package optimizer import ( "fmt" "github.com/c9s/bbgo/pkg/data/tsv" "github.com/c9s/bbgo/pkg/fixedpoint" "io" "strconv" ) func FormatResultsTsv(writer io.WriteCloser, labelPaths map[string]string, results []*HyperparameterOptimizeTrialResult) error { headerLen := len(labelPaths) headers := make([]string, 0, headerLen) for label := range labelPaths { headers = append(headers, label) } rows := make([][]interface{}, len(labelPaths)) for ri, result := range results { row := make([]interface{}, headerLen) for ci, columnKey := range headers { var ok bool if row[ci], ok = result.Parameters[columnKey]; !ok { return fmt.Errorf(`missing parameter "%s" from trial result (%v)`, columnKey, result.Parameters) } } rows[ri] = row } w := tsv.NewWriter(writer) if err := w.Write(headers); err != nil { return err } for _, row := range rows { var cells []string for _, o := range row { cell, err := castCellValue(o) if err != nil { return err } cells = append(cells, cell) } if err := w.Write(cells); err != nil { return err } } return w.Close() } func FormatMetricsTsv(writer io.WriteCloser, metrics map[string][]Metric) error { headers, rows := transformMetricsToRows(metrics) w := tsv.NewWriter(writer) if err := w.Write(headers); err != nil { return err } for _, row := range rows { var cells []string for _, o := range row { cell, err := castCellValue(o) if err != nil { return err } cells = append(cells, cell) } if err := w.Write(cells); err != nil { return err } } return w.Close() } func transformMetricsToRows(metrics map[string][]Metric) (headers []string, rows [][]interface{}) { var metricsKeys []string for k := range metrics { metricsKeys = append(metricsKeys, k) } var numEntries int var paramLabels []string for _, ms := range metrics { for _, m := range ms { paramLabels = m.Labels break } numEntries = len(ms) break } headers = append(paramLabels, metricsKeys...) rows = make([][]interface{}, numEntries) var metricsRows = make([][]interface{}, numEntries) // build params into the rows for i, m := range metrics[metricsKeys[0]] { rows[i] = m.Params } for _, metricKey := range metricsKeys { for i, ms := range metrics[metricKey] { if len(metricsRows[i]) == 0 { metricsRows[i] = make([]interface{}, 0, len(metricsKeys)) } metricsRows[i] = append(metricsRows[i], ms.Value) } } // merge rows for i := range rows { rows[i] = append(rows[i], metricsRows[i]...) } return headers, rows } func castCellValue(a interface{}) (string, error) { switch tv := a.(type) { case fixedpoint.Value: return tv.String(), nil case float64: return strconv.FormatFloat(tv, 'f', -1, 64), nil case int64: return strconv.FormatInt(tv, 10), nil case int32: return strconv.FormatInt(int64(tv), 10), nil case int: return strconv.Itoa(tv), nil case bool: return strconv.FormatBool(tv), nil case string: return tv, nil case []byte: return string(tv), nil default: return "", fmt.Errorf("unsupported object type: %T value: %v", tv, tv) } }