722 lines
19 KiB
Go
722 lines
19 KiB
Go
package models
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import (
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"archive/zip"
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"bytes"
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"fmt"
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"io"
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"net/http"
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"os"
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"path"
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"reflect"
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"sort"
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"strings"
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. "git.andr3h3nriqu3s.com/andr3/fyp/logic/db_types"
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model_classes "git.andr3h3nriqu3s.com/andr3/fyp/logic/models/classes"
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. "git.andr3h3nriqu3s.com/andr3/fyp/logic/utils"
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)
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func InsertIfNotPresent(ss []string, s string) []string {
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i := sort.SearchStrings(ss, s)
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if len(ss) > i && ss[i] == s {
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return ss
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}
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ss = append(ss, "")
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copy(ss[i+1:], ss[i:])
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ss[i] = s
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return ss
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}
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/*
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This function will process a single file from the uploaded zip file
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*/
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func fileProcessor(
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c *Context,
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model *BaseModel,
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reader *zip.ReadCloser,
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ids map[string]string,
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base_path string,
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index int,
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file_chan chan *zip.File,
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back_channel chan int,
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) {
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defer func() {
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if r := recover(); r != nil {
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c.Logger.Error("Recovered in file processor", "processor id", index, "due to", r)
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}
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}()
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for file := range file_chan {
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c.Logger.Debug("Processing File", "file", file.Name)
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data, err := reader.Open(file.Name)
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if err != nil {
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c.Logger.Error("Could not open file in zip %s\n", "file name", file.Name, "err", err)
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back_channel <- index
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continue
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}
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defer data.Close()
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file_data, err := io.ReadAll(data)
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if err != nil {
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c.Logger.Error("Could not open file in zip %s\n", "file name", file.Name, "err", err)
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back_channel <- index
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continue
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}
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// TODO check if the file is a valid photo that matched the defined photo on the database
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parts := strings.Split(file.Name, "/")
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mode := DATA_POINT_MODE_TRAINING
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if parts[0] == "testing" {
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mode = DATA_POINT_MODE_TESTING
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}
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data_point_id, err := model_classes.AddDataPoint(c.Db, ids[parts[1]], "id://", mode)
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if err != nil {
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c.Logger.Error("Failed to add datapoint", "model", model.Id, "file name", file.Name, "err", err)
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back_channel <- -index - 1
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return
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}
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file_path := path.Join(base_path, data_point_id+"."+model.Format)
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f, err := os.Create(file_path)
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if err != nil {
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c.Logger.Error("Failed to add datapoint", "model", model.Id, "file name", file.Name, "err", err)
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back_channel <- -index - 1
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return
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}
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defer f.Close()
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f.Write(file_data)
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if !TestImgForModel(c, model, file_path) {
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c.Logger.Errorf("Image did not have valid format for model %s (in zip: %s)!", file_path, file.Name)
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c.Logger.Warn("Not failling updating data point to status -1")
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message := "Image did not have valid format for the model"
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if err = model_classes.UpdateDataPointStatus(c.Db, data_point_id, -1, &message); err != nil {
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c.Logger.Error("Failed to update data point", "model", model.Id, "file name", file.Name, "err", err)
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back_channel <- -index - 1
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return
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}
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}
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back_channel <- index
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}
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}
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func processZipFile(c *Context, model *BaseModel) {
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var err error
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failed := func(msg string) {
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c.Logger.Error(msg, "err", err)
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ModelUpdateStatus(c, model.Id, FAILED_PREPARING_ZIP_FILE)
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}
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reader, err := zip.OpenReader(path.Join("savedData", model.Id, "base_data.zip"))
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if err != nil {
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failed("Failed to proccess zip file failed to open reader")
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return
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}
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defer reader.Close()
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training := []string{}
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testing := []string{}
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for _, file := range reader.Reader.File {
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paths := strings.Split(file.Name, "/")
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if paths[1] == "" {
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continue
