diff --git a/cmd/create.go b/cmd/create.go index 9ec2a1c8..99aaa8d6 100644 --- a/cmd/create.go +++ b/cmd/create.go @@ -5,6 +5,7 @@ import ( "fmt" "strings" + jsoniter "github.com/json-iterator/go" "github.com/spf13/cobra" "github.com/zilliztech/milvus-backup/core" "github.com/zilliztech/milvus-backup/core/paramtable" @@ -14,6 +15,8 @@ import ( var ( backupName string collectionNames string + databases string + dbCollections string ) var createBackupCmd = &cobra.Command{ @@ -35,9 +38,24 @@ var createBackupCmd = &cobra.Command{ } else { collectionNameArr = strings.Split(collectionNames, ",") } + + if dbCollections == "" && databases != "" { + dbCollectionDict := make(map[string][]string) + splits := strings.Split(databases, ",") + for _, db := range splits { + dbCollectionDict[db] = []string{} + } + completeDbCollections, err := jsoniter.MarshalToString(dbCollectionDict) + dbCollections = completeDbCollections + if err != nil { + fmt.Println("illegal databases input") + return + } + } resp := backupContext.CreateBackup(context, &backuppb.CreateBackupRequest{ BackupName: backupName, CollectionNames: collectionNameArr, + DbCollections: dbCollections, }) fmt.Println(resp.GetCode(), "\n", resp.GetMsg()) }, @@ -45,7 +63,9 @@ var createBackupCmd = &cobra.Command{ func init() { createBackupCmd.Flags().StringVarP(&backupName, "name", "n", "", "backup name, if unset will generate a name automatically") - createBackupCmd.Flags().StringVarP(&collectionNames, "colls", "", "", "collectionNames to backup, use ',' to connect multiple collections") + createBackupCmd.Flags().StringVarP(&collectionNames, "colls", "c", "", "collectionNames to backup, use ',' to connect multiple collections") + createBackupCmd.Flags().StringVarP(&databases, "databases", "d", "", "databases to backup") + createBackupCmd.Flags().StringVarP(&dbCollections, "database_collections", "f", "", "databases and collections to backup, json format: {\"db1\":[\"c1\", \"c2\"],\"db2\":[]}") rootCmd.AddCommand(createBackupCmd) } diff --git a/cmd/restore.go b/cmd/restore.go index e319b63f..c7af0108 100644 --- a/cmd/restore.go +++ b/cmd/restore.go @@ -5,6 +5,7 @@ import ( "fmt" "strings" + jsoniter "github.com/json-iterator/go" "github.com/spf13/cobra" "github.com/zilliztech/milvus-backup/core" "github.com/zilliztech/milvus-backup/core/paramtable" @@ -15,10 +16,12 @@ import ( ) var ( - restoreBackupName string - restoreCollectionNames string - renameSuffix string - renameCollectionNames string + restoreBackupName string + restoreCollectionNames string + renameSuffix string + renameCollectionNames string + restoreDatabases string + restoreDatabaseCollections string ) var restoreBackupCmd = &cobra.Command{ @@ -50,11 +53,25 @@ var restoreBackupCmd = &cobra.Command{ } } + if restoreDatabaseCollections == "" && restoreDatabases != "" { + dbCollectionDict := make(map[string][]string) + splits := strings.Split(restoreDatabases, ",") + for _, db := range splits { + dbCollectionDict[db] = []string{} + } + completeDbCollections, err := jsoniter.MarshalToString(dbCollectionDict) + restoreDatabaseCollections = completeDbCollections + if err != nil { + fmt.Println("illegal databases input") + return + } + } resp := backupContext.RestoreBackup(context, &backuppb.RestoreBackupRequest{ BackupName: restoreBackupName, CollectionNames: collectionNameArr, CollectionSuffix: renameSuffix, CollectionRenames: renameMap, + DbCollections: restoreDatabaseCollections, }) fmt.Println(resp.GetCode(), "\n", resp.GetMsg()) @@ -66,6 +83,8 @@ func init() { restoreBackupCmd.Flags().StringVarP(&restoreCollectionNames, "collections", "c", "", "collectionNames to restore") restoreBackupCmd.Flags().StringVarP(&renameSuffix, "suffix", "s", "", "add a suffix to collection name to restore") restoreBackupCmd.Flags().StringVarP(&renameCollectionNames, "rename", "r", "", "rename