/* Copyright 2019 Google LLC

Licensed under the Apache License, Version 2.0 (the "License");

you may not use this file except in compliance with the License.

You may obtain a copy of the License at

https://www.apache.org/licenses/LICENSE-2.0

Unless required by applicable law or agreed to in writing, software

distributed under the License is distributed on an "AS IS" BASIS,

WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.

See the License for the specific language governing permissions and

limitations under the License.

==============================================================================*/

syntax = "proto2";

package ml_metadata;

import "google/protobuf/any.proto";

import "google/protobuf/struct.proto";

import "google/protobuf/descriptor.proto";

extend google.protobuf.EnumValueOptions {

// The system type information of each simple type enum refers to.

optional SystemTypeExtension system_type_extension = 384560917;

}

message SystemTypeExtension {

// The name of a system defined type.

optional string type_name = 1;

}

// A value in properties.

message Value {

oneof value {

int64 int_value = 1;

double double_value = 2;

string string_value = 3;

google.protobuf.Struct struct_value = 4;

google.protobuf.Any proto_value = 5;

bool bool_value = 6;

}

}

message Artifact {

// Output only. The unique server generated id of the artifact.

optional int64 id = 1;

// The client provided name of the artifact. This field is optional. If set,

// it must be unique among all the artifacts of the same artifact type within

// a database instance and cannot be changed once set.

optional string name = 7;

// The id of an ArtifactType. This needs to be specified when an artifact is

// created, and it cannot be changed.

optional int64 type_id = 2;

// Output only. The name of an ArtifactType.

optional string type = 8;

// The uniform resource identifier of the physical artifact.

// May be empty if there is no physical artifact.

optional string uri = 3;

// The external id that come from the clients’ system. This field is optional.

// If set, it must be unique among all artifacts within a database instance.

optional string external_id = 11;

// Properties of the artifact.

// Properties must be specified in the ArtifactType.

map<string, Value> properties = 4;

// User provided custom properties which are not defined by its type.

map<string, Value> custom_properties = 5;

enum State {

UNKNOWN = 0;

// A state indicating that the artifact may exist.

PENDING = 1;

// A state indicating that the artifact should exist, unless something

// external to the system deletes it.

LIVE = 2;

// A state indicating that the artifact should be deleted.

MARKED_FOR_DELETION = 3;

// A state indicating that the artifact has been deleted.

DELETED = 4;

// A state indicating that the artifact has been abandoned, which may be

// due to a failed or cancelled execution.

ABANDONED = 5;

// A state indicating that the artifact is a reference artifact. At

// execution start time, the orchestrator produces an output artifact for

// each output key with state PENDING. However, for an intermediate

// artifact, this first artifact's state will be REFERENCE. Intermediate

// artifacts emitted during a component's execution will copy the REFERENCE

// artifact's attributes. At the end of an execution, the artifact state

// should remain REFERENCE instead of being changed to LIVE.

REFERENCE = 6;

}

// The state of the artifact known to the system.

optional State state = 6;

// Output only. Create time of the artifact in millisecond since epoch.

optional int64 create_time_since_epoch = 9;

// Output only. Last update time of the artifact since epoch in millisecond

// since epoch.

optional int64 last_update_time_since_epoch = 10;

// Output only.

optional google.protobuf.Any system_metadata = 12;

}

// The list of supported property value types.

enum PropertyType {

UNKNOWN = 0;

INT = 1;

DOUBLE = 2;

STRING = 3;

// Prefer to use `PROTO` to store structed data since this option has

// inefficient database storage usage.

STRUCT = 4;

PROTO = 5;

BOOLEAN = 6;

}

message ArtifactType {

// The id of the type. 1-1 relationship between type names and IDs.

optional int64 id = 1;

// The name of the type. It must be unique among ArtifactTypes within a

// database instance.

optional string name = 2;

// An optional version of the type. An empty string is treated as unset.

optional string version = 4;

// An optional description about the type.

optional string description = 5;

// The external id that come from the clients’ system. This field is optional.

// If set, it must be unique among all artifact types within a database

// instance.

optional string external_id = 7;

// The schema of the type.

// Properties are always optional in the artifact.

