diff --git a/generate/swaggergen/g_docs.go b/generate/swaggergen/g_docs.go
index 642c263..7259a89 100644
--- a/generate/swaggergen/g_docs.go
+++ b/generate/swaggergen/g_docs.go
@@ -24,8 +24,6 @@ import (
 	"os"
 	"path"
 	"path/filepath"
-	"reflect"
-	"regexp"
 	"runtime"
 	"strconv"
 	"strings"
@@ -37,6 +35,8 @@ import (
 	"github.com/astaxie/beego/utils"
 	beeLogger "github.com/beego/bee/logger"
 	bu "github.com/beego/bee/utils"
+	"github.com/go-openapi/spec"
+	"github.com/wy-z/tspec/tspec"
 )
 
 const (
@@ -51,9 +51,35 @@ var pkgCache map[string]struct{} //pkg:controller:function:comments comments: ke
 var controllerComments map[string]string
 var importlist map[string]string
 var controllerList map[string]map[string]*swagger.Item //controllername Paths items
-var modelsList map[string]map[string]swagger.Schema
 var rootapi swagger.Swagger
-var astPkgs []*ast.Package
+
+var tparser *tspec.Parser
+var controllerPkg *ast.Package
+
+func convertSpecDefinitions(specDefs spec.Definitions) (defs map[string]swagger.Schema, err error) {
+	bytes, err := json.Marshal(specDefs)
+	if err != nil {
+		return
+	}
+	defs = make(map[string]swagger.Schema)
+	err = json.Unmarshal(bytes, &defs)
+	if err != nil {
+		return
+	}
+	return
+}
+
+func parseModel(pkg *ast.Package, typeStr string) (typeID string, err error) {
+	if pkg == nil {
+		panic("pkg can not be nil")
+	}
+	schema, err := tparser.Parse(pkg, typeStr)
+	if err != nil {
+		return
+	}
+	typeID = schema.ID
+	return
+}
 
 // refer to builtin.go
 var basicTypes = map[string]string{
@@ -80,70 +106,15 @@ var basicTypes = map[string]string{
 	"time.Time": "string:string",
 }
 
-var stdlibObject = map[string]string{
-	"&{time Time}": "time.Time",
-}
-
 func init() {
 	pkgCache = make(map[string]struct{})
 	controllerComments = make(map[string]string)
 	importlist = make(map[string]string)
 	controllerList = make(map[string]map[string]*swagger.Item)
-	modelsList = make(map[string]map[string]swagger.Schema)
-	astPkgs = make([]*ast.Package, 0)
-}
-
-func ParsePackagesFromDir(dirpath string) {
-	c := make(chan error)
-
-	go func() {
-		filepath.Walk(dirpath, func(fpath string, fileInfo os.FileInfo, err error) error {
-			if err != nil {
-				return nil
-			}
-			if !fileInfo.IsDir() {
-				return nil
-			}
-
-			// 7 is length of 'vendor' (6) + length of file path separator (1)
-			// so we skip dir 'vendor' which is directly under dirpath
-			if !(len(fpath) == len(dirpath)+7 && strings.HasSuffix(fpath, "vendor")) &&
-				!strings.Contains(fpath, "tests") &&
-				!(len(fpath) > len(dirpath) && fpath[len(dirpath)+1] == '.') {
-				err = parsePackageFromDir(fpath)
-				if err != nil {
-					// Send the error to through the channel and continue walking
-					c <- fmt.Errorf("Error while parsing directory: %s", err.Error())
-					return nil
-				}
-			}
-			return nil
-		})
-		close(c)
-	}()
-
-	for err := range c {
-		beeLogger.Log.Warnf("%s", err)
-	}
-}
-
-func parsePackageFromDir(path string) error {
-	fileSet := token.NewFileSet()
-	folderPkgs, err := parser.ParseDir(fileSet, path, func(info os.FileInfo) bool {
-		name := info.Name()
-		return !info.IsDir() && !strings.HasPrefix(name, ".") && strings.HasSuffix(name, ".go")
-	}, parser.ParseComments)
-	if err != nil {
-		return err
-	}
-
-	for _, v := range folderPkgs {
-		astPkgs = append(astPkgs, v)
-	}
-
-	return nil
+	tparser = tspec.NewParser()
 }
 
+// GenerateDocs ...
 func GenerateDocs(curpath string) {
 	fset := token.NewFileSet()
 
