 @@ func (o *GridOptimizer) Run(executor Executor, configJson []byte) (map[string][]
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close(taskC) // this will shut down the executor
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for result := range resultsC {
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for metricName, metricFunc := range valueFunctions {
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if result.Report == nil {
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log.Errorf("no summaryReport found for params: %+v", result.Params)
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continue
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}
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for metricKey, metricFunc := range valueFunctions {
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var metricValue = metricFunc(result.Report)
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bar.Set("log", fmt.Sprintf("params: %+v => %s %+v", result.Params, metricName, metricValue))
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bar.Set("log", fmt.Sprintf("params: %+v => %s %+v", result.Params, metricKey, metricValue))
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bar.Increment()
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metrics[metricName] = append(metrics[metricName], Metric{
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metrics[metricKey] = append(metrics[metricKey], Metric{
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Params: result.Params,
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Labels: result.Labels,
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Key: metricKey,
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Value: metricValue,
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})
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}
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