// Properties of an artifact type can be expanded but not contracted (i.e.,

// you can add columns but not remove them).

map<string, PropertyType> properties = 3;

// An enum of system-defined artifact types.

enum SystemDefinedBaseType {

UNSET = 0 [(system_type_extension).type_name = 'unset_artifact_type'];

DATASET = 1 [(system_type_extension).type_name = 'mlmd.Dataset'];

MODEL = 2 [(system_type_extension).type_name = 'mlmd.Model'];

METRICS = 3 [(system_type_extension).type_name = 'mlmd.Metrics'];

STATISTICS = 4 [(system_type_extension).type_name = 'mlmd.Statistics'];

}

// An optional system defined base_type expressing the intent of the current

// type. This field is useful for the tool builders to utilize the stored MLMD

// information, e.g., `MyModel` ArtifactType could set base_type = MODEL.

optional SystemDefinedBaseType base_type = 6;

}

// An event represents a relationship between an artifact and an execution.

// There are different kinds of events, relating to both input and output, as

// well as how they are used by the mlmd powered system.

// For example, the DECLARED_INPUT and DECLARED_OUTPUT events are part of the

// signature of an execution. For example, consider:

//

// my_result = my_execution({"data":[3,7],"schema":8})

//

// Where 3, 7, and 8 are artifact_ids, Assuming execution_id of my_execution is

// 12 and artifact_id of my_result is 15, the events are:

// {

// artifact_id:3,

// execution_id: 12,

// type:DECLARED_INPUT,

// path:{step:[{"key":"data"},{"index":0}]}

// }

// {

// artifact_id:7,

// execution_id: 12,

// type:DECLARED_INPUT,

// path:{step:[{"key":"data"},{"index":1}]}

// }

// {

// artifact_id:8,

// execution_id: 12,

// type:DECLARED_INPUT,

// path:{step:[{"key":"schema"}]}

// }

// {

// artifact_id:15,

// execution_id: 12,

// type:DECLARED_OUTPUT,

// path:{step:[{"key":"my_result"}]}

// }

//

// Other event types include INPUT/OUTPUT, INTERNAL_INPUT/_OUTPUT and

// PENDING_OUTPUT:

//

// * The INPUT/OUTPUT is an event that actually reads/writes an artifact by an

// execution. The input/output artifacts may not declared in the signature,

// For example, the trainer may output multiple caches of the parameters

// (as an OUTPUT), then finally write the SavedModel as a DECLARED_OUTPUT.

//

// * The INTERNAL_INPUT/_OUTPUT are event types which are only meaningful to

// an orchestration system to keep track of the details for later debugging.

// For example, a fork happened conditioning on an artifact, then an execution

// is triggered, such fork implementing may need to log the read and write

// of artifacts and may not be worth displaying to the users.

//

// For instance, in the above example,

//

// my_result = my_execution({"data":[3,7],"schema":8})

//

// there is another execution (id: 15), which represents a

// `garbage_collection` step in an orchestration system

//

// gc_result = garbage_collection(my_result)

//

// that cleans `my_result` if needed. The details should be invisible to the

// end users and lineage tracking. The orchestrator can emit following events:

//

// {

// artifact_id: 15,

// execution_id: 15,

// type:INTERNAL_INPUT,

// }

// {

// artifact_id:16, // New artifact containing the GC job result.

// execution_id: 15,

// type:INTERNAL_OUTPUT,

// path:{step:[{"key":"gc_result"}]}

// }

//

// * The PENDING_OUTPUT event is used to indicate that an artifact is

// tentatively associated with an active execution which has not yet been

// finalized. For example, an orchestration system can register output

// artifacts of a running execution with PENDING_OUTPUT events to indicate

// the output artifacts the execution is expected to produce. When the

// execution is finished, the final set of output artifacts can be associated

// with the exeution using OUTPUT events, and any unused artifacts which were

// previously registered with PENDING_OUTPUT events can be updated to set

// their Artifact.State to ABANDONED.

//

// Events are unique of the same

// (artifact_id, execution_id, type) combination within a metadata store.

message Event {

// A simple path (e.g. {step{key:"foo"}}) can name an artifact in the context

// of an execution.

message Path {

message Step {

oneof value {

int64 index = 1;

string key = 2;

}

}

// A simple path (e.g. {step{key:"foo"}}) can name an artifact in the

// context of an execution.

repeated Step steps = 1;

}

// Events distinguish between an artifact that is written by the execution

// (possibly as a cache), versus artifacts that are part of the declared

// output of the Execution. For more information on what DECLARED_ means,

// see the comment on the message.

enum Type {

UNKNOWN = 0;

DECLARED_OUTPUT = 1; // A declared output of the execution.