collections to new names") + restoreBackupCmd.Flags().StringVarP(&restoreDatabases, "databases", "d", "", "databases to restore, if not set, restore all databases") + restoreBackupCmd.Flags().StringVarP(&restoreDatabaseCollections, "database_collections", "f", "", "databases and collections to restore, json format: {\"db1\":[\"c1\", \"c2\"],\"db2\":[]}") rootCmd.AddCommand(restoreBackupCmd) } diff --git a/core/backup_impl_create_backup.go b/core/backup_impl_create_backup.go index 349c07dd..84886134 100644 --- a/core/backup_impl_create_backup.go +++ b/core/backup_impl_create_backup.go @@ -8,6 +8,7 @@ import ( "strings" "time" + jsoniter "github.com/json-iterator/go" "github.com/milvus-io/milvus-sdk-go/v2/entity" "go.uber.org/zap" @@ -25,6 +26,7 @@ func (b BackupContext) CreateBackup(ctx context.Context, request *backuppb.Creat zap.String("requestId", request.GetRequestId()), zap.String("backupName", request.GetBackupName()), zap.Strings("collections", request.GetCollectionNames()), + zap.String("databaseCollections", request.GetDbCollections()), zap.Bool("async", request.GetAsync())) resp := &backuppb.BackupInfoResponse{ @@ -130,11 +132,48 @@ type collection struct { collectionName string } +// parse collections to backup +// For backward compatibility: +// 1,parse dbCollections first, +// 2,if dbCollections not set, use collectionNames func (b BackupContext) parseBackupCollections(request *backuppb.CreateBackupRequest) ([]collection, error) { log.Debug("Request collection names", zap.Strings("request_collection_names", request.GetCollectionNames()), zap.Int("length", len(request.GetCollectionNames()))) var toBackupCollections []collection + + // first priority: dbCollections + if request.GetDbCollections() != "" { + var dbCollections DbCollections + err := jsoniter.UnmarshalFromString(request.GetDbCollections(), &dbCollections) + if err != nil { + log.Error("fail in unmarshal dbCollections in CreateBackupRequest", zap.String("dbCollections", request.GetDbCollections()), zap.Error(err)) + return nil, err + } + for db, collections := range dbCollections { + if len(collections) == 0 { + err := b.milvusClient.UsingDatabase(b.ctx, db) + if err != nil { + log.Error("fail to call SDK use database", zap.Error(err)) + return nil, err + } + collections, err := b.milvusClient.ListCollections(b.ctx) + if err != nil { + log.Error("fail in ListCollections", zap.Error(err)) + return nil, err + } + for _, coll := range collections { + toBackupCollections = append(toBackupCollections, collection{db, coll.Name}) + } + } else { + for _, coll := range collections { + toBackupCollections = append(toBackupCollections, collection{db, coll}) + } + } + } + return toBackupCollections, nil + } + if request.GetCollectionNames() == nil || len(request.GetCollectionNames()) == 0 { dbs, err := b.milvusClient.ListDatabases(b.ctx) if err != nil { diff --git a/core/backup_impl_restore_backup.go b/core/backup_impl_restore_backup.go index ec5a1ff4..e2d023e2 100644 --- a/core/backup_impl_restore_backup.go +++ b/core/backup_impl_restore_backup.go @@ -7,6 +7,7 @@ import ( "time" "github.com/cockroachdb/errors" + jsoniter "github.com/json-iterator/go" gomilvus "github.com/milvus-io/milvus-sdk-go/v2/client" "github.com/milvus-io/milvus-sdk-go/v2/entity" "go.uber.org/zap" @@ -29,7 +30,8 @@ func (b BackupContext) RestoreBackup(ctx context.Context, request *backuppb.Rest zap.Any("CollectionRenames", request.GetCollectionRenames()), zap.Bool("async", request.GetAsync()), zap.String("bucketName", request.GetBucketName()), - zap.String("path", request.GetPath())) + zap.String("path", request.GetPath()), + zap.String("databaseCollections", request.GetDbCollections())) resp := &backuppb.RestoreBackupResponse{ RequestId: request.GetRequestId(), @@ -99,7 +101,36 @@ func (b BackupContext) RestoreBackup(ctx