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import 'dart:io';
import 'dart:typed_data';
import 'package:async/async.dart';
import 'package:collection/collection.dart';
import 'package:fixnum/fixnum.dart';
import 'package:viam_sdk/protos/app/data.dart';
import 'package:viam_sdk/src/gen/google/protobuf/any.pb.dart';
import 'package:viam_sdk/src/utils.dart';
import '../gen/app/data/v1/data.pbgrpc.dart';
import '../gen/app/dataset/v1/dataset.pbgrpc.dart';
import '../gen/app/datasync/v1/data_sync.pbgrpc.dart' hide CaptureInterval;
import '../gen/google/protobuf/timestamp.pb.dart';
import '../media/image.dart';
typedef DatabaseConnection = GetDatabaseConnectionResponse;
/// gRPC client used for retrieving, uploading, and modifying stored data from app.viam.com.
///
/// All calls must be authenticated.
///
/// For more information, see [Data Client API](https://docs.viam.com/appendix/apis/data-client/).
class DataClient {
final DataServiceClient _dataClient;
final DataSyncServiceClient _dataSyncClient;
final DatasetServiceClient _datasetClient;
DataClient(this._dataClient, this._dataSyncClient, this._datasetClient);
DataRequest _makeDataRequest(Filter? filter, int? limit, String? last, Order? sortOrder) {
final dataRequest = DataRequest();
dataRequest.filter = filter ?? Filter();
if (limit != null) {
dataRequest.limit = Int64(limit);
}
if (last != null) {
dataRequest.last = last;
}
if (sortOrder != null) {
dataRequest.sortOrder = sortOrder;
}
return dataRequest;
}
/// Filter and download tabular data. The data will be paginated into pages of `limit` items, and the last ID will be included in
/// the returned response.
///
/// For more information, see [Data Client API](https://docs.viam.com/appendix/apis/data-client/).
Future<TabularDataByFilterResponse> tabularDataByFilter(
{Filter? filter, int? limit, Order? sortOrder, String? last, countOnly = false}) async {
final dataRequest = _makeDataRequest(filter, limit, last, sortOrder);
final request = TabularDataByFilterRequest()
..dataRequest = dataRequest
..countOnly = countOnly;
return await _dataClient.tabularDataByFilter(request);
}
/// Filter and download binary data. The data will be paginated into pages of `limit` items, and the last ID will be included in the
/// returned response.
///
/// For more information, see [Data Client API](https://docs.viam.com/appendix/apis/data-client/).
Future<BinaryDataByFilterResponse> binaryDataByFilter(
{Filter? filter, int? limit, Order? sortOrder, String? last, countOnly = false}) async {
final dataRequest = _makeDataRequest(filter, limit, last, sortOrder);
final request = BinaryDataByFilterRequest()
..dataRequest = dataRequest
..countOnly = false;
return await _dataClient.binaryDataByFilter(request);
}
/// Retrieve binary data by IDs
///
/// For more information, see [Data Client API](https://docs.viam.com/appendix/apis/data-client/).
Future<List<BinaryData>> binaryDataByIds(List<BinaryID> binaryIds) async {
final request = BinaryDataByIDsRequest()..binaryIds.addAll(binaryIds);
final response = await _dataClient.binaryDataByIDs(request);
return response.data;
}
/// Obtain unified tabular data and metadata, queried with SQL.
///
/// For more information, see [Data Client API](https://docs.viam.com/appendix/apis/data-client/).
Future<List<Map<String, dynamic>>> tabularDataBySql(String organizationId, String query) async {
final request = TabularDataBySQLRequest()
..organizationId = organizationId
..sqlQuery = query;
final response = await _dataClient.tabularDataBySQL(request);
return response.data.map((e) => e.toMap()).toList();
}
/// Obtain unified tabular data and metadata, queried with MQL.
///
/// For more information, see [Data Client API](https://docs.viam.com/appendix/apis/data-client/).
Future<List<Map<String, dynamic>>> tabularDataByMql(String organizationId, List<Uint8List> query) async {
final request = TabularDataByMQLRequest()
..organizationId = organizationId
..mqlBinary.addAll(query);
final response = await _dataClient.tabularDataByMQL(request);
return response.data.map((e) => e.toMap()).toList();
}
/// Delete tabular data older than a provided number of days from an organization.
///
/// Returns the number of pieces of data that were deleted.
///
/// For more information, see [Data Client API](https://docs.viam.com/appendix/apis/data-client/).