DECLARED_INPUT = 2; // A declared input of the execution.

INPUT = 3; // An input of the execution.

OUTPUT = 4; // An output of the execution.

INTERNAL_INPUT = 5; // An internal input of the execution.

INTERNAL_OUTPUT = 6; // An internal output of the execution.

PENDING_OUTPUT = 7; // A pending output of the execution.

}

// The artifact id is required for an event, and should refer to an

// existing artifact.

optional int64 artifact_id = 1;

// The execution_id is required for an event, and should refer to an

// existing execution.

optional int64 execution_id = 2;

// The path in an artifact struct, or the name of an artifact.

optional Path path = 3;

// The type of an event.

optional Type type = 4;

// Time the event occurred

// Epoch is Jan 1, 1970, UTC

optional int64 milliseconds_since_epoch = 5;

// Output only.

optional google.protobuf.Any system_metadata = 6;

}

message Execution {

// Output only. The unique server generated id of the execution.

optional int64 id = 1;

// The client provided name of the execution. This field is optional. If set,

// it must be unique among all the executions of the same execution type

// within a database instance and cannot be changed once set.

optional string name = 6;

// The id of an ExecutionType. This needs to be specified when an execution is

// created, and it cannot be changed.

// The id of an ExecutionType.

optional int64 type_id = 2;

// Output only. The name of an ExecutionType.

optional string type = 7;

// The external id that come from the clients’ system. This field is optional.

// If set, it must be unique among all executions within a database instance.

optional string external_id = 10;

// The state of the Execution. The state transitions are

// NEW -> RUNNING -> COMPLETE | CACHED | FAILED | CANCELED

// CACHED means the execution is skipped due to cached results.

// CANCELED means the execution is skipped due to precondition not met. It is

// different from CACHED in that a CANCELED execution will not have any event

// associated with it. It is different from FAILED in that there is no

// unexpected error happened and it is regarded as a normal state.

enum State {

UNKNOWN = 0;

NEW = 1;

RUNNING = 2;

COMPLETE = 3;

FAILED = 4;

CACHED = 5;

CANCELED = 6;

}

// The last known state of an execution in the system.

optional State last_known_state = 3;

// Properties of the Execution.

// Properties must be specified in the ExecutionType.

map<string, Value> properties = 4;

// User provided custom properties which are not defined by its type.

map<string, Value> custom_properties = 5;

// Output only. Create time of the execution in millisecond since epoch.

optional int64 create_time_since_epoch = 8;

// Output only. Last update time of the execution in millisecond since epoch.

optional int64 last_update_time_since_epoch = 9;

// Output only.

optional google.protobuf.Any system_metadata = 11;

}

message ExecutionType {

// The id of the type. 1-1 relationship between type names and IDs.

optional int64 id = 1;

// The name of the type. It must be unique among ExecutionTypes within a

// database instance.

optional string name = 2;

// An optional version of the type. An empty string is treated as unset.

optional string version = 6;

// An optional description about the type.

optional string description = 7;

// The external id that come from the clients’ system. This field is optional.

// If set, it must be unique among all execution types within a database

// instance.

optional string external_id = 9;

// The schema of the type.

// Properties are always optional in the execution.

map<string, PropertyType> properties = 3;

// The ArtifactStructType of the input.

// For example: {

// "dict":{

// "properties":{

// "schema":{

// "union_type":{

// "none":{},

// "simple":{...schema type...}

// },

// },

// "data":{

// "simple":{...data_type...}

// }

// }

// }

// }

// That would be an optional schema field with a required data field.

optional ArtifactStructType input_type = 4;

// The ArtifactStructType of the output.