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}
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if paths[0] != "training" && paths[0] != "testing" {
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failed(fmt.Sprintf("Invalid file '%s'!", file.Name))
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return
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}
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if paths[0] != "training" {
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training = InsertIfNotPresent(training, paths[1])
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} else if paths[0] != "testing" {
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testing = InsertIfNotPresent(testing, paths[1])
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}
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}
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if !reflect.DeepEqual(testing, training) {
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c.Logger.Info("Diff", "testing", testing, "training", training)
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failed("Testing and Training datesets are diferent")
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return
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}
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base_path := path.Join("savedData", model.Id, "data")
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if err = os.MkdirAll(base_path, os.ModePerm); err != nil {
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failed("Failed to create base_path dir\n")
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return
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}
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c.Logger.Info("File Structure looks good to append data", "model", model.Id)
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ids := map[string]string{}
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for i, name := range training {
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id, err := model_classes.CreateClass(c.Db, model.Id, i, name)
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if err != nil {
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failed(fmt.Sprintf("Failed to create the class '%s'", name))
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return
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}
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ids[name] = id
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}
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back_channel := make(chan int, c.Handle.Config.NumberOfWorkers)
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file_chans := make([]chan *zip.File, c.Handle.Config.NumberOfWorkers)
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for i := 0; i < c.Handle.Config.NumberOfWorkers; i++ {
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file_chans[i] = make(chan *zip.File, 2)
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go fileProcessor(c, model, reader, ids, base_path, i, file_chans[i], back_channel)
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}
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clean_up_channels := func() {
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for i := 0; i < c.Handle.Config.NumberOfWorkers; i++ {
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close(file_chans[i])
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}
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for i := 0; i < c.Handle.Config.NumberOfWorkers-1; i++ {
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_ = <-back_channel
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}
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close(back_channel)
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}
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first_round := true
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channel_to_send := 0
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// Parelalize this
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for _, file := range reader.Reader.File {
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// Skip if dir
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if file.Name[len(file.Name)-1] == '/' {
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continue
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}
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file_chans[channel_to_send] <- file
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if first_round {
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channel_to_send += 1
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if c.Handle.Config.NumberOfWorkers == channel_to_send {
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first_round = false
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}
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}
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// Can not do else if because need to handle the case where the value changes in
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// previous if
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if !first_round {
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new_id, ok := <-back_channel
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if !ok {
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c.Logger.Fatal("Something is very wrong please check as this line should be unreachable")
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}
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if new_id < 0 {
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c.Logger.Error("Worker failed", "worker id", -(new_id + 1))
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clean_up_channels()
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failed("One of the workers failed due to db error")
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return
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}
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channel_to_send = new_id
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}
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}
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clean_up_channels()
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c.Logger.Info("Added data to model", "model", model.Id)
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ModelUpdateStatus(c, model.Id, CONFIRM_PRE_TRAINING)
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}
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func processZipFileExpand(c *Context, model *BaseModel) {
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var err error
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failed := func(msg string) {
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c.Logger.Error(msg, "err", err)
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ModelUpdateStatus(c, model.Id, READY_ALTERATION_FAILED)
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}
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reader, err := zip.OpenReader(path.Join("savedData", model.Id, "expand_data.zip"))
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if err != nil {
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failed("Faield to proccess zip file failed to open reader\n")
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return
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}
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defer reader.Close()
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training := []string{}
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testing := []string{}
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for _, file := range reader.Reader.File {
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paths := strings.Split(file.Name, "/")
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if paths[1] == "" {
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continue
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}
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if paths[0] != "training" && paths[0] != "testing" {
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failed(fmt.Sprintf("Invalid file '%s' TODO add msg to response!!!", file.Name))
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return
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}
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if paths[0] != "training" {
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training = InsertIfNotPresent(training, paths[1])
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} else if paths[0] != "testing" {
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testing = InsertIfNotPresent(testing, paths[1])
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}
