grafana/pkg/tsdb/mssql/mssql_test.go

package mssql

import (
	"context"
	"fmt"
	"math/rand"
	"strings"
	"testing"
	"time"

	"github.com/grafana/grafana-plugin-sdk-go/data"
	"github.com/grafana/grafana/pkg/components/securejsondata"
	"github.com/grafana/grafana/pkg/components/simplejson"
	"github.com/grafana/grafana/pkg/infra/log"
	"github.com/grafana/grafana/pkg/models"
	"github.com/grafana/grafana/pkg/plugins"
	"github.com/grafana/grafana/pkg/services/sqlstore"
	"github.com/grafana/grafana/pkg/services/sqlstore/sqlutil"
	"github.com/grafana/grafana/pkg/tsdb/sqleng"
	"github.com/stretchr/testify/assert"
	"github.com/stretchr/testify/require"
	"xorm.io/xorm"
)

// To run this test, set runMssqlTests=true
// Or from the commandline: GRAFANA_TEST_DB=mssql go test -v ./pkg/tsdb/mssql
// The tests require a MSSQL db named grafanatest and a user/password grafana/Password!
// Use the docker/blocks/mssql_tests/docker-compose.yaml to spin up a
// preconfigured MSSQL server suitable for running these tests.
// There is also a datasource and dashboard provisioned by devenv scripts that you can
// use to verify that the generated data are visualized as expected, see
// devenv/README.md for setup instructions.
// If needed, change the variable below to the IP address of the database.
var serverIP = "localhost"

func TestMSSQL(t *testing.T) {
	// change to true to run the MSSQL tests
	const runMssqlTests = false

	if !(sqlstore.IsTestDBMSSQL() || runMssqlTests) {
		t.Skip()
	}

	x := initMSSQLTestDB(t)
	origXormEngine := sqleng.NewXormEngine
	t.Cleanup(func() {
		sqleng.NewXormEngine = origXormEngine
	})

	sqleng.NewXormEngine = func(d, c string) (*xorm.Engine, error) {
		return x, nil
	}

	endpoint, err := NewExecutor(&models.DataSource{
		JsonData:       simplejson.New(),
		SecureJsonData: securejsondata.SecureJsonData{},
	})
	require.NoError(t, err)

	sess := x.NewSession()
	t.Cleanup(sess.Close)

	fromStart := time.Date(2018, 3, 15, 13, 0, 0, 0, time.UTC).In(time.Local)

	t.Run("Given a table with different native data types", func(t *testing.T) {
		sql := `
					IF OBJECT_ID('dbo.[mssql_types]', 'U') IS NOT NULL
						DROP TABLE dbo.[mssql_types]

					CREATE TABLE [mssql_types] (
						c_bit bit,

						c_tinyint tinyint,
						c_smallint smallint,
						c_int int,
						c_bigint bigint,

						c_money money,
						c_smallmoney smallmoney,
						c_numeric numeric(10,5),
						c_real real,
						c_decimal decimal(10,2),
						c_float float,

						c_char char(10),
						c_varchar varchar(10),
						c_text text,

						c_nchar nchar(12),
						c_nvarchar nvarchar(12),
						c_ntext ntext,

						c_datetime datetime,
						c_datetime2 datetime2,
						c_smalldatetime smalldatetime,
						c_date date,
						c_time time,
						c_datetimeoffset datetimeoffset,

						c_uuid uniqueidentifier
					)
				`

		_, err := sess.Exec(sql)
		require.NoError(t, err)

		dt := time.Date(2018, 3, 14, 21, 20, 6, 527e6, time.UTC)
		const dtFormat = "2006-01-02 15:04:05.999999999"
		d := dt.Format(dtFormat)
		dt2 := time.Date(2018, 3, 14, 21, 20, 6, 8896406e2, time.UTC)
		const dt2Format = "2006-01-02 15:04:05.999999999 -07:00"
		d2 := dt2.Format(dt2Format)
		uuid := "B33D42A3-AC5A-4D4C-81DD-72F3D5C49025"

		sql = fmt.Sprintf(`
				INSERT INTO [mssql_types]
				SELECT
		    1, 5, 20020, 980300, 1420070400, '$20000.15', '£2.15', 12345.12,
		    1.11, 2.22, 3.33,
					'char10', 'varchar10', 'text',
					N'☺nchar12☺', N'☺nvarchar12☺', N'☺text☺',
					CAST('%s' AS DATETIME), CAST('%s' AS DATETIME2), CAST('%s' AS SMALLDATETIME), CAST('%s' AS DATE), CAST('%s' AS TIME), SWITCHOFFSET(CAST('%s' AS DATETIMEOFFSET), '-07:00'),
					CONVERT(uniqueidentifier, '%s')
		`, d, d2, d, d, d, d2, uuid)

		_, err = sess.Exec(sql)
		require.NoError(t, err)

		t.Run("When doing a table query should map MSSQL column types to Go types", func(t *testing.T) {
			query := plugins.DataQuery{
				Queries: []plugins.DataSubQuery{
					{
						Model: simplejson.NewFromAny(map[string]interface{}{
							"rawSql": "SELECT * FROM mssql_types",
							"format": "table",
						}),
						RefID: "A",
					},
				},
			}

			resp, err := endpoint.DataQuery(context.Background(), nil, query)
			require.NoError(t, err)
			queryResult := resp.Results["A"]
			require.NotNil(t, queryResult)
			require.NoError(t, queryResult.Error)
			require.NotNil(t, queryResult.Dataframes)

			frames, err := queryResult.Dataframes.Decoded()
			require.NoError(t, err)
			require.Equal(t, 1, len(frames))
			require.Equal(t, 24, len(frames[0].Fields))

			require.Equal(t, true, frames[0].Fields[0].At(0).(bool))
			require.Equal(t, int64(5), *frames[0].Fields[1].At(0).(*int64))
			require.Equal(t, int64(20020), *frames[0].Fields[2].At(0).(*int64))
			require.Equal(t, int64(980300), *frames[0].Fields[3].At(0).(*int64))
			require.Equal(t, int64(1420070400), *frames[0].Fields[4].At(0).(*int64))

