dragonfly/manager/service/model.go

239 lines
7.0 KiB
Go

/*
* Copyright 2022 The Dragonfly Authors
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package service
import (
"context"
"time"
"github.com/google/uuid"
"d7y.io/dragonfly/v2/manager/cache"
"d7y.io/dragonfly/v2/manager/model"
"d7y.io/dragonfly/v2/manager/types"
)
func (s *service) CreateModel(ctx context.Context, params types.CreateModelParams, json types.CreateModelRequest) (*types.Model, error) {
scheduler := model.Scheduler{}
if err := s.db.WithContext(ctx).First(&scheduler, params.SchedulerID).Error; err != nil {
return nil, err
}
model := types.Model{
ID: json.ID,
Name: json.Name,
VersionID: json.VersionID,
SchedulerID: params.SchedulerID,
Hostname: json.Hostname,
IP: json.IP,
CreatedAt: time.Now(),
UpdatedAt: time.Now(),
}
if _, err := s.rdb.Set(ctx, cache.MakeModelKey(scheduler.SchedulerClusterID, scheduler.HostName, scheduler.IP, model.ID), &model, 0).Result(); err != nil {
return nil, err
}
return &model, nil
}
func (s *service) DestroyModel(ctx context.Context, params types.ModelParams) error {
if _, err := s.GetModel(ctx, params); err != nil {
return err
}
scheduler := model.Scheduler{}
if err := s.db.WithContext(ctx).First(&scheduler, params.SchedulerID).Error; err != nil {
return err
}
if _, err := s.rdb.Del(ctx, cache.MakeModelKey(scheduler.SchedulerClusterID, scheduler.HostName, scheduler.IP, params.ID)).Result(); err != nil {
return err
}
return nil
}
func (s *service) UpdateModel(ctx context.Context, params types.ModelParams, json types.UpdateModelRequest) (*types.Model, error) {
scheduler := model.Scheduler{}
if err := s.db.WithContext(ctx).First(&scheduler, params.SchedulerID).Error; err != nil {
return nil, err
}
model, err := s.GetModel(ctx, params)
if err != nil {
return nil, err
}
model.VersionID = json.VersionID
model.UpdatedAt = time.Now()
if _, err := s.rdb.Set(ctx, cache.MakeModelKey(scheduler.SchedulerClusterID, scheduler.HostName, scheduler.IP, params.ID), model, 0).Result(); err != nil {
return nil, err
}
return model, nil
}
func (s *service) GetModel(ctx context.Context, params types.ModelParams) (*types.Model, error) {
scheduler := model.Scheduler{}
if err := s.db.WithContext(ctx).First(&scheduler, params.SchedulerID).Error; err != nil {
return nil, err
}
var model types.Model
if err := s.rdb.Get(ctx, cache.MakeModelKey(scheduler.SchedulerClusterID, scheduler.HostName, scheduler.IP, params.ID)).Scan(&model); err != nil {
return nil, err
}
return &model, nil
}
func (s *service) GetModels(ctx context.Context, params types.GetModelsParams) ([]*types.Model, error) {
scheduler := model.Scheduler{}
if err := s.db.WithContext(ctx).First(&scheduler, params.SchedulerID).Error; err != nil {
return nil, err
}
models := []*types.Model{}
iter := s.rdb.Scan(ctx, 0, cache.MakeModelKey(scheduler.SchedulerClusterID, scheduler.HostName, scheduler.IP, "*"), 0).Iterator()
for iter.Next(ctx) {
var model types.Model
if err := s.rdb.Get(ctx, iter.Val()).Scan(&model); err != nil {
return nil, err
}
models = append(models, &model)
}
return models, nil
}
func (s *service) CreateModelVersion(ctx context.Context, params types.CreateModelVersionParams, json types.CreateModelVersionRequest) (*types.ModelVersion, error) {