context.Context, request *backuppb.Rest // 2, initial restoreCollectionTasks toRestoreCollectionBackups := make([]*backuppb.CollectionBackupInfo, 0) - if len(request.GetCollectionNames()) == 0 { + + if request.GetDbCollections() != "" { + var dbCollections DbCollections + err := jsoniter.UnmarshalFromString(request.GetDbCollections(), &dbCollections) + if err != nil { + log.Error("fail in unmarshal dbCollections in RestoreBackupRequest", zap.String("dbCollections", request.GetDbCollections()), zap.Error(err)) + errorMsg := fmt.Sprintf("fail in unmarshal dbCollections in RestoreBackupRequest, dbCollections: %s, err: %s", request.GetDbCollections(), err) + log.Error(errorMsg) + resp.Code = backuppb.ResponseCode_Fail + resp.Msg = errorMsg + return resp + } + for db, collections := range dbCollections { + if len(collections) == 0 { + for _, collectionBackup := range backup.GetCollectionBackups() { + if collectionBackup.GetDbName() == db { + toRestoreCollectionBackups = append(toRestoreCollectionBackups, collectionBackup) + } + } + } else { + for _, coll := range collections { + for _, collectionBackup := range backup.GetCollectionBackups() { + if collectionBackup.GetDbName() == db && collectionBackup.CollectionName == coll { + toRestoreCollectionBackups = append(toRestoreCollectionBackups, collectionBackup) + } + } + } + } + } + } else if len(request.GetCollectionNames()) == 0 { toRestoreCollectionBackups = backup.GetCollectionBackups() } else { collectionNameDict := make(map[string]bool) @@ -139,6 +170,7 @@ func (b BackupContext) RestoreBackup(ctx context.Context, request *backuppb.Rest targetCollectionName = backupCollectionName } + b.milvusClient.UsingDatabase(ctx, restoreCollection.DbName) exist, err := b.milvusClient.HasCollection(ctx, targetCollectionName) if err != nil { errorMsg := fmt.Sprintf("fail to check whether the collection is exist, collection_name: %s, err: %s", targetCollectionName, err) diff --git a/core/backup_meta.go b/core/backup_meta.go index 45432e9b..68086928 100644 --- a/core/backup_meta.go +++ b/core/backup_meta.go @@ -260,7 +260,9 @@ func SimpleBackupResponse(input *backuppb.BackupInfoResponse) *backuppb.BackupIn collections = append(collections, &backuppb.CollectionBackupInfo{ StateCode: coll.GetStateCode(), ErrorMessage: coll.GetErrorMessage(), + DbName: coll.GetDbName(), CollectionName: coll.GetCollectionName(), + CollectionId: coll.GetCollectionId(), BackupTimestamp: coll.GetBackupTimestamp(), HasIndex: coll.GetHasIndex(), IndexInfos: coll.GetIndexInfos(), @@ -338,3 +340,5 @@ func UpdateRestoreBackupTask(input *backuppb.RestoreBackupTask) *backuppb.Restor } return input } + +type DbCollections = map[string][]string diff --git a/core/backup_meta_test.go b/core/backup_meta_test.go index 835db848..2119faca 100644 --- a/core/backup_meta_test.go +++ b/core/backup_meta_test.go @@ -1,9 +1,14 @@ package core import ( + "bufio" + "fmt" + "io" + "os" "strconv" "testing" + jsoniter "github.com/json-iterator/go" "github.com/stretchr/testify/assert" "github.com/zilliztech/milvus-backup/core/proto/backuppb" @@ -139,3 +144,90 @@ func TestBackupSerialize(t *testing.T) { deserBackup, err := deserialize(serData) log.Info(deserBackup.String()) } + +func TestDbCollectionJson(t *testing.T) { + dbCollection := DbCollections{"db1": []string{"coll1", "coll2"}, "db2": []string{"coll3", "coll4"}} + jsonStr, err := jsoniter.MarshalToString(dbCollection) + assert.NoError(t, err) + println(jsonStr) + + var dbCollection2 DbCollections + jsoniter.UnmarshalFromString(jsonStr, &dbCollection2) + println(dbCollection2) +} + +func readBackup(backupDir string) (*backuppb.BackupInfo, error) { + readByteFunc := func(filepath string) ([]byte, error) { + file, err := os.OpenFile(filepath, os.O_RDWR, 0666) + if err != nil { + fmt.Println("Open file