fyp/logic/tasks/runner.go

package tasks

import (
	"os"
	"path"
	"sync"
	"time"

	. "git.andr3h3nriqu3s.com/andr3/fyp/logic/db_types"
	. "git.andr3h3nriqu3s.com/andr3/fyp/logic/models/train"
	. "git.andr3h3nriqu3s.com/andr3/fyp/logic/tasks/utils"
	. "git.andr3h3nriqu3s.com/andr3/fyp/logic/utils"
	"github.com/charmbracelet/log"
)

func verifyRunner(c *Context, dat *JustId) (runner *Runner, e *Error) {
	runner, err := GetRunner(c, dat.Id)
	if err == NotFoundError {
		e = c.JsonBadRequest("Could not find runner, please register runner first")
		return
	} else if err != nil {
		e = c.E500M("Failed to get information about the runner", err)
		return
	}

	if runner.Token != *c.Token {
		return nil, c.SendJSONStatus(401, "Only runners can use this funcion")
	}

	return
}

type VerifyTask struct {
	Id     string `json:"id" validate:"required"`
	TaskId string `json:"taskId" validate:"required"`
}

type RunnerTrainDef struct {
	Id     string `json:"id" validate:"required"`
	TaskId string `json:"taskId" validate:"required"`
	DefId  string `json:"defId" validate:"required"`
}

func verifyTask(x *Handle, c *Context, dat *VerifyTask) (task *Task, error *Error) {
	mutex := x.DataMap["runners_mutex"].(*sync.Mutex)
	mutex.Lock()
	defer mutex.Unlock()

	var runners map[string]interface{} = x.DataMap["runners"].(map[string]interface{})
	if runners[dat.Id] == nil {
		return nil, c.JsonBadRequest("Runner not active")
	}

	var runner_data map[string]interface{} = runners[dat.Id].(map[string]interface{})

	if runner_data["task"] == nil {
		return nil, c.SendJSONStatus(404, "No active task")
	}

	return runner_data["task"].(*Task), nil
}

func clearRunnerTask(x *Handle, runner_id string) {
	mutex := x.DataMap["runners_mutex"].(*sync.Mutex)
	mutex.Lock()
	defer mutex.Unlock()

	var runners map[string]interface{} = x.DataMap["runners"].(map[string]interface{})
	var runner_data map[string]interface{} = runners[runner_id].(map[string]interface{})
	runner_data["task"] = nil
	runners[runner_id] = runner_data
	x.DataMap["runners"] = runners
}

func handleRemoteRunner(x *Handle) {

	type RegisterRunner struct {
		Token string     `json:"token" validate:"required"`
		Type  RunnerType `json:"type" validate:"required"`
	}
	PostAuthJson(x, "/tasks/runner/register", User_Normal, func(c *Context, dat *RegisterRunner) *Error {
		if *c.Token != dat.Token {
			// TODO do admin
			return c.E500M("Please make sure that the token is the same that is being registered", nil)
		}

		c.Logger.Info("test", "dat", dat)

		var runner Runner
		err := GetDBOnce(c, &runner, "remote_runner as ru where token=$1", dat.Token)
		if err != NotFoundError && err != nil {
			return c.E500M("Failed to get information remote runners", err)
		}
		if err != NotFoundError {
			return c.JsonBadRequest("Token is already registered by a runner")
		}

		// TODO get id from token passed by when doing admin
		var userId = c.User.Id

		var new_runner = struct {
			Type   RunnerType
			UserId string `db:"user_id"`
			Token  string
		}{
			Type:   dat.Type,
			Token:  dat.Token,
			UserId: userId,
		}

		id, err := InsertReturnId(c, &new_runner, "remote_runner", "id")
		if err != nil {
			return c.E500M("Failed to create remote runner", err)
		}

		return c.SendJSON(struct {
			Id string `json:"id"`
		}{
			Id: id,
		})
	})

	// TODO remove runner

	PostAuthJson(x, "/tasks/runner/init", User_Normal, func(c *Context, dat *JustId) *Error {
		runner, error := verifyRunner(c, dat)
		if error != nil {
			return error
		}

		mutex := x.DataMap["runners_mutex"].(*sync.Mutex)
		mutex.Lock()
		defer mutex.Unlock()

		var runners map[string]interface{} = x.DataMap["runners"].(map[string]interface{})
		if runners[dat.Id] != nil {
			c.Logger.Info("Logger trying to register but already registerd")
			c.ShowMessage = false
			return c.SendJSON("Ok")
		}

		var new_runner = map[string]interface{}{}
		new_runner["last_time_check"] = time.Now()
		new_runner["runner_info"] = runner

		runners[dat.Id] = new_runner

		x.DataMap["runners"] = runners

		return c.SendJSON("Ok")
	})