			require.Equal(t, float64(20000.15), *frames[0].Fields[5].At(0).(*float64))
			require.Equal(t, float64(2.15), *frames[0].Fields[6].At(0).(*float64))
			require.Equal(t, float64(12345.12), *frames[0].Fields[7].At(0).(*float64))
			require.Equal(t, float64(1.1100000143051147), *frames[0].Fields[8].At(0).(*float64))
			require.Equal(t, float64(2.22), *frames[0].Fields[9].At(0).(*float64))
			require.Equal(t, float64(3.33), *frames[0].Fields[10].At(0).(*float64))

			require.Equal(t, "char10    ", *frames[0].Fields[11].At(0).(*string))
			require.Equal(t, "varchar10", *frames[0].Fields[12].At(0).(*string))
			require.Equal(t, "text", *frames[0].Fields[13].At(0).(*string))

			require.Equal(t, "☺nchar12☺   ", *frames[0].Fields[14].At(0).(*string))
			require.Equal(t, "☺nvarchar12☺", *frames[0].Fields[15].At(0).(*string))
			require.Equal(t, "☺text☺", *frames[0].Fields[16].At(0).(*string))

			require.Equal(t, dt.Unix(), (*frames[0].Fields[17].At(0).(*time.Time)).Unix())
			require.Equal(t, dt2, *frames[0].Fields[18].At(0).(*time.Time))
			require.Equal(t, dt.Truncate(time.Minute), *frames[0].Fields[19].At(0).(*time.Time))
			require.Equal(t, dt.Truncate(24*time.Hour), *frames[0].Fields[20].At(0).(*time.Time))
			require.Equal(t, time.Date(1, 1, 1, dt.Hour(), dt.Minute(), dt.Second(), dt.Nanosecond(), time.UTC), *frames[0].Fields[21].At(0).(*time.Time))
			require.Equal(t, dt2.In(time.FixedZone("UTC-7", int(-7*60*60))).Unix(), (*frames[0].Fields[22].At(0).(*time.Time)).Unix())

			require.Equal(t, uuid, *frames[0].Fields[23].At(0).(*string))
		})
	})

	t.Run("Given a table with metrics that lacks data for some series ", func(t *testing.T) {
		sql := `
							IF OBJECT_ID('dbo.[metric]', 'U') IS NOT NULL
								DROP TABLE dbo.[metric]

							CREATE TABLE [metric] (
								time datetime,
								value int
							)
						`

		_, err := sess.Exec(sql)
		require.NoError(t, err)

		type metric struct {
			Time  time.Time
			Value int64
		}

		series := []*metric{}
		firstRange := genTimeRangeByInterval(fromStart, 10*time.Minute, 10*time.Second)
		secondRange := genTimeRangeByInterval(fromStart.Add(20*time.Minute), 10*time.Minute, 10*time.Second)

		for _, t := range firstRange {
			series = append(series, &metric{
				Time:  t,
				Value: 15,
			})
		}

		for _, t := range secondRange {
			series = append(series, &metric{
				Time:  t,
				Value: 20,
			})
		}

		_, err = sess.InsertMulti(series)
		require.NoError(t, err)

		t.Run("When doing a metric query using timeGroup", func(t *testing.T) {
			query := plugins.DataQuery{
				Queries: []plugins.DataSubQuery{
					{
						Model: simplejson.NewFromAny(map[string]interface{}{
							"rawSql": "SELECT $__timeGroup(time, '5m') AS time, avg(value) as value FROM metric GROUP BY $__timeGroup(time, '5m') ORDER BY 1",
							"format": "time_series",
						}),
						RefID: "A",
					},
				},
			}

			resp, err := endpoint.DataQuery(context.Background(), nil, query)
			require.NoError(t, err)
			queryResult := resp.Results["A"]
			require.NoError(t, queryResult.Error)

			frames, _ := queryResult.Dataframes.Decoded()
			require.Len(t, frames, 1)
			// without fill this should result in 4 buckets
			require.Equal(t, 4, frames[0].Fields[0].Len())

			dt := fromStart

			for i := 0; i < 2; i++ {
				aValue := *frames[0].Fields[1].At(i).(*float64)
				aTime := *frames[0].Fields[0].At(i).(*time.Time)
				require.Equal(t, float64(15), aValue)
				require.Equal(t, dt, aTime)
				dt = dt.Add(5 * time.Minute)
			}

			// adjust for 10 minute gap between first and second set of points
			dt = dt.Add(10 * time.Minute)
			for i := 2; i < 4; i++ {
				aValue := *frames[0].Fields[1].At(i).(*float64)
				aTime := *frames[0].Fields[0].At(i).(*time.Time)
				require.Equal(t, float64(20), aValue)
				require.Equal(t, dt, aTime)
				dt = dt.Add(5 * time.Minute)
			}
		})

		t.Run("When doing a metric query using timeGroup with NULL fill enabled", func(t *testing.T) {
			query := plugins.DataQuery{
				Queries: []plugins.DataSubQuery{
					{
						Model: simplejson.NewFromAny(map[string]interface{}{
							"rawSql": "SELECT $__timeGroup(time, '5m', NULL) AS time, avg(value) as value FROM metric GROUP BY $__timeGroup(time, '5m') ORDER BY 1",
							"format": "time_series",
						}),
						RefID: "A",
					},
				},
				TimeRange: &plugins.DataTimeRange{
					From: fmt.Sprintf("%v", fromStart.Unix()*1000),
					To:   fmt.Sprintf("%v", fromStart.Add(34*time.Minute).Unix()*1000),
				},
			}

			resp, err := endpoint.DataQuery(context.Background(), nil, query)
			require.NoError(t, err)
			queryResult := resp.Results["A"]
			require.NoError(t, queryResult.Error)

			frames, _ := queryResult.Dataframes.Decoded()
			require.Len(t, frames, 1)
			require.Equal(t, 7, frames[0].Fields[0].Len())

			dt := fromStart

			for i := 0; i < 2; i++ {
				aValue := *frames[0].Fields[1].At(i).(*float64)
				aTime := *frames[0].Fields[0].At(i).(*time.Time)
				require.Equal(t, float64(15), aValue)
				require.Equal(t, dt.Unix(), aTime.Unix())
				dt = dt.Add(5 * time.Minute)
			}

			// check for NULL values inserted by fill
			require.Nil(t, frames[0].Fields[1].At(2).(*float64))
			require.Nil(t, frames[0].Fields[1].At(3).(*float64))

