Files
hireme/internal/service/pipeline.go
T

227 lines
6.9 KiB
Go

package service
import (
"context"
"encoding/json"
"fmt"
"log"
"os"
"time"
"github.com/hireme/hireme/internal/analyzer"
"github.com/hireme/hireme/internal/crawler"
"github.com/hireme/hireme/internal/db"
"github.com/hireme/hireme/internal/filter"
"github.com/hireme/hireme/pkg/crawler/google"
"gopkg.in/yaml.v3"
)
type TargetConfigYAML struct {
Targets []struct {
Name string `yaml:"name"`
TargetURL string `yaml:"target_url"`
Platform string `yaml:"platform"`
IsActive bool `yaml:"is_active"`
} `yaml:"targets"`
}
type PipelineService struct {
db *db.DB
crawlers []crawler.SiteCrawler
filterPipe *filter.FilterPipeline
llmAnalyzer analyzer.LLMAnalyzer
}
func NewPipelineService(database *db.DB, llmAnalyzer analyzer.LLMAnalyzer) *PipelineService {
hardFilter := filter.NewHardKeywordFilter(nil)
scoringFilter := filter.NewScoringFilter(nil)
pipeline := filter.NewPipeline(hardFilter, scoringFilter)
crawlers := []crawler.SiteCrawler{
google.NewGoogleCrawler(),
crawler.NewGenericCrawler(),
}
return &PipelineService{
db: database,
crawlers: crawlers,
filterPipe: pipeline,
llmAnalyzer: llmAnalyzer,
}
}
// LoadTargetsFromYAML loads search targets from YAML configuration file if DB targets table is empty
func (s *PipelineService) LoadTargetsFromYAML(yamlPath string) error {
targets, err := s.db.GetAllTargets()
if err != nil {
return err
}
if len(targets) > 0 {
return nil
}
data, err := os.ReadFile(yamlPath)
if err != nil {
return fmt.Errorf("could not read targets YAML config at %s: %w", yamlPath, err)
}
var configData TargetConfigYAML
if err := yaml.Unmarshal(data, &configData); err != nil {
return fmt.Errorf("failed to parse YAML targets config: %w", err)
}
for _, t := range configData.Targets {
_, err := s.db.CreateTarget(t.Name, t.TargetURL, t.Platform)
if err != nil {
log.Printf("[Pipeline] Error loading target %s: %v", t.Name, err)
}
}
log.Printf("[Pipeline] Loaded %d search targets from YAML config (%s)", len(configData.Targets), yamlPath)
return nil
}
func (s *PipelineService) getCrawlerForPlatform(platform string) crawler.SiteCrawler {
for _, c := range s.crawlers {
if c.CanHandle(platform) {
return c
}
}
return s.crawlers[len(s.crawlers)-1] // fallback to generic
}
// RunPipeline executes Stage 1 (Ingestion) and Stage 2 (Filtering & LLM Enrichment)
func (s *PipelineService) RunPipeline(ctx context.Context) (int, int, error) {
log.Println("[Pipeline] Starting ingestion & processing run...")
// 1. Fetch active targets
targets, err := s.db.GetActiveTargets()
if err != nil {
return 0, 0, fmt.Errorf("failed to get active targets: %w", err)
}
newJobsCount := 0
for _, target := range targets {
log.Printf("[Pipeline] Discovering jobs for target #%d: %s (%s)", target.ID, target.Name, target.TargetURL)
c := s.getCrawlerForPlatform(target.Platform)
discovered, err := c.DiscoverJobs(ctx, target.TargetURL)
if err != nil {
log.Printf("[Pipeline] DiscoverJobs error for target #%d: %v", target.ID, err)
continue
}
log.Printf("[Pipeline] Discovered %d potential job links for target #%d", len(discovered), target.ID)
for _, disc := range discovered {
// Check DB deduplication first
exists, err := s.db.CanonicalIDExists(disc.CanonicalID)
if err == nil && exists {
continue // Skip existing job link!