	PostAuthJson(x, "/tasks/runner/active", User_Normal, func(c *Context, dat *JustId) *Error {
		_, error := verifyRunner(c, dat)
		if error != nil {
			return error
		}

		mutex := x.DataMap["runners_mutex"].(*sync.Mutex)
		mutex.Lock()
		defer mutex.Unlock()

		var runners map[string]interface{} = x.DataMap["runners"].(map[string]interface{})
		if runners[dat.Id] == nil {
			return c.JsonBadRequest("Runner not active")
		}

		var runner_data map[string]interface{} = runners[dat.Id].(map[string]interface{})

		if runner_data["task"] == nil {
			c.ShowMessage = false
			return c.SendJSONStatus(404, "No active task")
		}

		c.ShowMessage = false
		// This should be a task obj
		return c.SendJSON(runner_data["task"])
	})

	PostAuthJson(x, "/tasks/runner/ready", User_Normal, func(c *Context, dat *VerifyTask) *Error {
		_, error := verifyRunner(c, &JustId{Id: dat.Id})
		if error != nil {
			return error
		}

		task, error := verifyTask(x, c, dat)
		if error != nil {
			return error
		}

		err := task.UpdateStatus(c, TASK_RUNNING, "Task Running on Runner")
		if err != nil {
			return c.E500M("Failed to set task status", err)
		}

		return c.SendJSON("Ok")
	})

	type TaskFail struct {
		Id     string `json:"id" validate:"required"`
		TaskId string `json:"taskId" validate:"required"`
		Reason string `json:"reason" validate:"required"`
	}
	PostAuthJson(x, "/tasks/runner/fail", User_Normal, func(c *Context, dat *TaskFail) *Error {
		_, error := verifyRunner(c, &JustId{Id: dat.Id})
		if error != nil {
			return error
		}

		task, error := verifyTask(x, c, &VerifyTask{Id: dat.Id, TaskId: dat.TaskId})
		if error != nil {
			return error
		}

		err := task.UpdateStatus(c, TASK_FAILED_RUNNING, dat.Reason)
		if err != nil {
			return c.E500M("Failed to set task status", err)
		}

		// Do extra clean up on tasks
		switch task.TaskType {
		case int(TASK_TYPE_TRAINING):
			CleanUpFailed(c, task)
		case int(TASK_TYPE_RETRAINING):
			CleanUpFailedRetrain(c, task)
		case int(TASK_TYPE_CLASSIFICATION):
			// DO nothing
		default:
			panic("Do not know how to handle this")
		}

		mutex := x.DataMap["runners_mutex"].(*sync.Mutex)
		mutex.Lock()
		defer mutex.Unlock()

		var runners map[string]interface{} = x.DataMap["runners"].(map[string]interface{})
		var runner_data map[string]interface{} = runners[dat.Id].(map[string]interface{})
		runner_data["task"] = nil

		runners[dat.Id] = runner_data
		x.DataMap["runners"] = runners

		return c.SendJSON("Ok")
	})

	PostAuthJson(x, "/tasks/runner/defs", User_Normal, func(c *Context, dat *VerifyTask) *Error {
		_, error := verifyRunner(c, &JustId{Id: dat.Id})
		if error != nil {
			return error
		}

		task, error := verifyTask(x, c, dat)
		if error != nil {
			return error
		}

		var status DefinitionStatus
		switch task.TaskType {
		case int(TASK_TYPE_TRAINING):
			status = DEFINITION_STATUS_INIT
		case int(TASK_TYPE_RETRAINING):
			fallthrough
		case int(TASK_TYPE_CLASSIFICATION):
			status = DEFINITION_STATUS_READY
		default:
			c.Logger.Error("Task not is not the right type to get the definitions", "task type", task.TaskType)
			return c.JsonBadRequest("Task is not the right type go get the definitions")
		}

		model, err := GetBaseModel(c, *task.ModelId)
		if err != nil {
			return c.E500M("Failed to get model information", err)
		}

		defs, err := model.GetDefinitions(c, "and md.status=$2", status)
		if err != nil {
			return c.E500M("Failed to get the model definitions", err)
		}

		return c.SendJSON(defs)
	})