// For example {"simple":{...stats gen output type...}}

optional ArtifactStructType output_type = 5;

// An enum of system-defined execution types.

enum SystemDefinedBaseType {

UNSET = 0 [(system_type_extension).type_name = 'unset_execution_type'];

TRAIN = 1 [(system_type_extension).type_name = 'mlmd.Train'];

TRANSFORM = 2 [(system_type_extension).type_name = 'mlmd.Transform'];

PROCESS = 3 [(system_type_extension).type_name = 'mlmd.Process'];

EVALUATE = 4 [(system_type_extension).type_name = 'mlmd.Evaluate'];

DEPLOY = 5 [(system_type_extension).type_name = 'mlmd.Deploy'];

}

// An optional system defined base_type expressing the intent of the current

// type. This field is useful for the tool builders to utilize the stored MLMD

// information, e.g., `MyTrainer` ExecutionType could set base_type = TRAIN.

optional SystemDefinedBaseType base_type = 8;

}

message ContextType {

// The id of the type. 1-1 relationship between type names and IDs.

optional int64 id = 1;

// The name of the type, e.g., Pipeline, Task, Session, User, etc. It must be

// unique among ContextTypes within a database instance.

optional string name = 2;

// An optional version of the type. An empty string is treated as unset.

optional string version = 4;

// An optional description about the type.

optional string description = 5;

// The external id that come from the clients’ system. This field is optional.

// If set, it must be unique among all context types within a database

// instance.

optional string external_id = 7;

// The schema of the type, e.g., name: string, owner: string

// Properties are always optional in the context.

// Properties of an context type can be expanded but not contracted (i.e.,

// you can add columns but not remove them).

map<string, PropertyType> properties = 3;

// An enum of system-defined context types.

enum SystemDefinedBaseType {

UNSET = 0 [(system_type_extension).type_name = 'unset_context_type'];

}

// An optional system defined base_type expressing the intent of the current

// context type.

// *NOTE: currently there are no system Context types defined, and the field

// is not used for ContextType.

optional SystemDefinedBaseType base_type = 6;

}

message Context {

// Output Only. The unique server generated id of the context.

optional int64 id = 1;

// The client provided name of the context. It must be unique within a

// database instance.

optional string name = 3;

// The id of a ContextType. This needs to be specified when a context is

// created, and it cannot be changed.

optional int64 type_id = 2;

// Output only. The name of a ContextType.

optional string type = 6;

// The external id that come from the clients’ system. This field is optional.

// If set, it must be unique among all contexts within a virtual database.

optional string external_id = 9;

// Values of the properties, which must be specified in the ContextType.

map<string, Value> properties = 4;

// User provided custom properties which are not defined by its type.

map<string, Value> custom_properties = 5;

// Output only. Create time of the context in millisecond since epoch.

optional int64 create_time_since_epoch = 7;

// Output only. Last update time of the context in millisecond since epoch.

optional int64 last_update_time_since_epoch = 8;

// Output only system metadata.

optional google.protobuf.Any system_metadata = 10;

}

// the Attribution edges between Context and Artifact instances.

message Attribution {

optional int64 artifact_id = 1;

optional int64 context_id = 2;

// Output only.

optional google.protobuf.Any system_metadata = 3;

}

// the Association edges between Context and Execution instances.

message Association {

optional int64 execution_id = 1;

optional int64 context_id = 2;

// Output only.

optional google.protobuf.Any system_metadata = 3;

}

// the Parental Context edges between Context and Context instances.

message ParentContext {

optional int64 child_id = 1;

optional int64 parent_id = 2;

// Output only.

optional google.protobuf.Any system_metadata = 3;

}

// A self-contained provenance (sub)graph representation consists of MLMD nodes

// and their relationships. It is used to represent the query results from the

// persistent backend (e.g., lineage about a node, reachability of two nodes).

message LineageGraph {

// extracted types

repeated ArtifactType artifact_types = 1;

repeated ExecutionType execution_types = 2;

repeated ContextType context_types = 3;

// extracted nodes

repeated Artifact artifacts = 4;

repeated Execution executions = 5;

repeated Context contexts = 6;

// extracted edges

repeated Event events = 7;

repeated Attribution attributions = 8;

repeated Association associations = 9;

repeated ParentContext parent_contexts = 10;

}

// The list of ArtifactStruct is EXPERIMENTAL and not in use yet.

// The type of an ArtifactStruct.

// An artifact struct type represents an infinite set of artifact structs.

// It can specify the input or output type of an ExecutionType.

// See the more specific types referenced in the message for more details.

message ArtifactStructType {

oneof kind {

ArtifactType simple = 1; // Matches exactly this type.

UnionArtifactStructType union_type = 2;

IntersectionArtifactStructType intersection = 3;

ListArtifactStructType list = 4;

NoneArtifactStructType none = 5;

AnyArtifactStructType any = 6;

TupleArtifactStructType tuple = 7;

DictArtifactStructType dict = 8;

}

}

// Represents a union of types.

message UnionArtifactStructType {

// An artifact struct matches this type if it matches any of the candidates.

