有没有办法将Zstack与OpenStack集成。 我想在 OpenStack 和 Zstack 上的云服务上创建灾难恢复计划。 数据应在 OpenStack 中同步复制,同时...
ML.net - CreateTimeSeriesEngine
我正在使用 ML.net 进行时间序列分析项目。在这里我尝试预测欧元兑美元的交易汇率。我从 CSV 文件加载数据并使用内存数据创建 IDataView。 列表 我正在使用 ML.net 进行时间序列分析项目。在这里我尝试预测欧元兑美元的交易汇率。我从 CSV 文件加载数据并使用内存数据创建 IDataView。 List<RateData> infoList = new List<RateData>(); // populate list infoList = FileParser(infoList); IDataView data = mlContext.Data.LoadFromEnumerable<RateData>(infoList); 我设法像这样运行预测估计器 var forecastEstimator = mlContext.Forecasting.ForecastBySsa( outputColumnName: nameof(RatePrediction.CurrentRate), inputColumnName: nameof(RateData.HistoricalRate), windowSize: 14, seriesLength: numRateDataPoints, trainSize: numRateDataPoints, horizon: 1, confidenceLevel: 0.95f ); SsaForecastingTransformer forecaster = forecastEstimator.Fit(RateDataSeries); 然后我尝试创建这样的预测引擎 var ForecastEngine = Forecaster.CreateTimeSeriesEngine(mlContext); 这里我遇到了一些错误。 我的输入和输出类如下: public class RateData { public DateTime TransactionDate { get; set; } public float HistoricalRate { get; set; } } public class RatePrediction { public float CurrentRate; } 我有这样的错误 System.InvalidOperationException: Can't bind the IDataView column 'CurrentRate' of type 'Vector<Single, 1>' to field or property 'CurrentRate' of type 'System.Single'. at Microsoft.ML.Data.TypedCursorable`1..ctor(IHostEnvironment env, IDataView data, Boolean ignoreMissingColumns, InternalSchemaDefinition schemaDefn) at Microsoft.ML.Data.TypedCursorable`1.Create(IHostEnvironment env, IDataView data, Boolean ignoreMissingColumns, SchemaDefinition schemaDefinition) at Microsoft.ML.Transforms.TimeSeries.TimeSeriesPredictionEngine`2.PredictionEngineCore(IHostEnvironment env, InputRow`1 inputRow, IRowToRowMapper mapper, Boolean ignoreMissingColumns, SchemaDefinition outputSchemaDefinition, Action& disposer, IRowReadableAs`1& outputRow) at Microsoft.ML.PredictionEngineBase`2..ctor(IHostEnvironment env, ITransformer transformer, Boolean ignoreMissingColumns, SchemaDefinition inputSchemaDefinition, SchemaDefinition outputSchemaDefinition, Boolean ownsTransformer) at Microsoft.ML.Transforms.TimeSeries.TimeSeriesPredictionEngine`2..ctor(IHostEnvironment env, ITransformer transformer, Boolean ignoreMissingColumns, SchemaDefinition inputSchemaDefinition, SchemaDefinition outputSchemaDefinition) at Microsoft.ML.Transforms.TimeSeries.PredictionFunctionExtensions.CreateTimeSeriesEngine[TSrc,TDst](ITransformer transformer, IHostEnvironment env, Boolean ignoreMissingColumns, SchemaDefinition inputSchemaDefinition, SchemaDefinition outputSchemaDefinition) at USD_EURO_Conversion_rate.TimeSeriesModelHelper.FitAndSaveModel(MLContext mlContext, IDataView RateDataSeries, String outputModelPath) 预测类中的属性需要是float[]类型;向量/数组而不是单个值,例如 public class RatePrediction { public float[] CurrentRate; } 类似于此处的Microsoft 示例。