	PostAuthJson(x, "/tasks/runner/classes", User_Normal, func(c *Context, dat *VerifyTask) *Error {
		_, error := verifyRunner(c, &JustId{Id: dat.Id})
		if error != nil {
			return error
		}

		task, error := verifyTask(x, c, dat)
		if error != nil {
			return error
		}

		model, err := GetBaseModel(c, *task.ModelId)
		if err != nil {
			return c.E500M("Failed to get model information", err)
		}

		switch task.TaskType {
		case int(TASK_TYPE_TRAINING):
			classes, err := model.GetClasses(c, "and status in ($2, $3) order by mc.class_order asc", CLASS_STATUS_TO_TRAIN, CLASS_STATUS_TRAINING)
			if err != nil {
				return c.E500M("Failed to get the model classes", err)
			}
			return c.SendJSON(classes)
		case int(TASK_TYPE_RETRAINING):
			classes, err := model.GetClasses(c, "and status=$2 order by mc.class_order asc", CLASS_STATUS_TRAINING)
			if err != nil {
				return c.E500M("Failed to get the model classes", err)
			}
			return c.SendJSON(classes)
		case int(TASK_TYPE_CLASSIFICATION):
			classes, err := model.GetClasses(c, "and status=$2 order by mc.class_order asc", CLASS_STATUS_TRAINED)
			if err != nil {
				return c.E500M("Failed to get the model classes", err)
			}
			return c.SendJSON(classes)
		default:
			c.Logger.Error("Task not is not the right type to get the definitions", "task type", task.TaskType)
			return c.JsonBadRequest("Task is not the right type go get the definitions")
		}

	})

	type RunnerTrainDefStatus struct {
		Id     string           `json:"id" validate:"required"`
		TaskId string           `json:"taskId" validate:"required"`
		DefId  string           `json:"defId" validate:"required"`
		Status DefinitionStatus `json:"status" validate:"required"`
	}
	PostAuthJson(x, "/tasks/runner/train/def/status", User_Normal, func(c *Context, dat *RunnerTrainDefStatus) *Error {
		_, error := verifyRunner(c, &JustId{Id: dat.Id})
		if error != nil {
			return error
		}

		task, error := verifyTask(x, c, &VerifyTask{Id: dat.Id, TaskId: dat.TaskId})
		if error != nil {
			return error
		}

		if task.TaskType != int(TASK_TYPE_TRAINING) {
			c.Logger.Error("Task not is not the right type to get the definitions", "task type", task.TaskType)
			return c.JsonBadRequest("Task is not the right type go get the definitions")
		}

		def, err := GetDefinition(c, dat.DefId)
		if err != nil {
			return c.E500M("Failed to get definition information", err)
		}

		err = def.UpdateStatus(c, dat.Status)
		if err != nil {
			return c.E500M("Failed to update model status", err)
		}

		return c.SendJSON("Ok")
	})

	type RunnerTrainDefHeadStatus struct {
		Id     string          `json:"id" validate:"required"`
		TaskId string          `json:"taskId" validate:"required"`
		DefId  string          `json:"defId" validate:"required"`
		Status ModelHeadStatus `json:"status" validate:"required"`
	}
	PostAuthJson(x, "/tasks/runner/train/def/head/status", User_Normal, func(c *Context, dat *RunnerTrainDefHeadStatus) *Error {
		_, error := verifyRunner(c, &JustId{Id: dat.Id})
		if error != nil {
			return error
		}

		task, error := verifyTask(x, c, &VerifyTask{Id: dat.Id, TaskId: dat.TaskId})
		if error != nil {
			return error
		}

		if task.TaskType != int(TASK_TYPE_TRAINING) {
			c.Logger.Error("Task not is not the right type to get the definitions", "task type", task.TaskType)
			return c.JsonBadRequest("Task is not the right type go get the definitions")
		}

		def, err := GetDefinition(c, dat.DefId)
		if err != nil {
			return c.E500M("Failed to get definition information", err)
		}