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}
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if !reflect.DeepEqual(testing, training) {
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failed("testing and training are diferent")
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return
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}
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base_path := path.Join("savedData", model.Id, "data")
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if err = os.MkdirAll(base_path, os.ModePerm); err != nil {
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failed("Failed to create base_path dir")
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return
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}
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ids := map[string]string{}
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var baseOrder struct {
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Order int `db:"class_order"`
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}
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err = GetDBOnce(c, &baseOrder, "model_classes where model_id=$1 order by class_order desc;", model.Id)
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if err != nil {
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failed("Failed to get the last class_order")
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}
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base := baseOrder.Order + 1
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for i, name := range training {
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id, _err := model_classes.CreateClass(c.Db, model.Id, base+i, name)
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err = _err
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if err != nil {
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failed(fmt.Sprintf("Failed to create class '%s' on db\n", name))
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return
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}
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ids[name] = id
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}
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back_channel := make(chan int, c.Handle.Config.NumberOfWorkers)
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file_chans := make([]chan *zip.File, c.Handle.Config.NumberOfWorkers)
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for i := 0; i < c.Handle.Config.NumberOfWorkers; i++ {
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file_chans[i] = make(chan *zip.File, 2)
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go fileProcessor(c, model, reader, ids, base_path, i, file_chans[i], back_channel)
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}
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clean_up_channels := func() {
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for i := 0; i < c.Handle.Config.NumberOfWorkers; i++ {
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close(file_chans[i])
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}
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for i := 0; i < c.Handle.Config.NumberOfWorkers-1; i++ {
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_ = <-back_channel
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}
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close(back_channel)
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}
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first_round := true
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channel_to_send := 0
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// Parelalize this
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for _, file := range reader.Reader.File {
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// Skip if dir
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if file.Name[len(file.Name)-1] == '/' {
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continue
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}
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file_chans[channel_to_send] <- file
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if first_round {
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channel_to_send += 1
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if c.Handle.Config.NumberOfWorkers == channel_to_send {
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first_round = false
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}
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}
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// Can not do else if because need to handle the case where the value changes in
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// previous if
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if !first_round {
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new_id, ok := <-back_channel
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if !ok {
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c.Logger.Fatal("Something is very wrong please check as this line should be unreachable")
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}
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if new_id < 0 {
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c.Logger.Error("Worker failed", "worker id", -(new_id + 1))
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clean_up_channels()
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failed("One of the workers failed due to db error")
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return
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}
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channel_to_send = new_id
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}
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}
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clean_up_channels()
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c.Logger.Info("Added data to model", "id", model.Id)
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ModelUpdateStatus(c, model.Id, READY)
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}
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func handleRemoveDataPoint(c *Context) *Error {
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var dat JustId
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if err := c.ToJSON(&dat); err != nil {
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return err
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}
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var GetModelId struct {
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Value string `db:"m.id"`
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Format string `db:"m.format"`
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}
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err := GetDBOnce(c, &GetModelId, "model_data_point as mdp inner join model_classes as mc on mdp.class_id=mc.id inner join models as m on m.id=mc.model_id where mdp.id=$1;", dat.Id)
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if err == NotFoundError {
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return c.SendJSONStatus(404, "Data point not found")
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} else if err != nil {
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return c.E500M("Failed to find data point", err)
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}
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os.Remove(path.Join("savedData", GetModelId.Value, "data", dat.Id+"."+GetModelId.Format))
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_, err = c.Db.Exec("delete from model_data_point where id=$1;", dat.Id)
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if err != nil {
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return c.E500M("Failed to remove datapoint from database", err)
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}
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return c.SendJSON("ok")
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}
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func handleDataUpload(handle *Handle) {
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handle.Post("/models/data/upload", func(c *Context) *Error {
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if !c.CheckAuthLevel(1) {
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return nil
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}
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read_form, err := c.R.MultipartReader()
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if err != nil {
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return c.JsonBadRequest("Please provide a valid form data request!")