Future<int> deleteTabularData(String organizationId, int olderThanDays) async {
final request = DeleteTabularDataRequest()
..organizationId = organizationId
..deleteOlderThanDays = olderThanDays;
final response = await _dataClient.deleteTabularData(request);
return response.deletedCount.toInt();
}
/// Delete binary data based on an optionally provided filter.
/// If a [filter] is not provided, all data will be deleted.
///
/// Returns the number of pieces of data that were deleted.
///
/// For more information, see [Data Client API](https://docs.viam.com/appendix/apis/data-client/).
Future<int> deleteBinaryDataByFilter(Filter? filter, {bool includeInternalData = false}) async {
final request = DeleteBinaryDataByFilterRequest()
..includeInternalData = includeInternalData
..filter = filter ?? Filter();
final response = await _dataClient.deleteBinaryDataByFilter(request);
return response.deletedCount.toInt();
}
/// Delete binary data based on data ID.
///
/// Returns the number of pieces of data that were deleted.
///
/// For more information, see [Data Client API](https://docs.viam.com/appendix/apis/data-client/).
Future<int> deleteBinaryDataByIds(List<BinaryID> binaryIds) async {
final request = DeleteBinaryDataByIDsRequest()..binaryIds.addAll(binaryIds);
final response = await _dataClient.deleteBinaryDataByIDs(request);
return response.deletedCount.toInt();
}
/// Adds tags to binary data based on IDs.
///
/// For more information, see [Data Client API](https://docs.viam.com/appendix/apis/data-client/).
Future<void> addTagsToBinaryDataByIds(List<String> tags, List<BinaryID> binaryIds) async {
final request = AddTagsToBinaryDataByIDsRequest()
..tags.addAll(tags)
..binaryIds.addAll(binaryIds);
await _dataClient.addTagsToBinaryDataByIDs(request);
}
/// Adds tags to binary data based on a filter.
/// If no [filter] is provided, all binary data will be tagged.
///
/// For more information, see [Data Client API](https://docs.viam.com/appendix/apis/data-client/).
Future<void> addTagsToBinaryDataByFilter(List<String> tags, Filter? filter) async {
final request = AddTagsToBinaryDataByFilterRequest()
..tags.addAll(tags)
..filter = filter ?? Filter();
await _dataClient.addTagsToBinaryDataByFilter(request);
}
/// Remove tags from binary data based on filter.
/// If a [filter] is not provided, the tags will be removed from all data.
///
/// Returns the number of tags deleted.
///
/// For more information, see [Data Client API](https://docs.viam.com/appendix/apis/data-client/).
Future<int> removeTagsFromBinaryDataByFilter(List<String> tags, Filter? filter) async {
final request = RemoveTagsFromBinaryDataByFilterRequest()
..tags.addAll(tags)
..filter = filter ?? Filter();
final response = await _dataClient.removeTagsFromBinaryDataByFilter(request);
return response.deletedCount.toInt();
}
/// Remove tags from binary data based on IDs.
///
/// Returns the number of tags deleted.
///
/// For more information, see [Data Client API](https://docs.viam.com/appendix/apis/data-client/).
Future<int> removeTagsFromBinaryDataByIds(List<String> tags, List<BinaryID> binaryIds) async {
final request = RemoveTagsFromBinaryDataByIDsRequest()
..tags.addAll(tags)
..binaryIds.addAll(binaryIds);
final response = await _dataClient.removeTagsFromBinaryDataByIDs(request);
return response.deletedCount.toInt();
}
/// Add a bounding box to an image by ID, with x and y coordinates normalized from 0 to 1.
///
/// Returns the bounding box ID.
///
/// For more information, see [Data Client API](https://docs.viam.com/appendix/apis/data-client/).
Future<String> addBoundingBoxToImageById(
String label, BinaryID binaryId, double xMinNormalized, double yMinNormalized, double xMaxNormalized, double yMaxNormalized) async {
final request = AddBoundingBoxToImageByIDRequest()
..label = label
..binaryId = binaryId
..xMinNormalized = xMinNormalized
..yMinNormalized = yMinNormalized
..xMaxNormalized = xMaxNormalized
..yMaxNormalized = yMaxNormalized;
final response = await _dataClient.addBoundingBoxToImageByID(request);
return response.bboxId;
}
/// Removes a bounding box from an image based on bbox ID and image ID.
///
/// For more information, see [Data Client API](https://docs.viam.com/appendix/apis/data-client/).