			// adjust for 10 minute gap between first and second set of points
			dt = dt.Add(10 * time.Minute)
			for i := 4; i < 6; i++ {
				aValue := *frames[0].Fields[1].At(i).(*float64)
				aTime := *frames[0].Fields[0].At(i).(*time.Time)
				require.Equal(t, float64(20), aValue)
				require.Equal(t, dt.Unix(), aTime.Unix())
				dt = dt.Add(5 * time.Minute)
			}

			require.Nil(t, frames[0].Fields[1].At(6).(*float64))
		})

		t.Run("When doing a metric query using timeGroup and $__interval", func(t *testing.T) {
			t.Run("Should replace $__interval", func(t *testing.T) {
				query := plugins.DataQuery{
					Queries: []plugins.DataSubQuery{
						{
							DataSource: &models.DataSource{},
							Model: simplejson.NewFromAny(map[string]interface{}{
								"rawSql": "SELECT $__timeGroup(time, $__interval) AS time, avg(value) as value FROM metric GROUP BY $__timeGroup(time, $__interval) ORDER BY 1",
								"format": "time_series",
							}),
							RefID: "A",
						},
					},
					TimeRange: &plugins.DataTimeRange{
						From: fmt.Sprintf("%v", fromStart.Unix()*1000),
						To:   fmt.Sprintf("%v", fromStart.Add(30*time.Minute).Unix()*1000),
					},
				}

				resp, err := endpoint.DataQuery(context.Background(), nil, query)
				require.NoError(t, err)
				queryResult := resp.Results["A"]
				require.NoError(t, queryResult.Error)

				frames, _ := queryResult.Dataframes.Decoded()
				require.Len(t, frames, 1)
				require.Equal(t, "SELECT FLOOR(DATEDIFF(second, '1970-01-01', time)/60)*60 AS time, avg(value) as value FROM metric GROUP BY FLOOR(DATEDIFF(second, '1970-01-01', time)/60)*60 ORDER BY 1", frames[0].Meta.ExecutedQueryString)
			})
		})
		t.Run("When doing a metric query using timeGroup with float fill enabled", func(t *testing.T) {
			query := plugins.DataQuery{
				Queries: []plugins.DataSubQuery{
					{
						Model: simplejson.NewFromAny(map[string]interface{}{
							"rawSql": "SELECT $__timeGroup(time, '5m', 1.5) AS time, avg(value) as value FROM metric GROUP BY $__timeGroup(time, '5m') ORDER BY 1",
							"format": "time_series",
						}),
						RefID: "A",
					},
				},
				TimeRange: &plugins.DataTimeRange{
					From: fmt.Sprintf("%v", fromStart.Unix()*1000),
					To:   fmt.Sprintf("%v", fromStart.Add(34*time.Minute).Unix()*1000),
				},
			}

			resp, err := endpoint.DataQuery(context.Background(), nil, query)
			require.NoError(t, err)
			queryResult := resp.Results["A"]
			require.NoError(t, queryResult.Error)

			frames, _ := queryResult.Dataframes.Decoded()
			require.Equal(t, 1, len(frames))
			require.Equal(t, 7, frames[0].Fields[0].Len())
			require.Equal(t, 1.5, *frames[0].Fields[1].At(3).(*float64))
		})
	})

	t.Run("Given a table with metrics having multiple values and measurements", func(t *testing.T) {
		type metric_values struct {
			Time                time.Time
			TimeInt64           int64    `xorm:"bigint 'timeInt64' not null"`
			TimeInt64Nullable   *int64   `xorm:"bigint 'timeInt64Nullable' null"`
			TimeFloat64         float64  `xorm:"float 'timeFloat64' not null"`
			TimeFloat64Nullable *float64 `xorm:"float 'timeFloat64Nullable' null"`
			TimeInt32           int32    `xorm:"int(11) 'timeInt32' not null"`
			TimeInt32Nullable   *int32   `xorm:"int(11) 'timeInt32Nullable' null"`
			TimeFloat32         float32  `xorm:"float(11) 'timeFloat32' not null"`
			TimeFloat32Nullable *float32 `xorm:"float(11) 'timeFloat32Nullable' null"`
			Measurement         string
			ValueOne            int64 `xorm:"integer 'valueOne'"`
			ValueTwo            int64 `xorm:"integer 'valueTwo'"`
		}

		exists, err := sess.IsTableExist(metric_values{})
		require.NoError(t, err)
		if exists {
			err := sess.DropTable(metric_values{})
			require.NoError(t, err)
		}
		err = sess.CreateTable(metric_values{})
		require.NoError(t, err)

		rand.Seed(time.Now().Unix())
		rnd := func(min, max int64) int64 {
			return rand.Int63n(max-min) + min
		}

		var tInitial time.Time

		series := []*metric_values{}
		for i, t := range genTimeRangeByInterval(fromStart.Add(-30*time.Minute), 90*time.Minute, 5*time.Minute) {
			if i == 0 {
				tInitial = t
			}
			tSeconds := t.Unix()
			tSecondsInt32 := int32(tSeconds)
			tSecondsFloat32 := float32(tSeconds)
			tMilliseconds := tSeconds * 1e3
			tMillisecondsFloat := float64(tMilliseconds)
			first := metric_values{
				Time:                t,
				TimeInt64:           tMilliseconds,
				TimeInt64Nullable:   &(tMilliseconds),
				TimeFloat64:         tMillisecondsFloat,
				TimeFloat64Nullable: &tMillisecondsFloat,
				TimeInt32:           tSecondsInt32,
				TimeInt32Nullable:   &tSecondsInt32,
				TimeFloat32:         tSecondsFloat32,
				TimeFloat32Nullable: &tSecondsFloat32,
				Measurement:         "Metric A",
				ValueOne:            rnd(0, 100),
				ValueTwo:            rnd(0, 100),
			}
			second := first
			second.Measurement = "Metric B"
			second.ValueOne = rnd(0, 100)
			second.ValueTwo = rnd(0, 100)

			series = append(series, &first)
			series = append(series, &second)
		}

		_, err = sess.InsertMulti(series)
		require.NoError(t, err)

		t.Run("When doing a metric query using epoch (int64) as time column and value column (int64) should return metric with time in time.Time", func(t *testing.T) {
			query := plugins.DataQuery{
				Queries: []plugins.DataSubQuery{
					{
						Model: simplejson.NewFromAny(map[string]interface{}{
							"rawSql": `SELECT TOP 1 timeInt64 as time, timeInt64 FROM metric_values ORDER BY time`,
							"format": "time_series",
						}),
						RefID: "A",
					},
				},
			}

