chore: related #20 added runing the model and getting results on the test

This commit is contained in:
Andre Henriques 2023-09-27 18:07:04 +01:00
parent b2d3b3c677
commit eab788aabd
2 changed files with 78 additions and 4 deletions

View File

@ -2,9 +2,12 @@ package models_train
import ( import (
"fmt" "fmt"
"io"
"net/http" "net/http"
"os" "os"
"os/exec"
"path" "path"
"strconv"
"strings" "strings"
"text/template" "text/template"
@ -107,18 +110,20 @@ func handleTest(handle *Handle) {
// Generate folder // Generate folder
err = os.MkdirAll(path.Join("/tmp", id), os.ModePerm) run_path := path.Join("/tmp", id, "defs", definition_id)
err = os.MkdirAll(run_path, os.ModePerm)
if err != nil { if err != nil {
return Error500(err) return Error500(err)
} }
f, err := os.Create(path.Join("/tmp", id, "run.py")) f, err := os.Create(path.Join(run_path, "run.py"))
if err != nil { if err != nil {
return Error500(err) return Error500(err)
} }
defer f.Close() defer f.Close()
fmt.Printf("Using path: %s\n", path.Join("/tmp", id, "run.py")) fmt.Printf("Using path: %s\n", run_path)
tmpl, err := template.New("python_model_template.py").ParseFiles("views/py/python_model_template.py") tmpl, err := template.New("python_model_template.py").ParseFiles("views/py/python_model_template.py")
if err != nil { if err != nil {
@ -133,7 +138,38 @@ func handleTest(handle *Handle) {
return Error500(err) return Error500(err)
} }
w.Write([]byte("Done")) cmd := exec.Command("bash", "-c", fmt.Sprintf("cd %s && python run.py", run_path))
_, err = cmd.Output()
if err != nil {
return Error500(err)
}
result_path := path.Join("savedData", id, "defs", definition_id)
os.MkdirAll(result_path, os.ModePerm)
err = exec.Command("cp", path.Join(run_path, "model.keras"), path.Join(result_path, "model.keras")).Run()
if err != nil {
return Error500(err)
}
accuracy_file, err := os.Open(path.Join(run_path, "accuracy.val"))
if err != nil {
return Error500(err)
}
defer accuracy_file.Close()
accuracy_file_bytes, err := io.ReadAll(accuracy_file)
if err != nil {
return Error500(err)
}
accuracy, err := strconv.ParseFloat(string(accuracy_file_bytes), 64)
if err != nil {
return Error500(err)
}
w.Write([]byte(strconv.FormatFloat(accuracy, 'f', -1, 64)))
return nil return nil
}) })
} }

View File

@ -39,6 +39,7 @@ func MakeDefenition(db *sql.DB, model_id string, target_accuracy int) (id string
type ModelDefinitionStatus int type ModelDefinitionStatus int
const ( const (
MODEL_DEFINITION_STATUS_FAILED_TRAINING = -3
MODEL_DEFINITION_STATUS_PRE_INIT ModelDefinitionStatus = 1 MODEL_DEFINITION_STATUS_PRE_INIT ModelDefinitionStatus = 1
MODEL_DEFINITION_STATUS_INIT = 2 MODEL_DEFINITION_STATUS_INIT = 2
MODEL_DEFINITION_STATUS_TRAINING = 3 MODEL_DEFINITION_STATUS_TRAINING = 3
@ -56,6 +57,41 @@ func MakeLayer(db *sql.DB, def_id string, layer_order int, layer_type int, shape
return return
} }
func trainModel(handle *Handle, model *BaseModel) {
definitionsRows, err := handle.Db.Query("select id from model_definition where status=$1 and model_id=$2", MODEL_DEFINITION_STATUS_INIT)
if err != nil {
fmt.Printf("Failed to trainModel!Err:\n")
fmt.Println(err)
ModelUpdateStatus(handle, model.Id, FAILED_TRAINING)
return
}
defer definitionsRows.Close()
definitions := []string{}
for definitionsRows.Next() {
var id string
if err = definitionsRows.Scan(&id); err != nil {
fmt.Printf("Failed to trainModel!Err:\n")
fmt.Println(err)
ModelUpdateStatus(handle, model.Id, FAILED_TRAINING)
return
}
definitions = append(definitions, id)
}
if len(definitions) == 0 {
fmt.Printf("Failed to trainModel!Err:\n")
fmt.Println(err)
ModelUpdateStatus(handle, model.Id, FAILED_TRAINING)
return
}
for _, def_id := range definitions {
_ = def_id
}
}
func handleTrain(handle *Handle) { func handleTrain(handle *Handle) {
handle.Post("/models/train", func(w http.ResponseWriter, r *http.Request, c *Context) *Error { handle.Post("/models/train", func(w http.ResponseWriter, r *http.Request, c *Context) *Error {
if !CheckAuthLevel(1, w, r, c) { if !CheckAuthLevel(1, w, r, c) {
@ -151,6 +187,8 @@ func handleTrain(handle *Handle) {
// TODO start training with id fid // TODO start training with id fid
go trainModel(handle, model)
ModelUpdateStatus(handle, model.Id, TRAINING) ModelUpdateStatus(handle, model.Id, TRAINING)
Redirect("/models/edit?id=" + model.Id, c.Mode, w, r) Redirect("/models/edit?id=" + model.Id, c.Mode, w, r)
return nil return nil