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+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + @@ -1670,6 +9033,32 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + @@ -2331,6 +9720,19 @@ + + + + + + + + + + + + + @@ -2704,6 +10106,30 @@ + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/dotnet/xml/Microsoft.Data.Analysis/ArrowStringDataFrameColumn.xml b/dotnet/xml/Microsoft.Data.Analysis/ArrowStringDataFrameColumn.xml index cfc85e8f4..aa31150c1 100644 --- a/dotnet/xml/Microsoft.Data.Analysis/ArrowStringDataFrameColumn.xml +++ b/dotnet/xml/Microsoft.Data.Analysis/ArrowStringDataFrameColumn.xml @@ -163,18 +163,47 @@ - - + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.ArrowStringDataFrameColumn + + + + + + To be added. + To be added. + To be added. + To be added. + + + + + - - + + + + + + Method Microsoft.Data.Analysis 1.0.0.0 - Microsoft.Data.Analysis.DataFrameColumn + Microsoft.Data.Analysis.ArrowStringDataFrameColumn + Microsoft.Data.Analysis.DataFrameColumn @@ -191,6 +220,103 @@ + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.DataFrameColumn + + + + + + To be added. + To be added. + To be added. + To be added. + + + + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.DataFrameColumn + + + + + + + + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + + + + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.ArrowStringDataFrameColumn + + + + To be added. + To be added. + To be added. + + + + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.DataFrameColumn + + + + To be added. + To be added. + To be added. + + @@ -674,6 +800,32 @@ To be added. + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.PrimitiveDataFrameColumn<System.Int64> + + + + + + + To be added. + To be added. + To be added. + To be added. + To be added. + + @@ -783,11 +935,15 @@ - - + + - - + + + + + + Method Microsoft.Data.Analysis @@ -806,6 +962,7 @@ A boolean value indicating the validity at this . To be added. + @@ -924,7 +1081,7 @@ Microsoft.Data.Analysis.DataFrameColumn - + To be added. diff --git a/dotnet/xml/Microsoft.Data.Analysis/BooleanDataFrameColumn.xml b/dotnet/xml/Microsoft.Data.Analysis/BooleanDataFrameColumn.xml index e3645e4a9..9612811d8 100644 --- a/dotnet/xml/Microsoft.Data.Analysis/BooleanDataFrameColumn.xml +++ b/dotnet/xml/Microsoft.Data.Analysis/BooleanDataFrameColumn.xml @@ -181,8 +181,8 @@ Microsoft.Data.Analysis.PrimitiveDataFrameColumn<System.Boolean> - - + + To be added. diff --git a/dotnet/xml/Microsoft.Data.Analysis/ByteDataFrameColumn.xml b/dotnet/xml/Microsoft.Data.Analysis/ByteDataFrameColumn.xml index 6bbf9410a..706b7589a 100644 --- a/dotnet/xml/Microsoft.Data.Analysis/ByteDataFrameColumn.xml +++ b/dotnet/xml/Microsoft.Data.Analysis/ByteDataFrameColumn.xml @@ -657,8 +657,8 @@ Microsoft.Data.Analysis.PrimitiveDataFrameColumn<System.Byte> - - + + To be added. diff --git a/dotnet/xml/Microsoft.Data.Analysis/CharDataFrameColumn.xml b/dotnet/xml/Microsoft.Data.Analysis/CharDataFrameColumn.xml index 574b1ed78..8bdc78f48 100644 --- a/dotnet/xml/Microsoft.Data.Analysis/CharDataFrameColumn.xml +++ b/dotnet/xml/Microsoft.Data.Analysis/CharDataFrameColumn.xml @@ -129,8 +129,8 @@ Microsoft.Data.Analysis.PrimitiveDataFrameColumn<System.Char> - - + + To be added. diff --git a/dotnet/xml/Microsoft.Data.Analysis/DataFrame.xml b/dotnet/xml/Microsoft.Data.Analysis/DataFrame.xml index 87319b693..6081258ae 100644 --- a/dotnet/xml/Microsoft.Data.Analysis/DataFrame.xml +++ b/dotnet/xml/Microsoft.Data.Analysis/DataFrame.xml @@ -256,6 +256,84 @@ To be added. + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.DataFrame + + + + + + + To be added. + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.DataFrame + + + + + + + To be added. + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.DataFrame + + + + + + + To be added. + To be added. + To be added. + To be added. + To be added. + + @@ -271,9 +349,9 @@ Microsoft.Data.Analysis.DataFrame - - - + + + The rows to be appended to this DataFrame @@ -303,9 +381,9 @@ Microsoft.Data.Analysis.DataFrame - - - + + + An enumeration of column name and value to be appended @@ -332,9 +410,9 @@ Microsoft.Data.Analysis.DataFrame - - - + + + @@ -1143,7 +1221,7 @@ Microsoft.Data.Analysis.DataFrame - + To be added. @@ -1522,11 +1600,11 @@ - - - - - + + + + + Method Microsoft.Data.Analysis @@ -1536,45 +1614,123 @@ Microsoft.Data.Analysis.DataFrame - - - - - - - - - - - + + + + + + + + + - stream of CSV data to be read in + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.DataFrame + + + + + + + + + + + + + + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.DataFrame + + + + + + + + + + + + + + + + filename column separator has a header or not column names (can be empty) column types (can be empty) - number of rows to read not including the header(if present) + number of rows to read number of rows used to guess types add one column with the row index The character encoding. Defaults to UTF8 if not specified If set to true, columns with repeated names are auto-renamed. culture info for formatting values - Reads a seekable stream of CSV data into a DataFrame. + Reads a text file as a DataFrame. - - - + DataFrame To be added. - - - - - + + + + + Method Microsoft.Data.Analysis @@ -1584,43 +1740,47 @@ Microsoft.Data.Analysis.DataFrame - - - - - - - - - - - + + + + + + + + + + + + - filename + stream of CSV data to be read in column separator has a header or not column names (can be empty) column types (can be empty) - number of rows to read + number of rows to read not including the header(if present) number of rows used to guess types add one column with the row index The character encoding. Defaults to UTF8 if not specified If set to true, columns with repeated names are auto-renamed. culture info for formatting values + function used to guess the type of a column based on its values - Reads a text file as a DataFrame. + Reads a seekable stream of CSV data into a DataFrame. - DataFrame + + + To be added. - - - - - + + + + + Method Microsoft.Data.Analysis @@ -1630,16 +1790,55 @@ Microsoft.Data.Analysis.DataFrame - - - - - - - - - - + + + + + + + + + + + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.DataFrame + + + + + + + + + + + + + csv data passed in as a string @@ -1652,6 +1851,7 @@ add one column with the row index If set to true, columns with repeated names are auto-renamed. culture info for formatting values + function used to guess the type of a column based on its values Reads CSV data passed in as a string into a DataFrame. @@ -1676,7 +1876,7 @@ System.Threading.Tasks.Task<Microsoft.Data.Analysis.DataFrame> - + To be added. @@ -1700,7 +1900,7 @@ System.Threading.Tasks.Task<Microsoft.Data.Analysis.DataFrame> - + To be added. @@ -1724,8 +1924,8 @@ Microsoft.Data.Analysis.DataFrame - - + + To be added. @@ -5068,7 +5268,7 @@ Microsoft.Data.Analysis.DataFrame - + The column name to order by @@ -5079,6 +5279,36 @@ To be added. + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.DataFrame + + + + + + + + The column name to order by. + Sorting order. + If true, null values are always put at the end. + + Orders the data frame by a specified column. + + To be added. + To be added. + + @@ -5094,7 +5324,7 @@ Microsoft.Data.Analysis.DataFrame - + The column name to order by @@ -5105,6 +5335,34 @@ To be added. + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.DataFrame + + + + + + + The column name to order by. + If true, null values are always put at the end. + + Orders the data frame by a specified column in descending order. + + To be added. + To be added. + + @@ -5543,7 +5801,7 @@ System.Void - + To be added. @@ -5566,8 +5824,8 @@ System.Void - - + + To be added. @@ -5728,6 +5986,32 @@ To be added. + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + System.String + + + + + + Max amount of rows to show in preview. + + A preview of the contents of this as a string. + + + To be added. + + diff --git a/dotnet/xml/Microsoft.Data.Analysis/DataFrameColumn+GetBufferLengthAtIndex.xml b/dotnet/xml/Microsoft.Data.Analysis/DataFrameColumn+GetBufferLengthAtIndex.xml new file mode 100644 index 000000000..f36945212 --- /dev/null +++ b/dotnet/xml/Microsoft.Data.Analysis/DataFrameColumn+GetBufferLengthAtIndex.xml @@ -0,0 +1,25 @@ + + + + + + + Microsoft.Data.Analysis + 1.0.0.0 + + + System.Delegate + + + + + + System.Int32 + + + To be added. + To be added. + To be added. + To be added. + + diff --git a/dotnet/xml/Microsoft.Data.Analysis/DataFrameColumn+GetBufferSortIndex.xml b/dotnet/xml/Microsoft.Data.Analysis/DataFrameColumn+GetBufferSortIndex.xml new file mode 100644 index 000000000..c269ebfa0 --- /dev/null +++ b/dotnet/xml/Microsoft.Data.Analysis/DataFrameColumn+GetBufferSortIndex.xml @@ -0,0 +1,27 @@ + + + + + + + Microsoft.Data.Analysis + 1.0.0.0 + + + System.Delegate + + + + + + + System.Int64 + + + To be added. + To be added. + To be added. + To be added. + To be added. + + diff --git a/dotnet/xml/Microsoft.Data.Analysis/DataFrameColumn+GetValueAndBufferSortIndexAtBuffer`1.xml b/dotnet/xml/Microsoft.Data.Analysis/DataFrameColumn+GetValueAndBufferSortIndexAtBuffer`1.xml new file mode 100644 index 000000000..b3f2f267b --- /dev/null +++ b/dotnet/xml/Microsoft.Data.Analysis/DataFrameColumn+GetValueAndBufferSortIndexAtBuffer`1.xml @@ -0,0 +1,31 @@ + + + + + + + Microsoft.Data.Analysis + 1.0.0.0 + + + + + + System.Delegate + + + + + + + System.ValueTuple<T,System.Int32> + + + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + + diff --git a/dotnet/xml/Microsoft.Data.Analysis/DataFrameColumn.xml b/dotnet/xml/Microsoft.Data.Analysis/DataFrameColumn.xml index 838dc66aa..322f5ca1b 100644 --- a/dotnet/xml/Microsoft.Data.Analysis/DataFrameColumn.xml +++ b/dotnet/xml/Microsoft.Data.Analysis/DataFrameColumn.xml @@ -359,11 +359,41 @@ - - + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.DataFrameColumn + + + + + + + + Clone column to produce a copy + + A new + To be added. + + + + + - - + + + + + + Method Microsoft.Data.Analysis @@ -389,11 +419,38 @@ - + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.DataFrameColumn + + + + + + To be added. + To be added. + To be added. + To be added. + + + + - - + + + + + Method Microsoft.Data.Analysis @@ -846,6 +903,50 @@ To be added. + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.DataFrameColumn + + + + + Returns a with no missing values. + + To be added. + To be added. + + + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.DataFrameColumn + + + + To be added. + To be added. + To be added. + + @@ -1257,11 +1358,14 @@ - + - - + + + + + Method Microsoft.Data.Analysis @@ -1505,6 +1609,34 @@ To be added. + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.PrimitiveDataFrameColumn<System.Int64> + + + + + + + Sorting order. + If true, null values are always put at the end. + + Returns the indices that, when applied, result in this column being sorted./>. + + To be added. + To be added. + + @@ -1712,6 +1844,32 @@ To be added. + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + System.Boolean + + + + + + The index to look up. + + Indicates if the value at this is valid (not ). + + A boolean value indicating the validity at this . + To be added. + + @@ -5455,6 +5613,47 @@ To be added. + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + System.Void + + + + + + + + + + + + + + + + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + + @@ -5842,7 +6041,7 @@ System.Void - + The new name. @@ -5853,18 +6052,20 @@ - + - + + + Method Microsoft.Data.Analysis 1.0.0.0 - + [System.Obsolete] [<System.Obsolete>] @@ -5926,7 +6127,7 @@ Microsoft.Data.Analysis.DataFrameColumn - + @@ -5937,6 +6138,34 @@ To be added. + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.DataFrameColumn + + + + + + + Sorting order. + If true, null values are always put at the end. + + Returns a copy of this column sorted by its values. + + To be added. + To be added. + + @@ -6096,6 +6325,53 @@ To be added. + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + System.String + + + + + A preview of the contents of this as a string. + + A preview of the contents of this . + To be added. + + + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + System.String + + + + + + To be added. + To be added. + To be added. + To be added. + + diff --git a/dotnet/xml/Microsoft.Data.Analysis/DataFrameColumnCollection.xml b/dotnet/xml/Microsoft.Data.Analysis/DataFrameColumnCollection.xml index 77d18aeb4..ff287127a 100644 --- a/dotnet/xml/Microsoft.Data.Analysis/DataFrameColumnCollection.xml +++ b/dotnet/xml/Microsoft.Data.Analysis/DataFrameColumnCollection.xml @@ -169,7 +169,7 @@ Microsoft.Data.Analysis.DateTimeDataFrameColumn - + The name of the column @@ -703,8 +703,8 @@ System.Void - - + + To be added. @@ -725,7 +725,7 @@ 1.0.0.0 - + [System.Obsolete] [<System.Obsolete>] diff --git a/dotnet/xml/Microsoft.Data.Analysis/DataFrameRow.xml b/dotnet/xml/Microsoft.Data.Analysis/DataFrameRow.xml index 9324b1361..0bb60f298 100644 --- a/dotnet/xml/Microsoft.Data.Analysis/DataFrameRow.xml +++ b/dotnet/xml/Microsoft.Data.Analysis/DataFrameRow.xml @@ -120,7 +120,7 @@ System.Object - + The name of the column that corresponds to the return value diff --git a/dotnet/xml/Microsoft.Data.Analysis/DateTimeDataFrameColumn.xml b/dotnet/xml/Microsoft.Data.Analysis/DateTimeDataFrameColumn.xml index 7b19e16c4..52a462095 100644 --- a/dotnet/xml/Microsoft.Data.Analysis/DateTimeDataFrameColumn.xml +++ b/dotnet/xml/Microsoft.Data.Analysis/DateTimeDataFrameColumn.xml @@ -129,8 +129,8 @@ Microsoft.Data.Analysis.PrimitiveDataFrameColumn<System.DateTime> - - + + To be added. diff --git a/dotnet/xml/Microsoft.Data.Analysis/DecimalDataFrameColumn.xml b/dotnet/xml/Microsoft.Data.Analysis/DecimalDataFrameColumn.xml index 72311d4fd..06bd24629 100644 --- a/dotnet/xml/Microsoft.Data.Analysis/DecimalDataFrameColumn.xml +++ b/dotnet/xml/Microsoft.Data.Analysis/DecimalDataFrameColumn.xml @@ -597,8 +597,8 @@ Microsoft.Data.Analysis.PrimitiveDataFrameColumn<System.Decimal> - - + + To be added. diff --git a/dotnet/xml/Microsoft.Data.Analysis/DoubleDataFrameColumn.xml b/dotnet/xml/Microsoft.Data.Analysis/DoubleDataFrameColumn.xml index 17422aa22..dc53e18c1 100644 --- a/dotnet/xml/Microsoft.Data.Analysis/DoubleDataFrameColumn.xml +++ b/dotnet/xml/Microsoft.Data.Analysis/DoubleDataFrameColumn.xml @@ -649,8 +649,8 @@ Microsoft.Data.Analysis.PrimitiveDataFrameColumn<System.Double> - - + + To be added. diff --git a/dotnet/xml/Microsoft.Data.Analysis/Int16DataFrameColumn.xml b/dotnet/xml/Microsoft.Data.Analysis/Int16DataFrameColumn.xml index 60fd363a9..23d72acb1 100644 --- a/dotnet/xml/Microsoft.Data.Analysis/Int16DataFrameColumn.xml +++ b/dotnet/xml/Microsoft.Data.Analysis/Int16DataFrameColumn.xml @@ -657,8 +657,8 @@ Microsoft.Data.Analysis.PrimitiveDataFrameColumn<System.Int16> - - + + To be added. diff --git a/dotnet/xml/Microsoft.Data.Analysis/Int32DataFrameColumn.xml b/dotnet/xml/Microsoft.Data.Analysis/Int32DataFrameColumn.xml index 45a508360..dd96afdee 100644 --- a/dotnet/xml/Microsoft.Data.Analysis/Int32DataFrameColumn.xml +++ b/dotnet/xml/Microsoft.Data.Analysis/Int32DataFrameColumn.xml @@ -677,8 +677,8 @@ Microsoft.Data.Analysis.PrimitiveDataFrameColumn<System.Int32> - - + + To be added. diff --git a/dotnet/xml/Microsoft.Data.Analysis/Int64DataFrameColumn.xml b/dotnet/xml/Microsoft.Data.Analysis/Int64DataFrameColumn.xml index db62f0cdd..05877e2d3 100644 --- a/dotnet/xml/Microsoft.Data.Analysis/Int64DataFrameColumn.xml +++ b/dotnet/xml/Microsoft.Data.Analysis/Int64DataFrameColumn.xml @@ -637,8 +637,8 @@ Microsoft.Data.Analysis.PrimitiveDataFrameColumn<System.Int64> - - + + To be added. diff --git a/dotnet/xml/Microsoft.Data.Analysis/PrimitiveDataFrameColumn`1.xml b/dotnet/xml/Microsoft.Data.Analysis/PrimitiveDataFrameColumn`1.xml index 2fa9eaa65..029d3e3ea 100644 --- a/dotnet/xml/Microsoft.Data.Analysis/PrimitiveDataFrameColumn`1.xml +++ b/dotnet/xml/Microsoft.Data.Analysis/PrimitiveDataFrameColumn`1.xml @@ -407,6 +407,34 @@ To be added. + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.PrimitiveDataFrameColumn<T> + + + + + + + The function to apply. + A boolean flag to indicate if the operation should be in place. + + Applies a function to all values in the column, that are not null. + + A new if is not set. Returns this column otherwise. + To be added. + + @@ -418,6 +446,12 @@ Microsoft.Data.Analysis 1.0.0.0 + + + [System.Obsolete("Method is obsolete, use Apply(Func<T, T> func, bool inPlace = false) instead")] + [<System.Obsolete("Method is obsolete, use Apply(Func<T, T> func, bool inPlace = false) instead")>] + + Microsoft.Data.Analysis.PrimitiveDataFrameColumn<TResult> @@ -437,7 +471,7 @@ The new column's type The function to apply - Applies a function to all the values + Applies a function to all column values. A new PrimitiveDataFrameColumn containing the new values To be added. @@ -454,6 +488,12 @@ Microsoft.Data.Analysis 1.0.0.0 + + + [System.Obsolete("Method is obsolete, use Apply(Func<T, T> func, bool inPlace = false) instead")] + [<System.Obsolete("Method is obsolete, use Apply(Func<T, T> func, bool inPlace = false) instead")>] + + System.Void @@ -461,8 +501,10 @@ - To be added. - To be added. + The function to apply + + Applies a function to all column values in place. + To be added. @@ -543,7 +585,7 @@ Microsoft.Data.Analysis.PrimitiveDataFrameColumn<T> - + To be added. @@ -576,6 +618,32 @@ To be added. + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.PrimitiveDataFrameColumn<T> + + + + + + + + Returns a clone of this column. + + + To be added. + + @@ -603,11 +671,13 @@ - + - + + + Method Microsoft.Data.Analysis @@ -629,11 +699,13 @@ - + - + + + Method Microsoft.Data.Analysis @@ -652,12 +724,36 @@ - Returns a clone of this column + Returns a clone of this column. To be added. + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.DataFrameColumn + + + + + + To be added. + To be added. + To be added. + To be added. + + @@ -702,8 +798,8 @@ Microsoft.Data.Analysis.PrimitiveDataFrameColumn<T> - - + + To be added. @@ -1000,6 +1096,49 @@ + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.PrimitiveDataFrameColumn<T> + + + + To be added. + To be added. + To be added. + + + + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.DataFrameColumn + + + + To be added. + To be added. + To be added. + + @@ -1386,9 +1525,9 @@ - Indicates if the operation should be performed in place + Indicates if the operation should be performed in place. - Returns a new column with nulls replaced by value + Returns a new column with elements replaced by . To be added. To be added. @@ -1630,10 +1769,14 @@ 1.0.0.0 - + [System.Runtime.CompilerServices.IteratorStateMachine(typeof(Microsoft.Data.Analysis.PrimitiveDataFrameColumn<>+<GetReadOnlyDataBuffers>d__63))] [<System.Runtime.CompilerServices.IteratorStateMachine(typeof(Microsoft.Data.Analysis.PrimitiveDataFrameColumn<>+<GetReadOnlyDataBuffers>d__63))>] + + [System.Runtime.CompilerServices.IteratorStateMachine(typeof(Microsoft.Data.Analysis.PrimitiveDataFrameColumn<>+<GetReadOnlyDataBuffers>d__88))] + [<System.Runtime.CompilerServices.IteratorStateMachine(typeof(Microsoft.Data.Analysis.PrimitiveDataFrameColumn<>+<GetReadOnlyDataBuffers>d__88))>] + System.Collections.Generic.IEnumerable<System.ReadOnlyMemory<T>> @@ -1660,10 +1803,14 @@ 1.0.0.0 - + [System.Runtime.CompilerServices.IteratorStateMachine(typeof(Microsoft.Data.Analysis.PrimitiveDataFrameColumn<>+<GetReadOnlyNullBitMapBuffers>d__64))] [<System.Runtime.CompilerServices.IteratorStateMachine(typeof(Microsoft.Data.Analysis.PrimitiveDataFrameColumn<>+<GetReadOnlyNullBitMapBuffers>d__64))>] + + [System.Runtime.CompilerServices.IteratorStateMachine(typeof(Microsoft.Data.Analysis.PrimitiveDataFrameColumn<>+<GetReadOnlyNullBitMapBuffers>d__89))] + [<System.Runtime.CompilerServices.IteratorStateMachine(typeof(Microsoft.Data.Analysis.PrimitiveDataFrameColumn<>+<GetReadOnlyNullBitMapBuffers>d__89))>] + System.Collections.Generic.IEnumerable<System.ReadOnlyMemory<System.Byte>> @@ -1677,22 +1824,48 @@ Each encodes the values for its corresponding Data buffer + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.PrimitiveDataFrameColumn<System.Int64> + + + + + + + To be added. + To be added. + To be added. + To be added. + To be added. + + - - - - - + + + + + Method Microsoft.Data.Analysis 1.0.0.0 - System.Nullable<T> + System.Nullable<T> - + To be added. @@ -1873,14 +2046,19 @@ To be added. To be added. To be added. + - - + + - - + + + + + + Method Microsoft.Data.Analysis @@ -1897,6 +2075,7 @@ To be added. To be added. To be added. + @@ -2042,6 +2221,7 @@ To be added. To be added. To be added. + @@ -2063,6 +2243,7 @@ To be added. To be added. To be added. + @@ -2246,6 +2427,7 @@ To be added. To be added. To be added. + @@ -2403,6 +2585,32 @@ + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.PrimitiveDataFrameColumn<System.Boolean> + + + + + + + To be added. + To be added. + To be added. + To be added. + To be added. + + @@ -2496,6 +2704,32 @@ + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.PrimitiveDataFrameColumn<System.Boolean> + + + + + + + To be added. + To be added. + To be added. + To be added. + To be added. + + @@ -2527,6 +2761,32 @@ + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.PrimitiveDataFrameColumn<System.Boolean> + + + + + + + To be added. + To be added. + To be added. + To be added. + To be added. + + @@ -2619,13 +2879,40 @@ Microsoft.Data.Analysis.PrimitiveDataFrameColumn<T> - + + + + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.PrimitiveDataFrameColumn<T> + + + + To be added. + To be added. To be added. To be added. To be added. + @@ -2801,6 +3088,7 @@ To be added. To be added. To be added. + diff --git a/dotnet/xml/Microsoft.Data.Analysis/SByteDataFrameColumn.xml b/dotnet/xml/Microsoft.Data.Analysis/SByteDataFrameColumn.xml index 2262ac691..74ba4bae5 100644 --- a/dotnet/xml/Microsoft.Data.Analysis/SByteDataFrameColumn.xml +++ b/dotnet/xml/Microsoft.Data.Analysis/SByteDataFrameColumn.xml @@ -657,8 +657,8 @@ Microsoft.Data.Analysis.PrimitiveDataFrameColumn<System.SByte> - - + + To be added. diff --git a/dotnet/xml/Microsoft.Data.Analysis/SingleDataFrameColumn.xml b/dotnet/xml/Microsoft.Data.Analysis/SingleDataFrameColumn.xml index 12c6800c5..05206475b 100644 --- a/dotnet/xml/Microsoft.Data.Analysis/SingleDataFrameColumn.xml +++ b/dotnet/xml/Microsoft.Data.Analysis/SingleDataFrameColumn.xml @@ -645,8 +645,8 @@ Microsoft.Data.Analysis.PrimitiveDataFrameColumn<System.Single> - - + + To be added. diff --git a/dotnet/xml/Microsoft.Data.Analysis/StringDataFrameColumn.xml b/dotnet/xml/Microsoft.Data.Analysis/StringDataFrameColumn.xml index be3ddd531..e16447c8e 100644 --- a/dotnet/xml/Microsoft.Data.Analysis/StringDataFrameColumn.xml +++ b/dotnet/xml/Microsoft.Data.Analysis/StringDataFrameColumn.xml @@ -251,6 +251,34 @@ To be added. + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.StringDataFrameColumn + + + + + + + The function to apply. + A boolean flag to indicate if the operation should be in place. + + Applies a function to all values in the column, that are not null. + + A new if is not set. Returns this column otherwise. + To be added. + + @@ -283,6 +311,30 @@ To be added. + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.StringDataFrameColumn + + + + + + To be added. + To be added. + To be added. + To be added. + + @@ -312,11 +364,37 @@ - + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.DataFrameColumn + + + + + + To be added. + To be added. + To be added. + To be added. + + + + - + + + Method Microsoft.Data.Analysis @@ -339,6 +417,49 @@ To be added. + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.StringDataFrameColumn + + + + To be added. + To be added. + To be added. + + + + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.DataFrameColumn + + + + To be added. + To be added. + To be added. + + @@ -556,11 +677,13 @@ - To be added. - To be added. - To be added. + + Indicates if the operation should be performed in place + + Returns a new column with elements replaced by . + To be added. - To be added. + Tries to convert value to the column's DataType @@ -658,9 +781,13 @@ 1.0.0.0 - - [System.Runtime.CompilerServices.IteratorStateMachine(typeof(Microsoft.Data.Analysis.StringDataFrameColumn+<GetEnumerator>d__34))] - [<System.Runtime.CompilerServices.IteratorStateMachine(typeof(Microsoft.Data.Analysis.StringDataFrameColumn+<GetEnumerator>d__34))>] + + [System.Runtime.CompilerServices.IteratorStateMachine(typeof(Microsoft.Data.Analysis.StringDataFrameColumn+<GetEnumerator>d__19))] + [<System.Runtime.CompilerServices.IteratorStateMachine(typeof(Microsoft.Data.Analysis.StringDataFrameColumn+<GetEnumerator>d__19))>] + + + [System.Runtime.CompilerServices.IteratorStateMachine(typeof(Microsoft.Data.Analysis.StringDataFrameColumn+<GetEnumerator>d__31))] + [<System.Runtime.CompilerServices.IteratorStateMachine(typeof(Microsoft.Data.Analysis.StringDataFrameColumn+<GetEnumerator>d__31))>] @@ -720,6 +847,32 @@ To be added. + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.PrimitiveDataFrameColumn<System.Int64> + + + + + + + To be added. + To be added. + To be added. + To be added. + To be added. + + @@ -1054,10 +1207,36 @@ Microsoft.Data.Analysis.StringDataFrameColumn - + + + + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.StringDataFrameColumn + + + + To be added. + To be added. To be added. To be added. To be added. diff --git a/dotnet/xml/Microsoft.Data.Analysis/UInt16DataFrameColumn.xml b/dotnet/xml/Microsoft.Data.Analysis/UInt16DataFrameColumn.xml index c90528bd0..c60800f40 100644 --- a/dotnet/xml/Microsoft.Data.Analysis/UInt16DataFrameColumn.xml +++ b/dotnet/xml/Microsoft.Data.Analysis/UInt16DataFrameColumn.xml @@ -657,8 +657,8 @@ Microsoft.Data.Analysis.PrimitiveDataFrameColumn<System.UInt16> - - + + To be added. diff --git a/dotnet/xml/Microsoft.Data.Analysis/UInt32DataFrameColumn.xml b/dotnet/xml/Microsoft.Data.Analysis/UInt32DataFrameColumn.xml index 460f45656..93dd54b92 100644 --- a/dotnet/xml/Microsoft.Data.Analysis/UInt32DataFrameColumn.xml +++ b/dotnet/xml/Microsoft.Data.Analysis/UInt32DataFrameColumn.xml @@ -669,8 +669,8 @@ Microsoft.Data.Analysis.PrimitiveDataFrameColumn<System.UInt32> - - + + To be added. diff --git a/dotnet/xml/Microsoft.Data.Analysis/UInt64DataFrameColumn.xml b/dotnet/xml/Microsoft.Data.Analysis/UInt64DataFrameColumn.xml index 865286f5e..a0457e3bd 100644 --- a/dotnet/xml/Microsoft.Data.Analysis/UInt64DataFrameColumn.xml +++ b/dotnet/xml/Microsoft.Data.Analysis/UInt64DataFrameColumn.xml @@ -625,8 +625,8 @@ Microsoft.Data.Analysis.PrimitiveDataFrameColumn<System.UInt64> - - + + To be added. diff --git a/dotnet/xml/Microsoft.Data.Analysis/VBufferDataFrameColumn`1.xml b/dotnet/xml/Microsoft.Data.Analysis/VBufferDataFrameColumn`1.xml index 8ce360d2d..3170d5497 100644 --- a/dotnet/xml/Microsoft.Data.Analysis/VBufferDataFrameColumn`1.xml +++ b/dotnet/xml/Microsoft.Data.Analysis/VBufferDataFrameColumn`1.xml @@ -148,6 +148,30 @@ To be added. + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.VBufferDataFrameColumn<T> + + + + + + To be added. + To be added. + To be added. + To be added. + + @@ -177,10 +201,34 @@ - + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.DataFrameColumn + + + + + + To be added. + To be added. + To be added. + To be added. + + + + - + Method @@ -204,6 +252,53 @@ To be added. + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.DataFrameColumn + + + + To be added. + To be added. + To be added. + + + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.DataFrameColumn + + + + + + + To be added. + To be added. + To be added. + To be added. + To be added. + + @@ -309,6 +404,32 @@ To be added. + + + + + + + Method + + Microsoft.Data.Analysis + 1.0.0.0 + + + Microsoft.Data.Analysis.PrimitiveDataFrameColumn<System.Int64> + + + + + + + To be added. + To be added. + To be added. + To be added. + To be added. + + diff --git a/dotnet/xml/Microsoft.Extensions.ML/ServiceCollectionExtensions.xml b/dotnet/xml/Microsoft.Extensions.ML/ServiceCollectionExtensions.xml index c5bd0fe13..01db93b58 100644 --- a/dotnet/xml/Microsoft.Extensions.ML/ServiceCollectionExtensions.xml +++ b/dotnet/xml/Microsoft.Extensions.ML/ServiceCollectionExtensions.xml @@ -92,8 +92,8 @@ - - + + To be added. @@ -128,7 +128,7 @@ Microsoft.Extensions.DependencyInjection.IServiceCollection - + diff --git a/dotnet/xml/Microsoft.ML.AutoML.CodeGen/ConvertTypeOption.xml b/dotnet/xml/Microsoft.ML.AutoML.CodeGen/ConvertTypeOption.xml index f44eac580..f276d58ef 100644 --- a/dotnet/xml/Microsoft.ML.AutoML.CodeGen/ConvertTypeOption.xml +++ b/dotnet/xml/Microsoft.ML.AutoML.CodeGen/ConvertTypeOption.xml @@ -33,6 +33,26 @@ To be added. + + + + + + + Property + + Microsoft.ML.AutoML + 1.0.0.0 + + + System.Nullable<Microsoft.ML.Transforms.Text.TextNormalizingEstimator+CaseMode> + + + To be added. + To be added. + To be added. + + @@ -53,6 +73,26 @@ To be added. + + + + + + + Property + + Microsoft.ML.AutoML + 1.0.0.0 + + + Microsoft.ML.IDataView + + + To be added. + To be added. + To be added. + + diff --git a/dotnet/xml/Microsoft.ML.AutoML.CodeGen/EstimatorType.xml b/dotnet/xml/Microsoft.ML.AutoML.CodeGen/EstimatorType.xml index 03c046217..d66ca27c3 100644 --- a/dotnet/xml/Microsoft.ML.AutoML.CodeGen/EstimatorType.xml +++ b/dotnet/xml/Microsoft.ML.AutoML.CodeGen/EstimatorType.xml @@ -18,10 +18,12 @@ - + - + + + Field Microsoft.ML.AutoML @@ -30,17 +32,19 @@ Microsoft.ML.AutoML.CodeGen.EstimatorType - 36 + 38 To be added. - + - + + + Field Microsoft.ML.AutoML @@ -49,17 +53,19 @@ Microsoft.ML.AutoML.CodeGen.EstimatorType - 25 + 26 To be added. - + - + + + Field Microsoft.ML.AutoML @@ -68,17 +74,19 @@ Microsoft.ML.AutoML.CodeGen.EstimatorType - 34 + 36 To be added. - + - + + + Field Microsoft.ML.AutoML @@ -87,17 +95,19 @@ Microsoft.ML.AutoML.CodeGen.EstimatorType - 40 + 42 To be added. - + - + + + Field Microsoft.ML.AutoML @@ -106,7 +116,7 @@ Microsoft.ML.AutoML.CodeGen.EstimatorType - 38 + 40 To be added. @@ -246,10 +256,12 @@ - + - + + + Field Microsoft.ML.AutoML @@ -258,17 +270,19 @@ Microsoft.ML.AutoML.CodeGen.EstimatorType - 33 + 34 To be added. - + - + + + Field Microsoft.ML.AutoML @@ -277,7 +291,7 @@ Microsoft.ML.AutoML.CodeGen.EstimatorType - 24 + 25 To be added. @@ -436,10 +450,12 @@ - + - + + + Field Microsoft.ML.AutoML @@ -448,17 +464,19 @@ Microsoft.ML.AutoML.CodeGen.EstimatorType - 39 + 41 To be added. - + - + + + Field Microsoft.ML.AutoML @@ -467,17 +485,19 @@ Microsoft.ML.AutoML.CodeGen.EstimatorType - 29 + 30 To be added. - + - + + + Field Microsoft.ML.AutoML @@ -486,17 +506,19 @@ Microsoft.ML.AutoML.CodeGen.EstimatorType - 30 + 31 To be added. - + - + + + Field Microsoft.ML.AutoML @@ -505,7 +527,7 @@ Microsoft.ML.AutoML.CodeGen.EstimatorType - 35 + 37 To be added. @@ -531,10 +553,12 @@ - + - + + + Field Microsoft.ML.AutoML @@ -543,17 +567,38 @@ Microsoft.ML.AutoML.CodeGen.EstimatorType - 26 + 27 + + To be added. + + + + + + + + + Field + + Microsoft.ML.AutoML + 1.0.0.0 + + + Microsoft.ML.AutoML.CodeGen.EstimatorType + + 24 To be added. - + - + + + Field Microsoft.ML.AutoML @@ -562,7 +607,26 @@ Microsoft.ML.AutoML.CodeGen.EstimatorType - 32 + 33 + + To be added. + + + + + + + + + Field + + Microsoft.ML.AutoML + 1.0.0.0 + + + Microsoft.ML.AutoML.CodeGen.EstimatorType + + 35 To be added. @@ -588,10 +652,12 @@ - + - + + + Field Microsoft.ML.AutoML @@ -600,17 +666,19 @@ Microsoft.ML.AutoML.CodeGen.EstimatorType - 27 + 28 To be added. - + - + + + Field Microsoft.ML.AutoML @@ -619,7 +687,7 @@ Microsoft.ML.AutoML.CodeGen.EstimatorType - 28 + 29 To be added. @@ -645,10 +713,12 @@ - + - + + + Field Microsoft.ML.AutoML @@ -657,17 +727,19 @@ Microsoft.ML.AutoML.CodeGen.EstimatorType - 31 + 32 To be added. - + - + + + Field Microsoft.ML.AutoML @@ -676,7 +748,7 @@ Microsoft.ML.AutoML.CodeGen.EstimatorType - 37 + 39 To be added. @@ -776,6 +848,25 @@ To be added. + + + + + + + Field + + Microsoft.ML.AutoML + 1.0.0.0 + + + Microsoft.ML.AutoML.CodeGen.EstimatorType + + 20 + + To be added. + + @@ -797,10 +888,12 @@ - + - + + + Field Microsoft.ML.AutoML @@ -809,7 +902,7 @@ Microsoft.ML.AutoML.CodeGen.EstimatorType - 41 + 43 To be added. diff --git a/dotnet/xml/Microsoft.ML.AutoML.CodeGen/MapValueToKeyOption.xml b/dotnet/xml/Microsoft.ML.AutoML.CodeGen/MapValueToKeyOption.xml index 068cf34b9..d172d9e0e 100644 --- a/dotnet/xml/Microsoft.ML.AutoML.CodeGen/MapValueToKeyOption.xml +++ b/dotnet/xml/Microsoft.ML.AutoML.CodeGen/MapValueToKeyOption.xml @@ -73,6 +73,26 @@ To be added. + + + + + + + Property + + Microsoft.ML.AutoML + 1.0.0.0 + + + Microsoft.ML.IDataView + + + To be added. + To be added. + To be added. + + diff --git a/dotnet/xml/Microsoft.ML.AutoML.CodeGen/NamedEntityRecognitionOption.xml b/dotnet/xml/Microsoft.ML.AutoML.CodeGen/NamedEntityRecognitionOption.xml new file mode 100644 index 000000000..9727311e3 --- /dev/null +++ b/dotnet/xml/Microsoft.ML.AutoML.CodeGen/NamedEntityRecognitionOption.xml @@ -0,0 +1,157 @@ + + + + + + + + Microsoft.ML.AutoML + 1.0.0.0 + + + System.Object + + + + To be added. + To be added. + + + + + + + + Constructor + + Microsoft.ML.AutoML + 1.0.0.0 + + + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.AutoML + 1.0.0.0 + + + Microsoft.ML.TorchSharp.NasBert.BertArchitecture + + + To be added. + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.AutoML + 1.0.0.0 + + + System.Int32 + + + To be added. + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.AutoML + 1.0.0.0 + + + System.String + + + To be added. + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.AutoML + 1.0.0.0 + + + System.Int32 + + + To be added. + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.AutoML + 1.0.0.0 + + + System.String + + + To be added. + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.AutoML + 1.0.0.0 + + + System.String + + + To be added. + To be added. + To be added. + + + + diff --git a/dotnet/xml/Microsoft.ML.AutoML.CodeGen/NormalizeTextOption.xml b/dotnet/xml/Microsoft.ML.AutoML.CodeGen/NormalizeTextOption.xml new file mode 100644 index 000000000..70a6ad101 --- /dev/null +++ b/dotnet/xml/Microsoft.ML.AutoML.CodeGen/NormalizeTextOption.xml @@ -0,0 +1,157 @@ + + + + + + + + Microsoft.ML.AutoML + 1.0.0.0 + + + System.Object + + + + To be added. + To be added. + + + + + + + + Constructor + + Microsoft.ML.AutoML + 1.0.0.0 + + + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.AutoML + 1.0.0.0 + + + Microsoft.ML.Transforms.Text.TextNormalizingEstimator+CaseMode + + + To be added. + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.AutoML + 1.0.0.0 + + + System.String + + + To be added. + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.AutoML + 1.0.0.0 + + + System.Boolean + + + To be added. + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.AutoML + 1.0.0.0 + + + System.Boolean + + + To be added. + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.AutoML + 1.0.0.0 + + + System.Boolean + + + To be added. + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.AutoML + 1.0.0.0 + + + System.String + + + To be added. + To be added. + To be added. + + + + diff --git a/dotnet/xml/Microsoft.ML.AutoML/AutoCatalog.xml b/dotnet/xml/Microsoft.ML.AutoML/AutoCatalog.xml index de484112c..d133fa9f3 100644 --- a/dotnet/xml/Microsoft.ML.AutoML/AutoCatalog.xml +++ b/dotnet/xml/Microsoft.ML.AutoML/AutoCatalog.xml @@ -20,11 +20,15 @@ - - + + - - + + + + + + Method Microsoft.ML.AutoML @@ -34,24 +38,30 @@ Microsoft.ML.AutoML.SweepablePipeline - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + label column name. @@ -61,17 +71,23 @@ true if use lgbm as available trainer. true if use fast tree as available trainer. true if use as available trainer. + To be added. true if use as available trainer. + To be added. if provided, use it as initial option for fast tree, otherwise the default option will be used. if provided, use it as initial option for lgbm, otherwise the default option will be used. if provided, use it as initial option for fast forest, otherwise the default option will be used. if provided, use it as initial option for , otherwise the default option will be used. + To be added. if provided, use it as initial option for , otherwise the default option will be used. + To be added. if provided, use it as search space for fast tree, otherwise the default search space will be used. if provided, use it as search space for lgbm, otherwise the default search space will be used. if provided, use it as search space for fast forest, otherwise the default search space will be used. if provided, use it as search space for , otherwise the default search space will be used. + To be added. if provided, use it as search space for , otherwise the default search space will be used. + To be added. Create a list of for binary classification. @@ -514,11 +530,11 @@ input data. + output feature column. columns that should be treated as catalog. If not specified, it will automatically infer if a column is catalog or not. columns that should be treated as numeric. If not specified, it will automatically infer if a column is catalog or not. columns that should be treated as text. If not specified, it will automatically infer if a column is catalog or not. columns that should be treated as image path. If not specified, it will automatically infer if a column is catalog or not. - output feature column. columns that won't be included when featurizing, like label Create a single featurize pipeline according to . This function will collect all columns in and not in , @@ -672,6 +688,64 @@ + + + + + + + Method + + Microsoft.ML.AutoML + 1.0.0.0 + + + Microsoft.ML.AutoML.SweepablePipeline + + + + + + + + + + + + + + + + + + + + + + + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + + @@ -687,30 +761,30 @@ Microsoft.ML.AutoML.SweepablePipeline - - - - - - - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + + + + label column name. @@ -745,11 +819,15 @@ - - + + - - + + + + + + Method Microsoft.ML.AutoML @@ -759,24 +837,27 @@ Microsoft.ML.AutoML.SweepablePipeline - - - - - - - - - - - - - - - - - - + + + + + + + + + + + + + + + + + + + + + label column name. @@ -786,16 +867,19 @@ true if use lgbm as available trainer. true if use fast tree as available trainer. true if use as available trainer. + To be added. true if use as available trainer. if provided, use it as initial option for fast tree, otherwise the default option will be used. if provided, use it as initial option for lgbm, otherwise the default option will be used. if provided, use it as initial option for fast forest, otherwise the default option will be used. if provided, use it as initial option for , otherwise the default option will be used. + To be added. if provided, use it as initial option for , otherwise the default option will be used. if provided, use it as search space for fast tree, otherwise the default search space will be used. if provided, use it as search space for lgbm, otherwise the default search space will be used. if provided, use it as search space for fast forest, otherwise the default search space will be used. if provided, use it as search space for , otherwise the default search space will be used. + To be added. if provided, use it as search space for sdca, otherwise the default search space will be used. Create a list of for regression. diff --git a/dotnet/xml/Microsoft.ML.AutoML/AutoMLExperimentExtension.xml b/dotnet/xml/Microsoft.ML.AutoML/AutoMLExperimentExtension.xml index 07b525091..b899195a6 100644 --- a/dotnet/xml/Microsoft.ML.AutoML/AutoMLExperimentExtension.xml +++ b/dotnet/xml/Microsoft.ML.AutoML/AutoMLExperimentExtension.xml @@ -146,6 +146,62 @@ To be added. + + + + + + + Method + + Microsoft.ML.AutoML + 1.0.0.0 + + + Microsoft.ML.AutoML.AutoMLExperiment + + + + + + + + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Method + + Microsoft.ML.AutoML + 1.0.0.0 + + + Microsoft.ML.AutoML.AutoMLExperiment + + + + + + + + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + + @@ -161,10 +217,10 @@ Microsoft.ML.AutoML.AutoMLExperiment - - - - + + + + @@ -198,10 +254,10 @@ Microsoft.ML.AutoML.AutoMLExperiment - - - - + + + + @@ -265,10 +321,10 @@ - step size for numeric option. + step size for numeric option. set as tuner for hyper parameter optimization. @@ -366,7 +422,7 @@ - + @@ -403,8 +459,8 @@ - - + + @@ -473,10 +529,10 @@ - + set as tuner for hyper parameter optimization. If is provided, it will use that seed to initialize . Otherwise, will be used. @@ -552,15 +608,15 @@ - number of regression trees when fitting random forest. - re-fit random forests in smac for every N trials. Number of points to use for random initialization. - split ratio for fitting random forest in smac. + re-fit random forests in smac for every N trials. + number of regression trees when fitting random forest. minimum number of data points required to be in a node if it is to be split further for fitting random forest in smac. + split ratio for fitting random forest in smac. Number of search parents to use for local search in maximizing EI acquisition function. Number of random configurations when maximizing EI acquisition function. - Number of neighbours to sample from when applying one-step mutation for generating new parameters. the threshold to exit during maximizing EI acquisition function. + Number of neighbours to sample from when applying one-step mutation for generating new parameters. Set as tuner for hyper-parameter optimization. The performance of smac is in a large extend determined by , and , which are used to fit smac's inner diff --git a/dotnet/xml/Microsoft.ML.AutoML/ColumnInferenceResults.xml b/dotnet/xml/Microsoft.ML.AutoML/ColumnInferenceResults.xml index 9b5f336a4..22dd0d79d 100644 --- a/dotnet/xml/Microsoft.ML.AutoML/ColumnInferenceResults.xml +++ b/dotnet/xml/Microsoft.ML.AutoML/ColumnInferenceResults.xml @@ -57,14 +57,13 @@ - Information about the inferred columns in the dataset. + Gets information about the inferred columns in the dataset. To be added. Contains the inferred purposes of each column. See for more details. - This can be fed to the AutoML API when running an experiment. - See - for example. + This value can be fed to the AutoML API when running an experiment. + See , for example. @@ -90,7 +89,7 @@ - Inferred for the dataset. + Gets the inferred for the dataset. To be added. diff --git a/dotnet/xml/Microsoft.ML.AutoML/ColumnInformation.xml b/dotnet/xml/Microsoft.ML.AutoML/ColumnInformation.xml index 6ea515106..6328ee092 100644 --- a/dotnet/xml/Microsoft.ML.AutoML/ColumnInformation.xml +++ b/dotnet/xml/Microsoft.ML.AutoML/ColumnInformation.xml @@ -14,7 +14,7 @@ - Information about the columns in a dataset. + Provides information about the columns in a dataset. Contains information about the purpose of each column in the dataset. For instance, @@ -22,8 +22,7 @@ the columns AutoML should ignore, which column is the label, etc. can be fed to the AutoML API when running an experiment. - See - for example. + See , for example. @@ -65,7 +64,7 @@ - The dataset columns that are categorical. + Gets or sets the dataset columns that are categorical. The default value is a new, empty . @@ -89,7 +88,7 @@ - The dataset column to use for example weight. + Gets or sets the dataset column to use for example weight. To be added. To be added. @@ -111,7 +110,7 @@ - The dataset column to use as a group ID for computation in a Ranking Task. + Gets or sets the dataset column to use as a group ID for computation in a Ranking Task. If a SamplingKeyColumnName is provided, then it should be the same as this column. To be added. @@ -140,7 +139,7 @@ - The dataset columns that AutoML should ignore. + Gets the dataset columns that AutoML should ignore. The default value is a new, empty . To be added. @@ -168,7 +167,7 @@ - The dataset columns that