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}
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var id string
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var file []byte
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for {
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part, err_part := read_form.NextPart()
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if err_part == io.EOF {
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break
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} else if err_part != nil {
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return c.JsonBadRequest("Please provide a valid form data request!")
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}
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if part.FormName() == "id" {
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buf := new(bytes.Buffer)
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buf.ReadFrom(part)
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id = buf.String()
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}
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if part.FormName() == "file" {
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buf := new(bytes.Buffer)
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buf.ReadFrom(part)
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file = buf.Bytes()
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}
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}
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model, err := GetBaseModel(handle.Db, id)
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if err == NotFoundError {
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return c.SendJSONStatus(http.StatusNotFound, "Model not found")
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} else if err != nil {
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return c.Error500(err)
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} else if model.CanTrain == 0 {
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return c.JsonBadRequest("Model can not be trained!")
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}
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// TODO mk this path configurable
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dir_path := path.Join("savedData", id)
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f, err := os.Create(path.Join(dir_path, "base_data.zip"))
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if err != nil {
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return c.Error500(err)
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}
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defer f.Close()
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f.Write(file)
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ModelUpdateStatus(c, id, PREPARING_ZIP_FILE)
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go processZipFile(c, model)
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return c.SendJSON(model.Id)
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})
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// Create New class
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type CreateNewEmptyClass struct {
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Id string `json:"id" validate:"required"`
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Name string `json:"name" validate:"required"`
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}
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PostAuthJson(handle, "/models/data/class/new", User_Normal, func(c *Context, obj *CreateNewEmptyClass) *Error {
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model, err := GetBaseModel(c.Db, obj.Id)
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if err == NotFoundError {
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return c.JsonBadRequest("Model not found")
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} else if err != nil {
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return c.E500M("Failed to get model information", err)
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} else if model.CanTrain == 0 {
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return c.JsonBadRequest("Model can not be trained!")
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}
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if model.ModelType != 2 && model.Status != CONFIRM_PRE_TRAINING || model.ModelType == 2 && model.Status != CONFIRM_PRE_TRAINING && model.Status != READY {
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return c.JsonBadRequest("Model not in the correct status for adding new class")
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}
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var baseOrder struct {
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Order int `db:"class_order"`
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}
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err = GetDBOnce(c, &baseOrder, "model_classes where model_id=$1 order by class_order desc;", model.Id)
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if err != nil {
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return c.E500M("Could not create class", err)
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}
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id, err := model_classes.CreateClass(c.Db, model.Id, baseOrder.Order+1, obj.Name)
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if err == model_classes.ClassAlreadyExists {
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return c.JsonBadRequest("Class Already exists")
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} else if err != nil {
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return c.E500M("Could not create class", err)
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}
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var modelClass model_classes.ModelClassJSON
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err = GetDBOnce(c, &modelClass, "model_classes where id=$1;", id)
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if err != nil {
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return c.E500M("Failed to get class information but class was creted", err)
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}
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return c.SendJSON(modelClass)
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})
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type AddNewImage struct {
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ClassId string `json:"id" validate:"required"`
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}
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PostAuthFormJson(handle, "/models/data/class/image", User_Normal, func(c *Context, dat *AddNewImage, file []byte) *Error {
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model_id, err := GetDbVar[string](c, "m.id", "model_classes as mc inner join models as m on m.id = mc.model_id where mc.id=$1;", dat.ClassId)
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if err == NotFoundError {
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return c.JsonBadRequest("Could not find the class")
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} else if err != nil {
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return c.E500M("Error getting class information", err)
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}
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c.Logger.Info("model", "model", *model_id)
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model, err := GetBaseModel(c.Db, *model_id)
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if err == NotFoundError {
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return c.JsonBadRequest("Could not find the model")
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} else if err != nil {
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return c.E500M("Error getting model information", err)
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} else if model.CanTrain == 0 {
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return c.JsonBadRequest("Model can not be trained!")
