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[WIP] complex_features_optimized #623

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[WIP] complex_features_optimized #623

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b0c29a7
complex_features_optimized
smkniazi Jan 20, 2025
eb33dfd
added bench test for complex feature
smkniazi Jan 22, 2025
eb9880f
Something is working
smkniazi Jan 23, 2025
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61 changes: 54 additions & 7 deletions storage/ndb/rest-server/rest-api-server/internal/handlers/feature_store/handler.go
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Original file line number Diff line number Diff line change
Expand Up @@ -24,7 +24,9 @@ import (
"regexp"
"strconv"
"strings"
"sync"

"github.com/hamba/avro/v2"
"hopsworks.ai/rdrs/internal/common"
"hopsworks.ai/rdrs/internal/config"
"hopsworks.ai/rdrs/internal/feature_store"
Expand Down Expand Up @@ -303,6 +305,13 @@ func TranslateRonDbError(code int, err string) *feature_store.RestErrorCode {
return fsError
}

type Result struct {
Index int
Value *interface{}
Err *feature_store.RestErrorCode
Status api.FeatureStatus
}

func GetFeatureValues(ronDbResult *[]*api.PKReadResponseWithCodeJSON, entries *map[string]*json.RawMessage, featureView *feature_store.FeatureViewMetadata, includeDetailedStatus bool) (*[]interface{}, api.FeatureStatus, []*api.DetailedStatus, *feature_store.RestErrorCode) {
featureValues := make([]interface{}, featureView.NumOfFeatures)
var status = api.FEATURE_STATUS_COMPLETE
Expand Down Expand Up @@ -331,23 +340,61 @@ func GetFeatureValues(ronDbResult *[]*api.PKReadResponseWithCodeJSON, entries *m
} else if *response.Code != http.StatusOK {
status = api.FEATURE_STATUS_ERROR
}

complexFeatures := 0
for featureName, _ := range *response.Body.Data {
featureIndexKey := feature_store.GetFeatureIndexKeyByFgIndexKey(*response.Body.OperationID, featureName)
// When only primary key is selected, Rondb will return all columns, so not all value from response are needed.
if _, ok := (featureView.FeatureIndexLookup)[featureIndexKey]; ok {
if _, ok := (featureView.ComplexFeatures)[featureIndexKey]; ok {
complexFeatures++
}
}
}

var wg sync.WaitGroup
results := make(chan Result, complexFeatures)

for featureName, value := range *response.Body.Data {
featureIndexKey := feature_store.GetFeatureIndexKeyByFgIndexKey(*response.Body.OperationID, featureName)
// When only primary key is selected, Rondb will return all columns, so not all value from response are needed.
if index, ok := (featureView.FeatureIndexLookup)[featureIndexKey]; ok {
if schema, ok := (featureView.ComplexFeatures)[featureIndexKey]; ok {
var deser, err1 = DeserialiseComplexFeature(value, schema)
if err1 != nil {
status = api.FEATURE_STATUS_ERROR
err = feature_store.DESERIALISE_FEATURE_FAIL.NewMessage(fmt.Sprintf("Feature name: %s; %s", featureName, err1.Error()))
} else {
featureValues[index] = deser
}

wg.Add(1)
go func(idx int, avroSchema *avro.Schema) {
//fmt.Printf("Go routine started for index %d\n", idx)
defer wg.Done()
//defer fmt.Printf("Go routine stopped for index %d\n", idx)
myIndex := idx
deser, e := DeserialiseComplexFeature(value, avroSchema)

if e != nil {
myStatus := api.FEATURE_STATUS_ERROR
myErr := feature_store.DESERIALISE_FEATURE_FAIL.NewMessage(fmt.Sprintf("Feature name: %s; %s", featureName, e.Error()))
results <- Result{Index: myIndex, Err: myErr, Status: myStatus}
} else {
results <- Result{Index: myIndex, Value: deser}
}
}(index, schema)