// If candidates is empty, this is a bottom type (matches no artifacts).

repeated ArtifactStructType candidates = 1;

}

// A member of this type must satisfy all constraints.

// This primarily useful not as an end-user type, but something calculated

// as an intermediate type in the system.

//

// For example, suppose you have a method:

// def infer_my_input_type(a): # try to infer the input type of this method.

// use_in_method_x(a) # with input type x_input

// use_in_method_y(a) # with input type y_input

//

// Given this information, you know that infer_my_input_type has

// type {"intersection":{"constraints":[x_input, y_input]}}.

//

// IntersectionArtifactStructType intersection_type = {"constraints":[

// {"dict":{"properties":{"schema":{"any":{}}},

// "extra_properties":{"any":{}}}},

// {"dict":{"properties":{"data":{"any":{}}},

// "extra_properties":{"any":{}}}}]}

// Since the first constraint requires the dictionary to have a schema

// property, and the second constraint requires it to have a data property, this

// is equivalent to:

// ArtifactStructType other_type =

// {"dict":{"properties":{"schema":{"any":{}},"data":{"any":{}}}},

// "extra_properties":{"any":{}}}

//

message IntersectionArtifactStructType {

repeated ArtifactStructType constraints = 1;

}

// Represents an ArtifactStruct list type with homogeneous elements.

message ListArtifactStructType {

// Every entry in the list must be of this type.

// Note: if this type is Any, then the list can have arbitrary elements.

optional ArtifactStructType element = 1;

}

// The only member of this type is a None artifact.

// Note: ArtifactStruct{} is a None artifact.

// This can represent an execution that has no outputs (or inputs),

// or can be part of a UnionArtifactStructType to represent an optional

// input.

// For example, StatsGen has an "optional" schema input.

// A practical example of this is:

// stats_gen_type = {

// "dict":{

// "properties":{

// "schema":{

// "union_type":{

// "none":{},

// "simple":{...schema type...}

// },

// },

// "data":{

// "simple":{...data_type...}

// }

// }

// }

// };

message NoneArtifactStructType {}

// Every ArtifactStruct is a member of this type.

message AnyArtifactStructType {}

// An ordered list of heterogeneous artifact structs.

// The length of the list is fixed.

// Each position in the list can have a different type.

message TupleArtifactStructType {

repeated ArtifactStructType elements = 1;

}

// A artifact struct type that represents a record or struct-like dictionary.

// ArtifactStruct would be map (i.e. ArtifactStructMap)

message DictArtifactStructType {

// Underlying properties for the type.

map<string, ArtifactStructType> properties = 1;

// If true, then if properties["foo"] can be None, then that key is not

// required.

optional bool none_type_not_required = 2;

// Extra keys are allowed that are not specified in properties. These

// keys must have the type specified below.

// If this is not specified, then extra properties are not allowed.

optional ArtifactStructType extra_properties_type = 3;

}

// Configuration for a "fake" database.

// This database is an in-memory SQLite database that lives only as

// long as the associated object lives.

message FakeDatabaseConfig {}

message MySQLDatabaseConfig {

// The hostname or IP address of the MYSQL server:

// * If unspecified, a connection to the local host is assumed.

// The client connects using a Unix socket specified by `socket`.

// * Otherwise, TCP/IP is used.

// Currently a replicated MYSQL backend is not supported.

optional string host = 1;

// The TCP Port number that the MYSQL server accepts connections on.

// If unspecified, the default MYSQL port (3306) is used.

optional int64 port = 2;

// The database to connect to. Must be specified.

// After connecting to the MYSQL server, this database is created if not

// already present unless skip_db_creation is set.

