diff --git a/callbacks/preload.go b/callbacks/preload.go
index c8dcd05e..112f67f7 100644
--- a/callbacks/preload.go
+++ b/callbacks/preload.go
@@ -1,9 +1,196 @@
 package callbacks
 
 import (
+	"reflect"
+
 	"github.com/jinzhu/gorm"
+	"github.com/jinzhu/gorm/clause"
 	"github.com/jinzhu/gorm/schema"
+	"github.com/jinzhu/gorm/utils"
 )
 
-func preload(db *gorm.DB, preloadFields []string, rel *schema.Relationship) {
+// getRelationsValue get relations's value from a reflect value
+func getRelationsValue(reflectValue reflect.Value, rels []*schema.Relationship) (reflectResults reflect.Value) {
+	for _, rel := range rels {
+		reflectResults = reflect.MakeSlice(reflect.SliceOf(rel.FieldSchema.ModelType), 0, 0)
+
+		appendToResults := func(value reflect.Value) {
+			if _, isZero := rel.Field.ValueOf(value); !isZero {
+				result := reflect.Indirect(rel.Field.ReflectValueOf(value))
+				switch result.Kind() {
+				case reflect.Struct:
+					reflectResults = reflect.Append(reflectResults, result)
+				case reflect.Slice, reflect.Array:
+					for i := 0; i < value.Len(); i++ {
+						reflectResults = reflect.Append(reflectResults, reflect.Indirect(value.Index(i)))
+					}
+				}
+			}
+		}
+
+		switch reflectValue.Kind() {
+		case reflect.Struct:
+			appendToResults(reflectValue)
+		case reflect.Slice:
+			for i := 0; i < reflectValue.Len(); i++ {
+				appendToResults(reflectValue.Index(i))
+			}
+		}
+
+		reflectValue = reflectResults
+	}
+
+	return
+}
+
+func getIdentityFieldValuesMap(reflectValue reflect.Value, fields []*schema.Field) (map[string][]reflect.Value, [][]interface{}) {
+	var (
+		fieldValues = make([]reflect.Value, len(fields))
+		results     = [][]interface{}{}
+		dataResults = map[string][]reflect.Value{}
+	)
+
+	switch reflectValue.Kind() {
+	case reflect.Struct:
+		results = [][]interface{}{make([]interface{}, len(fields))}
+
+		for idx, field := range fields {
+			fieldValues[idx] = field.ReflectValueOf(reflectValue)
+			results[0][idx] = fieldValues[idx].Interface()
+		}
+
+		dataResults[utils.ToStringKey(fieldValues...)] = []reflect.Value{reflectValue}
+	case reflect.Slice, reflect.Array:
+		for i := 0; i < reflectValue.Len(); i++ {
+			for idx, field := range fields {
+				fieldValues[idx] = field.ReflectValueOf(reflectValue.Index(i))
+			}
+
+			dataKey := utils.ToStringKey(fieldValues...)
+			if _, ok := dataResults[dataKey]; !ok {
+				result := make([]interface{}, len(fieldValues))
+				for idx, fieldValue := range fieldValues {
+					result[idx] = fieldValue.Interface()
+				}
+				results = append(results, result)
+
+				dataResults[dataKey] = []reflect.Value{reflectValue.Index(i)}
+			} else {
+				dataResults[dataKey] = append(dataResults[dataKey], reflectValue.Index(i))
+			}
+		}
+	}
+
+	return dataResults, results
+}
+
+func preloadData(tx *gorm.DB, resultSchema *schema.Schema, foreignKeys []string, foreignValues [][]interface{}) reflect.Value {
+	results := reflect.MakeSlice(reflect.SliceOf(resultSchema.ModelType), 0, 0)
+	queryValues := make([]interface{}, len(foreignValues))
+	if len(foreignKeys) == 1 {
+		for idx, r := range foreignValues {
+			queryValues[idx] = r[0]
+		}
+		tx.Where(clause.IN{Column: foreignKeys[0], Values: queryValues}).Find(results.Addr().Interface())
+	} else {
+		for idx, r := range foreignValues {
+			queryValues[idx] = r
+		}
+		tx.Where(clause.IN{Column: foreignKeys, Values: queryValues}).Find(results.Addr().Interface())
+	}
+
+	return results
+}
+
+func preload(tx *gorm.DB, rels []*schema.Relationship, conds []interface{}) {
+	var (
+		reflectValue     = tx.Statement.ReflectValue
+		rel              = rels[len(rels)-1]
+		relForeignKeys   []string