} else {
featureValues[index] = value
}
}
}
wg.Wait()
close(results)

for res := range results {
if res.Err != nil {
fmt.Printf("Failed: %v\n", res.Err)
err = res.Err
status = res.Status
} else {
featureValues[res.Index] = res.Value
}
}
}
// Fill in primary key value from request into the vector
// If multiple matched entries are found, the priority of the entry follows the order in `GetBatchPkReadParams`
Expand Down
31 changes: 17 additions & 14 deletions ...e/ndb/rest-server/rest-api-server/internal/integrationtests/feature_store/handler_test.go
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Original file line number Diff line number Diff line change
Expand Up @@ -1376,21 +1376,24 @@ func Test_GetFeatureVector_Date_Array_Success_ComplexType(t *testing.T) {
fsReq.MetadataRequest = &api.MetadataRequest{FeatureName: true, FeatureType: true}
fsResp := GetFeatureStoreResponse(t, fsReq)

//indented, err := json.MarshalIndent(fsResp, "", " ")
//if err != nil {
// t.Fatalf("Cannot MarshalIndent. Error %s ", err)
//}
//fmt.Printf("Response: %s", string(indented))
// indented, err := json.MarshalIndent(fsResp, "", " ")
// if err != nil {
// t.Fatalf("Cannot MarshalIndent. Error %s ", err)
// }
// fmt.Printf("Response: %s", string(indented))

for i := 1; i <= 5; i++ {
// convert data to object in json format
arrayJson, err := ConvertBinaryToJsonMessage(row[1+i]) // col 0=pk , 1=ts. therefore we start with 2
if err != nil {
t.Fatalf("Cannot convert to json with error %s ", err)
}
arrayPt, err := feature_store.DeserialiseComplexFeature(arrayJson, &dataSchema) // array
row[1+i] = *arrayPt
if err != nil {
t.Fatalf("Cannot deserailize feature with error %s ", err)
}

// convert data to object in json format
arrayJson, err := ConvertBinaryToJsonMessage(row[2])
if err != nil {
t.Fatalf("Cannot convert to json with error %s ", err)
}
arrayPt, err := feature_store.DeserialiseComplexFeature(arrayJson, &dataSchema) // array
row[2] = *arrayPt
if err != nil {
t.Fatalf("Cannot deserailize feature with error %s ", err)
}
// validate
ValidateResponseWithData(t, &row, &cols, fsResp)
Expand Down
26 changes: 15 additions & 11 deletions storage/ndb/rest-server/rest-api-server/resources/testdbs/fixed/FSDB002.sql
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Original file line number Diff line number Diff line change
Expand Up @@ -272,17 +272,21 @@ VALUES
CREATE TABLE `date_array_1` (
`pk` varchar(10) COLLATE utf8mb4_unicode_ci NOT NULL,
`ts` timestamp NULL DEFAULT NULL,
`data` varbinary(100) DEFAULT NULL,
`data0` varbinary(100) DEFAULT NULL,
`data1` varbinary(100) DEFAULT NULL,
`data2` varbinary(100) DEFAULT NULL,
`data3` varbinary(100) DEFAULT NULL,
`data4` varbinary(100) DEFAULT NULL,
PRIMARY KEY (`pk`) USING HASH
) ENGINE=ndbcluster;

