diff --git a/association.go b/association.go
index 027f327e..a889157b 100644
--- a/association.go
+++ b/association.go
@@ -1,6 +1,7 @@
 package gorm
 
 import (
+	"errors"
 	"fmt"
 	"reflect"
 
@@ -34,16 +35,119 @@ func (db *DB) Association(column string) *Association {
 
 func (association *Association) Find(out interface{}, conds ...interface{}) error {
 	if association.Error == nil {
+		var (
+			tx         = association.DB
+			queryConds = association.Relationship.ToQueryConditions(tx.Statement.ReflectValue)
+		)
+
+		if association.Relationship.JoinTable != nil {
+			for _, queryClause := range association.Relationship.JoinTable.QueryClauses {
+				tx.Clauses(queryClause)
+			}
+
+			tx.Clauses(clause.From{Joins: []clause.Join{{
+				Table: clause.Table{Name: association.Relationship.JoinTable.Table},
+				ON:    clause.Where{Exprs: queryConds},
+			}}})
+		} else {
+			tx.Clauses(clause.Where{Exprs: queryConds})
+		}
+
+		association.Error = tx.Find(out, conds...).Error
 	}
 
 	return association.Error
 }
 
 func (association *Association) Append(values ...interface{}) error {
+	if association.Error == nil {
+		switch association.Relationship.Type {
+		case schema.HasOne, schema.BelongsTo:
+			if len(values) > 0 {
+				association.Error = association.Replace(values...)
+			}
+		default:
+			association.saveAssociation(false, values...)
+		}
+	}
+
 	return association.Error
 }
 
 func (association *Association) Replace(values ...interface{}) error {
+	if association.Error == nil {
+		association.saveAssociation(true, values...)
+		reflectValue := association.DB.Statement.ReflectValue
+		rel := association.Relationship
+
+		switch rel.Type {
+		case schema.HasOne, schema.HasMany:
+			var (
+				primaryFields []*schema.Field
+				foreignKeys   []string
+				updateMap     = map[string]interface{}{}
+				modelValue    = reflect.New(rel.FieldSchema.ModelType).Interface()
+			)
+
+			for _, ref := range rel.References {
+				if ref.OwnPrimaryKey {
+					primaryFields = append(primaryFields, ref.PrimaryKey)
+				} else {
+					foreignKeys = append(foreignKeys, ref.ForeignKey.DBName)
+					updateMap[ref.ForeignKey.DBName] = nil
+				}
+			}
+
+			_, values := schema.GetIdentityFieldValuesMap(reflectValue, primaryFields)
+			column, queryValues := schema.ToQueryValues(foreignKeys, values)
+			association.DB.Model(modelValue).Where(clause.IN{Column: column, Values: queryValues}).UpdateColumns(updateMap)
+		case schema.Many2Many:
+			var primaryFields, relPrimaryFields []*schema.Field
+			var foreignKeys, relForeignKeys []string
+			modelValue := reflect.New(rel.JoinTable.ModelType).Interface()
+			conds := []clause.Expression{}
+
+			for _, ref := range rel.References {
+				if ref.OwnPrimaryKey {
+					primaryFields = append(primaryFields, ref.PrimaryKey)
+					foreignKeys = append(foreignKeys, ref.ForeignKey.DBName)
+				} else if ref.PrimaryValue != "" {
+					conds = append(conds, clause.Eq{
+						Column: clause.Column{Table: rel.JoinTable.Table, Name: ref.ForeignKey.DBName},
+						Value:  ref.PrimaryValue,
+					})
+				} else {
+					relPrimaryFields = append(relPrimaryFields, ref.PrimaryKey)
+					relForeignKeys = append(relForeignKeys, ref.ForeignKey.DBName)
+				}
+			}
+
+			generateConds := func(rv reflect.Value) {
+				_, values := schema.GetIdentityFieldValuesMap(rv, primaryFields)
+				column, queryValues := schema.ToQueryValues(foreignKeys, values)
+
+				relValue := rel.Field.ReflectValueOf(rv)
+				_, relValues := schema.GetIdentityFieldValuesMap(relValue, relPrimaryFields)
+				relColumn, relQueryValues := schema.ToQueryValues(relForeignKeys, relValues)
+
+				conds = append(conds, clause.And(
+					clause.IN{Column: column, Values: queryValues},
+					clause.Not(clause.IN{Column: relColumn, Values: relQueryValues}),
+				))
+			}
+
+			switch reflectValue.Kind() {
+			case reflect.Struct:
+				generateConds(reflectValue)
+			case reflect.Slice, reflect.Array:
+				for i := 0; i < reflectValue.Len(); i++ {
+					generateConds(reflectValue.Index(i))
+				}
+			}
+
+			association.DB.Where(conds).Delete(modelValue)
+		}
+	}
 	return association.Error
 }
 
@@ -78,7 +182,7 @@ func (association *Association) Delete(values ...interface{}) error {
 		column, values := schema.ToQueryValues(foreignKeys, relQueryValues)
 		tx.Where(clause.IN{Column: column, Values: values})
 