		_, err = c.Exec("update exp_model_head set status=$1 where def_id=$2;", dat.Status, def.Id)
		if err != nil {
			log.Error("Failed to train definition!")
			return c.E500M("Failed to train definition", err)
		}

		return c.SendJSON("Ok")
	})

	type RunnerRetrainDefHeadStatus struct {
		Id     string          `json:"id" validate:"required"`
		TaskId string          `json:"taskId" validate:"required"`
		HeadId string          `json:"defId" validate:"required"`
		Status ModelHeadStatus `json:"status" validate:"required"`
	}
	PostAuthJson(x, "/tasks/runner/retrain/def/head/status", User_Normal, func(c *Context, dat *RunnerRetrainDefHeadStatus) *Error {
		_, error := verifyRunner(c, &JustId{Id: dat.Id})
		if error != nil {
			return error
		}

		task, error := verifyTask(x, c, &VerifyTask{Id: dat.Id, TaskId: dat.TaskId})
		if error != nil {
			return error
		}

		if task.TaskType != int(TASK_TYPE_RETRAINING) {
			c.Logger.Error("Task not is not the right type to get the definitions", "task type", task.TaskType)
			return c.JsonBadRequest("Task is not the right type go get the definitions")
		}

		if err := UpdateStatus(c.GetDb(), "exp_model_head", dat.HeadId, MODEL_DEFINITION_STATUS_TRAINING); err != nil {
			return c.E500M("Failed to update head status", err)
		}

		return c.SendJSON("Ok")
	})
	PostAuthJson(x, "/tasks/runner/train/def/layers", User_Normal, func(c *Context, dat *RunnerTrainDef) *Error {
		_, error := verifyRunner(c, &JustId{Id: dat.Id})
		if error != nil {
			return error
		}

		task, error := verifyTask(x, c, &VerifyTask{Id: dat.Id, TaskId: dat.TaskId})
		if error != nil {
			return error
		}

		switch task.TaskType {
		case int(TASK_TYPE_TRAINING):
			// Do nothing
		case int(TASK_TYPE_RETRAINING):
			// Do nothing
		default:
			c.Logger.Error("Task not is not the right type to get the layers", "task type", task.TaskType)
			return c.JsonBadRequest("Task is not the right type go get the layers")
		}

		def, err := GetDefinition(c, dat.DefId)
		if err != nil {
			return c.E500M("Failed to get definition information", err)
		}

		layers, err := def.GetLayers(c, " order by layer_order asc")
		if err != nil {
			return c.E500M("Failed to get layers", err)
		}

		return c.SendJSON(layers)
	})

	PostAuthJson(x, "/tasks/runner/train/datapoints", User_Normal, func(c *Context, dat *VerifyTask) *Error {
		_, error := verifyRunner(c, &JustId{Id: dat.Id})
		if error != nil {
			return error
		}

		task, error := verifyTask(x, c, dat)
		if error != nil {
			return error
		}

		switch task.TaskType {
		case int(TASK_TYPE_TRAINING):
			// DO nothing
		case int(TASK_TYPE_RETRAINING):
			// DO nothing
		default:
			c.Logger.Error("Task not is not the right type to get the definitions", "task type", task.TaskType)
			return c.JsonBadRequest("Task is not the right type go get the definitions")
		}

		model, err := GetBaseModel(c, *task.ModelId)
		if err != nil {
			return c.E500M("Failed to get model information", err)
		}

		training_points, err := model.DataPoints(c, DATA_POINT_MODE_TRAINING)
		if err != nil {
			return c.E500M("Failed to get the model classes", err)
		}
		testing_points, err := model.DataPoints(c, DATA_POINT_MODE_TRAINING)
		if err != nil {
			return c.E500M("Failed to get the model classes", err)
		}

		return c.SendJSON(struct {
			Testing  []DataPoint `json:"testing"`
			Training []DataPoint `json:"training"`
		}{
			Testing:  testing_points,
			Training: training_points,
		})
	})

	type RunnerTrainDefEpoch struct {
		Id       string  `json:"id" validate:"required"`
		TaskId   string  `json:"taskId" validate:"required"`
		DefId    string  `json:"defId" validate:"required"`
		Epoch    int     `json:"epoch" validate:"required"`
		Accuracy float64 `json:"accuracy" validate:"required"`
	}
	PostAuthJson(x, "/tasks/runner/train/epoch", User_Normal, func(c *Context, dat *RunnerTrainDefEpoch) *Error {
		_, error := verifyRunner(c, &JustId{Id: dat.Id})
		if error != nil {
			return error
		}

