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chore: work on the expandable models

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This commit is contained in:
Andre Henriques 2024-02-08 18:20:58 +00:00
parent 6a0ac457d7
commit bca44f9ba5
5 changed files with 156 additions and 50 deletions
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4
auto_reload.sh
View File

@ -2,4 +2,6 @@
cd $(dirname "$0")
go run .
go run . || true
while true; true; end

61
logic/models/edit.go
View File

@ -24,7 +24,7 @@ func handleEdit(handle *Handle) {
}
// TODO handle admin users
rows, err := handle.Db.Query("select name, status, width, height, color_mode, format from models where id=$1 and user_id=$2;", id, c.User.Id)
rows, err := handle.Db.Query("select name, status, width, height, color_mode, format, model_type from models where id=$1 and user_id=$2;", id, c.User.Id)
if err != nil {
return Error500(err)
}
@ -45,12 +45,13 @@ func handleEdit(handle *Handle) {
Height *int
Color_mode *string
Format string
Type int
}
var model rowmodel = rowmodel{}
model.Id = id
err = rows.Scan(&model.Name, &model.Status, &model.Width, &model.Height, &model.Color_mode, &model.Format)
err = rows.Scan(&model.Name, &model.Status, &model.Width, &model.Height, &model.Color_mode, &model.Format, &model.Type)
if err != nil {
return Error500(err)
}
@ -124,6 +125,7 @@ func handleEdit(handle *Handle) {
}
type layerdef struct {
id string
LayerType int
Shape string
}
@ -132,7 +134,7 @@ func handleEdit(handle *Handle) {
for _, def := range defs {
if def.Status == MODEL_DEFINITION_STATUS_TRAINING {
rows, err := c.Db.Query("select layer_type, shape from model_definition_layer where def_id=$1 order by layer_order asc;", def.Id)
rows, err := c.Db.Query("select id, layer_type, shape from model_definition_layer where def_id=$1 order by layer_order asc;", def.Id)
if err != nil {
return c.Error500(err)
}
@ -140,12 +142,63 @@ func handleEdit(handle *Handle) {
for rows.Next() {
var layerdef layerdef
err = rows.Scan(&layerdef.LayerType, &layerdef.Shape)
err = rows.Scan(&layerdef.id, &layerdef.LayerType, &layerdef.Shape)
if err != nil {
return c.Error500(err)
}
layers = append(layers, layerdef)
}
if model.Type == 2 {
type lastLayerType struct {
Id string
Range_start int
Range_end int
}
var lastLayer lastLayerType
err := GetDBOnce(c, &lastLayer, "exp_model_head where def_id=$1 and status=3;", def.Id)
if err != nil {
return c.Error500(err)
}
c.Logger.Info("res", "id", lastLayer.Id, "start", lastLayer.Range_start, "end", lastLayer.Range_end)
layers = append(layers, layerdef{
id: lastLayer.Id,
LayerType: LAYER_DENSE,
Shape: fmt.Sprintf("%d, 1", lastLayer.Range_end-lastLayer.Range_start),
})
/*
lastLayer, err := c.Db.Query("select id, range_start, range_end from exp_model_head where def_id=$1 and status=3;", def.Id)
if err != nil {
return c.Error500(err)
}
defer lastLayer.Close()
if !lastLayer.Next() {
c.Logger.Info("Could not find the model head for", "def_id", def.Id)
continue
}
head_id, range_start, range_end := "", 0, 0
err = lastLayer.Scan(&head_id, &range_start, &range_end)
if err != nil {
return c.Error500(err)
}
layers = append(layers, layerdef{
id: head_id,
LayerType: LAYER_DENSE,
Shape: fmt.Sprintf("%d, 1", range_end-range_start),
})
*/
}
break
}
}