-		switch association.Relationship.Type {
+		switch rel.Type {
 		case schema.HasOne, schema.HasMany:
 			modelValue := reflect.New(rel.FieldSchema.ModelType).Interface()
 			tx.Model(modelValue).Clauses(clause.Where{Exprs: conds}).UpdateColumns(updateAttrs)
@@ -164,3 +268,95 @@ func (association *Association) Count() (count int) {
 
 	return
 }
+
+func (association *Association) saveAssociation(clear bool, values ...interface{}) {
+	reflectValue := association.DB.Statement.ReflectValue
+
+	appendToRelations := func(source, rv reflect.Value, clear bool) {
+		switch association.Relationship.Type {
+		case schema.HasOne, schema.BelongsTo:
+			switch rv.Kind() {
+			case reflect.Slice, reflect.Array:
+				if rv.Len() > 0 {
+					association.Error = association.Relationship.Field.Set(source, rv.Index(0))
+				}
+			case reflect.Struct:
+				association.Error = association.Relationship.Field.Set(source, rv)
+			}
+		case schema.HasMany, schema.Many2Many:
+			elemType := association.Relationship.Field.IndirectFieldType.Elem()
+			fieldValue := reflect.Indirect(association.Relationship.Field.ReflectValueOf(reflectValue))
+			if clear {
+				fieldValue = reflect.New(association.Relationship.Field.IndirectFieldType)
+			}
+
+			appendToFieldValues := func(ev reflect.Value) {
+				if ev.Type().AssignableTo(elemType) {
+					fieldValue = reflect.Append(fieldValue, ev)
+				} else if ev.Type().Elem().AssignableTo(elemType) {
+					fieldValue = reflect.Append(fieldValue, ev.Elem())
+				} else {
+					association.Error = fmt.Errorf("unsupported data type: %v for relation %v", ev.Type(), association.Relationship.Name)
+				}
+			}
+
+			switch rv.Kind() {
+			case reflect.Slice, reflect.Array:
+				for i := 0; i < rv.Len(); i++ {
+					appendToFieldValues(reflect.Indirect(rv.Index(i)))
+				}
+			case reflect.Struct:
+				appendToFieldValues(rv)
+			}
+
+			if association.Error == nil {
+				association.Error = association.Relationship.Field.Set(source, fieldValue)
+			}
+		}
+	}
+
+	selectedColumns := []string{association.Relationship.Name}
+	hasZero := false
+	for _, ref := range association.Relationship.References {
+		if !ref.OwnPrimaryKey {
+			selectedColumns = append(selectedColumns, ref.ForeignKey.Name)
+		}
+	}
+
+	switch reflectValue.Kind() {
+	case reflect.Slice, reflect.Array:
+		if len(values) != reflectValue.Len() {
+			if clear && len(values) == 0 {
+				for i := 0; i < reflectValue.Len(); i++ {
+					association.Relationship.Field.Set(reflectValue.Index(i), reflect.New(association.Relationship.Field.IndirectFieldType))
+				}
+				break
+			}
+			association.Error = errors.New("invalid association values, length doesn't match")
+		}
+
+		for i := 0; i < reflectValue.Len(); i++ {
+			appendToRelations(reflectValue.Index(i), reflect.Indirect(reflect.ValueOf(values[i])), clear)
+
+			if !hasZero {
+				_, hasZero = association.DB.Statement.Schema.PrioritizedPrimaryField.ValueOf(reflectValue.Index(i))
+			}
+		}
+	case reflect.Struct:
+		if clear && len(values) == 0 {
+			association.Relationship.Field.Set(reflectValue, reflect.New(association.Relationship.Field.IndirectFieldType))
+		}
+
+		for idx, value := range values {
+			appendToRelations(reflectValue, reflect.Indirect(reflect.ValueOf(value)), clear && idx == 0)
+		}
+
+		_, hasZero = association.DB.Statement.Schema.PrioritizedPrimaryField.ValueOf(reflectValue)
+	}
+
+	if hasZero {
+		association.DB.Save(reflectValue.Interface())
+	} else {
+		association.DB.Select(selectedColumns).Save(reflectValue.Interface())
+	}
+}
diff --git a/callbacks/associations.go b/callbacks/associations.go
index df19d5f5..a0c296e3 100644
--- a/callbacks/associations.go
+++ b/callbacks/associations.go
@@ -28,7 +28,7 @@ func SaveBeforeAssociations(db *gorm.DB) {
 			}
 
 			switch db.Statement.ReflectValue.Kind() {
-			case reflect.Slice:
+			case reflect.Slice, reflect.Array:
 				var (
 					objs      []reflect.Value
 					fieldType = rel.Field.FieldType
@@ -92,7 +92,7 @@ func SaveAfterAssociations(db *gorm.DB) {
 			}
 
 			switch db.Statement.ReflectValue.Kind() {
-			case reflect.Slice:
+			case reflect.Slice, reflect.Array:
 				var (
 					fieldType = rel.Field.FieldType
 					isPtr     = fieldType.Kind() == reflect.Ptr
@@ -193,7 +193,7 @@ func SaveAfterAssociations(db *gorm.DB) {
 			}
 
 			switch db.Statement.ReflectValue.Kind() {
-			case reflect.Slice:
+			case reflect.Slice, reflect.Array:
 				for i := 0; i < db.Statement.ReflectValue.Len(); i++ {
 					appendToElems(db.Statement.ReflectValue.Index(i))
 				}
@@ -260,7 +260,7 @@ func SaveAfterAssociations(db *gorm.DB) {
 			}
 
 			switch db.Statement.ReflectValue.Kind() {
-			case reflect.Slice:
+			case reflect.Slice, reflect.Array:
 				for i := 0; i < db.Statement.ReflectValue.Len(); i++ {
 					appendToElems(db.Statement.ReflectValue.Index(i))
 				}