			resp, err := endpoint.DataQuery(context.Background(), nil, query)
			require.NoError(t, err)
			queryResult := resp.Results["A"]
			require.NoError(t, queryResult.Error)

			frames, _ := queryResult.Dataframes.Decoded()
			require.Equal(t, 1, len(frames))
			require.Equal(t, tInitial, *frames[0].Fields[0].At(0).(*time.Time))
		})

		t.Run("When doing a metric query using epoch (int64 nullable) as time column and value column (int64 nullable) should return metric with time in time.Time", func(t *testing.T) {
			query := plugins.DataQuery{
				Queries: []plugins.DataSubQuery{
					{
						Model: simplejson.NewFromAny(map[string]interface{}{
							"rawSql": `SELECT TOP 1 timeInt64Nullable as time, timeInt64Nullable FROM metric_values ORDER BY time`,
							"format": "time_series",
						}),
						RefID: "A",
					},
				},
			}

			resp, err := endpoint.DataQuery(context.Background(), nil, query)
			require.NoError(t, err)
			queryResult := resp.Results["A"]
			require.NoError(t, queryResult.Error)

			frames, _ := queryResult.Dataframes.Decoded()
			require.Equal(t, 1, len(frames))
			require.Equal(t, tInitial, *frames[0].Fields[0].At(0).(*time.Time))
		})

		t.Run("When doing a metric query using epoch (float64) as time column and value column (float64) should return metric with time in time.Time", func(t *testing.T) {
			query := plugins.DataQuery{
				Queries: []plugins.DataSubQuery{
					{
						Model: simplejson.NewFromAny(map[string]interface{}{
							"rawSql": `SELECT TOP 1 timeFloat64 as time, timeFloat64 FROM metric_values ORDER BY time`,
							"format": "time_series",
						}),
						RefID: "A",
					},
				},
			}

			resp, err := endpoint.DataQuery(context.Background(), nil, query)
			require.NoError(t, err)
			queryResult := resp.Results["A"]
			require.NoError(t, queryResult.Error)

			frames, _ := queryResult.Dataframes.Decoded()
			require.Equal(t, 1, len(frames))
			require.Equal(t, tInitial, *frames[0].Fields[0].At(0).(*time.Time))
		})

		t.Run("When doing a metric query using epoch (float64 nullable) as time column and value column (float64 nullable) should return metric with time in time.Time", func(t *testing.T) {
			query := plugins.DataQuery{
				Queries: []plugins.DataSubQuery{
					{
						Model: simplejson.NewFromAny(map[string]interface{}{
							"rawSql": `SELECT TOP 1 timeFloat64Nullable as time, timeFloat64Nullable FROM metric_values ORDER BY time`,
							"format": "time_series",
						}),
						RefID: "A",
					},
				},
			}

			resp, err := endpoint.DataQuery(context.Background(), nil, query)
			require.NoError(t, err)
			queryResult := resp.Results["A"]
			require.NoError(t, queryResult.Error)

			frames, _ := queryResult.Dataframes.Decoded()
			require.Equal(t, 1, len(frames))
			require.Equal(t, tInitial, *frames[0].Fields[0].At(0).(*time.Time))
		})

		t.Run("When doing a metric query using epoch (int32) as time column and value column (int32) should return metric with time in time.Time", func(t *testing.T) {
			query := plugins.DataQuery{
				Queries: []plugins.DataSubQuery{
					{
						Model: simplejson.NewFromAny(map[string]interface{}{
							"rawSql": `SELECT TOP 1 timeInt32 as time, timeInt32 FROM metric_values ORDER BY time`,
							"format": "time_series",
						}),
						RefID: "A",
					},
				},
			}

			resp, err := endpoint.DataQuery(context.Background(), nil, query)
			require.NoError(t, err)
			queryResult := resp.Results["A"]
			require.NoError(t, queryResult.Error)

			frames, _ := queryResult.Dataframes.Decoded()
			require.Equal(t, 1, len(frames))
			require.Equal(t, tInitial, *frames[0].Fields[0].At(0).(*time.Time))
		})

		t.Run("When doing a metric query using epoch (int32 nullable) as time column and value column (int32 nullable) should return metric with time in time.Time", func(t *testing.T) {
			query := plugins.DataQuery{
				Queries: []plugins.DataSubQuery{
					{
						Model: simplejson.NewFromAny(map[string]interface{}{
							"rawSql": `SELECT TOP 1 timeInt32Nullable as time, timeInt32Nullable FROM metric_values ORDER BY time`,
							"format": "time_series",
						}),
						RefID: "A",
					},
				},
			}

			resp, err := endpoint.DataQuery(context.Background(), nil, query)
			require.NoError(t, err)
			queryResult := resp.Results["A"]
			require.NoError(t, queryResult.Error)

			frames, _ := queryResult.Dataframes.Decoded()
			require.Equal(t, 1, len(frames))
			require.Equal(t, tInitial, *frames[0].Fields[0].At(0).(*time.Time))
		})

		t.Run("When doing a metric query using epoch (float32) as time column and value column (float32) should return metric with time in time.Time", func(t *testing.T) {
			query := plugins.DataQuery{
				Queries: []plugins.DataSubQuery{
					{
						Model: simplejson.NewFromAny(map[string]interface{}{
							"rawSql": `SELECT TOP 1 timeFloat32 as time, timeFloat32 FROM metric_values ORDER BY time`,
							"format": "time_series",
						}),
						RefID: "A",
					},
				},
			}

			resp, err := endpoint.DataQuery(context.Background(), nil, query)
			require.NoError(t, err)
			queryResult := resp.Results["A"]
			require.NoError(t, queryResult.Error)

			frames, _ := queryResult.Dataframes.Decoded()
			require.Equal(t, 1, len(frames))
			require.Equal(t, tInitial, *frames[0].Fields[0].At(0).(*time.Time))
		})

		t.Run("When doing a metric query using epoch (float32 nullable) as time column and value column (float32 nullable) should return metric with time in milliseconds", func(t *testing.T) {
			query := plugins.DataQuery{
				Queries: []plugins.DataSubQuery{
					{
						Model: simplejson.NewFromAny(map[string]interface{}{
							"rawSql": `SELECT TOP 1 timeFloat32Nullable as time, timeFloat32Nullable FROM metric_values ORDER BY time`,
							"format": "time_series",
						}),
						RefID: "A",
					},
				},
			}