error!", err) + return nil, err + } + + // Get the file size + stat, err := file.Stat() + if err != nil { + fmt.Println(err) + return nil, err + } + + bs := make([]byte, stat.Size()) + _, err = bufio.NewReader(file).Read(bs) + if err != nil && err != io.EOF { + fmt.Println(err) + return nil, err + } + return bs, nil + } + + backupPath := backupDir + "/backup_meta.json" + collectionPath := backupDir + "/collection_meta.json" + partitionPath := backupDir + "/partition_meta.json" + segmentPath := backupDir + "/segment_meta.json" + + backupMetaBytes, err := readByteFunc(backupPath) + if err != nil { + return nil, err + } + collectionBackupMetaBytes, err := readByteFunc(collectionPath) + if err != nil { + return nil, err + } + partitionBackupMetaBytes, err := readByteFunc(partitionPath) + if err != nil { + return nil, err + } + segmentBackupMetaBytes, err := readByteFunc(segmentPath) + if err != nil { + return nil, err + } + + completeBackupMetas := &BackupMetaBytes{ + BackupMetaBytes: backupMetaBytes, + CollectionMetaBytes: collectionBackupMetaBytes, + PartitionMetaBytes: partitionBackupMetaBytes, + SegmentMetaBytes: segmentBackupMetaBytes, + } + + deserBackup, err := deserialize(completeBackupMetas) + + return deserBackup, err +} + +func TestReadBackupFile(t *testing.T) { + filepath := "/tmp/hxs_meta" + + backupInfo, err := readBackup(filepath) + assert.NoError(t, err) + + levelBackupInfo, err := treeToLevel(backupInfo) + assert.NoError(t, err) + assert.NotNil(t, levelBackupInfo) + + output, _ := serialize(backupInfo) + BackupMetaStr := string(output.BackupMetaBytes) + segmentMetaStr := string(output.SegmentMetaBytes) + fmt.Sprintf(BackupMetaStr) + fmt.Sprintf(segmentMetaStr) + //log.Info("segment meta", zap.String("value", string(output.SegmentMetaBytes))) +} diff --git a/core/proto/backup.proto b/core/proto/backup.proto index 00d11c27..870ce378 100644 --- a/core/proto/backup.proto +++ b/core/proto/backup.proto @@ -141,6 +141,8 @@ message CreateBackupRequest { repeated string collection_names = 3; // async or not bool async = 4; + // database and collections to backup. A json string. To support database. 2023.7.7 + string db_collections = 5; } /** @@ -239,6 +241,8 @@ message RestoreBackupRequest { string bucket_name = 7; // if bucket_name and path is set. will override bucket/path in config. string path = 8; + // database and collections to restore. A json string. To support database. 2023.7.7 + string db_collections = 9; } message RestorePartitionTask { diff --git a/core/proto/backuppb/backup.pb.go b/core/proto/backuppb/backup.pb.go index 124e008d..961b9994 100644 --- a/core/proto/backuppb/backup.pb.go +++ b/core/proto/backuppb/backup.pb.go @@ -945,7 +945,9 @@ type CreateBackupRequest struct { // collection names to backup, empty to backup all CollectionNames []string `protobuf:"bytes,3,rep,name=collection_names,json=collectionNames,proto3" json:"collection_names,omitempty"` // async or not - Async bool `protobuf:"varint,4,opt,name=async,proto3" json:"async,omitempty"` + Async bool `protobuf:"varint,4,opt,name=async,proto3" json:"async,omitempty"` + // database and collections to backup. A json string. To support database. 2023.7.7 + DbCollections string `protobuf:"bytes,5,opt,name=db_collections,json=dbCollections,proto3" json:"db_collections,omitempty"` XXX_NoUnkeyedLiteral struct{} `json:"-"` XXX_unrecognized []byte `json:"-"` XXX_sizecache int32 `json:"-"` @@ -1004,6 +1006,13 @@ func (m *CreateBackupRequest) GetAsync() bool { return false } +func (m *CreateBackupRequest) GetDbCollections() string { + if m != nil { + return m.DbCollections + } + return "" +} + //* // BackupInfoResponse type BackupInfoResponse struct { @@ -1390,7 +1399,9 @@ type RestoreBackupRequest struct { // if bucket_name and path is set. will override bucket/path in config. BucketName string `protobuf:"bytes,7,opt,name=bucket_name,json=bucketName,proto3" json:"bucket_name,omitempty"` // if bucket_name and path is set. will override bucket/path in config. - Path string `protobuf:"bytes,8,opt,name=path,proto3" json:"path,omitempty"` + Path string `protobuf:"bytes,8,opt,name=path,proto3" json:"path,omitempty"` + // database and collections to restore. A json string. To support database. 