@@ -307,6 +278,12 @@ func GenerateDocs(curpath string) {
 			}
 		}
 	}
+	defs, err := convertSpecDefinitions(tparser.Definitions())
+	if err != nil {
+		panic(err)
+	}
+	rootapi.Definitions = defs
+
 	os.Mkdir(path.Join(curpath, "swagger"), 0755)
 	fd, err := os.Create(path.Join(curpath, "swagger", "swagger.json"))
 	if err != nil {
@@ -442,6 +419,10 @@ func analyseControllerPkg(vendorPath, localName, pkgpath string) {
 		beeLogger.Log.Fatalf("Error while parsing dir at '%s': %s", pkgpath, err)
 	}
 	for _, pkg := range astPkgs {
+		if pkg.Name == "controllers" {
+			controllerPkg = pkg
+		}
+
 		for _, fl := range pkg.Files {
 			for _, d := range fl.Decls {
 				switch specDecl := d.(type) {
@@ -557,13 +538,11 @@ func parserComments(f *ast.FuncDecl, controllerName, pkgpath string) error {
 						schema.Type = typeFormat[0]
 						schema.Format = typeFormat[1]
 					} else {
-						m, mod, realTypes := getModel(schemaName)
-						schema.Ref = "#/definitions/" + m
-						if _, ok := modelsList[pkgpath+controllerName]; !ok {
-							modelsList[pkgpath+controllerName] = make(map[string]swagger.Schema)
+						typeID, err := parseModel(controllerPkg, schemaName)
+						if err != nil {
+							beeLogger.Log.Fatalf("failed to parse model %s: %s", schemaName, err)
 						}
-						modelsList[pkgpath+controllerName][schemaName] = mod
-						appendModels(pkgpath, controllerName, realTypes)
+						schema.Ref = "#/definitions/" + typeID
 					}
 					if isArray {
 						rs.Schema = &swagger.Schema{
@@ -613,15 +592,13 @@ func parserComments(f *ast.FuncDecl, controllerName, pkgpath string) error {
 				pp := strings.Split(p[2], ".")
 				typ := pp[len(pp)-1]
 				if len(pp) >= 2 {
-					m, mod, realTypes := getModel(p[2])
+					typeID, err := parseModel(controllerPkg, p[2])
+					if err != nil {
+						beeLogger.Log.Fatalf("failed to parse model %s: %s", p[2], err)
+					}
 					para.Schema = &swagger.Schema{
-						Ref: "#/definitions/" + m,
+						Ref: "#/definitions/" + typeID,
 					}
-					if _, ok := modelsList[pkgpath+controllerName]; !ok {
-						modelsList[pkgpath+controllerName] = make(map[string]swagger.Schema)
-					}
-					modelsList[pkgpath+controllerName][typ] = mod
-					appendModels(pkgpath, controllerName, realTypes)
 				} else {
 					if typ == "auto" {
 						typ = paramType
@@ -754,15 +731,13 @@ func setParamType(para *swagger.Parameter, typ string, pkgpath, controllerName s
 		paraType = typeFormat[0]
 		paraFormat = typeFormat[1]
 	} else {
-		m, mod, realTypes := getModel(typ)
+		typeID, err := parseModel(controllerPkg, typ)
+		if err != nil {
+			beeLogger.Log.Fatalf("failed to parse model %s: %s", typ, err)
+		}
 		para.Schema = &swagger.Schema{
-			Ref: "#/definitions/" + m,
+			Ref: "#/definitions/" + typeID,
 		}
-		if _, ok := modelsList[pkgpath+controllerName]; !ok {
-			modelsList[pkgpath+controllerName] = make(map[string]swagger.Schema)
-		}
-		modelsList[pkgpath+controllerName][typ] = mod
-		appendModels(pkgpath, controllerName, realTypes)
 	}
 	if isArray {
 		para.Type = "array"
@@ -857,227 +832,6 @@ func getparams(str string) []string {
 	return r
 }
 