+		relForeignFields []*schema.Field
+		foreignFields    []*schema.Field
+		foreignValues    [][]interface{}
+		identityMap      = map[string][]reflect.Value{}
+	)
+
+	if len(rels) > 1 {
+		reflectValue = getRelationsValue(reflectValue, rels[:len(rels)])
+	}
+
+	if rel.JoinTable != nil {
+		var joinForeignFields, joinRelForeignFields []*schema.Field
+		var joinForeignKeys []string
+		for _, ref := range rel.References {
+			if ref.OwnPrimaryKey {
+				joinForeignKeys = append(joinForeignKeys, ref.ForeignKey.DBName)
+				joinForeignFields = append(joinForeignFields, ref.ForeignKey)
+				foreignFields = append(foreignFields, ref.PrimaryKey)
+			} else if ref.PrimaryValue != "" {
+				tx.Where(clause.Eq{Column: ref.ForeignKey.DBName, Value: ref.PrimaryValue})
+			} else {
+				joinRelForeignFields = append(joinRelForeignFields, ref.ForeignKey)
+				relForeignKeys = append(relForeignKeys, ref.PrimaryKey.DBName)
+				relForeignFields = append(relForeignFields, ref.PrimaryKey)
+			}
+		}
+
+		joinIdentityMap, joinForeignValues := getIdentityFieldValuesMap(reflectValue, joinForeignFields)
+		joinResults := preloadData(tx, rel.JoinTable, joinForeignKeys, joinForeignValues)
+
+		// convert join identity map to relation identity map
+		fieldValues := make([]reflect.Value, len(foreignFields))
+		joinFieldValues := make([]reflect.Value, len(joinForeignFields))
+		for i := 0; i < joinResults.Len(); i++ {
+			for idx, field := range foreignFields {
+				fieldValues[idx] = field.ReflectValueOf(joinResults.Index(i))
+			}
+
+			for idx, field := range joinForeignFields {
+				joinFieldValues[idx] = field.ReflectValueOf(joinResults.Index(i))
+			}
+
+			if results, ok := joinIdentityMap[utils.ToStringKey(fieldValues...)]; ok {
+				identityMap[utils.ToStringKey(joinFieldValues...)] = results
+			}
+		}
+
+		_, foreignValues = getIdentityFieldValuesMap(joinResults, joinRelForeignFields)
+	} else {
+		for _, ref := range rel.References {
+			if ref.OwnPrimaryKey {
+				relForeignKeys = append(relForeignKeys, ref.ForeignKey.DBName)
+				relForeignFields = append(relForeignFields, ref.ForeignKey)
+				foreignFields = append(foreignFields, ref.PrimaryKey)
+			} else if ref.PrimaryValue != "" {
+				tx.Where(clause.Eq{Column: ref.ForeignKey.DBName, Value: ref.PrimaryValue})
+			} else {
+				relForeignKeys = append(relForeignKeys, ref.PrimaryKey.DBName)
+				relForeignFields = append(relForeignFields, ref.PrimaryKey)
+				foreignFields = append(foreignFields, ref.ForeignKey)
+			}
+		}
+
+		identityMap, foreignValues = getIdentityFieldValuesMap(reflectValue, foreignFields)
+	}
+
+	reflectResults := preloadData(tx, rel.FieldSchema, relForeignKeys, foreignValues)
+
+	fieldValues := make([]reflect.Value, len(foreignFields))
+	for i := 0; i < reflectResults.Len(); i++ {
+		for idx, field := range foreignFields {
+			fieldValues[idx] = field.ReflectValueOf(reflectResults.Index(i))
+		}
+
+		for _, data := range identityMap[utils.ToStringKey(fieldValues...)] {
+			reflectFieldValue := reflect.Indirect(rel.Field.ReflectValueOf(data))
+			switch reflectFieldValue.Kind() {
+			case reflect.Struct:
+				elem := reflectResults.Index(i).Convert(reflectFieldValue.Type().Elem())
+				rel.Field.Set(data, elem.Interface())
+			case reflect.Slice, reflect.Array:
+				elem := reflectResults.Index(i).Convert(reflectFieldValue.Type().Elem())
+				rel.Field.Set(data, reflect.Append(reflectFieldValue, elem).Interface())
+			}
+		}
+	}
 }
diff --git a/callbacks/query.go b/callbacks/query.go
index ca9e84a9..2c187868 100644
--- a/callbacks/query.go
+++ b/callbacks/query.go
@@ -25,6 +25,7 @@ func Query(db *gorm.DB) {
 			}
 		}
 