// All queries after Connect() are assumed to be for this database.

optional string database = 3;

// The MYSQL login id. If empty, the current user is assumed.

optional string user = 4;

// The password to use for `user`. If empty, only MYSQL user ids that don't

// have a password set are allowed to connect.

optional string password = 5;

// The Unix socket to use to connect to the server. If unspecified, a

// `host` must be provided.

optional string socket = 6;

// The options to establish encrypted connections to MySQL using SSL.

message SSLOptions {

// The path name of the client private key file.

optional string key = 1;

// The path name of the client public key certificate file.

optional string cert = 2;

// The path name of the CA certificate file.

optional string ca = 3;

// The path name of the directory that contains trusted SSL CA certificates.

optional string capath = 4;

// The list of permissible ciphers for SSL encryption.

optional string cipher = 5;

// If set, enable verification of the server certificate against the host

// name used when connecting to the server.

optional bool verify_server_cert = 6;

}

// If the field is set, the ssl options are set in mysql_options before

// establishing a connection. It is ignored if the mysql server does not

// enable SSL.

optional SSLOptions ssl_options = 7;

// A config to skip the database creation if not exist when connecting the

// db instance. It is useful when the db creation is handled by an admin

// process, while the lib user should not issue db creation clauses.

optional bool skip_db_creation = 8;

}

// A config contains the parameters when using with SqliteMetadatSource.

message SqliteMetadataSourceConfig {

// A uri specifying Sqlite3 database filename, for example:

//

// file:some_sqlite3_file_in_local_dir.db

// file:///home/username/some_sqlite3_file.db

//

// see https://www.sqlite.org/c3ref/open.html for model details

//

// If not given, a in-memory sqlite3 database is used, and destroyed when

// disconnecting the metadata source.

optional string filename_uri = 1;

// Connection parameters for SQLite3 based metadata source.

enum ConnectionMode {

UNKNOWN = 0;

// Connect a metadata source in read-only mode. Connection fail if the

// sqlite3 database at the `filename` does not exist. Any queries modifying

// the database fail.

READONLY = 1;

// Connect a metadata source in read/write mode. Connection fail if the

// sqlite3 database at the `filename` does not exist.

READWRITE = 2;

// Similar to READWRITE. In addition, it creates the database if it does not

// exist.

READWRITE_OPENCREATE = 3;

}

// A flag specifying the connection mode. If not given, default connection

// mode is set to READWRITE_OPENCREATE.

optional ConnectionMode connection_mode = 2;

}

// A config contains the parameters when using with PostgreSQLMetadatSource.

// Next index: 10

message PostgreSQLDatabaseConfig {

// Name of host to connect to. If the host name starts with /, it is taken as

// a Unix-domain socket in the abstract namespace.

optional string host = 1;

// Numeric IP address of host to connect to. If this field is provided, `host`

// field is ignored.

optional string hostaddr = 2;

// Port number to connect to at the server host, or socket file name extension

// for Unix-domain connections.

optional string port = 3;

// PostgreSQL user name to connect as. Defaults to be the same as the

// operating system name of the user running the application.

optional string user = 4;

// Password to be used if the server demands password authentication.

optional string password = 5;

// Specifies the name of the file used to store passwords.

optional string passfile = 6;

// The database name. Defaults to be the same as the user name.

optional string dbname = 7;

// A config to skip the database creation if not exist when connecting the

// db instance. It is useful when the db creation is handled by an admin

// process, while the lib user should not issue db creation clauses.

optional bool skip_db_creation = 8;

message SSLOptions {

// disable, allow, verify-ca, verify-full, etc. Reference:

// https://www.postgresql.org/docs/current/libpq-connect.html

optional string sslmode = 1;

// This parameter specifies the file name of the client SSL certificate,

// replacing the default ~/.postgresql/postgresql.crt. This parameter is

// ignored if an SSL connection is not made.

optional string sslcert = 2;

// This parameter specifies the location for the secret key used for the

// client certificate. It can either specify a file name that will be used

// instead of the default ~/.postgresql/postgresql.key, this parameter is

// ignored if an SSL connection is not made.

optional string sslkey = 3;

// This parameter specifies the password for the secret key specified in

// sslkey, allowing client certificate private keys to be stored in

// encrypted form on disk even when interactive passphrase input is not

// practical.

optional string sslpassword = 4;

// This parameter specifies the name of a file containing SSL certificate

// authority (CA) certificate(s). If the file exists, the server's

// certificate will be verified to be signed by one of these authorities.

// The default is ~/.postgresql/root.crt.

optional string sslrootcert = 5;

}

optional SSLOptions ssloption = 9;

}

message MigrationOptions {

// If not set, by default the upgrade migration is disabled. MLMD only

// compares db_v with the lib_v, and raise error if the two do not align.

// If the field is set to true, MLMD performs upgrade migration. It upgrades

// the database schema version (db_v) to align with the library schema

// version (lib_v) when connecting to the database.