			resp, err := endpoint.DataQuery(context.Background(), nil, query)
			require.NoError(t, err)
			queryResult := resp.Results["A"]
			require.NoError(t, queryResult.Error)

			frames, _ := queryResult.Dataframes.Decoded()
			require.Equal(t, 1, len(frames))

			require.Equal(t, time.Unix(0, int64(float64(float32(tInitial.Unix()))*1e3)*int64(time.Millisecond)), *frames[0].Fields[0].At(0).(*time.Time))
		})

		t.Run("When doing a metric query grouping by time and select metric column should return correct series", func(t *testing.T) {
			query := plugins.DataQuery{
				Queries: []plugins.DataSubQuery{
					{
						Model: simplejson.NewFromAny(map[string]interface{}{
							"rawSql": "SELECT $__timeEpoch(time), measurement + ' - value one' as metric, valueOne FROM metric_values ORDER BY 1",
							"format": "time_series",
						}),
						RefID: "A",
					},
				},
			}

			resp, err := endpoint.DataQuery(context.Background(), nil, query)
			require.NoError(t, err)
			queryResult := resp.Results["A"]
			require.NoError(t, queryResult.Error)

			frames, err := queryResult.Dataframes.Decoded()
			require.NoError(t, err)
			require.Equal(t, 1, len(frames))

			require.Equal(t, 3, len(frames[0].Fields))
			require.Equal(t, data.Labels{"metric": "Metric A - value one"}, frames[0].Fields[1].Labels)
			require.Equal(t, data.Labels{"metric": "Metric B - value one"}, frames[0].Fields[2].Labels)
		})

		t.Run("When doing a metric query grouping by time should return correct series", func(t *testing.T) {
			query := plugins.DataQuery{
				Queries: []plugins.DataSubQuery{
					{
						Model: simplejson.NewFromAny(map[string]interface{}{
							"rawSql": "SELECT $__timeEpoch(time), valueOne, valueTwo FROM metric_values ORDER BY 1",
							"format": "time_series",
						}),
						RefID: "A",
					},
				},
			}

			resp, err := endpoint.DataQuery(context.Background(), nil, query)
			require.NoError(t, err)
			queryResult := resp.Results["A"]
			require.NoError(t, queryResult.Error)

			frames, err := queryResult.Dataframes.Decoded()
			require.NoError(t, err)
			require.Equal(t, 1, len(frames))
			require.Equal(t, 3, len(frames[0].Fields))
			require.Equal(t, "valueOne", frames[0].Fields[1].Name)
			require.Equal(t, "valueTwo", frames[0].Fields[2].Name)
		})

		t.Run("When doing a metric query with metric column and multiple value columns", func(t *testing.T) {
			query := plugins.DataQuery{
				Queries: []plugins.DataSubQuery{
					{
						Model: simplejson.NewFromAny(map[string]interface{}{
							"rawSql": "SELECT $__timeEpoch(time), measurement, valueOne, valueTwo FROM metric_values ORDER BY 1",
							"format": "time_series",
						}),
						RefID: "A",
					},
				},
			}

			resp, err := endpoint.DataQuery(context.Background(), nil, query)
			require.NoError(t, err)
			queryResult := resp.Results["A"]
			require.NoError(t, queryResult.Error)

			frames, err := queryResult.Dataframes.Decoded()
			require.NoError(t, err)
			require.Equal(t, 1, len(frames))
			require.Equal(t, 5, len(frames[0].Fields))
			require.Equal(t, "valueOne", frames[0].Fields[1].Name)
			require.Equal(t, data.Labels{"measurement": "Metric A"}, frames[0].Fields[1].Labels)
			require.Equal(t, "valueOne", frames[0].Fields[2].Name)
			require.Equal(t, data.Labels{"measurement": "Metric B"}, frames[0].Fields[2].Labels)
			require.Equal(t, "valueTwo", frames[0].Fields[3].Name)
			require.Equal(t, data.Labels{"measurement": "Metric A"}, frames[0].Fields[3].Labels)
			require.Equal(t, "valueTwo", frames[0].Fields[4].Name)
			require.Equal(t, data.Labels{"measurement": "Metric B"}, frames[0].Fields[4].Labels)
		})

		t.Run("When doing a query with timeFrom,timeTo,unixEpochFrom,unixEpochTo macros", func(t *testing.T) {
			timeRange := plugins.DataTimeRange{From: "5m", To: "now", Now: fromStart}
			query := plugins.DataQuery{
				TimeRange: &timeRange,
				Queries: []plugins.DataSubQuery{
					{
						DataSource: &models.DataSource{JsonData: simplejson.New()},
						Model: simplejson.NewFromAny(map[string]interface{}{
							"rawSql": `SELECT time FROM metric_values WHERE time > $__timeFrom() OR time < $__timeFrom() OR 1 < $__unixEpochFrom() OR $__unixEpochTo() > 1 ORDER BY 1`,
							"format": "time_series",
						}),
						RefID: "A",
					},
				},
			}

			resp, err := endpoint.DataQuery(context.Background(), nil, query)
			require.NoError(t, err)
			queryResult := resp.Results["A"]
			require.NoError(t, queryResult.Error)
			frames, err := queryResult.Dataframes.Decoded()
			require.NoError(t, err)
			require.Equal(t, 1, len(frames))
			require.Equal(t, "SELECT time FROM metric_values WHERE time > '2018-03-15T12:55:00Z' OR time < '2018-03-15T12:55:00Z' OR 1 < 1521118500 OR 1521118800 > 1 ORDER BY 1", frames[0].Meta.ExecutedQueryString)
		})

		t.Run("Given a stored procedure that takes @from and @to in epoch time", func(t *testing.T) {
			sql := `
								IF object_id('sp_test_epoch') IS NOT NULL
									DROP PROCEDURE sp_test_epoch
							`

			_, err := sess.Exec(sql)
			require.NoError(t, err)

			sql = `
				CREATE PROCEDURE sp_test_epoch(
					@from 		int,
					@to 			int,
					@interval nvarchar(50) = '5m',
					@metric 	nvarchar(200) = 'ALL'
				)	AS
				BEGIN
					DECLARE @dInterval int
					SELECT @dInterval = 300

