package ml import ( "fmt" "os" "forge.lthn.ai/core/go/pkg/cli" "forge.lthn.ai/core/go-ml" ) var expandStatusCmd = &cli.Command{ Use: "expand-status", Short: "Show expansion pipeline progress", Long: "Queries DuckDB for expansion prompts, generated responses, scoring status, and overall pipeline progress.", RunE: runExpandStatus, } func runExpandStatus(cmd *cli.Command, args []string) error { path := dbPath if path == "" { path = os.Getenv("LEM_DB") } if path == "" { return fmt.Errorf("--db or LEM_DB required") } db, err := ml.OpenDB(path) if err != nil { return fmt.Errorf("open db: %w", err) } defer db.Close() fmt.Fprintln(os.Stdout, "LEM Expansion Pipeline Status") fmt.Fprintln(os.Stdout, "==================================================") // Expansion prompts total, pending, err := db.CountExpansionPrompts() if err != nil { fmt.Fprintln(os.Stdout, " Expansion prompts: not created (run: normalize)") return nil } fmt.Fprintf(os.Stdout, " Expansion prompts: %d total, %d pending\n", total, pending) // Generated responses — query raw counts via SQL generated := 0 rows, err := db.QueryRows("SELECT count(*) AS n FROM expansion_raw") if err != nil || len(rows) == 0 { fmt.Fprintln(os.Stdout, " Generated: 0 (run: core ml expand)") } else { if n, ok := rows[0]["n"]; ok { generated = toInt(n) } fmt.Fprintf(os.Stdout, " Generated: %d\n", generated) } // Scored — query scoring counts via SQL sRows, err := db.QueryRows("SELECT count(*) AS n FROM scoring_results WHERE suite = 'heuristic'") if err != nil || len(sRows) == 0 { fmt.Fprintln(os.Stdout, " Scored: 0 (run: score --tier 1)") } else { scored := toInt(sRows[0]["n"]) fmt.Fprintf(os.Stdout, " Heuristic scored: %d\n", scored) } // Pipeline progress if total > 0 && generated > 0 { genPct := float64(generated) / float64(total) * 100 fmt.Fprintf(os.Stdout, "\n Progress: %.1f%% generated\n", genPct) } // Golden set context golden, err := db.CountGoldenSet() if err == nil && golden > 0 { fmt.Fprintf(os.Stdout, "\n Golden set: %d / %d\n", golden, targetTotal) if generated > 0 { fmt.Fprintf(os.Stdout, " Combined: %d total examples\n", golden+generated) } } return nil } // toInt converts an interface{} (typically from QueryRows) to int. func toInt(v interface{}) int { switch n := v.(type) { case int: return n case int64: return int(n) case float64: return int(n) default: return 0 } }