package services import ( "context" "fmt" "strings" "github.com/go-skynet/LocalAI/core/config" "github.com/go-skynet/LocalAI/core/schema" "github.com/go-skynet/LocalAI/pkg/grpc/proto" "github.com/go-skynet/LocalAI/pkg/model" "github.com/rs/zerolog/log" gopsutil "github.com/shirou/gopsutil/v3/process" ) type BackendMonitor struct { configLoader *config.BackendConfigLoader modelLoader *model.ModelLoader options *config.ApplicationConfig // Taking options in case we need to inspect ExternalGRPCBackends, though that's out of scope for now, hence the name. } func NewBackendMonitor(configLoader *config.BackendConfigLoader, modelLoader *model.ModelLoader, appConfig *config.ApplicationConfig) BackendMonitor { return BackendMonitor{ configLoader: configLoader, modelLoader: modelLoader, options: appConfig, } } func (bm BackendMonitor) getModelLoaderIDFromModelName(modelName string) (string, error) { config, exists := bm.configLoader.GetBackendConfig(modelName) var backendId string if exists { backendId = config.Model } else { // Last ditch effort: use it raw, see if a backend happens to match. backendId = modelName } if !strings.HasSuffix(backendId, ".bin") { backendId = fmt.Sprintf("%s.bin", backendId) } return backendId, nil } func (bm *BackendMonitor) SampleLocalBackendProcess(model string) (*schema.BackendMonitorResponse, error) { config, exists := bm.configLoader.GetBackendConfig(model) var backend string if exists { backend = config.Model } else { // Last ditch effort: use it raw, see if a backend happens to match. backend = model } if !strings.HasSuffix(backend, ".bin") { backend = fmt.Sprintf("%s.bin", backend) } pid, err := bm.modelLoader.GetGRPCPID(backend) if err != nil { log.Error().Msgf("model %s : failed to find pid %+v", model, err) return nil, err } // Name is slightly frightening but this does _not_ create a new process, rather it looks up an existing process by PID. backendProcess, err := gopsutil.NewProcess(int32(pid)) if err != nil { log.Error().Msgf("model %s [PID %d] : error getting process info %+v", model, pid, err) return nil, err } memInfo, err := backendProcess.MemoryInfo() if err != nil { log.Error().Msgf("model %s [PID %d] : error getting memory info %+v", model, pid, err) return nil, err } memPercent, err := backendProcess.MemoryPercent() if err != nil { log.Error().Msgf("model %s [PID %d] : error getting memory percent %+v", model, pid, err) return nil, err } cpuPercent, err := backendProcess.CPUPercent() if err != nil { log.Error().Msgf("model %s [PID %d] : error getting cpu percent %+v", model, pid, err) return nil, err } return &schema.BackendMonitorResponse{ MemoryInfo: memInfo, MemoryPercent: memPercent, CPUPercent: cpuPercent, }, nil } func (bm BackendMonitor) CheckAndSample(modelName string) (*proto.StatusResponse, error) { backendId, err := bm.getModelLoaderIDFromModelName(modelName) if err != nil { return nil, err } modelAddr := bm.modelLoader.CheckIsLoaded(backendId) if modelAddr == "" { return nil, fmt.Errorf("backend %s is not currently loaded", backendId) } status, rpcErr := modelAddr.GRPC(false, nil).Status(context.TODO()) if rpcErr != nil { log.Warn().Msgf("backend %s experienced an error retrieving status info: %s", backendId, rpcErr.Error()) val, slbErr := bm.SampleLocalBackendProcess(backendId) if slbErr != nil { return nil, fmt.Errorf("backend %s experienced an error retrieving status info via rpc: %s, then failed local node process sample: %s", backendId, rpcErr.Error(), slbErr.Error()) } return &proto.StatusResponse{ State: proto.StatusResponse_ERROR, Memory: &proto.MemoryUsageData{ Total: val.MemoryInfo.VMS, Breakdown: map[string]uint64{ "gopsutil-RSS": val.MemoryInfo.RSS, }, }, }, nil } return status, nil } func (bm BackendMonitor) ShutdownModel(modelName string) error { backendId, err := bm.getModelLoaderIDFromModelName(modelName) if err != nil { return err } return bm.modelLoader.ShutdownModel(backendId) }