31
logic/models/train/train.go
View File

@ -216,7 +216,7 @@ func trainDefinitionExp(c *Context, model *BaseModel, definition_id string, load
// Get untrained models heads
// Status = 2 (INIT)
rows, err := c.Db.Query("select id, range_start, range_end from exp_model_head where def_id=$1 and status = 2", definition_id)
rows, err := c.Db.Query("select id, range_start, range_end from exp_model_head where def_id=$1 and (status = 2 or status = 3)", definition_id)
if err != nil {
return
}
@ -231,7 +231,7 @@ func trainDefinitionExp(c *Context, model *BaseModel, definition_id string, load
exp := ExpHead{}
if rows.Next() {
if err = rows.Scan(&exp.id, &exp.start, &exp.end); err == nil {
if err = rows.Scan(&exp.id, &exp.start, &exp.end); err != nil {
return
}
} else {
@ -246,7 +246,7 @@ func trainDefinitionExp(c *Context, model *BaseModel, definition_id string, load
return
}
UpdateStatus(c, "exp_model_head", exp.id, MODEL_DEFINITION_STATUS_TRANIED)
UpdateStatus(c, "exp_model_head", exp.id, MODEL_DEFINITION_STATUS_TRAINING)
layers, err := c.Db.Query("select layer_type, shape, exp_type from model_definition_layer where def_id=$1 order by layer_order asc;", definition_id)
if err != nil {
@ -949,7 +949,7 @@ func generateDefinitions(c *Context, model *BaseModel, target_accuracy int, numb
}
func CreateExpModelHead(c *Context, def_id string, range_start int, range_end int, status ModelDefinitionStatus) (id string, err error) {
rows, err := c.Db.Query("insert into exp_model_head (def_id, range_start, range_end) values ($1, $2, $3, $4) returning id", def_id, range_start, range_end, status)
rows, err := c.Db.Query("insert into exp_model_head (def_id, range_start, range_end, status) values ($1, $2, $3, $4) returning id", def_id, range_start, range_end, status)
if err != nil {
return
@ -977,6 +977,8 @@ func ExpModelHeadUpdateStatus(db *sql.DB, id string, status ModelDefinitionStatu
// This generates a definition
func generateExpandableDefinition(c *Context, model *BaseModel, target_accuracy int, number_of_classes int, complexity int) *Error {
c.Logger.Info("Generating expandable new definition for model", "id", model.Id, "complexity", complexity)
var err error = nil
failed := func() *Error {
ModelUpdateStatus(c, model.Id, FAILED_PREPARING_TRAINING)
@ -1018,10 +1020,15 @@ func generateExpandableDefinition(c *Context, model *BaseModel, target_accuracy
// Create the blocks
loop := int((math.Log(float64(model.Width)) / math.Log(float64(10))))
if loop == 0 {
loop = 1
if model.Width < 50 && model.Height < 50 {
loop = 0
}
log.Info("Size of the simple block", "loop", loop)
//loop = max(loop, 3)
for i := 0; i < loop; i++ {
err = MakeLayerExpandable(c.Db, def_id, order, LAYER_SIMPLE_BLOCK, "", 1)
order++
@ -1045,9 +1052,10 @@ func generateExpandableDefinition(c *Context, model *BaseModel, target_accuracy
order++
loop = int((math.Log(float64(number_of_classes)) / math.Log(float64(10))) / 2)
if loop == 0 {
loop = 1
}
log.Info("Size of the dense layers", "loop", loop)
// loop = max(loop, 3)
for i := 0; i < loop; i++ {
err = MakeLayer(c.Db, def_id, order, LAYER_DENSE, fmt.Sprintf("%d,1", number_of_classes*(loop-i)))
@ -1131,11 +1139,6 @@ func handleTrain(handle *Handle) {
if model_type_form == "expandable" {
model_type_id = 2
c.Logger.Warn("TODO: handle expandable")
return c.Error400(nil, "TODO: handle expandable!", w, "/models/edit.html", "train-model-card", AnyMap{
"HasData": true,
"ErrorMessage": "TODO: handle expandable!",
})
} else if model_type_form != "simple" {
return c.Error400(nil, "Invalid model type!", w, "/models/edit.html", "train-model-card", AnyMap{
"HasData": true,

1
logic/utils/handler.go
View File

@ -423,6 +423,7 @@ func (x Handle) createContext(handler *Handle, mode AnswerType, r *http.Request)
var token *string
logger := log.NewWithOptions(os.Stdout, log.Options{
ReportCaller: true,
ReportTimestamp: true,
TimeFormat: time.Kitchen,
Prefix: r.URL.Path,

47
logic/utils/utils.go
View File

@ -7,7 +7,9 @@ import (
"mime"
"net/http"
"net/url"
"reflect"
"strconv"
"strings"
"github.com/google/uuid"
)
@ -180,3 +182,48 @@ func MyParseForm(r *http.Request) (vs url.Values, err error) {
}
return
}
type Generic struct{ reflect.Type }
var NotFoundError = errors.New("Not found")
func GetDBOnce(c *Context, store interface{}, tablename string, args ...any) error {
t := reflect.TypeOf(store).Elem()
nargs := t.NumField()
query := ""
for i := 0; i < nargs; i += 1 {
query += strings.ToLower(t.Field(i).Name) + ","
}
query = query[0 : len(query)-1]
rows, err := c.Db.Query(fmt.Sprintf("select %s from %s", query, tablename), args...)
if err != nil {
return err
}
defer rows.Close()
if !rows.Next() {
return NotFoundError
}
val := reflect.ValueOf(store).Elem()
scan_args := make([]interface{}, nargs);
for i := 0; i < nargs; i++ {
valueField := val.Field(i)
scan_args[i] = valueField.Addr().Interface()
}
err = rows.Scan(scan_args...)
if err != nil {
return err
}
return nil
}