scheduler := model.Scheduler{}
if err := s.db.WithContext(ctx).First(&scheduler, params.SchedulerID).Error; err != nil {
return nil, err
}
modelVersion := types.ModelVersion{
ID: uuid.New().String(),
MAE: json.MAE,
MSE: json.MSE,
RMSE: json.RMSE,
R2: json.R2,
Data: json.Data,
CreatedAt: time.Now(),
UpdatedAt: time.Now(),
}
if _, err := s.rdb.Set(ctx, cache.MakeModelVersionKey(scheduler.SchedulerClusterID, scheduler.HostName, scheduler.IP, params.ModelID, modelVersion.ID), &modelVersion, 0).Result(); err != nil {
return nil, err
}
return &modelVersion, nil
}
func (s *service) DestroyModelVersion(ctx context.Context, params types.ModelVersionParams) error {
if _, err := s.GetModelVersion(ctx, params); err != nil {
return err
}
scheduler := model.Scheduler{}
if err := s.db.WithContext(ctx).First(&scheduler, params.SchedulerID).Error; err != nil {
return err
}
if _, err := s.rdb.Del(ctx, cache.MakeModelVersionKey(scheduler.SchedulerClusterID, scheduler.HostName, scheduler.IP, params.ModelID, params.ID)).Result(); err != nil {
return err
}
return nil
}
func (s *service) UpdateModelVersion(ctx context.Context, params types.ModelVersionParams, json types.UpdateModelVersionRequest) (*types.ModelVersion, error) {
scheduler := model.Scheduler{}
if err := s.db.WithContext(ctx).First(&scheduler, params.SchedulerID).Error; err != nil {
return nil, err
}
modelVersion, err := s.GetModelVersion(ctx, params)
if err != nil {
return nil, err
}
if json.MAE > 0 {
modelVersion.MAE = json.MAE
}
if json.MSE > 0 {
modelVersion.MSE = json.MSE
}
if json.RMSE > 0 {
modelVersion.RMSE = json.RMSE
}
if json.R2 > 0 {
modelVersion.R2 = json.R2
}
if len(json.Data) > 0 {
modelVersion.Data = json.Data
}
modelVersion.UpdatedAt = time.Now()
if _, err := s.rdb.Set(ctx, cache.MakeModelVersionKey(scheduler.SchedulerClusterID, scheduler.HostName, scheduler.IP, params.ModelID, modelVersion.ID), modelVersion, 0).Result(); err != nil {
return nil, err
}
return modelVersion, nil
}
func (s *service) GetModelVersion(ctx context.Context, params types.ModelVersionParams) (*types.ModelVersion, error) {
scheduler := model.Scheduler{}
if err := s.db.WithContext(ctx).First(&scheduler, params.SchedulerID).Error; err != nil {
return nil, err
}
var modelVersion types.ModelVersion
if err := s.rdb.Get(ctx, cache.MakeModelVersionKey(scheduler.SchedulerClusterID, scheduler.HostName, scheduler.IP, params.ModelID, params.ID)).Scan(&modelVersion); err != nil {
return nil, err
}
return &modelVersion, nil
}
func (s *service) GetModelVersions(ctx context.Context, params types.GetModelVersionsParams) ([]*types.ModelVersion, error) {
scheduler := model.Scheduler{}
if err := s.db.WithContext(ctx).First(&scheduler, params.SchedulerID).Error; err != nil {
return nil, err
}
modelVersions := []*types.ModelVersion{}
iter := s.rdb.Scan(ctx, 0, cache.MakeModelVersionKey(scheduler.SchedulerClusterID, scheduler.HostName, scheduler.IP, params.ModelID, "*"), 0).Iterator()
for iter.Next(ctx) {
var modelVersion types.ModelVersion
if err := s.rdb.Get(ctx, iter.Val()).Scan(&modelVersion); err != nil {
return nil, err
}
modelVersions = append(modelVersions, &modelVersion)
}
return modelVersions, nil
}