chore: related #20 added runing the model and getting results on the test
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@ -2,9 +2,12 @@ package models_train
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import (
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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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"os/exec"
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"path"
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"strconv"
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"strings"
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"text/template"
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@ -107,18 +110,20 @@ func handleTest(handle *Handle) {
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// Generate folder
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err = os.MkdirAll(path.Join("/tmp", id), os.ModePerm)
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run_path := path.Join("/tmp", id, "defs", definition_id)
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err = os.MkdirAll(run_path, os.ModePerm)
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if err != nil {
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return Error500(err)
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}
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f, err := os.Create(path.Join("/tmp", id, "run.py"))
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f, err := os.Create(path.Join(run_path, "run.py"))
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if err != nil {
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return Error500(err)
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}
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defer f.Close()
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fmt.Printf("Using path: %s\n", path.Join("/tmp", id, "run.py"))
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fmt.Printf("Using path: %s\n", run_path)
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tmpl, err := template.New("python_model_template.py").ParseFiles("views/py/python_model_template.py")
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if err != nil {
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@ -133,7 +138,38 @@ func handleTest(handle *Handle) {
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return Error500(err)
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}
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w.Write([]byte("Done"))
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cmd := exec.Command("bash", "-c", fmt.Sprintf("cd %s && python run.py", run_path))
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_, err = cmd.Output()
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if err != nil {
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return Error500(err)
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}
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result_path := path.Join("savedData", id, "defs", definition_id)
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os.MkdirAll(result_path, os.ModePerm)
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err = exec.Command("cp", path.Join(run_path, "model.keras"), path.Join(result_path, "model.keras")).Run()
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if err != nil {
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return Error500(err)
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}
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accuracy_file, err := os.Open(path.Join(run_path, "accuracy.val"))
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if err != nil {
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return Error500(err)
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}
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defer accuracy_file.Close()
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accuracy_file_bytes, err := io.ReadAll(accuracy_file)
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if err != nil {
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return Error500(err)
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}
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accuracy, err := strconv.ParseFloat(string(accuracy_file_bytes), 64)
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if err != nil {
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return Error500(err)
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}
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w.Write([]byte(strconv.FormatFloat(accuracy, 'f', -1, 64)))
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return nil
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})
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}
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@ -39,6 +39,7 @@ func MakeDefenition(db *sql.DB, model_id string, target_accuracy int) (id string
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type ModelDefinitionStatus int
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const (
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MODEL_DEFINITION_STATUS_FAILED_TRAINING = -3
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MODEL_DEFINITION_STATUS_PRE_INIT ModelDefinitionStatus = 1
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MODEL_DEFINITION_STATUS_INIT = 2
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MODEL_DEFINITION_STATUS_TRAINING = 3
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@ -56,6 +57,41 @@ func MakeLayer(db *sql.DB, def_id string, layer_order int, layer_type int, shape
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return
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}
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func trainModel(handle *Handle, model *BaseModel) {
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definitionsRows, err := handle.Db.Query("select id from model_definition where status=$1 and model_id=$2", MODEL_DEFINITION_STATUS_INIT)
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if err != nil {
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fmt.Printf("Failed to trainModel!Err:\n")
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fmt.Println(err)
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ModelUpdateStatus(handle, model.Id, FAILED_TRAINING)
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return
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}
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defer definitionsRows.Close()
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definitions := []string{}
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for definitionsRows.Next() {
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var id string
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if err = definitionsRows.Scan(&id); err != nil {
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fmt.Printf("Failed to trainModel!Err:\n")
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fmt.Println(err)
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ModelUpdateStatus(handle, model.Id, FAILED_TRAINING)
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return
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}
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definitions = append(definitions, id)
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}
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if len(definitions) == 0 {
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fmt.Printf("Failed to trainModel!Err:\n")
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fmt.Println(err)
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ModelUpdateStatus(handle, model.Id, FAILED_TRAINING)
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return
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}
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for _, def_id := range definitions {
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_ = def_id
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}
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}
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func handleTrain(handle *Handle) {
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handle.Post("/models/train", func(w http.ResponseWriter, r *http.Request, c *Context) *Error {
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if !CheckAuthLevel(1, w, r, c) {
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@ -151,6 +187,8 @@ func handleTrain(handle *Handle) {
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// TODO start training with id fid
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go trainModel(handle, model)
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ModelUpdateStatus(handle, model.Id, TRAINING)
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Redirect("/models/edit?id=" + model.Id, c.Mode, w, r)
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return nil
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