Future<void> removeBoundingBoxFromImageById(String bboxId, BinaryID binaryId) async {
final request = RemoveBoundingBoxFromImageByIDRequest()
..bboxId = bboxId
..binaryId = binaryId;
await _dataClient.removeBoundingBoxFromImageByID(request);
}
/// Returns a list of tags based on a filter.
/// If no [filter] is provided, all tags will be returned.
///
/// For more information, see [Data Client API](https://docs.viam.com/appendix/apis/data-client/).
Future<List<String>> tagsByFilter(Filter? filter) async {
final request = TagsByFilterRequest()..filter = filter ?? Filter();
final response = await _dataClient.tagsByFilter(request);
return response.tags;
}
/// Returns a list of bounding box labels based on a filter.
/// If no [filter] is provided, all labels will be returned.
///
/// For more information, see [Data Client API](https://docs.viam.com/appendix/apis/data-client/).
Future<List<String>> boundingBoxLabelsByFilter(Filter? filter) async {
final request = BoundingBoxLabelsByFilterRequest()..filter = filter ?? Filter();
final response = await _dataClient.boundingBoxLabelsByFilter(request);
return response.labels;
}
/// Returns a database connection to access a MongoDB Atlas Data Federation instance.
///
/// For more information, see [Data Client API](https://docs.viam.com/appendix/apis/data-client/).
Future<DatabaseConnection> getDatabaseConnection(String organizationId) async {
final request = GetDatabaseConnectionRequest()..organizationId = organizationId;
return await _dataClient.getDatabaseConnection(request);
}
/// Configures a database user for Viam's MongoDB Atlas Data Federation instance.
///
/// For more information, see [Data Client API](https://docs.viam.com/appendix/apis/data-client/).
Future<void> configureDatabaseUser(String organizationId, String password) async {
final request = ConfigureDatabaseUserRequest()
..password = password
..organizationId = organizationId;
await _dataClient.configureDatabaseUser(request);
}
/// Adds binary data to a dataset based on IDs.
///
/// For more information, see [Data Client API](https://docs.viam.com/appendix/apis/data-client/).
Future<void> addBinaryDataToDatasetByIds(List<BinaryID> binaryIds, String datasetId) async {
final request = AddBinaryDataToDatasetByIDsRequest()
..binaryIds.addAll(binaryIds)
..datasetId = datasetId;
await _dataClient.addBinaryDataToDatasetByIDs(request);
}
/// Removes binary data from a dataset based on IDs.
///
/// For more information, see [Data Client API](https://docs.viam.com/appendix/apis/data-client/).
Future<void> removeBinaryDataFromDatasetByIds(List<BinaryID> binaryIds, String datasetId) async {
final request = RemoveBinaryDataFromDatasetByIDsRequest()
..binaryIds.addAll(binaryIds)
..datasetId = datasetId;
await _dataClient.removeBinaryDataFromDatasetByIDs(request);
}
/// Upload an image to Viam's Data Manager
///
/// If no name is provided, the current timestamp will be used as the filename.
///
/// For more information, see [Data Client API](https://docs.viam.com/appendix/apis/data-client/).
Future<String> uploadImage(ViamImage image, String partId,
{String? fileName,
String? componentType,
String? componentName,
String? methodName,
Map<String, Any>? methodParameters,
Iterable<String> tags = const []}) async {
final metadata = UploadMetadata()
..partId = partId
..type = DataType.DATA_TYPE_FILE
..fileName = fileName ?? DateTime.now().toIso8601String()
..fileExtension = '.${image.mimeType.type}'
..tags.addAll(tags);
if (componentType != null) metadata.componentType = componentType;
if (componentName != null) metadata.componentName = componentName;
if (methodName != null) metadata.methodName = methodName;
if (methodParameters != null) metadata.methodParameters.addAll(methodParameters);
final metadataRequest = FileUploadRequest()..metadata = metadata;
// Make requests that are at most 2MB large (max gRPC request size is 4MB)
final dataRequests = image.raw.slices(2 * 1024 * 1024).map((e) => FileUploadRequest()..fileContents = (FileData()..data = e));
final requestStream = Stream.fromIterable([metadataRequest, ...dataRequests]);
final response = await _dataSyncClient.fileUpload(requestStream);
return response.fileId;
}
/// Upload a file from its path to Viam's Data Manager
///
/// The file name can be overridden by providing the [fileName] parameter.
///
/// For more information, see [Data Client API](https://docs.viam.com/appendix/apis/data-client/).