// Schema migration should not be run concurrently with multiple clients to

// prevent data races.

optional bool enable_upgrade_migration = 3;

// Downgrade the given database to the specified schema version.

// For v0.13.2 release, the schema_version is 0.

// For 0.14.0 and 0.15.0 release, the schema_version is 4.

// More details are described in g3doc/get_start.md#upgrade-mlmd-library

// Set this field only when a database is accidentally upgraded by a newer

// version library. Each library version only knows how to downgrade to

// previous schema versions. As downgrade migrations inevitably introduce

// data loss, please consider taking a backup of the database before

// downgrading schema.

// After downgrade migration, the database connection is canceled. The user

// needs to downgrade the library to use the database.

optional int64 downgrade_to_schema_version = 2 [default = -1];

reserved 1;

}

message RetryOptions {

// The max number of retries when transaction returns Aborted error.

optional int64 max_num_retries = 1;

}

message ConnectionConfig {

// Configuration for a new connection.

oneof config {

FakeDatabaseConfig fake_database = 1;

MySQLDatabaseConfig mysql = 2;

SqliteMetadataSourceConfig sqlite = 3;

// PostgreSQL database connection config.

PostgreSQLDatabaseConfig postgresql = 5;

}

// Options for overwriting the default retry setting when MLMD transactions

// returning Aborted error.

// The setting is currently available for python client library only.

// TODO(b/154862807) set the setting in transaction executor.

optional RetryOptions retry_options = 4;

}

// A list of supported GRPC arguments defined in:

// https://grpc.github.io/grpc/core/group__grpc__arg__keys.html

message GrpcChannelArguments {

// Maximum message length in bytes per response that the channel can receive.

optional int64 max_receive_message_length = 1;

// Maximum misbehaving pings the server can bear before sending goaway and

// closing the transport? (0 indicates infinite number of misbehaving pings)

optional int64 http2_max_ping_strikes = 2;

}

// Configuration for the gRPC metadata store client.

message MetadataStoreClientConfig {

// The hostname or IP address of the gRPC server. Must be specified.

optional string host = 1;

// The TCP Port number that the gRPC server accepts connections on.

// Must be specified.

optional int64 port = 2;

message SSLConfig {

// The PEM-encoded private key as a byte string, or Empty if no private key

// should be used.

optional string client_key = 1;

// The PEM-encoded certificate chain as a byte string to use or or Empty if

// no certificate chain should be used.

optional string server_cert = 2;

// The PEM-encoded root certificates as a byte string, or Empty to retrieve

// them from a default location chosen by gRPC runtime.

optional string custom_ca = 3;

}

// Configuration for a secure gRPC channel.

// If not given, insecure connection is used.

optional SSLConfig ssl_config = 3;

// GRPC channel creation arguments.

optional GrpcChannelArguments channel_arguments = 4;

// Time duration that a client is willing to wait for a reply from the server.

// If unset, the timeout is considered infinite. When the field is specified,

// Grpc APIs would return DeadlineExceededError when server does not respond

// within `client_timeout_sec`. Floating point valued, in seconds.

optional double client_timeout_sec = 5;

}

// Configuration for the gRPC metadata store server.

message MetadataStoreServerConfig {

// Configuration to connect the metadata source backend.

optional ConnectionConfig connection_config = 1;

// Configuration for upgrade and downgrade migrations the metadata source.

optional MigrationOptions migration_options = 3;

message SSLConfig {

// Private server key for SSL

optional string server_key = 1;

// Public server certificate

optional string server_cert = 2;

// Custom certificate authority

optional string custom_ca = 3;

// Valid client certificate required?

optional bool client_verify = 4;

}

// Configuration for a secure gRPC channel.

// If not given, insecure connection is used.

optional SSLConfig ssl_config = 2;

}

// ListOperationOptions represents the set of options and predicates to be

// used for List operations on Artifacts, Executions and Contexts.

message ListOperationOptions {

// Max number of resources to return in the result. A value of zero or less

// results in a InvalidArgumentError.