-func getModel(str string) (objectname string, m swagger.Schema, realTypes []string) {
-	strs := strings.Split(str, ".")
-	objectname = strs[len(strs)-1]
-	packageName := ""
-	m.Type = "object"
-	for _, pkg := range astPkgs {
-		if strs[0] == pkg.Name {
-			for _, fl := range pkg.Files {
-				for k, d := range fl.Scope.Objects {
-					if d.Kind == ast.Typ {
-						if k != objectname {
-							continue
-						}
-						packageName = pkg.Name
-						parseObject(d, k, &m, &realTypes, astPkgs, pkg.Name)
-					}
-				}
-			}
-		}
-	}
-	if m.Title == "" {
-		beeLogger.Log.Warnf("Cannot find the object: %s", str)
-		// TODO remove when all type have been supported
-		//os.Exit(1)
-	}
-	if len(rootapi.Definitions) == 0 {
-		rootapi.Definitions = make(map[string]swagger.Schema)
-	}
-	objectname = packageName + "." + objectname
-	rootapi.Definitions[objectname] = m
-	return
-}
-
-func parseObject(d *ast.Object, k string, m *swagger.Schema, realTypes *[]string, astPkgs []*ast.Package, packageName string) {
-	ts, ok := d.Decl.(*ast.TypeSpec)
-	if !ok {
-		beeLogger.Log.Fatalf("Unknown type without TypeSec: %v\n", d)
-	}
-	// TODO support other types, such as `ArrayType`, `MapType`, `InterfaceType` etc...
-	st, ok := ts.Type.(*ast.StructType)
-	if !ok {
-		return
-	}
-	m.Title = k
-	if st.Fields.List != nil {
-		m.Properties = make(map[string]swagger.Propertie)
-		for _, field := range st.Fields.List {
-			isSlice, realType, sType := typeAnalyser(field)
-			if (isSlice && isBasicType(realType)) || sType == "object" {
-				if len(strings.Split(realType, " ")) > 1 {
-					realType = strings.Replace(realType, " ", ".", -1)
-					realType = strings.Replace(realType, "&", "", -1)
-					realType = strings.Replace(realType, "{", "", -1)
-					realType = strings.Replace(realType, "}", "", -1)
-				} else {
-					realType = packageName + "." + realType
-				}
-			}
-			*realTypes = append(*realTypes, realType)
-			mp := swagger.Propertie{}
-			if isSlice {
-				mp.Type = "array"
-				if isBasicType(strings.Replace(realType, "[]", "", -1)) {
-					typeFormat := strings.Split(sType, ":")
-					mp.Items = &swagger.Propertie{
-						Type:   typeFormat[0],
-						Format: typeFormat[1],
-					}
-				} else {
-					mp.Items = &swagger.Propertie{
-						Ref: "#/definitions/" + realType,
-					}
-				}
-			} else {
-				if sType == "object" {
-					mp.Ref = "#/definitions/" + realType
-				} else if isBasicType(realType) {
-					typeFormat := strings.Split(sType, ":")
-					mp.Type = typeFormat[0]
-					mp.Format = typeFormat[1]
-				} else if realType == "map" {
-					typeFormat := strings.Split(sType, ":")
-					mp.AdditionalProperties = &swagger.Propertie{
-						Type:   typeFormat[0],
-						Format: typeFormat[1],
-					}
-				}
-			}
-			if field.Names != nil {
-
-				// set property name as field name
-				var name = field.Names[0].Name
-
-				// if no tag skip tag processing
-				if field.Tag == nil {
-					m.Properties[name] = mp
-					continue
-				}
-
-				var tagValues []string
-
-				stag := reflect.StructTag(strings.Trim(field.Tag.Value, "`"))
-
-				defaultValue := stag.Get("doc")
-				if defaultValue != "" {
-					r, _ := regexp.Compile(`default\((.*)\)`)
-					if r.MatchString(defaultValue) {
-						res := r.FindStringSubmatch(defaultValue)
-						mp.Default = str2RealType(res[1], realType)
-
-					} else {
-						beeLogger.Log.Warnf("Invalid default value: %s", defaultValue)
-					}
-				}
-
-				tag := stag.Get("json")
-
-				if tag != "" {
-					tagValues = strings.Split(tag, ",")
-				}
-
-				// dont add property if json tag first value is "-"
-				if len(tagValues) == 0 || tagValues[0] != "-" {
-