					IF @interval = '10m'
						SELECT @dInterval = 600

					SELECT
						CAST(ROUND(DATEDIFF(second, '1970-01-01', time)/CAST(@dInterval as float), 0) as bigint)*@dInterval as time,
						measurement as metric,
						avg(valueOne) as valueOne,
						avg(valueTwo) as valueTwo
					FROM
						metric_values
					WHERE
						time BETWEEN DATEADD(s, @from, '1970-01-01') AND DATEADD(s, @to, '1970-01-01') AND
						(@metric = 'ALL' OR measurement = @metric)
					GROUP BY
						CAST(ROUND(DATEDIFF(second, '1970-01-01', time)/CAST(@dInterval as float), 0) as bigint)*@dInterval,
						measurement
					ORDER BY 1
				END
			`

			_, err = sess.Exec(sql)
			require.NoError(t, err)

			t.Run("When doing a metric query using stored procedure should return correct result", func(t *testing.T) {
				endpoint, err := NewExecutor(&models.DataSource{
					JsonData:       simplejson.New(),
					SecureJsonData: securejsondata.SecureJsonData{},
				})
				require.NoError(t, err)
				query := plugins.DataQuery{
					Queries: []plugins.DataSubQuery{
						{
							DataSource: &models.DataSource{JsonData: simplejson.New()},
							Model: simplejson.NewFromAny(map[string]interface{}{
								"rawSql": `DECLARE
													@from int = $__unixEpochFrom(),
													@to int = $__unixEpochTo()

													EXEC dbo.sp_test_epoch @from, @to`,
								"format": "time_series",
							}),
							RefID: "A",
						},
					},
					TimeRange: &plugins.DataTimeRange{
						From: "1521117000000",
						To:   "1521122100000",
					},
				}

				resp, err := endpoint.DataQuery(context.Background(), nil, query)
				require.NoError(t, err)
				queryResult := resp.Results["A"]
				require.NoError(t, queryResult.Error)
				frames, err := queryResult.Dataframes.Decoded()
				require.NoError(t, err)
				require.Equal(t, 1, len(frames))
				require.Equal(t, 5, len(frames[0].Fields))
				require.Equal(t, "valueOne", frames[0].Fields[1].Name)
				require.Equal(t, data.Labels{"metric": "Metric A"}, frames[0].Fields[1].Labels)
				require.Equal(t, "valueOne", frames[0].Fields[2].Name)
				require.Equal(t, data.Labels{"metric": "Metric B"}, frames[0].Fields[2].Labels)
				require.Equal(t, "valueTwo", frames[0].Fields[3].Name)
				require.Equal(t, data.Labels{"metric": "Metric A"}, frames[0].Fields[3].Labels)
				require.Equal(t, "valueTwo", frames[0].Fields[4].Name)
				require.Equal(t, data.Labels{"metric": "Metric B"}, frames[0].Fields[4].Labels)
			})
		})

		t.Run("Given a stored procedure that takes @from and @to in datetime", func(t *testing.T) {
			sql := `
								IF object_id('sp_test_datetime') IS NOT NULL
									DROP PROCEDURE sp_test_datetime
							`

			_, err := sess.Exec(sql)
			require.NoError(t, err)

			sql = `
				CREATE PROCEDURE sp_test_datetime(
					@from 		datetime,
					@to 			datetime,
					@interval nvarchar(50) = '5m',
					@metric 	nvarchar(200) = 'ALL'
				)	AS
				BEGIN
					DECLARE @dInterval int
					SELECT @dInterval = 300

					IF @interval = '10m'
						SELECT @dInterval = 600

					SELECT
						CAST(ROUND(DATEDIFF(second, '1970-01-01', time)/CAST(@dInterval as float), 0) as bigint)*@dInterval as time,
						measurement as metric,
						avg(valueOne) as valueOne,
						avg(valueTwo) as valueTwo
					FROM
						metric_values
					WHERE
						time BETWEEN @from AND @to AND
						(@metric = 'ALL' OR measurement = @metric)
					GROUP BY
						CAST(ROUND(DATEDIFF(second, '1970-01-01', time)/CAST(@dInterval as float), 0) as bigint)*@dInterval,
						measurement
					ORDER BY 1
				END
			`

			_, err = sess.Exec(sql)
			require.NoError(t, err)

			t.Run("When doing a metric query using stored procedure should return correct result", func(t *testing.T) {
				query := plugins.DataQuery{
					Queries: []plugins.DataSubQuery{
						{
							DataSource: &models.DataSource{JsonData: simplejson.New()},
							Model: simplejson.NewFromAny(map[string]interface{}{
								"rawSql": `DECLARE
													@from int = $__unixEpochFrom(),
													@to int = $__unixEpochTo()

													EXEC dbo.sp_test_epoch @from, @to`,
								"format": "time_series",
							}),
							RefID: "A",
						},
					},
					TimeRange: &plugins.DataTimeRange{
						From: "1521117000000",
						To:   "1521122100000",
					},
				}

				resp, err := endpoint.DataQuery(context.Background(), nil, query)
				require.NoError(t, err)
				queryResult := resp.Results["A"]
				require.NoError(t, queryResult.Error)

				frames, err := queryResult.Dataframes.Decoded()
				require.NoError(t, err)
				require.Equal(t, 1, len(frames))
				require.Equal(t, 5, len(frames[0].Fields))
				require.Equal(t, "valueOne", frames[0].Fields[1].Name)
				require.Equal(t, data.Labels{"metric": "Metric A"}, frames[0].Fields[1].Labels)
				require.Equal(t, "valueOne", frames[0].Fields[2].Name)
				require.Equal(t, data.Labels{"metric": "Metric B"}, frames[0].Fields[2].Labels)
				require.Equal(t, "valueTwo", frames[0].Fields[3].Name)
				require.Equal(t, data.Labels{"metric": "Metric A"}, frames[0].Fields[3].Labels)
				require.Equal(t, "valueTwo", frames[0].Fields[4].Name)
				require.Equal(t, data.Labels{"metric": "Metric B"}, frames[0].Fields[4].Labels)
			})
		})
	})

	t.Run("Given a table with event data", func(t *testing.T) {
		sql := `
			IF OBJECT_ID('dbo.[event]', 'U') IS NOT NULL
				DROP TABLE dbo.[event]

			CREATE TABLE [event] (
				time_sec int,
				description nvarchar(100),
				tags nvarchar(100),
			)
		`