Future<String> uploadFile(String path, String partId,
{String? fileName,
String? componentType,
String? componentName,
String? methodName,
Map<String, Any>? methodParameters,
Iterable<String> tags = const []}) async {
final fileNameAndExt = path.split(Platform.pathSeparator).last;
String fName, ext;
if (fileNameAndExt.contains('.')) {
fName = (fileNameAndExt.split('.')..removeLast()).join('.');
ext = '.${fileNameAndExt.split('.').last}';
} else {
fName = fileNameAndExt;
ext = '';
}
final metadata = UploadMetadata()
..partId = partId
..type = DataType.DATA_TYPE_FILE
..fileName = fileName ?? fName
..fileExtension = ext
..tags.addAll(tags);
if (componentType != null) metadata.componentType = componentType;
if (componentName != null) metadata.componentName = componentName;
if (methodName != null) metadata.methodName = methodName;
if (methodParameters != null) metadata.methodParameters.addAll(methodParameters);
final metadataStream = Stream.value(FileUploadRequest()..metadata = metadata);
final file = File(path);
final reader = ChunkedStreamReader(file.openRead());
try {
final fileDataStream =
reader.readStream(file.lengthSync()).map((event) => FileUploadRequest()..fileContents = (FileData()..data = event));
final requestStream = StreamGroup.merge([metadataStream, fileDataStream]);
final response = await _dataSyncClient.fileUpload(requestStream);
return response.fileId;
} finally {
await reader.cancel();
}
}
/// Upload binary sensor data to Viam's Data Manager
///
/// Returns the data's file ID.
///
/// For more information, see [Data Client API](https://docs.viam.com/appendix/apis/data-client/).
Future<String> binaryDataCaptureUpload(List<int> binaryData, String partId, String fileExtension,
{String? componentType,
String? componentName,
String? methodName,
Map<String, Any>? methodParameters,
(DateTime, DateTime)? dataRequestTimes,
Iterable<String> tags = const []}) async {
final sensorMetadata = SensorMetadata();
if (dataRequestTimes != null) {
sensorMetadata.timeRequested = Timestamp.fromDateTime(dataRequestTimes.$1);
sensorMetadata.timeReceived = Timestamp.fromDateTime(dataRequestTimes.$2);
}
final metadata = UploadMetadata()
..partId = partId
..componentType = componentType ?? ''
..componentName = componentName ?? ''
..methodName = methodName ?? ''
..type = DataType.DATA_TYPE_BINARY_SENSOR
..tags.addAll(tags);
if (methodParameters != null) metadata.methodParameters.addAll(methodParameters);
if (fileExtension.isEmpty) {
metadata.fileExtension = '';
} else if (fileExtension[0] == '.') {
metadata.fileExtension = fileExtension;
} else {
metadata.fileExtension = '.$fileExtension';
}
final sensorContents = SensorData()
..binary = binaryData
..metadata = sensorMetadata;
final request = DataCaptureUploadRequest()
..metadata = metadata
..sensorContents.add(sensorContents);
final response = await _dataSyncClient.dataCaptureUpload(request);
return response.fileId;
}
/// Upload tabular sensor data to Viam's Data Manager
///
/// Returns the data's file ID.
///
/// For more information, see [Data Client API](https://docs.viam.com/appendix/apis/data-client/).
Future<String> tabularDataCaptureUpload(List<Map<String, dynamic>> tabularData, String partId,
{String? componentType,
String? componentName,
String? methodName,
Map<String, Any>? methodParameters,
List<(DateTime, DateTime)>? dataRequestTimes,
Iterable<String> tags = const []}) async {
if (dataRequestTimes != null && dataRequestTimes.length != tabularData.length) {
throw Exception('dataRequestTimes and tabularData lengths must be equal');
}
final sensorContents = <SensorData>[];
for (final (idx, data) in tabularData.indexed) {
final s = data.toStruct();
final sensorMetadata = SensorMetadata();
if (dataRequestTimes != null) {
sensorMetadata.timeRequested = Timestamp.fromDateTime(dataRequestTimes[idx].$1);
sensorMetadata.timeReceived = Timestamp.fromDateTime(dataRequestTimes[idx].$2);
}
final sensorData = SensorData()
..struct = s
..metadata = sensorMetadata;
sensorContents.add(sensorData);
}
final metadata = UploadMetadata()
..partId = partId
..componentType = componentType ?? ''
..componentName = componentName ?? ''
..methodName = methodName ?? ''
..type = DataType.DATA_TYPE_TABULAR_SENSOR
..tags.addAll(tags);
if (methodParameters != null) metadata.methodParameters.addAll(methodParameters);
final request = DataCaptureUploadRequest()
..metadata = metadata
..sensorContents.addAll(sensorContents);
final response = await _dataSyncClient.dataCaptureUpload(request);
return response.fileId;
}
/// Uploads the metadata and contents of streaming binary data
///
/// Returns the data's file ID.
