LocalAI/core/services/backend_monitor.go

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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 BackendMonitorService 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 NewBackendMonitorService(modelLoader *model.ModelLoader, configLoader *config.BackendConfigLoader, appConfig *config.ApplicationConfig) *BackendMonitorService {
return &BackendMonitorService{
configLoader: configLoader,
modelLoader: modelLoader,
options: appConfig,
}
}
func (bms BackendMonitorService) getModelLoaderIDFromModelName(modelName string) (string, error) {
config, exists := bms.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 (bms *BackendMonitorService) SampleLocalBackendProcess(model string) (*schema.BackendMonitorResponse, error) {
config, exists := bms.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 := bms.modelLoader.GetGRPCPID(backend)
if err != nil {
log.Error().Err(err).Str("model", model).Msg("failed to find GRPC pid")
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().Err(err).Str("model", model).Int("pid", pid).Msg("error getting process info")
return nil, err
}
memInfo, err := backendProcess.MemoryInfo()
if err != nil {
log.Error().Err(err).Str("model", model).Int("pid", pid).Msg("error getting memory info")
return nil, err
}
memPercent, err := backendProcess.MemoryPercent()
if err != nil {
log.Error().Err(err).Str("model", model).Int("pid", pid).Msg("error getting memory percent")
return nil, err
}
cpuPercent, err := backendProcess.CPUPercent()
if err != nil {
log.Error().Err(err).Str("model", model).Int("pid", pid).Msg("error getting cpu percent")
return nil, err
}
return &schema.BackendMonitorResponse{
MemoryInfo: memInfo,
MemoryPercent: memPercent,
CPUPercent: cpuPercent,
}, nil
}
func (bms BackendMonitorService) CheckAndSample(modelName string) (*proto.StatusResponse, error) {
backendId, err := bms.getModelLoaderIDFromModelName(modelName)
if err != nil {
return nil, err
}
modelAddr := bms.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 := bms.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 (bms BackendMonitorService) ShutdownModel(modelName string) error {
backendId, err := bms.getModelLoaderIDFromModelName(modelName)
if err != nil {
return err
}
return bms.modelLoader.ShutdownModel(backendId)
}