}
// Fetch & parse detail page for new job only
extracted, err := c.FetchJobDetail(ctx, disc.ApplyURL)
if err != nil {
log.Printf("[Pipeline] FetchJobDetail error for %s: %v", disc.ApplyURL, err)
continue
}
tID := target.ID
_, inserted, err := s.db.InsertRawJob(extracted.CanonicalID, &tID, extracted.Title, extracted.Company, extracted.Location, extracted.ApplyURL, extracted.RawContent)
if err != nil {
log.Printf("[Pipeline] Error inserting job %s: %v", extracted.Title, err)
continue
}
if inserted {
newJobsCount++
}
// Polite delay to prevent HTTP 429 rate-limiting from Google
time.Sleep(500 * time.Millisecond)
}
_ = s.db.UpdateTargetCrawledAt(target.ID)
}
// 2. Execute Stage 2 Filter Pipeline on pending raw_jobs
pendingJobs, err := s.db.GetPendingRawJobs()
if err != nil {
return newJobsCount, 0, fmt.Errorf("failed to fetch pending jobs: %w", err)
}
qualifiedCount := 0
for _, job := range pendingJobs {
keep, score := s.filterPipe.Execute(ctx, job.Title, job.RawContent)
if !keep {
log.Printf("[Pipeline] Job #%d (%s) FILTERED OUT by keyword pipeline", job.ID, job.Title)
_ = s.db.CreateJobAnalysis(job.ID, 0, false, "FILTERED_OUT")
_ = s.db.UpdateRawJobStatus(job.ID, "PROCESSED")
continue
}
log.Printf("[Pipeline] Job #%d (%s) PASSED filter with score %.2f", job.ID, job.Title, score)
_ = s.db.CreateJobAnalysis(job.ID, score, true, "PENDING")
_ = s.db.UpdateRawJobStatus(job.ID, "PROCESSED")
qualifiedCount++
}
// 3. Trigger LLM Analysis on qualified PENDING analyses
pendingAnalyses, err := s.db.GetPendingQualifiedAnalyses()
if err != nil {
log.Printf("[Pipeline] Error fetching pending qualified analyses: %v", err)
return newJobsCount, qualifiedCount, nil
}
for _, item := range pendingAnalyses {
log.Printf("[Pipeline] Triggering LLM analysis for Job #%d (%s @ %s)...", item.ID, item.Title, item.Company)
output, err := s.llmAnalyzer.AnalyzeJD(ctx, item.Title, item.RawContent)
if err != nil {
log.Printf("[Pipeline] LLM analysis failed for job #%d: %v", item.ID, err)
continue
}
matchedJSON, _ := json.Marshal(output.MatchedHighlights)
missingJSON, _ := json.Marshal(output.MissingHighlights)
suggestionsJSON, _ := json.Marshal(output.TailoringSuggestions)
err = s.db.UpdateJobAnalysisLLM(item.ID, string(matchedJSON), string(missingJSON), string(suggestionsJSON))
if err != nil {
log.Printf("[Pipeline] Failed to save LLM analysis for job #%d: %v", item.ID, err)
} else {
log.Printf("[Pipeline] Successfully cached LLM analysis for Job #%d", item.ID)
}
}
return newJobsCount, qualifiedCount, nil
}
// AnalyzeJobByID manually triggers LLM analysis on a single job
func (s *PipelineService) AnalyzeJobByID(ctx context.Context, jobID int64) (*db.JobWithAnalysis, error) {
jobWithAnalysis, err := s.db.GetJobByID(jobID)
if err != nil {
return nil, err
}
output, err := s.llmAnalyzer.AnalyzeJD(ctx, jobWithAnalysis.Title, jobWithAnalysis.RawContent)
if err != nil {
return nil, fmt.Errorf("LLM analysis failed: %w", err)
}
matchedJSON, _ := json.Marshal(output.MatchedHighlights)
missingJSON, _ := json.Marshal(output.MissingHighlights)
suggestionsJSON, _ := json.Marshal(output.TailoringSuggestions)
if jobWithAnalysis.Analysis == nil {
_, score := s.filterPipe.Execute(ctx, jobWithAnalysis.Title, jobWithAnalysis.RawContent)
_ = s.db.CreateJobAnalysis(jobID, score, true, "PENDING")
}
err = s.db.UpdateJobAnalysisLLM(jobID, string(matchedJSON), string(missingJSON), string(suggestionsJSON))
if err != nil {
return nil, err
}
return s.db.GetJobByID(jobID)
}