2023.7.7 + DbCollections string `protobuf:"bytes,9,opt,name=db_collections,json=dbCollections,proto3" json:"db_collections,omitempty"` XXX_NoUnkeyedLiteral struct{} `json:"-"` XXX_unrecognized []byte `json:"-"` XXX_sizecache int32 `json:"-"` @@ -1477,6 +1488,13 @@ func (m *RestoreBackupRequest) GetPath() string { return "" } +func (m *RestoreBackupRequest) GetDbCollections() string { + if m != nil { + return m.DbCollections + } + return "" +} + type RestorePartitionTask struct { Id string `protobuf:"bytes,1,opt,name=id,proto3" json:"id,omitempty"` StateCode RestoreTaskStateCode `protobuf:"varint,2,opt,name=state_code,json=stateCode,proto3,enum=milvus.proto.backup.RestoreTaskStateCode" json:"state_code,omitempty"` @@ -2475,164 +2493,166 @@ func init() { func init() { proto.RegisterFile("backup.proto", fileDescriptor_65240d19de191688) } var fileDescriptor_65240d19de191688 = []byte{ - // 2507 bytes of a gzipped FileDescriptorProto + // 2529 bytes of a gzipped 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@@ -446,6 +446,9 @@ const docTemplate = `{ "description": { "type": "string" }, + "enable_dynamic_field": { + "type": "boolean" + }, "fields": { "type": "array", "items": { @@ -492,6 +495,10 @@ const docTemplate = `{ "type": "string" } }, + "db_collections": { + "description": "database and collections to backup. A json string. To support database. 2023.7.7", + "type": "string" + }, "requestId": { "description": "uuid of request, will generate one if not set", "type": "string" @@ -573,9 +580,15 @@ const docTemplate = `{ "data_type": { "$ref": "#/definitions/backuppb.DataType" }, + "default_value": { + "$ref": "#/definitions/backuppb.ValueField" + }, "description": { "type": "string" }, + "element_type": { + "$ref": "#/definitions/backuppb.DataType" + }, "fieldID": { "type": "integer" }, @@ -585,6 +598,12 @@ const docTemplate = `{ "$ref": "#/definitions/backuppb.KeyValuePair" } }, + "is_dynamic": { + "type": "boolean" + }, + "is_partition_key": { + "type": "boolean" + }, "is_primary_key": { "type": "boolean" }, @@ -755,6 +774,10 @@ const docTemplate = `{ "description": "Support two ways to rename the collections while recover\n1, set a suffix", "type": "string" }, + "db_collections": { + "description": "database and collections to restore. A json string. To support database. 2023.7.7", + "type": "string" + }, "path": { "description": "if bucket_name and path is set. will override bucket/path in config.", "type": "string" @@ -954,6 +977,14 @@ const docTemplate = `{ } } } + }, + "backuppb.ValueField": { + "type": "object", + "properties": { + "data": { + "description": "Types that are valid to be assigned to Data:\n\t*ValueField_BoolData\n\t*ValueField_IntData\n\t*ValueField_LongData\n\t*ValueField_FloatData\n\t*ValueField_DoubleData\n\t*ValueField_StringData\n\t*ValueField_BytesData" + } + } } } }` diff --git a/docs/swagger.json b/docs/swagger.json index dd21d4e0..9fadb180 100644 --- a/docs/swagger.json +++ b/docs/swagger.json @@ -438,6 +438,9 @@ "description": { "type": "string" }, + "enable_dynamic_field": { + "type": "boolean" + }, "fields": { "type": "array", "items": { @@ -484,6 +487,10 @@ "type": "string" } }, + "db_collections": { + "description": "database and collections to backup. A json string. To support database. 