feat: support alternative indices and default value

README.md

@@ -203,13 +203,20 @@ schema:
             index: 1
           - name: gender
             type: string
+            defaultValue: "male"
           - name: phone
             type: string
             nullable: true
-          - name: wechat
+          - name: email
             type: string
             nullable: true
             nullValue: "__NULL__"
+          - name: address
+            type: string
+            nullable: true
+            alternativeIndices:
+              - 7
+              - 8
 ```
 
 ##### `schema.vertex.vid`
@@ -233,7 +240,9 @@ Each tag contains the following two properties:
   * `type`: **Optional**. The property type, currently  `bool`, `int`, `float`, `double`, `string`, `time`, `timestamp`, `date`, `datetime`, `geography`, `geography(point)`, `geography(linestring)` and `geography(polygon)` are supported.
   * `index`: **Optional**. The column number in the CSV file.
   * `nullable`: **Optional**. Whether this prop property can be `NULL`, optional values is `true` or `false`, default `false`.
-  * `nullValue`: **Optional**. If `nullable` is set to `true`, the property will be set to `NULL` when the value is equal to `nullValue`, default `""`.
+  * `nullValue`: **Optional**. Ignored when `nullable` is `false`. The property is set to `NULL` when the value is equal to `nullValue`, default `""`.
+  * `alternativeIndices`: **Optional**. Ignored when `nullable` is `false`. The property is fetched from csv according to the indices in order until not equal to `nullValue`.
+  * `defaultValue`: **Optional**. Ignored when `nullable` is `false`. The property default value, when all the values obtained by `index` and `alternativeIndices` are `nullValue`.
 
 > **NOTE**: The properties in the preceding `prop` parameter must be sorted in the **same** way as in the CSV data file.
 

README_zh-CN.md

@@ -177,6 +177,20 @@ schema:
             index: 1
           - name: gender
             type: string
+            defaultValue: "male"
+          - name: phone
+            type: string
+            nullable: true
+          - name: email
+            type: string
+            nullable: true
+            nullValue: "__NULL__"
+          - name: address
+            type: string
+            nullable: true
+            alternativeIndices:
+              - 7
+              - 8
 ```
 
 ##### `schema.vertex.vid`
@@ -199,7 +213,9 @@ schema:
   - `type`：**必填**。属性类型，目前支持 `bool`、`int`、`float`、`double`、`timestamp`、`string`、`geography`、`geography(point)`、`geography(linestring)`和`geography(polygon)` 几种类型。
   - `index`：**可选**。在 CSV 文件中的列标。
   - `nullable`：**可选**。此属性是否可以为 `NULL`，可选 `true` 或者 `false`，默认值为 `false` 。
-  - `nullValue`：**可选**。如果 `nullable` 设置为 `true`，则当值等于 `nullValue` 的时候属性将被设置为 `NULL` ，默认值为 `""`。
+  - `nullValue`：**可选**。当 `nullable` 为 `false` 时被忽略。当值等于 `nullValue` 的时候属性将被设置为 `NULL` ，默认值为 `""`。
+  - `alternativeIndices`: **可选**。当 `nullable` 为 `false` 时被忽略。该属性根据索引顺序从 csv 中获取，直到不等于 `nullValue`。
+  - `defaultValue`: **可选**。当 `nullable` 为 `false` 时被忽略。属性默认值，当根据 `index` 和 `alternativeIndices` 获取的所有值为 `nullValue` 时设置默认值。
 
 > **注意**：上述 `props` 中的属性描述**顺序**必须同数据文件中的对应数据排列顺序一致。
 

examples/v2/basic_type_test.csv

@@ -5,3 +5,8 @@ b4,false,3,2.0,3.3,0a bd
 b5,true,-3,2,3,abcd efg
 bnull1,,,,,
 bnull2,,,,,__NULL__
+bnull3,,-4,4,4.4,
+bnull4,,-4,,4.4,
+bnull5,,,4,,
+bnull6,,,4,4.4,
+bnull7,,,,4.4,

examples/v2/example.yaml

@@ -484,14 +484,21 @@ files:
                 type: int
                 index: 2
                 nullable: true
+                defaultValue: "0"
               - name: f
                 type: float
                 index: 3
                 nullable: true
+                alternativeIndices:
+                  - 2
               - name: d
                 type: double
                 index: 4
                 nullable: true
+                alternativeIndices:
+                  - 3
+                  - 2
+                defaultValue: "0"
               - name: s
                 type: string
                 index: 5
@@ -528,10 +535,16 @@ files:
             type: float
             index: 3
             nullable: true
+            alternativeIndices:
+              - 2
+            defaultValue: "0"
           - name: d
             type: double
             index: 4
             nullable: true
+            alternativeIndices:
+              - 3
+              - 2
           - name: s
             type: string
             index: 5

pkg/config/config.go

@@ -51,11 +51,13 @@ type NebulaClientSettings struct {
 }
 
 type Prop struct {
-	Name      *string `json:"name" yaml:"name"`
-	Type      *string `json:"type" yaml:"type"`
-	Index     *int    `json:"index" yaml:"index"`
-	Nullable  bool    `json:"nullable" yaml:"nullable"`
-	NullValue string  `json:"nullValue" yaml:"nullValue"`
+	Name               *string `json:"name" yaml:"name"`
+	Type               *string `json:"type" yaml:"type"`
+	Index              *int    `json:"index" yaml:"index"`
+	Nullable           bool    `json:"nullable" yaml:"nullable"`
+	NullValue          string  `json:"nullValue" yaml:"nullValue"`
+	AlternativeIndices []int   `json:"alternativeIndices" yaml:"alternativeIndices"`
+	DefaultValue       *string `json:"defaultValue" yaml:"defaultValue"`
 }
 