		_, err := sess.Exec(sql)
		require.NoError(t, err)

		type event struct {
			TimeSec     int64
			Description string
			Tags        string
		}

		events := []*event{}
		for _, t := range genTimeRangeByInterval(fromStart.Add(-20*time.Minute), 60*time.Minute, 25*time.Minute) {
			events = append(events, &event{
				TimeSec:     t.Unix(),
				Description: "Someone deployed something",
				Tags:        "deploy",
			})
			events = append(events, &event{
				TimeSec:     t.Add(5 * time.Minute).Unix(),
				Description: "New support ticket registered",
				Tags:        "ticket",
			})
		}

		for _, e := range events {
			sql = fmt.Sprintf(`
							INSERT [event] (time_sec, description, tags)
							VALUES(%d, '%s', '%s')
						`, e.TimeSec, e.Description, e.Tags)

			_, err = sess.Exec(sql)
			require.NoError(t, err)
		}

		t.Run("When doing an annotation query of deploy events should return expected result", func(t *testing.T) {
			query := plugins.DataQuery{
				Queries: []plugins.DataSubQuery{
					{
						DataSource: &models.DataSource{},
						Model: simplejson.NewFromAny(map[string]interface{}{
							"rawSql": "SELECT time_sec as time, description as [text], tags FROM [event] WHERE $__unixEpochFilter(time_sec) AND tags='deploy' ORDER BY 1 ASC",
							"format": "table",
						}),
						RefID: "Deploys",
					},
				},
				TimeRange: &plugins.DataTimeRange{
					From: fmt.Sprintf("%v", fromStart.Add(-20*time.Minute).Unix()*1000),
					To:   fmt.Sprintf("%v", fromStart.Add(40*time.Minute).Unix()*1000),
				},
			}

			resp, err := endpoint.DataQuery(context.Background(), nil, query)
			require.NoError(t, err)
			queryResult := resp.Results["Deploys"]
			frames, err := queryResult.Dataframes.Decoded()
			require.NoError(t, err)
			require.Equal(t, 1, len(frames))
			require.Equal(t, 3, frames[0].Fields[0].Len())
		})

		t.Run("When doing an annotation query of ticket events should return expected result", func(t *testing.T) {
			query := plugins.DataQuery{
				Queries: []plugins.DataSubQuery{
					{
						Model: simplejson.NewFromAny(map[string]interface{}{
							"rawSql": "SELECT time_sec as time, description as [text], tags FROM [event] WHERE $__unixEpochFilter(time_sec) AND tags='ticket' ORDER BY 1 ASC",
							"format": "table",
						}),
						RefID: "Tickets",
					},
				},
				TimeRange: &plugins.DataTimeRange{
					From: fmt.Sprintf("%v", fromStart.Add(-20*time.Minute).Unix()*1000),
					To:   fmt.Sprintf("%v", fromStart.Add(40*time.Minute).Unix()*1000),
				},
			}

			resp, err := endpoint.DataQuery(context.Background(), nil, query)
			require.NoError(t, err)
			queryResult := resp.Results["Tickets"]
			frames, err := queryResult.Dataframes.Decoded()
			require.NoError(t, err)
			require.Equal(t, 1, len(frames))
			require.Equal(t, 3, frames[0].Fields[0].Len())
		})

		t.Run("When doing an annotation query with a time column in datetime format", func(t *testing.T) {
			dt := time.Date(2018, 3, 14, 21, 20, 6, 527e6, time.UTC)
			const dtFormat = "2006-01-02 15:04:05.999999999"

			query := plugins.DataQuery{
				Queries: []plugins.DataSubQuery{
					{
						Model: simplejson.NewFromAny(map[string]interface{}{
							"rawSql": fmt.Sprintf(`SELECT
											CAST('%s' AS DATETIME) as time,
											'message' as text,
											'tag1,tag2' as tags
										`, dt.Format(dtFormat)),
							"format": "table",
						}),
						RefID: "A",
					},
				},
			}

			resp, err := endpoint.DataQuery(context.Background(), nil, query)
			require.NoError(t, err)
			queryResult := resp.Results["A"]
			require.NoError(t, queryResult.Error)

			frames, _ := queryResult.Dataframes.Decoded()
			require.Equal(t, 1, len(frames))
			require.Equal(t, 1, frames[0].Fields[0].Len())

			// Should be in time.Time
			require.Equal(t, dt, *frames[0].Fields[0].At(0).(*time.Time))
		})

		t.Run("When doing an annotation query with a time column in epoch second format should return ms", func(t *testing.T) {
			dt := time.Date(2018, 3, 14, 21, 20, 6, 527e6, time.UTC)

			query := plugins.DataQuery{
				Queries: []plugins.DataSubQuery{
					{
						Model: simplejson.NewFromAny(map[string]interface{}{
							"rawSql": fmt.Sprintf(`SELECT
											 %d as time,
											'message' as text,
											'tag1,tag2' as tags
										`, dt.Unix()),
							"format": "table",
						}),
						RefID: "A",
					},
				},
			}

			resp, err := endpoint.DataQuery(context.Background(), nil, query)
			require.NoError(t, err)
			queryResult := resp.Results["A"]
			require.NoError(t, queryResult.Error)

			frames, _ := queryResult.Dataframes.Decoded()
			require.Equal(t, 1, len(frames))
			require.Equal(t, 1, frames[0].Fields[0].Len())

			// Should be in time.Time
			require.Equal(t, dt.Unix(), (*frames[0].Fields[0].At(0).(*time.Time)).Unix())
		})

		t.Run("When doing an annotation query with a time column in epoch second format (int) should return ms", func(t *testing.T) {
			dt := time.Date(2018, 3, 14, 21, 20, 6, 527e6, time.UTC)

			query := plugins.DataQuery{
				Queries: []plugins.DataSubQuery{
					{
						Model: simplejson.NewFromAny(map[string]interface{}{
							"rawSql": fmt.Sprintf(`SELECT
											 cast(%d as int) as time,
											'message' as text,
											'tag1,tag2' as tags
										`, dt.Unix()),
							"format": "table",
						}),
						RefID: "A",
					},
				},
			}

			resp, err := endpoint.DataQuery(context.Background(), nil, query)
			require.NoError(t, err)
			queryResult := resp.Results["A"]
			require.NoError(t, queryResult.Error)

			frames, _ := queryResult.Dataframes.Decoded()
			require.Equal(t, 1, len(frames))
			require.Equal(t, 1, frames[0].Fields[0].Len())