		task, error := verifyTask(x, c, &VerifyTask{
			Id:     dat.Id,
			TaskId: dat.TaskId,
		})
		if error != nil {
			return error
		}

		if task.TaskType != int(TASK_TYPE_TRAINING) {
			c.Logger.Error("Task not is not the right type to get the definitions", "task type", task.TaskType)
			return c.JsonBadRequest("Task is not the right type go get the definitions")
		}

		def, err := GetDefinition(c, dat.DefId)
		if err != nil {
			return c.E500M("Failed to get definition information", err)
		}

		err = def.UpdateAfterEpoch(c, dat.Accuracy, dat.Epoch)
		if err != nil {
			return c.E500M("Failed to update model", err)
		}

		return c.SendJSON("Ok")
	})

	PostAuthJson(x, "/tasks/runner/train/mark-failed", User_Normal, func(c *Context, dat *VerifyTask) *Error {
		_, error := verifyRunner(c, &JustId{Id: dat.Id})
		if error != nil {
			return error
		}

		task, error := verifyTask(x, c, &VerifyTask{
			Id:     dat.Id,
			TaskId: dat.TaskId,
		})
		if error != nil {
			return error
		}

		if task.TaskType != int(TASK_TYPE_TRAINING) {
			c.Logger.Error("Task not is not the right type to get the definitions", "task type", task.TaskType)
			return c.JsonBadRequest("Task is not the right type go get the definitions")
		}

		_, err := c.Exec(
			"update model_definition set status=$1 "+
				"where model_id=$2 and status in ($3, $4)",
			MODEL_DEFINITION_STATUS_CANCELD_TRAINING,
			task.ModelId,
			MODEL_DEFINITION_STATUS_TRAINING,
			MODEL_DEFINITION_STATUS_PAUSED_TRAINING,
		)
		if err != nil {
			return c.E500M("Failed to mark definition as failed", err)
		}

		return c.SendJSON("Ok")
	})

	PostAuthJson(x, "/tasks/runner/model", User_Normal, func(c *Context, dat *VerifyTask) *Error {
		_, error := verifyRunner(c, &JustId{Id: dat.Id})
		if error != nil {
			return error
		}

		task, error := verifyTask(x, c, dat)
		if error != nil {
			return error
		}

		switch task.TaskType {
		case int(TASK_TYPE_TRAINING):
			//DO NOTHING
		case int(TASK_TYPE_RETRAINING):
			//DO NOTHING
		case int(TASK_TYPE_CLASSIFICATION):
			//DO NOTHING
		default:
			c.Logger.Error("Task not is not the right type to get the definitions", "task type", task.TaskType)
			return c.JsonBadRequest("Task is not the right type go get the definitions")
		}

		model, err := GetBaseModel(c, *task.ModelId)
		if err != nil {
			return c.E500M("Failed to get model information", err)
		}

		return c.SendJSON(model)
	})

	PostAuthJson(x, "/tasks/runner/heads", User_Normal, func(c *Context, dat *RunnerTrainDef) *Error {
		_, error := verifyRunner(c, &JustId{Id: dat.Id})
		if error != nil {
			return error
		}

		task, error := verifyTask(x, c, &VerifyTask{Id: dat.Id, TaskId: dat.TaskId})
		if error != nil {
			return error
		}

		type ExpHead struct {
			Id    string `json:"id"`
			Start int    `db:"range_start" json:"start"`
			End   int    `db:"range_end" json:"end"`
		}

		switch task.TaskType {
		case int(TASK_TYPE_TRAINING):
			fallthrough
		case int(TASK_TYPE_RETRAINING):
			// status = 2 (INIT) 3 (TRAINING)
			heads, err := GetDbMultitple[ExpHead](c, "exp_model_head where def_id=$1 and status in (2,3)", dat.DefId)
			if err != nil {
				return c.E500M("Failed getting active heads", err)
			}
			return c.SendJSON(heads)
		case int(TASK_TYPE_CLASSIFICATION):
			heads, err := GetDbMultitple[ExpHead](c, "exp_model_head where def_id=$1", dat.DefId)
			if err != nil {
				return c.E500M("Failed getting active heads", err)
			}
			return c.SendJSON(heads)
		default:
			c.Logger.Error("Task not is not the right type to get the definitions", "task type", task.TaskType)
			return c.JsonBadRequest("Task is not the right type go get the definitions")
		}
	})