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}
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// TODO make this work for zip files as well
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/*c.Logger.Debug("Processing File", "file", file.Name)
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data, err := reader.Open(file.Name)
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if err != nil {
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c.Logger.Error("Could not open file in zip %s\n", "file name", file.Name, "err", err)
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back_channel <- index
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continue
|
|
}
|
|
defer data.Close()
|
|
file_data, err := io.ReadAll(data)
|
|
if err != nil {
|
|
c.Logger.Error("Could not open file in zip %s\n", "file name", file.Name, "err", err)
|
|
back_channel <- index
|
|
continue
|
|
}*/
|
|
|
|
// TODO check if the file is a valid photo that matched the defined photo on the database
|
|
|
|
//parts := strings.Split(file.Name, "/")
|
|
|
|
mode := DATA_POINT_MODE_TRAINING
|
|
// TODO add the mode
|
|
/*mode := DATA_POINT_MODE_TRAINING
|
|
if parts[0] == "testing" {
|
|
mode = DATA_POINT_MODE_TESTING
|
|
}*/
|
|
|
|
data_point_id, err := model_classes.AddDataPoint(c.Db, dat.ClassId, "id://", mode)
|
|
if err != nil {
|
|
//c.Logger.Error("Failed to add datapoint", "model", model.Id, "file name", file.Name, "err", err)
|
|
c.Logger.Error("Failed to add datapoint", "data_point_id", data_point_id)
|
|
return c.E500M("Could not add image to model", err)
|
|
}
|
|
|
|
file_path := path.Join("savedData", model.Id, "data", data_point_id+"."+model.Format)
|
|
f, err := os.Create(file_path)
|
|
if err != nil {
|
|
//c.Logger.Error("Failed to save datapoint to disk", "model", model.Id, "file name", file.Name, "err", err)
|
|
c.Logger.Error("Failed to save datapoint to disk", "model", model.Id, "err", err)
|
|
return c.E500M("Could not add image to model", err)
|
|
}
|
|
defer f.Close()
|
|
f.Write(file)
|
|
|
|
if !TestImgForModel(c, model, file_path) {
|
|
//c.Logger.Errorf("Image did not have valid format for model %s (in zip: %s)!", file_path, file.Name)
|
|
c.Logger.Errorf("Image did not have valid format for model %s!", file_path)
|
|
c.Logger.Warn("Not failling updating data point to status -1")
|
|
message := "Image did not have valid format for the model"
|
|
if err = model_classes.UpdateDataPointStatus(c.Db, data_point_id, -1, &message); err != nil {
|
|
//c.Logger.Error("Failed to update data point", "model", model.Id, "file name", file.Name, "err", err)
|
|
c.Logger.Error("Failed to update data point", "model", model.Id, "err", err)
|
|
return c.E500M("Could not update information about the data point", err)
|
|
}
|
|
return c.JsonBadRequest("Provided file is not a valid image for this model")
|
|
}
|
|
|
|
return c.SendJSON(struct {
|
|
Id string `json:"id"`
|
|
}{data_point_id})
|
|
})
|
|
|
|
// ------
|
|
// ------ CLASS DATA UPLOAD
|
|
// ------
|
|
handle.Post("/models/data/class/upload", func(c *Context) *Error {
|
|
if !c.CheckAuthLevel(1) {
|
|
return nil
|
|
}
|
|
|
|
read_form, err := c.R.MultipartReader()
|
|
if err != nil {
|
|
return c.JsonBadRequest("Please provide a valid form data request!")
|
|
}
|
|
|
|
var id string
|
|
var file []byte
|
|
|
|
for {
|
|
part, err_part := read_form.NextPart()
|
|
if err_part == io.EOF {
|
|
break
|
|
} else if err_part != nil {
|
|
return c.JsonBadRequest("Please provide a valid form data request!")