			// Should be in time.Time
			require.Equal(t, dt.Unix(), (*frames[0].Fields[0].At(0).(*time.Time)).Unix())
		})

		t.Run("When doing an annotation query with a time column in epoch millisecond format should return ms", func(t *testing.T) {
			dt := time.Date(2018, 3, 14, 21, 20, 6, 527e6, time.UTC)

			query := plugins.DataQuery{
				Queries: []plugins.DataSubQuery{
					{
						Model: simplejson.NewFromAny(map[string]interface{}{
							"rawSql": fmt.Sprintf(`SELECT
											 %d as time,
											'message' as text,
											'tag1,tag2' as tags
										`, dt.Unix()*1000),
							"format": "table",
						}),
						RefID: "A",
					},
				},
			}

			resp, err := endpoint.DataQuery(context.Background(), nil, query)
			require.NoError(t, err)
			queryResult := resp.Results["A"]
			require.NoError(t, queryResult.Error)

			frames, _ := queryResult.Dataframes.Decoded()
			require.Equal(t, 1, len(frames))
			require.Equal(t, 1, frames[0].Fields[0].Len())

			// Should be in time.Time
			require.Equal(t, dt.Unix(), (*frames[0].Fields[0].At(0).(*time.Time)).Unix())
		})

		t.Run("When doing an annotation query with a time column holding a bigint null value should return nil", func(t *testing.T) {
			query := plugins.DataQuery{
				Queries: []plugins.DataSubQuery{
					{
						Model: simplejson.NewFromAny(map[string]interface{}{
							"rawSql": `SELECT
											 cast(null as bigint) as time,
											'message' as text,
											'tag1,tag2' as tags
										`,
							"format": "table",
						}),
						RefID: "A",
					},
				},
			}

			resp, err := endpoint.DataQuery(context.Background(), nil, query)
			require.NoError(t, err)
			queryResult := resp.Results["A"]
			require.NoError(t, queryResult.Error)

			frames, _ := queryResult.Dataframes.Decoded()
			require.Equal(t, 1, len(frames))
			require.Equal(t, 1, frames[0].Fields[0].Len())

			// Should be in time.Time
			require.Nil(t, frames[0].Fields[0].At(0))
		})

		t.Run("When doing an annotation query with a time column holding a datetime null value should return nil", func(t *testing.T) {
			query := plugins.DataQuery{
				Queries: []plugins.DataSubQuery{
					{
						Model: simplejson.NewFromAny(map[string]interface{}{
							"rawSql": `SELECT
											 cast(null as datetime) as time,
											'message' as text,
											'tag1,tag2' as tags
										`,
							"format": "table",
						}),
						RefID: "A",
					},
				},
			}

			resp, err := endpoint.DataQuery(context.Background(), nil, query)
			require.NoError(t, err)
			queryResult := resp.Results["A"]
			require.NoError(t, queryResult.Error)

			frames, _ := queryResult.Dataframes.Decoded()
			require.Equal(t, 1, len(frames))
			require.Equal(t, 1, frames[0].Fields[0].Len())

			// Should be in time.Time
			require.Nil(t, frames[0].Fields[0].At(0))
		})
	})
}

func TestTransformQueryError(t *testing.T) {
	transformer := &mssqlQueryResultTransformer{
		log: log.New("test"),
	}

	randomErr := fmt.Errorf("random error")

	tests := []struct {
		err         error
		expectedErr error
	}{
		{err: fmt.Errorf("Unable to open tcp connection with host 'localhost:5000': dial tcp: connection refused"), expectedErr: sqleng.ErrConnectionFailed},
		{err: fmt.Errorf("unable to open tcp connection with host 'localhost:5000': dial tcp: connection refused"), expectedErr: sqleng.ErrConnectionFailed},
		{err: randomErr, expectedErr: randomErr},
	}

	for _, tc := range tests {
		resultErr := transformer.TransformQueryError(tc.err)
		assert.ErrorIs(t, resultErr, tc.expectedErr)
	}
}

func TestGenerateConnectionString(t *testing.T) {
	testCases := []struct {
		desc       string
		dataSource *models.DataSource
		expConnStr string
	}{
		{
			desc: "From URL w/ port",
			dataSource: &models.DataSource{
				Url:      "localhost:1001",
				Database: "database",
				User:     "user",
				JsonData: simplejson.NewFromAny(map[string]interface{}{}),
			},
			expConnStr: "server=localhost;database=database;user id=user;password=;port=1001;",
		},
		// When no port is specified, the driver should be allowed to choose
		{
			desc: "From URL w/o port",
			dataSource: &models.DataSource{
				Url:      "localhost",
				Database: "database",
				User:     "user",
				JsonData: simplejson.NewFromAny(map[string]interface{}{}),
			},
			expConnStr: "server=localhost;database=database;user id=user;password=;",
		},
		// Port 0 should be equivalent to not specifying a port, i.e. let the driver choose
		{
			desc: "From URL w port 0",
			dataSource: &models.DataSource{
				Url:      "localhost:0",
				Database: "database",
				User:     "user",
				JsonData: simplejson.NewFromAny(map[string]interface{}{}),
			},
			expConnStr: "server=localhost;database=database;user id=user;password=;",
		},
		{
			desc: "Defaults",
			dataSource: &models.DataSource{
				Database: "database",
				User:     "user",
				JsonData: simplejson.NewFromAny(map[string]interface{}{}),
			},
			expConnStr: "server=localhost;database=database;user id=user;password=;",
		},
	}
	for _, tc := range testCases {
		t.Run(tc.desc, func(t *testing.T) {
			connStr, err := generateConnectionString(tc.dataSource)
			require.NoError(t, err)
			assert.Equal(t, tc.expConnStr, connStr)
		})
	}
}

func initMSSQLTestDB(t *testing.T) *xorm.Engine {
	t.Helper()

	testDB := sqlutil.MSSQLTestDB()
	x, err := xorm.NewEngine(testDB.DriverName, strings.Replace(testDB.ConnStr, "localhost",
		serverIP, 1))
	require.NoError(t, err)

	x.DatabaseTZ = time.UTC
	x.TZLocation = time.UTC

	// x.ShowSQL()

	return x
}

func genTimeRangeByInterval(from time.Time, duration time.Duration, interval time.Duration) []time.Time {
	durationSec := int64(duration.Seconds())
	intervalSec := int64(interval.Seconds())
	timeRange := []time.Time{}

	for i := int64(0); i < durationSec; i += intervalSec {
		timeRange = append(timeRange, from)
		from = from.Add(time.Duration(int64(time.Second) * intervalSec))
	}

	return timeRange
}