INSERT INTO `date_array_1` VALUES ('pk-1','2025-01-08 15:33:04',0x020A02020E736B752D312D3002B8EF96BEF2CC950602020E736B752D312D3102B8EF96BEF2CC950602020E736B752D312D3202BAEF96BEF2CC950602020E736B752D312D3302BAEF96BEF2CC950602020E736B752D312D3402BCEF96BEF2CC950600);
INSERT INTO `date_array_1` VALUES ('pk-6','2025-01-08 15:33:04',0x020A02020E736B752D362D3002DAEF96BEF2CC950602020E736B752D362D3102DAEF96BEF2CC950602020E736B752D362D3202DCEF96BEF2CC950602020E736B752D362D3302DCEF96BEF2CC950602020E736B752D362D3402DEEF96BEF2CC950600);
INSERT INTO `date_array_1` VALUES ('pk-5','2025-01-08 15:33:04',0x020A02020E736B752D352D3002D2EF96BEF2CC950602020E736B752D352D3102D4EF96BEF2CC950602020E736B752D352D3202D4EF96BEF2CC950602020E736B752D352D3302D6EF96BEF2CC950602020E736B752D352D3402D6EF96BEF2CC950600);
INSERT INTO `date_array_1` VALUES ('pk-3','2025-01-08 15:33:04',0x020A02020E736B752D332D3002C6EF96BEF2CC950602020E736B752D332D3102C6EF96BEF2CC950602020E736B752D332D3202C8EF96BEF2CC950602020E736B752D332D3302C8EF96BEF2CC950602020E736B752D332D3402C8EF96BEF2CC950600);
INSERT INTO `date_array_1` VALUES ('pk-8','2025-01-08 15:33:04',0x020A02020E736B752D382D3002F6F296BEF2CC950602020E736B752D382D3102F6F296BEF2CC950602020E736B752D382D3202F8F296BEF2CC950602020E736B752D382D3302F8F296BEF2CC950602020E736B752D382D3402F8F296BEF2CC950600);
INSERT INTO `date_array_1` VALUES ('pk-0','2025-01-08 15:33:04',0x020A02020E736B752D302D3002AEEF96BEF2CC950602020E736B752D302D3102B0EF96BEF2CC950602020E736B752D302D3202B2EF96BEF2CC950602020E736B752D302D3302B2EF96BEF2CC950602020E736B752D302D3402B4EF96BEF2CC950600);
INSERT INTO `date_array_1` VALUES ('pk-4','2025-01-08 15:33:04',0x020A02020E736B752D342D3002CCEF96BEF2CC950602020E736B752D342D3102CCEF96BEF2CC950602020E736B752D342D3202CEEF96BEF2CC950602020E736B752D342D3302D0EF96BEF2CC950602020E736B752D342D3402D0EF96BEF2CC950600);
INSERT INTO `date_array_1` VALUES ('pk-7','2025-01-08 15:33:04',0x020A02020E736B752D372D3002E0EF96BEF2CC950602020E736B752D372D3102E0EF96BEF2CC950602020E736B752D372D3202F0F296BEF2CC950602020E736B752D372D3302F0F296BEF2CC950602020E736B752D372D3402F2F296BEF2CC950600);
INSERT INTO `date_array_1` VALUES ('pk-2','2025-01-08 15:33:04',0x020A02020E736B752D322D3002BEEF96BEF2CC950602020E736B752D322D3102C0EF96BEF2CC950602020E736B752D322D3202C0EF96BEF2CC950602020E736B752D322D3302C2EF96BEF2CC950602020E736B752D322D3402C2EF96BEF2CC950600);
INSERT INTO `date_array_1` VALUES ('pk-9','2025-01-08 15:33:04',0x020A02020E736B752D392D3002FCF296BEF2CC950602020E736B752D392D3102FEF296BEF2CC950602020E736B752D392D3202FEF296BEF2CC950602020E736B752D392D3302FEF296BEF2CC950602020E736B752D392D340280F396BEF2CC950600);