2023.7.7", + "type": "string" + }, "requestId": { "description": "uuid of request, will generate one if not set", "type": "string" @@ -565,9 +572,15 @@ "data_type": { "$ref": "#/definitions/backuppb.DataType" }, + "default_value": { + "$ref": "#/definitions/backuppb.ValueField" + }, "description": { "type": "string" }, + "element_type": { + "$ref": "#/definitions/backuppb.DataType" + }, "fieldID": { "type": "integer" }, @@ -577,6 +590,12 @@ "$ref": "#/definitions/backuppb.KeyValuePair" } }, + "is_dynamic": { + "type": "boolean" + }, + "is_partition_key": { + "type": "boolean" + }, "is_primary_key": { "type": "boolean" }, @@ -747,6 +766,10 @@ "description": "Support two ways to rename the collections while recover\n1, set a suffix", "type": "string" }, + "db_collections": { + "description": "database and collections to restore. A json string. To support database. 2023.7.7", + "type": "string" + }, "path": { "description": "if bucket_name and path is set. will override bucket/path in config.", "type": "string" @@ -946,6 +969,14 @@ } } } + }, + "backuppb.ValueField": { + "type": "object", + "properties": { + "data": { + "description": "Types that are valid to be assigned to Data:\n\t*ValueField_BoolData\n\t*ValueField_IntData\n\t*ValueField_LongData\n\t*ValueField_FloatData\n\t*ValueField_DoubleData\n\t*ValueField_StringData\n\t*ValueField_BytesData" + } + } } } } \ No newline at end of file diff --git a/docs/swagger.yaml b/docs/swagger.yaml index 106e6324..1bc26b05 100644 --- a/docs/swagger.yaml +++ b/docs/swagger.yaml @@ -126,6 +126,8 @@ definitions: type: boolean description: type: string + enable_dynamic_field: + type: boolean fields: items: $ref: '#/definitions/backuppb.FieldSchema' @@ -160,6 +162,10 @@ definitions: items: type: string type: array + db_collections: + description: database and collections to backup. A json string. To support + database. 2023.7.7 + type: string requestId: description: uuid of request, will generate one if not set type: string @@ -220,14 +226,22 @@ definitions: type: boolean data_type: $ref: '#/definitions/backuppb.DataType' + default_value: + $ref: '#/definitions/backuppb.ValueField' description: type: string + element_type: + $ref: '#/definitions/backuppb.DataType' fieldID: type: integer index_params: items: $ref: '#/definitions/backuppb.KeyValuePair' type: array + is_dynamic: + type: boolean + is_partition_key: + type: boolean is_primary_key: type: boolean name: @@ -352,6 +366,10 @@ definitions: Support two ways to rename the collections while recover 1, set a suffix type: string + db_collections: + description: database and collections to restore. A json string. To support + database. 2023.7.7 + type: string path: description: if bucket_name and path is set. will override bucket/path in config. @@ -489,6 +507,11 @@ definitions: $ref: '#/definitions/backuppb.FieldBinlog' type: array type: object + backuppb.ValueField: + properties: + data: + description: "Types that are valid to be assigned to Data:\n\t*ValueField_BoolData\n\t*ValueField_IntData\n\t*ValueField_LongData\n\t*ValueField_FloatData\n\t*ValueField_DoubleData\n\t*ValueField_StringData\n\t*ValueField_BytesData" + type: object info: contact: email: wayasxxx@gmail.com diff --git a/go.mod b/go.mod index 6171049f..c094759f 100644 --- a/go.mod +++ b/go.mod @@ -10,6 +10,7 @@ require ( github.com/golang/protobuf v1.5.2 github.com/google/btree v1.0.1 github.com/google/uuid v1.1.2 + github.com/json-iterator/go v1.1.12 github.com/lingdor/stackerror v0.0.0-20191119040541-976d8885ed76 github.com/milvus-io/milvus-sdk-go/v2 v2.2.2 github.com/minio/minio-go/v7 v7.0.17 @@ -61,7 +62,6 @@ require ( github.com/hashicorp/hcl v1.0.0 // indirect github.com/inconshreveable/mousetrap v1.0.0 // indirect github.com/josharian/intern v1.0.0 // indirect - github.com/json-iterator/go v1.1.12 // indirect github.com/klauspost/compress v1.13.5 // indirect github.com/klauspost/cpuid v1.3.1 // indirect github.com/kr/pretty v0.3.0 // indirect