	PostAuthJson(x, "/tasks/runner/train_exp/class/status/train", User_Normal, func(c *Context, dat *VerifyTask) *Error {
		_, error := verifyRunner(c, &JustId{Id: dat.Id})
		if error != nil {
			return error
		}

		task, error := verifyTask(x, c, dat)
		if error != nil {
			return error
		}

		if task.TaskType != int(TASK_TYPE_TRAINING) {
			c.Logger.Error("Task not is not the right type to get the definitions", "task type", task.TaskType)
			return c.JsonBadRequest("Task is not the right type go get the definitions")
		}

		model, err := GetBaseModel(c, *task.ModelId)
		if err != nil {
			return c.E500M("Failed to get model", err)
		}

		err = SetModelClassStatus(c, CLASS_STATUS_TRAINING, "model_id=$1 and status=$2;", model.Id, CLASS_STATUS_TO_TRAIN)
		if err != nil {
			return c.E500M("Failed update status", err)
		}

		return c.SendJSON("Ok")
	})

	PostAuthJson(x, "/tasks/runner/train/done", User_Normal, func(c *Context, dat *VerifyTask) *Error {
		_, error := verifyRunner(c, &JustId{Id: dat.Id})
		if error != nil {
			return error
		}

		task, error := verifyTask(x, c, dat)
		if error != nil {
			return error
		}

		if task.TaskType != int(TASK_TYPE_TRAINING) {
			c.Logger.Error("Task not is not the right type to get the definitions", "task type", task.TaskType)
			return c.JsonBadRequest("Task is not the right type go get the definitions")
		}

		model, err := GetBaseModel(c, *task.ModelId)
		if err != nil {
			c.Logger.Error("Failed to get model", "err", err)
			return c.E500M("Failed to get mode", err)
		}

		var def Definition
		err = GetDBOnce(c, &def, "model_definition as md where model_id=$1 and status=$2 order by accuracy desc limit 1;", task.ModelId, DEFINITION_STATUS_TRANIED)
		if err == NotFoundError {
			// TODO Make the Model status have a message
			c.Logger.Error("All definitions failed to train!")
			model.UpdateStatus(c, FAILED_TRAINING)
			task.UpdateStatusLog(c, TASK_FAILED_RUNNING, "All definition failed to train!")
			return c.SendJSON("Ok")
		} else if err != nil {
			model.UpdateStatus(c, FAILED_TRAINING)
			task.UpdateStatusLog(c, TASK_FAILED_RUNNING, "Failed to get model definition")
			return c.E500M("Failed to get model definition", err)
		}

		if err = def.UpdateStatus(c, DEFINITION_STATUS_READY); err != nil {
			model.UpdateStatus(c, FAILED_TRAINING)
			task.UpdateStatusLog(c, TASK_FAILED_RUNNING, "Failed to update model definition")
			return c.E500M("Failed to update model definition", err)
		}

		to_delete, err := c.Query("select id from model_definition where status != $1 and model_id=$2", MODEL_DEFINITION_STATUS_READY, model.Id)
		if err != nil {
			model.UpdateStatus(c, FAILED_TRAINING)
			task.UpdateStatusLog(c, TASK_FAILED_RUNNING, "Failed to delete unsed definitions")
			return c.E500M("Failed to delete unsed definitions", err)
		}
		defer to_delete.Close()

		for to_delete.Next() {
			var id string
			if err = to_delete.Scan(&id); err != nil {
				model.UpdateStatus(c, FAILED_TRAINING)
				task.UpdateStatusLog(c, TASK_FAILED_RUNNING, "Failed to delete unsed definitions")
				return c.E500M("Failed to delete unsed definitions", err)
			}
			os.RemoveAll(path.Join("savedData", model.Id, "defs", id))
		}

		// TODO Check if returning also works here
		if _, err = c.Exec("delete from model_definition where status!=$1 and model_id=$2;", MODEL_DEFINITION_STATUS_READY, model.Id); err != nil {
			model.UpdateStatus(c, FAILED_TRAINING)
			task.UpdateStatusLog(c, TASK_FAILED_RUNNING, "Failed to delete unsed definitions")
			return c.E500M("Failed to delete unsed definitions", err)
		}