+		// inline joins
 		if len(db.Statement.Joins) != 0 {
 			joins := []clause.Join{}
 
@@ -101,7 +102,6 @@ func Query(db *gorm.DB) {
 func Preload(db *gorm.DB) {
 	if len(db.Statement.Preloads) > 0 {
 		preloadMap := map[string][]string{}
-
 		for name := range db.Statement.Preloads {
 			preloadFields := strings.Split(name, ".")
 			for idx := range preloadFields {
@@ -118,27 +118,22 @@ func Preload(db *gorm.DB) {
 		sort.Strings(preloadNames)
 
 		for _, name := range preloadNames {
-			curSchema := db.Statement.Schema
-			preloadFields := preloadMap[name]
+			var (
+				curSchema     = db.Statement.Schema
+				preloadFields = preloadMap[name]
+				rels          = make([]*schema.Relationship, len(preloadFields))
+			)
 
 			for idx, preloadField := range preloadFields {
 				if rel := curSchema.Relationships.Relations[preloadField]; rel != nil {
-					if idx == len(preloadFields)-1 {
-						conds := db.Statement.Preloads[strings.Join(preloadFields[:idx+1], ".")]
-
-						switch rel.Type {
-						case schema.HasOne:
-						case schema.HasMany:
-						case schema.BelongsTo:
-						case schema.Many2Many:
-						}
-					} else {
-						curSchema = rel.FieldSchema
-					}
+					rels[idx] = rel
+					curSchema = rel.FieldSchema
 				} else {
 					db.AddError(fmt.Errorf("%v: %w", name, gorm.ErrUnsupportedRelation))
 				}
 			}
+
+			preload(db.Session(&gorm.Session{}), rels, db.Statement.Preloads[name])
 		}
 	}
 }
diff --git a/statement.go b/statement.go
index 3f2ceca3..f3090eb7 100644
--- a/statement.go
+++ b/statement.go
@@ -95,6 +95,15 @@ func (stmt Statement) QuoteTo(writer clause.Writer, field interface{}) {
 		}
 	case string:
 		stmt.DB.Dialector.QuoteTo(writer, v)
+	case []string:
+		writer.WriteByte('(')
+		for idx, d := range v {
+			if idx != 0 {
+				writer.WriteString(",")
+			}
+			stmt.DB.Dialector.QuoteTo(writer, d)
+		}
+		writer.WriteByte(')')
 	default:
 		stmt.DB.Dialector.QuoteTo(writer, fmt.Sprint(field))
 	}
diff --git a/utils/utils.go b/utils/utils.go
index 8dd500a5..f3dedec2 100644
--- a/utils/utils.go
+++ b/utils/utils.go
@@ -5,6 +5,7 @@ import (
 	"reflect"
 	"regexp"
 	"runtime"
+	"strconv"
 	"strings"
 	"unicode"
 )
@@ -38,3 +39,24 @@ func CheckTruth(val interface{}) bool {
 
 	return !reflect.ValueOf(val).IsZero()
 }
+
+func ToStringKey(values ...reflect.Value) string {
+	results := make([]string, len(values))
+
+	for idx, value := range values {
+		rv := reflect.Indirect(value).Interface()
+
+		switch v := rv.(type) {
+		case string:
+			results[idx] = v
+		case []byte:
+			results[idx] = string(v)
+		case uint:
+			results[idx] = strconv.FormatUint(uint64(v), 10)
+		default:
+			results[idx] = fmt.Sprint(v)
+		}
+	}
+
+	return strings.Join(results, "_")
+}