///
/// For more information, see [Data Client API](https://docs.viam.com/appendix/apis/data-client/).
Future<String> streamingDataCaptureUpload(List<int> bytes, String partId, String fileExtension,
{String? componentType,
String? componentName,
String? methodName,
Map<String, Any>? methodParameters,
(DateTime, DateTime)? dataRequestTimes,
Iterable<String> tags = const []}) async {
final uploadMetadata = UploadMetadata()
..partId = partId
..componentType = componentType ?? ''
..componentName = componentName ?? ''
..methodName = methodName ?? ''
..type = DataType.DATA_TYPE_BINARY_SENSOR
..tags.addAll(tags);
if (methodParameters != null) uploadMetadata.methodParameters.addAll(methodParameters);
if (fileExtension.isEmpty) {
uploadMetadata.fileExtension = '';
} else if (fileExtension[0] == '.') {
uploadMetadata.fileExtension = fileExtension;
} else {
uploadMetadata.fileExtension = '.$fileExtension';
}
final sensorMetadata = SensorMetadata();
if (dataRequestTimes != null) {
sensorMetadata.timeRequested = Timestamp.fromDateTime(dataRequestTimes.$1);
sensorMetadata.timeReceived = Timestamp.fromDateTime(dataRequestTimes.$2);
}
final metadata = DataCaptureUploadMetadata()
..sensorMetadata = sensorMetadata
..uploadMetadata = uploadMetadata;
final metadataStream = Stream.value(StreamingDataCaptureUploadRequest()..metadata = metadata);
final bytesStream = Stream.value(StreamingDataCaptureUploadRequest()..data = bytes);
final requestStream = StreamGroup.merge([metadataStream, bytesStream]);
final response = await _dataSyncClient.streamingDataCaptureUpload(requestStream);
return response.fileId;
}
/// Creates a new dataset, returning the new dataset's ID.
///
/// For more information, see [Data Client API](https://docs.viam.com/appendix/apis/data-client/).
Future<String> createDataset(String orgId, String name) async {
final request = CreateDatasetRequest()
..organizationId = orgId
..name = name;
final response = await _datasetClient.createDataset(request);
return response.id;
}
/// Deletes a dataset.
///
/// For more information, see [Data Client API](https://docs.viam.com/appendix/apis/data-client/).
Future<void> deleteDataset(String id) async {
final request = DeleteDatasetRequest()..id = id;
await _datasetClient.deleteDataset(request);
}
/// Renames a dataset by ID.
///
/// For more information, see [Data Client API](https://docs.viam.com/appendix/apis/data-client/).
Future<void> renameDataset(String id, String name) async {
final request = RenameDatasetRequest()
..id = id
..name = name;
await _datasetClient.renameDataset(request);
}
/// Returns a list of datasets within a given organization.
///
/// For more information, see [Data Client API](https://docs.viam.com/appendix/apis/data-client/).
Future<List<Dataset>> listDatasetsByOrganizationID(String orgId) async {
final request = ListDatasetsByOrganizationIDRequest()..organizationId = orgId;
final response = await _datasetClient.listDatasetsByOrganizationID(request);
return response.datasets;
}
/// Looks up and returns a list of datasets by their IDs.
///
/// For more information, see [Data Client API](https://docs.viam.com/appendix/apis/data-client/).
Future<List<Dataset>> listDatasetsByIDs(List<String> ids) async {
final request = ListDatasetsByIDsRequest()..ids.addAll(ids);
final response = await _datasetClient.listDatasetsByIDs(request);
return response.datasets;
}
}
extension FilterUtils on Filter {
/// Return a [Filter] with a [CaptureInterval] created by the provided start and end [DateTime] objects
Filter withDateTimeCaptureInterval({DateTime? start, DateTime? end}) {
setDateTimeCaptureInterval(start: start, end: end);
return this;
}
/// Update the current [Filter] with a [CaptureInterval] created by the provided start and end [DateTime] objects
void setDateTimeCaptureInterval({DateTime? start, DateTime? end}) {
final interval = CaptureInterval();
if (start != null) {
interval.start = Timestamp()..seconds = Int64((start.millisecondsSinceEpoch / 1000).floor());
}
if (end != null) {
interval.end = Timestamp()..seconds = Int64((end.millisecondsSinceEpoch / 1000).floor());
}
this.interval = interval;
}
}