INSERT INTO `date_array_1` VALUES ('pk-1','2025-01-08 15:33:04',0x020A02020E736B752D312D3002B8EF96BEF2CC950602020E736B752D312D3102B8EF96BEF2CC950602020E736B752D312D3202BAEF96BEF2CC950602020E736B752D312D3302BAEF96BEF2CC950602020E736B752D312D3402BCEF96BEF2CC950600,0x020A02020E736B752D312D3002B8EF96BEF2CC950602020E736B752D312D3102B8EF96BEF2CC950602020E736B752D312D3202BAEF96BEF2CC950602020E736B752D312D3302BAEF96BEF2CC950602020E736B752D312D3402BCEF96BEF2CC950600,0x020A02020E736B752D312D3002B8EF96BEF2CC950602020E736B752D312D3102B8EF96BEF2CC950602020E736B752D312D3202BAEF96BEF2CC950602020E736B752D312D3302BAEF96BEF2CC950602020E736B752D312D3402BCEF96BEF2CC950600,0x020A02020E736B752D312D3002B8EF96BEF2CC950602020E736B752D312D3102B8EF96BEF2CC950602020E736B752D312D3202BAEF96BEF2CC950602020E736B752D312D3302BAEF96BEF2CC950602020E736B752D312D3402BCEF96BEF2CC950600,0x020A02020E736B752D312D3002B8EF96BEF2CC950602020E736B752D312D3102B8EF96BEF2CC950602020E736B752D312D3202BAEF96BEF2CC950602020E736B752D312D3302BAEF96BEF2CC950602020E736B752D312D3402BCEF96BEF2CC950600);
INSERT INTO `date_array_1` VALUES ('pk-6','2025-01-08 15:33:04',0x020A02020E736B752D362D3002DAEF96BEF2CC950602020E736B752D362D3102DAEF96BEF2CC950602020E736B752D362D3202DCEF96BEF2CC950602020E736B752D362D3302DCEF96BEF2CC950602020E736B752D362D3402DEEF96BEF2CC950600,0x020A02020E736B752D362D3002DAEF96BEF2CC950602020E736B752D362D3102DAEF96BEF2CC950602020E736B752D362D3202DCEF96BEF2CC950602020E736B752D362D3302DCEF96BEF2CC950602020E736B752D362D3402DEEF96BEF2CC950600,0x020A02020E736B752D362D3002DAEF96BEF2CC950602020E736B752D362D3102DAEF96BEF2CC950602020E736B752D362D3202DCEF96BEF2CC950602020E736B752D362D3302DCEF96BEF2CC950602020E736B752D362D3402DEEF96BEF2CC950600,0x020A02020E736B752D362D3002DAEF96BEF2CC950602020E736B752D362D3102DAEF96BEF2CC950602020E736B752D362D3202DCEF96BEF2CC950602020E736B752D362D3302DCEF96BEF2CC950602020E736B752D362D3402DEEF96BEF2CC950600,0x020A02020E736B752D362D3002DAEF96BEF2CC950602020E736B752D362D3102DAEF96BEF2CC950602020E736B752D362D3202DCEF96BEF2CC950602020E736B752D362D3302DCEF96BEF2CC950602020E736B752D362D3402DEEF96BEF2CC950600);
INSERT INTO `date_array_1` VALUES ('pk-5','2025-01-08 15:33:04',0x020A02020E736B752D352D3002D2EF96BEF2CC950602020E736B752D352D3102D4EF96BEF2CC950602020E736B752D352D3202D4EF96BEF2CC950602020E736B752D352D3302D6EF96BEF2CC950602020E736B752D352D3402D6EF96BEF2CC950600,0x020A02020E736B752D352D3002D2EF96BEF2CC950602020E736B752D352D3102D4EF96BEF2CC950602020E736B752D352D3202D4EF96BEF2CC950602020E736B752D352D3302D6EF96BEF2CC950602020E736B752D352D3402D6EF96BEF2CC950600,0x020A02020E736B752D352D3002D2EF96BEF2CC950602020E736B752D352D3102D4EF96BEF2CC950602020E736