package cli import ( "context" "fmt" "gitea.maximumdirect.net/eric/audita/v3/internal/core/diagnostics" "gitea.maximumdirect.net/eric/audita/v3/internal/core/reporting" "gitea.maximumdirect.net/eric/audita/v3/internal/core/schema" "gitea.maximumdirect.net/eric/audita/v3/internal/framework/contracts" "gitea.maximumdirect.net/eric/audita/v3/internal/framework/llm" "gitea.maximumdirect.net/eric/audita/v3/internal/framework/modules" "gitea.maximumdirect.net/eric/audita/v3/internal/framework/outcomes" "gitea.maximumdirect.net/eric/audita/v3/internal/framework/processreport" "gitea.maximumdirect.net/eric/audita/v3/internal/framework/runner" ) func executePipeline(ctx context.Context, loaded *processInputs, prepared *preparedProcess, normalized *schema.Transcript, warn func(error)) (processResult, error) { cfg := &loaded.Configuration.Config specs := contracts.ResolveModuleRunSpecs(cfg) observer := llm.NewObservationCollector() for i := range specs { item := &specs[i] proposal, err := loaded.Runtime.NewRoleClient("proposal", *item.Settings.LLM.ProposalProfile, item.Settings.LLM, observer.Hooks()) if err != nil { return processResult{}, fmt.Errorf("%s proposal client: %w", item.InstanceName, err) } validation, err := loaded.Runtime.NewRoleClient("validation", *item.Settings.LLM.ValidationProfile, item.Settings.LLM, observer.Hooks()) if err != nil { return processResult{}, fmt.Errorf("%s validation client: %w", item.InstanceName, err) } item.ProposalClient, item.ValidationClient = proposal, validation } debugPath := prepared.DebugPath() output, runErr := runner.New(modules.NewFactory()).Run(ctx, runner.RunInput{ Config: cfg, Transcript: normalized, ModuleSpecs: specs, ProposalDiagnosticsDir: debugPath, ValidationDiagnosticsDir: debugPath, CaptureCandidates: debugPath != "", ReportDiagnosticError: warn, }) output.Observations = observer.Snapshot() output.ObservationsAvailable = true output.LLMSummary = llm.Summarize(output.Observations) if debug := prepared.Prepared.Debug; debug != nil { warn(debug.WriteJSONArtifact(diagnostics.ArtifactLLMExecution, processreport.BuildLLMExecution(output.Observations))) warn(debug.WriteJSONArtifact(diagnostics.ArtifactCorrectionLedger, processreport.BuildCorrectionLedger(processreport.CorrectionLedgerInput{RunDirectoryPath: debug.Path(), RunOutput: &output}))) } var failures []processreport.RunFailure if runErr != nil { failures = append(failures, processreport.RunFailure{Phase: "processing", Reason: outcomes.ReasonInternalFailure}) } snapshot := processreport.Build(processreport.BuildInput{RunID: prepared.RunID, Status: reporting.StatusInProgress, StartedAt: prepared.Started, ModuleSpecs: specs, RunOutput: &output, RunFailures: failures}) return processResult{Transcript: output.FinalTranscript, Snapshot: snapshot}, runErr }