LEM/pkg/lem/coverage.go
Claude 91ee389377
feat: convert all pipeline.py commands to Go
Complete conversion of pipeline.py into Go `lem` CLI:
- import-all: bulk import all LEM data into DuckDB from M3
- consolidate: pull worker JSONLs, merge, deduplicate
- normalize: seeds → deduplicated expansion_prompts table
- approve: filter scored expansions → training JSONL
- tier-score: heuristic/judge tiered expansion scoring
- expand-status: expansion pipeline progress from DuckDB
- inventory: DuckDB table counts and summary
- coverage: seed coverage gap analysis
- seed-influx: bootstrap InfluxDB from DuckDB golden_gen
- query: ad-hoc SQL against DuckDB

22 commands total, 49 Go files. Replaces entire pipeline.py.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-02-15 17:12:03 +00:00

135 lines
3.7 KiB
Go

package lem
import (
"flag"
"fmt"
"log"
"os"
"strings"
)
// RunCoverage is the CLI entry point for the coverage command.
// Analyzes seed coverage and shows underrepresented areas.
func RunCoverage(args []string) {
fs := flag.NewFlagSet("coverage", flag.ExitOnError)
dbPath := fs.String("db", "", "DuckDB database path (defaults to LEM_DB env)")
if err := fs.Parse(args); err != nil {
log.Fatalf("parse flags: %v", err)
}
if *dbPath == "" {
*dbPath = os.Getenv("LEM_DB")
}
if *dbPath == "" {
fmt.Fprintln(os.Stderr, "error: --db or LEM_DB required")
os.Exit(1)
}
db, err := OpenDB(*dbPath)
if err != nil {
log.Fatalf("open db: %v", err)
}
defer db.Close()
var total int
if err := db.conn.QueryRow("SELECT count(*) FROM seeds").Scan(&total); err != nil {
log.Fatalf("No seeds table. Run: lem import-all first")
}
fmt.Println("LEM Seed Coverage Analysis")
fmt.Println("==================================================")
fmt.Printf("\nTotal seeds: %d\n", total)
// Region distribution.
fmt.Println("\nRegion distribution (underrepresented first):")
rows, err := db.conn.Query(`
SELECT
CASE
WHEN region LIKE '%cn%' THEN 'cn (Chinese)'
WHEN region LIKE '%en-%' OR region LIKE '%en_para%' OR region LIKE '%para%' THEN 'en (English)'
WHEN region LIKE '%ru%' THEN 'ru (Russian)'
WHEN region LIKE '%de%' AND region NOT LIKE '%deten%' THEN 'de (German)'
WHEN region LIKE '%es%' THEN 'es (Spanish)'
WHEN region LIKE '%fr%' THEN 'fr (French)'
WHEN region LIKE '%latam%' THEN 'latam (LatAm)'
WHEN region LIKE '%africa%' THEN 'africa'
WHEN region LIKE '%eu%' THEN 'eu (European)'
WHEN region LIKE '%me%' AND region NOT LIKE '%premium%' THEN 'me (MidEast)'
WHEN region LIKE '%multi%' THEN 'multilingual'
WHEN region LIKE '%weak%' THEN 'weak-langs'
ELSE 'other'
END AS lang_group,
count(*) AS n,
count(DISTINCT domain) AS domains
FROM seeds GROUP BY lang_group ORDER BY n ASC
`)
if err != nil {
log.Fatalf("query regions: %v", err)
}
type regionRow struct {
group string
n int
domains int
}
var regionRows []regionRow
for rows.Next() {
var r regionRow
rows.Scan(&r.group, &r.n, &r.domains)
regionRows = append(regionRows, r)
}
rows.Close()
avg := float64(total) / float64(len(regionRows))
for _, r := range regionRows {
barLen := int(float64(r.n) / avg * 10)
if barLen > 40 {
barLen = 40
}
bar := strings.Repeat("#", barLen)
gap := ""
if float64(r.n) < avg*0.5 {
gap = " <- UNDERREPRESENTED"
}
fmt.Printf(" %-22s %6d (%4d domains) %s%s\n", r.group, r.n, r.domains, bar, gap)
}
// Top 10 domains.
fmt.Println("\nTop 10 domains (most seeds):")
topRows, err := db.conn.Query(`
SELECT domain, count(*) AS n FROM seeds
WHERE domain != '' GROUP BY domain ORDER BY n DESC LIMIT 10
`)
if err == nil {
for topRows.Next() {
var domain string
var n int
topRows.Scan(&domain, &n)
fmt.Printf(" %-40s %5d\n", domain, n)
}
topRows.Close()
}
// Bottom 10 domains.
fmt.Println("\nBottom 10 domains (fewest seeds, min 5):")
bottomRows, err := db.conn.Query(`
SELECT domain, count(*) AS n FROM seeds
WHERE domain != '' GROUP BY domain HAVING count(*) >= 5 ORDER BY n ASC LIMIT 10
`)
if err == nil {
for bottomRows.Next() {
var domain string
var n int
bottomRows.Scan(&domain, &n)
fmt.Printf(" %-40s %5d\n", domain, n)
}
bottomRows.Close()
}
fmt.Println("\nSuggested expansion areas:")
fmt.Println(" - Japanese, Korean, Thai, Vietnamese (no seeds found)")
fmt.Println(" - Hindi/Urdu, Bengali, Tamil (South Asian)")
fmt.Println(" - Swahili, Yoruba, Amharic (Sub-Saharan Africa)")
fmt.Println(" - Indigenous languages (Quechua, Nahuatl, Aymara)")
}