B752D352D3202D4EF96BEF2CC950602020E736B752D352D3302D6EF96BEF2CC950602020E736B752D352D3402D6EF96BEF2CC950600,0x020A02020E736B752D352D3002D2EF96BEF2CC950602020E736B752D352D3102D4EF96BEF2CC950602020E736B752D352D3202D4EF96BEF2CC950602020E736B752D352D3302D6EF96BEF2CC950602020E736B752D352D3402D6EF96BEF2CC950600,0x020A02020E736B752D352D3002D2EF96BEF2CC950602020E736B752D352D3102D4EF96BEF2CC950602020E736B752D352D3202D4EF96BEF2CC950602020E736B752D352D3302D6EF96BEF2CC950602020E736B752D352D3402D6EF96BEF2CC950600);
INSERT INTO `date_array_1` VALUES ('pk-3','2025-01-08 15:33:04',0x020A02020E736B752D332D3002C6EF96BEF2CC950602020E736B752D332D3102C6EF96BEF2CC950602020E736B752D332D3202C8EF96BEF2CC950602020E736B752D332D3302C8EF96BEF2CC950602020E736B752D332D3402C8EF96BEF2CC950600,0x020A02020E736B752D332D3002C6EF96BEF2CC950602020E736B752D332D3102C6EF96BEF2CC950602020E736B752D332D3202C8EF96BEF2CC950602020E736B752D332D3302C8EF96BEF2CC950602020E736B752D332D3402C8EF96BEF2CC950600,0x020A02020E736B752D332D3002C6EF96BEF2CC950602020E736B752D332D3102C6EF96BEF2CC950602020E736B752D332D3202C8EF96BEF2CC950602020E736B752D332D3302C8EF96BEF2CC950602020E736B752D332D3402C8EF96BEF2CC950600,0x020A02020E736B752D332D3002C6EF96BEF2CC950602020E736B752D332D3102C6EF96BEF2CC950602020E736B752D332D3202C8EF96BEF2CC950602020E736B752D332D3302C8EF96BEF2CC950602020E736B752D332D3402C8EF96BEF2CC950600,0x020A02020E736B752D332D3002C6EF96BEF2CC950602020E736B752D332D3102C6EF96BEF2CC950602020E736B752D332D3202C8EF96BEF2CC950602020E736B752D332D3302C8EF96BEF2CC950602020E736B752D332D3402C8EF96BEF2CC950600);
INSERT INTO `date_array_1` VALUES ('pk-8','2025-01-08 15:33:04',0x020A02020E736B752D382D3002F6F296BEF2CC950602020E736B752D382D3102F6F296BEF2CC950602020E736B752D382D3202F8F296BEF2CC950602020E736B752D382D3302F8F296BEF2CC950602020E736B752D382D3402F8F296BEF2CC950600,0x020A02020E736B752D382D3002F6F296BEF2CC950602020E736B752D382D3102F6F296BEF2CC950602020E736B752D382D3202F8F296BEF2CC950602020E736B752D382D3302F8F296BEF2CC950602020E736B752D382D3402F8F296BEF2CC950600,0x020A02020E736B752D382D3002F6F296BEF2CC950602020E736B752D382D3102F6F296BEF2CC950602020E736B752D382D3202F8F296BEF2CC950602020E736B752D382D3302F8F296BEF2CC950602020E736B752D382D3402F8F296BEF2CC950600,0x020A02020E736B752D382D3002F6F296BEF2CC950602020E736B752D382D3102F6F296BEF2CC950602020E736B752D382D3202F8F296BEF2CC950602020E736B752D382D3302F8F296BEF2CC950602020E736B752D382D3402F8F296BEF2CC950600,0x020A02020E736B752D382D3002F6F296BEF2CC950602020E736B752D382D3102F6F296BEF2CC950602020E736B752D382D3202F8F296BEF2CC950602020E736B752D382D3302F8F296BEF2CC950602020E736B752D382D3402F8F296BEF2CC950600);