// The API implementation also enforces an upper-bound of 100, and picks the

// minimum between this value and the one specified here.

optional int32 max_result_size = 1 [default = 20];

message OrderByField {

// Supported fields for Ordering.

enum Field {

FIELD_UNSPECIFIED = 0;

CREATE_TIME = 1;

LAST_UPDATE_TIME = 2;

ID = 3;

}

// Field to order.

optional Field field = 1 [default = ID];

// Direction of ordering.

optional bool is_asc = 2 [default = true];

}

// Ordering field.

optional OrderByField order_by_field = 2;

// Identifies the next page of results.

optional string next_page_token = 3;

// A boolean expression in SQL syntax that is used to specify the conditions

// on node attributes and directly connected assets.

//

// In the current implementation, filtering Artifact/Execution/Context with

// the following attributes and neighborhood is supported:

//

// Attributes:

// id:int64, type_id:int64, type:string,

// uri:string, name: string, external_id: string,

// create_time_since_epoch:int64, last_update_time_since_epoch:int64

// state:ENUM (Artifact only) last_known_state:ENUM (Execution only)

//

// Neighborhood

// - Properties and Custom Properties (for all node types):

// syntax: properties.$name ($name is the property name)

// custom_properties.$name ($name is the custom property name)

// attributes: the following attributes can be used

// int_value: int64, double_value: double, string_value: string

// bool_value: bool

//

// - Context (for Artifact and Execution):

// syntax: contexts_$alias ($alias can be [0-9A-Za-z_])

// attributes: the following attributes can be used

// id:int64, name:string, type:string, create_time_since_epoch:int64,

// last_update_time_since_epoch: int64

//

// - Parent and Child Contexts (for Contexts):

// syntax: parent_contexts_$alias( $alias can be [0-9A-Za-z_]

// child_contexts_$alias( $alias can be [0-9A-Za-z_]

// attributes: the following attributes can be used

// id:int64, name: string, type:string

//

// - Event (for Artifact and Execution)

// syntax: events_$alias ($alias can be [0-9A-Za-z_])

// attributes: the following attributes can be used

// artifact_id: int64(Execution only), execution_id: int64(Artifact only),

// type: ENUM, milliseconds_since_epoch: int64

//

// Examples:

// a) to filter nodes attributes:

// - id != 1

// - id IN (1, 3)

// - type_id = 5

// - type = 'my_type_name'

// - name = 'foo'

// - type = 'bar' AND name LIKE 'foo%'

// - external_id = 'my_external_id'

// - NOT(create_time_since_epoch < 1 OR last_update_time_since_epoch < 1)

//

// b) to filter artifacts' uri

// - uri = 'exact_path_string'

// - uri LIKE 'path_like_this%'

// - uri IS NOT NULL

//

// c) to filter artifact's state or execution's last_known_state

// - state = LIVE

// - state IS NULL

// - state IN (PENDING, LIVE)

// - last_known_state = RUNNING

// - last_known_state != RUNNING

// - last_known_state NOT IN (FAILED, CANCELED)

//

// d) to filter nodes having a specific context, artifact, or execution

// - contexts_a.id = 5

// - contexts_a.type = 'RunContext'

// - contexts_a.name = 'my_run'

// - contexts_a.create_time_since_epoch = 1626761453

// - contexts_a.last_update_time_since_epoch = 1626761453

// To filter nodes with conditions on multiple contexts:

// - contexts_a.name = 'my_run' AND contexts_b.name = 'my_pipeline'

// To filter context with artifacts:

// - artifacts_a.id = 5

// - artifacts_a.type = 'Dataset'

// - artifacts_a.name = 'my_dataset'

// - artifacts_a.uri = 'exact_path_string'

// - artifacts_a.state = LIVE

// - artifacts_a.state IN (PENDING, LIVE)

// - artifacts_a.external_id = "my_external_id"

// - artifacts_a.create_time_since_epoch = 1626761453

// - artifacts_a.last_update_time_since_epoch = 1626761453

// To filter contexts with conditions on multiple artifacts:

// - artifacts_a.name = 'my_run' AND artifacts_b.name = 'my_pipeline'

// To filter context with executions:

// - executions_a.id = 5

// - executions_a.type = 'Dataset'

// - executions_a.name = 'my_dataset'

// - executions_a.last_known_state = RUNNING

//. - executions_a.last_known_state IN (NEW, RUNNING)

// - executions_a.external_id = "my_external_id"

// - executions_a.create_time_since_epoch = 1626761453

// - executions_a.last_update_time_since_epoch = 1626761453

// To filter contexts with conditions on multiple executions:

// - executions_a.name = 'my_run' AND executions_b.name = 'my_pipeline'

//