|
|
}
|
|
if part.FormName() == "id" {
|
|
buf := new(bytes.Buffer)
|
|
buf.ReadFrom(part)
|
|
id = buf.String()
|
|
}
|
|
if part.FormName() == "file" {
|
|
buf := new(bytes.Buffer)
|
|
buf.ReadFrom(part)
|
|
file = buf.Bytes()
|
|
}
|
|
}
|
|
|
|
c.Logger.Info("Trying to expand model", "id", id)
|
|
|
|
model, err := GetBaseModel(handle.Db, id)
|
|
if err == NotFoundError {
|
|
return c.SendJSONStatus(http.StatusNotFound, "Model not found")
|
|
} else if err != nil {
|
|
return c.Error500(err)
|
|
} else if model.CanTrain == 0 {
|
|
return c.JsonBadRequest("Model can not be trained!")
|
|
}
|
|
|
|
// TODO work in allowing the model to add new in the pre ready moment
|
|
if model.Status != READY {
|
|
return c.JsonBadRequest("Model not in the correct state to add a more classes")
|
|
}
|
|
|
|
// TODO mk this path configurable
|
|
dir_path := path.Join("savedData", id)
|
|
|
|
f, err := os.Create(path.Join(dir_path, "expand_data.zip"))
|
|
if err != nil {
|
|
return c.Error500(err)
|
|
}
|
|
defer f.Close()
|
|
|
|
f.Write(file)
|
|
|
|
ModelUpdateStatus(c, id, READY_ALTERATION)
|
|
|
|
go processZipFileExpand(c, model)
|
|
|
|
return c.SendJSON(model.Id)
|
|
})
|
|
|
|
handle.DeleteAuth("/models/data/point", 1, handleRemoveDataPoint)
|
|
|
|
handle.Delete("/models/data/delete-zip-file", func(c *Context) *Error {
|
|
if !c.CheckAuthLevel(1) {
|
|
return nil
|
|
}
|
|
|
|
var dat JustId
|
|
if err := c.ToJSON(&dat); err != nil {
|
|
return err
|
|
}
|
|
|
|
model, err := GetBaseModel(handle.Db, dat.Id)
|
|
if err == NotFoundError {
|
|
return c.SendJSONStatus(http.StatusNotFound, "Model not found")
|
|
} else if err != nil {
|
|
return c.Error500(err)
|
|
}
|
|
|
|
delete_path := "base_data.zip"
|
|
|
|
if model.Status == READY_ALTERATION_FAILED {
|
|
delete_path = "expand_data.zip"
|
|
} else if model.Status != FAILED_PREPARING_ZIP_FILE {
|
|
return c.JsonBadRequest("Model not in the correct status")
|
|
}
|
|
|
|
err = os.Remove(path.Join("savedData", model.Id, delete_path))
|
|
if err != nil {
|
|
return c.Error500(err)
|
|
}
|
|
|
|
if model.Status != READY_ALTERATION_FAILED {
|
|
err = os.RemoveAll(path.Join("savedData", model.Id, "data"))
|
|
if err != nil {
|
|
return c.Error500(err)
|
|
}
|
|
} else {
|
|
c.Logger.Warn("Handle failed to remove the savedData when deleteing the zip file while expanding")
|
|
}
|
|
|
|
if model.Status != READY_ALTERATION_FAILED {
|
|
_, err = handle.Db.Exec("delete from model_classes where model_id=$1;", model.Id)
|
|
if err != nil {
|
|
return c.Error500(err)
|
|
}
|
|
} else {
|
|
_, err = handle.Db.Exec("delete from model_classes where model_id=$1 and status=$2;", model.Id, CLASS_STATUS_TO_TRAIN)
|
|
if err != nil {
|
|
return c.Error500(err)
|
|
}
|
|
}
|
|
|
|
if model.Status != READY_ALTERATION_FAILED {
|
|
ModelUpdateStatus(c, model.Id, CONFIRM_PRE_TRAINING)
|
|
} else {
|
|
ModelUpdateStatus(c, model.Id, READY)
|
|
}
|
|
|
|
return c.SendJSON(model.Id)
|
|
})
|
|
}
|