		// Set the class status to trained
		err = SetModelClassStatus(c, CLASS_STATUS_TRAINED, "model_id=$1;", model.Id)
		if err != nil {
			c.Logger.Error("Failed to set class status")
			return c.E500M("Failed to set class status", err)
		}

		if err = model.UpdateStatus(c, READY); err != nil {
			model.UpdateStatus(c, FAILED_TRAINING)
			task.UpdateStatusLog(c, TASK_FAILED_RUNNING, "Failed to delete unsed definitions")
			return c.E500M("Failed to update status of model", err)
		}

		task.UpdateStatusLog(c, TASK_DONE, "Model finished training")

		clearRunnerTask(x, dat.Id)
		return c.SendJSON("Ok")
	})

	type RunnerClassDone struct {
		Id     string `json:"id" validate:"required"`
		TaskId string `json:"taskId" validate:"required"`
		Result string `json:"result" validate:"required"`
	}
	PostAuthJson(x, "/tasks/runner/class/done", User_Normal, func(c *Context, dat *RunnerClassDone) *Error {
		_, error := verifyRunner(c, &JustId{Id: dat.Id})
		if error != nil {
			return error
		}

		task, error := verifyTask(x, c, &VerifyTask{
			Id:     dat.Id,
			TaskId: dat.TaskId,
		})
		if error != nil {
			return error
		}

		if task.TaskType != int(TASK_TYPE_CLASSIFICATION) {
			c.Logger.Error("Task not is not the right type to get the definitions", "task type", task.TaskType)
			return c.JsonBadRequest("Task is not the right type go get the definitions")
		}

		err := task.SetResultText(c, dat.Result)
		if err != nil {
			return c.E500M("Failed to update the task", err)
		}

		err = task.UpdateStatus(c, TASK_DONE, "Task completed")
		if err != nil {
			return c.E500M("Failed to update task", err)
		}

		mutex := x.DataMap["runners_mutex"].(*sync.Mutex)
		mutex.Lock()
		defer mutex.Unlock()

		var runners map[string]interface{} = x.DataMap["runners"].(map[string]interface{})
		var runner_data map[string]interface{} = runners[dat.Id].(map[string]interface{})
		runner_data["task"] = nil
		runners[dat.Id] = runner_data
		x.DataMap["runners"] = runners

		return c.SendJSON("Ok")
	})

	PostAuthJson(x, "/tasks/runner/train_exp/done", User_Normal, func(c *Context, dat *VerifyTask) *Error {
		_, error := verifyRunner(c, &JustId{Id: dat.Id})
		if error != nil {
			return error
		}

		task, error := verifyTask(x, c, dat)
		if error != nil {
			return error
		}

		if task.TaskType != int(TASK_TYPE_TRAINING) {
			c.Logger.Error("Task not is not the right type to get the definitions", "task type", task.TaskType)
			return c.JsonBadRequest("Task is not the right type go get the definitions")
		}

		model, err := GetBaseModel(c, *task.ModelId)
		if err != nil {
			c.Logger.Error("Failed to get model", "err", err)
			return c.E500M("Failed to get mode", err)
		}

		// TODO add check the to the model

		var def Definition
		err = GetDBOnce(c, &def, "model_definition as md where model_id=$1 and status=$2 order by accuracy desc limit 1;", task.ModelId, DEFINITION_STATUS_TRANIED)
		if err == NotFoundError {
			// TODO Make the Model status have a message
			c.Logger.Error("All definitions failed to train!")
			model.UpdateStatus(c, FAILED_TRAINING)
			task.UpdateStatusLog(c, TASK_FAILED_RUNNING, "All definition failed to train!")
			clearRunnerTask(x, dat.Id)
			return c.SendJSON("Ok")
		} else if err != nil {
			model.UpdateStatus(c, FAILED_TRAINING)
			task.UpdateStatusLog(c, TASK_FAILED_RUNNING, "Failed to get model definition")
			return c.E500M("Failed to get model definition", err)
		}

		if err = def.UpdateStatus(c, DEFINITION_STATUS_READY); err != nil {
			model.UpdateStatus(c, FAILED_TRAINING)
			task.UpdateStatusLog(c, TASK_FAILED_RUNNING, "Failed to update model definition")
			return c.E500M("Failed to update model definition", err)
		}

		to_delete, err := GetDbMultitple[JustId](c, "model_definition where status!=$1 and model_id=$2", MODEL_DEFINITION_STATUS_READY, model.Id)
		if err != nil {
			c.GetLogger().Error("Failed to select model_definition to delete")
			return c.E500M("Failed to select model definition to delete", err)
		}

		for _, d := range to_delete {
			os.RemoveAll(path.Join("savedData", model.Id, "defs", d.Id))
		}