INSERT INTO `date_array_1` VALUES ('pk-0','2025-01-08 15:33:04',0x020A02020E736B752D302D3002AEEF96BEF2CC950602020E736B752D302D3102B0EF96BEF2CC950602020E736B752D302D3202B2EF96BEF2CC950602020E736B752D302D3302B2EF96BEF2CC950602020E736B752D302D3402B4EF96BEF2CC950600,0x020A02020E736B752D302D3002AEEF96BEF2CC950602020E736B752D302D3102B0EF96BEF2CC950602020E736B752D302D3202B2EF96BEF2CC950602020E736B752D302D3302B2EF96BEF2CC950602020E736B752D302D3402B4EF96BEF2CC950600,0x020A02020E736B752D302D3002AEEF96BEF2CC950602020E736B752D302D3102B0EF96BEF2CC950602020E736B752D302D3202B2EF96BEF2CC950602020E736B752D302D3302B2EF96BEF2CC950602020E736B752D302D3402B4EF96BEF2CC950600,0x020A02020E736B752D302D3002AEEF96BEF2CC950602020E736B752D302D3102B0EF96BEF2CC950602020E736B752D302D3202B2EF96BEF2CC950602020E736B752D302D3302B2EF96BEF2CC950602020E736B752D302D3402B4EF96BEF2CC950600,0x020A02020E736B752D302D3002AEEF96BEF2CC950602020E736B752D302D3102B0EF96BEF2CC950602020E736B752D302D3202B2EF96BEF2CC950602020E736B752D302D3302B2EF96BEF2CC950602020E736B752D302D3402B4EF96BEF2CC950600);
INSERT INTO `date_array_1` VALUES ('pk-4','2025-01-08 15:33:04',0x020A02020E736B752D342D3002CCEF96BEF2CC950602020E736B752D342D3102CCEF96BEF2CC950602020E736B752D342D3202CEEF96BEF2CC950602020E736B752D342D3302D0EF96BEF2CC950602020E736B752D342D3402D0EF96BEF2CC950600,0x020A02020E736B752D342D3002CCEF96BEF2CC950602020E736B752D342D3102CCEF96BEF2CC950602020E736B752D342D3202CEEF96BEF2CC950602020E736B752D342D3302D0EF96BEF2CC950602020E736B752D342D3402D0EF96BEF2CC950600,0x020A02020E736B752D342D3002CCEF96BEF2CC950602020E736B752D342D3102CCEF96BEF2CC950602020E736B752D342D3202CEEF96BEF2CC950602020E736B752D342D3302D0EF96BEF2CC950602020E736B752D342D3402D0EF96BEF2CC950600,0x020A02020E736B752D342D3002CCEF96BEF2CC950602020E736B752D342D3102CCEF96BEF2CC950602020E736B752D342D3202CEEF96BEF2CC950602020E736B752D342D3302D0EF96BEF2CC950602020E736B752D342D3402D0EF96BEF2CC950600,0x020A02020E736B752D342D3002CCEF96BEF2CC950602020E736B752D342D3102CCEF96BEF2CC950602020E736B752D342D3202CEEF96BEF2CC950602020E736B752D342D3302D0EF96BEF2CC950602020E736B752D342D3402D0EF96BEF2CC950600);
INSERT INTO `date_array_1` VALUES ('pk-7','2025-01-08 15:33:04',0x020A02020E736B752D372D3002E0EF96BEF2CC950602020E736B752D372D3102E0EF96BEF2CC950602020E736B752D372D3202F0F296BEF2CC950602020E736B752D372D3302F0F296BEF2CC950602020E736B752D372D3402F2F296BEF2CC950600,0x020A02020E736B752D372D3002E0EF96BEF2CC950602020E736B752D372D3102E0EF96BEF2CC950602020E736B752D372D3202F0F296BEF2CC950602020E736B752D372D3302F0F296BEF2CC950602020E736B752D372D3402F2F296BEF2CC950600,0x020A02020E736B752D372D3002E0EF96BEF2CC950602020E736B752D372D3102E0EF96BEF2CC950602020E736B752D372D3202F0F296BEF2CC950602020E736B752D372D3302F0F296BEF2CC950602020E736B752D372D3402F2F296BEF2CC950600,0x020A02020E736B752D372D3002E0EF96BEF2CC950602020E736B752D372D3102E0EF96BEF2CC950602020E736B752D372D3202F0F296BEF2CC950602020E736B752D372D3302F0F296BEF2CC950602020E736B752D372D3402F2F296BEF2CC950600,0x020A02020E736B752D372D3002E0EF96BEF2CC950602020E736B752D372D3102E0EF96BEF2CC950602020E736B752D372D3202F0F296BEF2CC950602020E736B752D372D3302F0F296BEF2CC950602020E736B752D372D3402F2F296BEF2CC950600);
INSERT INTO `date_array_1` VALUES ('pk-2','2025-01-08 15:33:04',0x020A02020E736B752D322D3002BEEF96BEF2CC950602020E736B752D322D3102C0EF96BEF2CC950602020E736B752D322D3202C0EF96BEF2CC950602020E736B752D322D3302C2EF96BEF2CC950602020E736B752D322D3402C2EF96BEF2CC950600,0x020A02020E736B752D322D3002BEEF96BEF2CC950602020E736B752D322D3102C0EF96BEF2CC950602020E736B752D322D3202C0EF96BEF2CC950602020E736B752D322D3302C2EF96BEF2CC950602020E736B752D322D3402C2EF96BEF2CC950600,0x020A02020E736B752D322D3002BEEF96BEF2CC950602020E736B752D322D3102C0EF96BEF2CC950602020E736B752D322D3202C0EF96BEF2CC950602020E736B752D322D3302C2EF96BEF2CC950602020E736B752D322D3402C2EF96BEF2CC950600,0x020A02020E736B752D322D3002BEEF96BEF2CC950602020E736B752D322D3102C0EF96BEF2CC950602020E736B752D322D3202C0EF96BEF2CC950602020E736B752D322D3302C2EF96BEF2CC950602020E736B752D322D3402C2EF96BEF2CC950600,0x020A02020E736B752D322D3002BEEF96BEF2CC950602020E736B752D322D3102C0EF96BEF2CC950602020E736B752D322D3202C0EF96BEF2CC950602020E736B752D322D3302C2EF96BEF2CC950602020E736B752D322D3402C2EF96BEF2CC950600);
INSERT INTO `date_array_1` VALUES ('pk-9','2025-01-08 15:33:04',0x020A02020E736B752D392D3002FCF296BEF2CC950602020E736B752D392D3102FEF296BEF2CC950602020E736B752D392D3202FEF296BEF2CC950602020E736B752D392D3302FEF296BEF2CC950602020E736B752D392D340280F396BEF2CC950600,0x020A02020E736B752D392D3002FCF296BEF2CC950602020E736B752D392D3102FEF296BEF2CC950602020E736B752D392D3202FEF296BEF2CC950602020E736B752D392D3302FEF296BEF2CC950602020E736B752D392D340280F396BEF2CC950600,0x020A02020E736B752D392D3002FCF296BEF2CC950602020E736B752D392D3102FEF296BEF2CC950602020E736B752D392D3202FEF296BEF2CC950602020E736B752D392D3302FEF296BEF2CC950602020E736B752D392D340280F396BEF2CC950600,0x020A02020E736B752D392D3002FCF296BEF2CC950602020E736B752D392D3102FEF296BEF2CC950602020E736B752D392D3202FEF296BEF2CC950602020E736B752D392D3302FEF296BEF2CC950602020E736B752D392D340280F396BEF2CC950600,0x020A02020E736B752D392D3002FCF296BEF2CC950602020E736B752D392D3102FEF296BEF2CC950602020E736B752D392D3202FEF296BEF2CC950602020E736B752D392D3302FEF296BEF2CC950602020E736B752D392D340280F396BEF2CC950600);
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