-					// set property name to the left most json tag value only if is not omitempty
-					if len(tagValues) > 0 && tagValues[0] != "omitempty" {
-						name = tagValues[0]
-					}
-
-					if thrifttag := stag.Get("thrift"); thrifttag != "" {
-						ts := strings.Split(thrifttag, ",")
-						if ts[0] != "" {
-							name = ts[0]
-						}
-					}
-					if required := stag.Get("required"); required != "" {
-						m.Required = append(m.Required, name)
-					}
-					if desc := stag.Get("description"); desc != "" {
-						mp.Description = desc
-					}
-
-					m.Properties[name] = mp
-				}
-				if ignore := stag.Get("ignore"); ignore != "" {
-					continue
-				}
-			} else {
-				for _, pkg := range astPkgs {
-					for _, fl := range pkg.Files {
-						for nameOfObj, obj := range fl.Scope.Objects {
-							if obj.Name == fmt.Sprint(field.Type) {
-								parseObject(obj, nameOfObj, m, realTypes, astPkgs, pkg.Name)
-							}
-						}
-					}
-				}
-			}
-		}
-	}
-}
-
-func typeAnalyser(f *ast.Field) (isSlice bool, realType, swaggerType string) {
-	if arr, ok := f.Type.(*ast.ArrayType); ok {
-		if isBasicType(fmt.Sprint(arr.Elt)) {
-			return true, fmt.Sprintf("[]%v", arr.Elt), basicTypes[fmt.Sprint(arr.Elt)]
-		}
-		if mp, ok := arr.Elt.(*ast.MapType); ok {
-			return false, fmt.Sprintf("map[%v][%v]", mp.Key, mp.Value), "object"
-		}
-		if star, ok := arr.Elt.(*ast.StarExpr); ok {
-			return true, fmt.Sprint(star.X), "object"
-		}
-		return true, fmt.Sprint(arr.Elt), "object"
-	}
-	switch t := f.Type.(type) {
-	case *ast.StarExpr:
-		basicType := fmt.Sprint(t.X)
-		if k, ok := basicTypes[basicType]; ok {
-			return false, basicType, k
-		}
-		return false, basicType, "object"
-	case *ast.MapType:
-		val := fmt.Sprintf("%v", t.Value)
-		if isBasicType(val) {
-			return false, "map", basicTypes[val]
-		}
-		return false, val, "object"
-	}
-	basicType := fmt.Sprint(f.Type)
-	if object, isStdLibObject := stdlibObject[basicType]; isStdLibObject {
-		basicType = object
-	}
-	if k, ok := basicTypes[basicType]; ok {
-		return false, basicType, k
-	}
-	return false, basicType, "object"
-}
-
-func isBasicType(Type string) bool {
-	if _, ok := basicTypes[Type]; ok {
-		return true
-	}
-	return false
-}
-
-// append models
-func appendModels(pkgpath, controllerName string, realTypes []string) {
-	for _, realType := range realTypes {
-		if realType != "" && !isBasicType(strings.TrimLeft(realType, "[]")) &&
-			!strings.HasPrefix(realType, "map") && !strings.HasPrefix(realType, "&") {
-			if _, ok := modelsList[pkgpath+controllerName][realType]; ok {
-				continue
-			}
-			_, mod, newRealTypes := getModel(realType)
-			modelsList[pkgpath+controllerName][realType] = mod
-			appendModels(pkgpath, controllerName, newRealTypes)
-		}
-	}
-}
-
 func getSecurity(t string) (security map[string][]string) {
 	security = make(map[string][]string)
 	p := getparams(strings.TrimSpace(t[len("@Security"):]))
diff --git a/main.go b/main.go
index beccb06..ce4fbaf 100644
--- a/main.go
+++ b/main.go
@@ -21,13 +21,10 @@ import (
 	"github.com/beego/bee/cmd"
 	"github.com/beego/bee/cmd/commands"
 	"github.com/beego/bee/config"
-	"github.com/beego/bee/generate/swaggergen"
 	"github.com/beego/bee/utils"
 )
 
 func main() {
-	currentpath, _ := os.Getwd()
-
 	flag.Usage = cmd.Usage
 	flag.Parse()
 	log.SetFlags(0)
@@ -61,12 +58,6 @@ func main() {
 
 			config.LoadConfig()
 
-			// Check if current directory is inside the GOPATH,
-			// if so parse the packages inside it.
-			if utils.IsInGOPATH(currentpath) && cmd.IfGenerateDocs(c.Name(), args) {
-				swaggergen.ParsePackagesFromDir(currentpath)
-			}
-
 			os.Exit(c.Run(c, args))
 			return
 		}