		// TODO Check if returning also works here
		if _, err = c.Exec("delete from model_definition where status!=$1 and model_id=$2;", MODEL_DEFINITION_STATUS_READY, model.Id); err != nil {
			model.UpdateStatus(c, FAILED_TRAINING)
			task.UpdateStatusLog(c, TASK_FAILED_RUNNING, "Failed to delete unsed definitions")
			return c.E500M("Failed to delete unsed definitions", err)
		}

		if err = SplitModel(c, model); err != nil {
			err = SetModelClassStatus(c, CLASS_STATUS_TO_TRAIN, "model_id=$1 and status=$2;", model.Id, CLASS_STATUS_TRAINING)
			if err != nil {
				c.Logger.Error("Failed to split the model! And Failed to set class status")
				return c.E500M("Failed to split the model", err)
			}

			c.Logger.Error("Failed to split the model")
			return c.E500M("Failed to split the model", err)
		}

		// Set the class status to trained
		err = SetModelClassStatus(c, CLASS_STATUS_TRAINED, "model_id=$1 and status=$2;", model.Id, CLASS_STATUS_TRAINING)
		if err != nil {
			c.Logger.Error("Failed to set class status")
			return c.E500M("Failed to set class status", err)
		}

		c.Logger.Warn("Removing base model for", "model", model.Id, "def", def.Id)
		os.RemoveAll(path.Join("savedData", model.Id, "defs", def.Id, "model"))
		os.RemoveAll(path.Join("savedData", model.Id, "defs", def.Id, "model.keras"))

		if err = model.UpdateStatus(c, READY); err != nil {
			model.UpdateStatus(c, FAILED_TRAINING)
			task.UpdateStatusLog(c, TASK_FAILED_RUNNING, "Failed to delete unsed definitions")
			return c.E500M("Failed to update status of model", err)
		}

		task.UpdateStatusLog(c, TASK_DONE, "Model finished training")

		mutex := x.DataMap["runners_mutex"].(*sync.Mutex)
		mutex.Lock()
		defer mutex.Unlock()

		var runners map[string]interface{} = x.DataMap["runners"].(map[string]interface{})
		var runner_data map[string]interface{} = runners[dat.Id].(map[string]interface{})
		runner_data["task"] = nil
		runners[dat.Id] = runner_data
		x.DataMap["runners"] = runners

		return c.SendJSON("Ok")
	})

	PostAuthJson(x, "/tasks/runner/retrain/done", User_Normal, func(c *Context, dat *VerifyTask) *Error {
		_, error := verifyRunner(c, &JustId{Id: dat.Id})
		if error != nil {
			return error
		}

		task, error := verifyTask(x, c, dat)
		if error != nil {
			return error
		}

		if task.TaskType != int(TASK_TYPE_RETRAINING) {
			c.Logger.Error("Task not is not the right type to get the definitions", "task type", task.TaskType)
			return c.JsonBadRequest("Task is not the right type go get the definitions")
		}

		model, err := GetBaseModel(c, *task.ModelId)
		if err != nil {
			c.Logger.Error("Failed to get model", "err", err)
			return c.E500M("Failed to get mode", err)
		}

		err = SetModelClassStatus(c, CLASS_STATUS_TRAINED, "model_id=$1 and status=$2;", model.Id, CLASS_STATUS_TRAINING)
		if err != nil {
			return c.E500M("Failed to set class status", err)
		}

		_, err = c.Exec("update exp_model_head set status=$1 where status=$2 and model_id=$3", MODEL_HEAD_STATUS_READY, MODEL_HEAD_STATUS_TRAINING, model.Id)
		if err != nil {
			return c.E500M("Failed to set head status", err)
		}

		err = model.UpdateStatus(c, READY)
		if err != nil {
			return c.E500M("Failed to set class status", err)
		}

		task.UpdateStatusLog(c, TASK_DONE, "Model finished training")
		clearRunnerTask(x, dat.Id)

		return c.SendJSON("Ok")
	})

}