 type VID struct {
@@ -832,12 +834,12 @@ func (p *Prop) IsGeographyType() bool {
 }
 
 func (p *Prop) FormatValue(record base.Record) (string, error) {
-	if p.Index != nil && *p.Index >= len(record) {
-		return "", fmt.Errorf("Prop index %d out range %d of record(%v)", *p.Index, len(record), record)
+	r, isNull, err := p.getValue(record)
+	if err != nil {
+		return "", err
 	}
-	r := record[*p.Index]
-	if p.Nullable && r == p.NullValue {
-		return dbNULL, nil
+	if isNull {
+		return r, err
 	}
 	if p.IsStringType() {
 		return fmt.Sprintf("%q", r), nil
@@ -856,6 +858,35 @@ func (p *Prop) FormatValue(record base.Record) (string, error) {
 	return r, nil
 }
 
+func (p *Prop) getValue(record base.Record) (string, bool, error) {
+	if p.Index != nil && *p.Index >= len(record) {
+		return "", false, fmt.Errorf("Prop index %d out range %d of record(%v)", *p.Index, len(record), record)
+	}
+
+	r := record[*p.Index]
+	if !p.Nullable {
+		return r, false, nil
+	}
+
+	if r != p.NullValue {
+		return r, false, nil
+	}
+
+	for _, idx := range p.AlternativeIndices {
+		if idx >= len(record) {
+			return "", false, fmt.Errorf("Prop index %d out range %d of record(%v)", idx, len(record), record)
+		}
+		r = record[idx]
+		if r != p.NullValue {
+			return r, false, nil
+		}
+	}
+	if p.DefaultValue != nil {
+		return *p.DefaultValue, false, nil
+	}
+	return dbNULL, true, nil
+}
+
 func (p *Prop) String(prefix string) string {
 	return fmt.Sprintf("%s.%s:%s", prefix, *p.Name, *p.Type)
 }

pkg/config/config_test.go

@@ -582,6 +582,7 @@ func TestPropFormatValue(t *testing.T) {
 	var (
 		idx0                 = 0
 		idx1                 = 1
+		vZero                = "0"
 		tBool                = "bool"
 		tInt                 = "int"
 		tFloat               = "float"
@@ -898,6 +899,107 @@ func TestPropFormatValue(t *testing.T) {
 			record: base.Record{""},
 			want:   dbNULL,
 		},
+		{
+			name: "alternative indices 0",
+			prop: Prop{
+				Index:              &idx0,
+				Type:               &tInt,
+				Nullable:           true,
+				AlternativeIndices: []int{},
+			},
+			record: base.Record{""},
+			want:   dbNULL,
+		},
+		{
+			name: "alternative indices 1 out range",
+			prop: Prop{
+				Index:              &idx0,
+				Type:               &tInt,
+				Nullable:           true,
+				AlternativeIndices: []int{1},
+			},
+			record:        base.Record{""},
+			wantErrString: "out range",
+		},
+		{
+			name: "alternative indices 1 use index",
+			prop: Prop{
+				Index:              &idx0,
+				Type:               &tInt,
+				Nullable:           true,
+				AlternativeIndices: []int{1},
+			},
+			record: base.Record{"1"},
+			want:   "1",
+		},
+		{
+			name: "alternative indices 1 null",
+			prop: Prop{
+				Index:              &idx0,
+				Type:               &tInt,
+				Nullable:           true,
+				AlternativeIndices: []int{1},
+			},
+			record: base.Record{"", ""},
+			want:   dbNULL,
+		},
+		{
+			name: "alternative indices 1 not null",
+			prop: Prop{
+				Index:              &idx0,
+				Type:               &tInt,
+				Nullable:           true,
+				AlternativeIndices: []int{2},
+			},
+			record: base.Record{"", "1", "2"},
+			want:   "2",
+		},
+		{
+			name: "alternative indices n not null",
+			prop: Prop{
+				Index:              &idx0,
+				Type:               &tInt,
+				Nullable:           true,
+				AlternativeIndices: []int{3, 2, 1},
+			},
+			record: base.Record{"", "1", "2", ""},
+			want:   "2",
+		},
+		{
+			name: "default value not nullable",
+			prop: Prop{
+				Index:              &idx0,
+				Type:               &tInt,
+				Nullable:           false,
+				AlternativeIndices: []int{1},
+				DefaultValue:       &vZero,
+			},
+			record: base.Record{"", "1", "2"},
+			want:   "",
+		},
+		{
+			name: "default value nullable",
+			prop: Prop{
+				Index:        &idx0,
+				Type:         &tInt,
+				Nullable:     true,
+				DefaultValue: &vZero,
+			},
+			record: base.Record{""},
+			want:   "0",
+		},
+		{
+			name: "default value nullable alternative indices",
+			prop: Prop{
+				Index:              &idx0,
+				Type:               &tInt,
+				Nullable:           true,
+				AlternativeIndices: []int{1, 2, 3, 4, 5, 6},
+				DefaultValue:       &vZero,
+			},
+			record: base.Record{"", "", "", "", "", "", ""},
+			want:   "0",
+		},
 	}
 	for _, tc := range testcases {
 		t.Run(tc.name, func(t *testing.T) {
@@ -908,7 +1010,7 @@ func TestPropFormatValue(t *testing.T) {
 				ast.Contains(err.Error(), tc.wantErrString)
 			} else {
 				ast.NoError(err)
-				ast.Contains(str, tc.want)
+				ast.Equal(str, tc.want)
 			}
 		})
 	}