are image paths. + Gets the dataset columns that are image paths. The default value is a new, empty . To be added. @@ -190,7 +189,7 @@ - The dataset column to use as a item ID for computation. + Gets or sets the dataset column to use as a item ID for computation. To be added. To be added. @@ -212,7 +211,7 @@ - The dataset column to use as the label. + Gets or sets the dataset column to use as the label. The default value is "Label". To be added. @@ -240,7 +239,7 @@ - The dataset columns that are numeric. + Gets the dataset columns that are numeric. The default value is a new, empty . To be added. @@ -262,14 +261,15 @@ - The dataset column to use for grouping rows. + Gets or sets the dataset column to use for grouping rows. + + To be added. + If two examples share the same sampling key column name, they are guaranteed to appear in the same subset (train or test). This can be used to ensure no label leakage from the train to the test set. If , no row grouping will be performed. - - To be added. - To be added. + @@ -294,7 +294,7 @@ - The dataset columns that are text. + Gets the dataset columns that are text. The default value is a new, empty . To be added. @@ -316,7 +316,7 @@ - The dataset column to use as a user ID for computation. + Gets or sets the dataset column to use as a user ID for computation. To be added. To be added. diff --git a/dotnet/xml/Microsoft.ML.AutoML/IDatasetManager.xml b/dotnet/xml/Microsoft.ML.AutoML/IDatasetManager.xml index bd316078a..b0e3245ce 100644 --- a/dotnet/xml/Microsoft.ML.AutoML/IDatasetManager.xml +++ b/dotnet/xml/Microsoft.ML.AutoML/IDatasetManager.xml @@ -1,9 +1,10 @@ - + + Microsoft.ML.AutoML 1.0.0.0 diff --git a/dotnet/xml/Microsoft.ML.AutoML/IEvaluateMetricManager.xml b/dotnet/xml/Microsoft.ML.AutoML/IEvaluateMetricManager.xml index 734a12eac..6347be443 100644 --- a/dotnet/xml/Microsoft.ML.AutoML/IEvaluateMetricManager.xml +++ b/dotnet/xml/Microsoft.ML.AutoML/IEvaluateMetricManager.xml @@ -1,9 +1,10 @@ - + + Microsoft.ML.AutoML 1.0.0.0 diff --git a/dotnet/xml/Microsoft.ML.AutoML/IMetricManager.xml b/dotnet/xml/Microsoft.ML.AutoML/IMetricManager.xml index 8dc6cae2e..bdda07268 100644 --- a/dotnet/xml/Microsoft.ML.AutoML/IMetricManager.xml +++ b/dotnet/xml/Microsoft.ML.AutoML/IMetricManager.xml @@ -1,9 +1,10 @@ - + + Microsoft.ML.AutoML 1.0.0.0 diff --git a/dotnet/xml/Microsoft.ML.AutoML/IMonitor.xml b/dotnet/xml/Microsoft.ML.AutoML/IMonitor.xml index 081e00e24..617a0dceb 100644 --- a/dotnet/xml/Microsoft.ML.AutoML/IMonitor.xml +++ b/dotnet/xml/Microsoft.ML.AutoML/IMonitor.xml @@ -1,9 +1,10 @@ - + + Microsoft.ML.AutoML 1.0.0.0 @@ -88,11 +89,15 @@ - - + + - - + + + + + + Method Microsoft.ML.AutoML @@ -102,10 +107,12 @@ System.Void - + + To be added. + To be added. To be added. To be added. diff --git a/dotnet/xml/Microsoft.ML.AutoML/ISweepable.xml b/dotnet/xml/Microsoft.ML.AutoML/ISweepable.xml index b9630aa0e..892f667b0 100644 --- a/dotnet/xml/Microsoft.ML.AutoML/ISweepable.xml +++ b/dotnet/xml/Microsoft.ML.AutoML/ISweepable.xml @@ -1,9 +1,10 @@ - + + Microsoft.ML.AutoML 1.0.0.0 diff --git a/dotnet/xml/Microsoft.ML.AutoML/ISweepable`1.xml b/dotnet/xml/Microsoft.ML.AutoML/ISweepable`1.xml index 02af83e44..f277504b2 100644 --- a/dotnet/xml/Microsoft.ML.AutoML/ISweepable`1.xml +++ b/dotnet/xml/Microsoft.ML.AutoML/ISweepable`1.xml @@ -1,9 +1,10 @@ - + + Microsoft.ML.AutoML 1.0.0.0 diff --git a/dotnet/xml/Microsoft.ML.AutoML/ITrialRunner.xml b/dotnet/xml/Microsoft.ML.AutoML/ITrialRunner.xml index c44ad2f11..3f5eabe5b 100644 --- a/dotnet/xml/Microsoft.ML.AutoML/ITrialRunner.xml +++ b/dotnet/xml/Microsoft.ML.AutoML/ITrialRunner.xml @@ -1,9 +1,10 @@ - + + Microsoft.ML.AutoML 1.0.0.0 diff --git a/dotnet/xml/Microsoft.ML.AutoML/ITuner.xml b/dotnet/xml/Microsoft.ML.AutoML/ITuner.xml index 6368beb6f..1f0a17fbf 100644 --- a/dotnet/xml/Microsoft.ML.AutoML/ITuner.xml +++ b/dotnet/xml/Microsoft.ML.AutoML/ITuner.xml @@ -1,9 +1,10 @@ - + + Microsoft.ML.AutoML 1.0.0.0 diff --git a/dotnet/xml/Microsoft.ML.Calibrators/ICalibrator.xml b/dotnet/xml/Microsoft.ML.Calibrators/ICalibrator.xml index 685f5a372..8d951ce26 100644 --- a/dotnet/xml/Microsoft.ML.Calibrators/ICalibrator.xml +++ b/dotnet/xml/Microsoft.ML.Calibrators/ICalibrator.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML.CodeGenerator.CodeGenerator/IWritable.xml b/dotnet/xml/Microsoft.ML.CodeGenerator.CodeGenerator/IWritable.xml index 6174e5bb2..ee1583a41 100644 --- a/dotnet/xml/Microsoft.ML.CodeGenerator.CodeGenerator/IWritable.xml +++ b/dotnet/xml/Microsoft.ML.CodeGenerator.CodeGenerator/IWritable.xml @@ -1,9 +1,10 @@ - + + Microsoft.ML.CodeGenerator 1.0.0.0 diff --git a/dotnet/xml/Microsoft.ML.CodeGenerator/ICSharpFile.xml b/dotnet/xml/Microsoft.ML.CodeGenerator/ICSharpFile.xml index 31d8cf76b..a9ba4b130 100644 --- a/dotnet/xml/Microsoft.ML.CodeGenerator/ICSharpFile.xml +++ b/dotnet/xml/Microsoft.ML.CodeGenerator/ICSharpFile.xml @@ -1,9 +1,10 @@ - + + Microsoft.ML.CodeGenerator 1.0.0.0 diff --git a/dotnet/xml/Microsoft.ML.Data/CompositeDataLoader`2.xml b/dotnet/xml/Microsoft.ML.Data/CompositeDataLoader`2.xml index d5cd0249d..386ada357 100644 --- a/dotnet/xml/Microsoft.ML.Data/CompositeDataLoader`2.xml +++ b/dotnet/xml/Microsoft.ML.Data/CompositeDataLoader`2.xml @@ -1,9 +1,9 @@ - - + + - - + + @@ -31,7 +31,7 @@ Microsoft.ML.IDataLoader<TSource> - + System.IDisposable diff --git a/dotnet/xml/Microsoft.ML.Data/DataViewTypeManager.xml b/dotnet/xml/Microsoft.ML.Data/DataViewTypeManager.xml index 3f0e7ec7d..d3f27661e 100644 --- a/dotnet/xml/Microsoft.ML.Data/DataViewTypeManager.xml +++ b/dotnet/xml/Microsoft.ML.Data/DataViewTypeManager.xml @@ -36,9 +36,9 @@ System.Void - - - + + + The corresponding type of in ML.NET's type system. @@ -52,10 +52,10 @@ - + - + @@ -65,7 +65,7 @@ 1.0.0.0 - + [System.Obsolete("This API is deprecated, please use the new form of Register which takes in a single DataViewTypeAttribute instead.", false)] [<System.Obsolete("This API is deprecated, please use the new form of Register which takes in a single DataViewTypeAttribute instead.", false)>] diff --git a/dotnet/xml/Microsoft.ML.Data/DatabaseSource.xml b/dotnet/xml/Microsoft.ML.Data/DatabaseSource.xml index 90392407c..e7753f865 100644 --- a/dotnet/xml/Microsoft.ML.Data/DatabaseSource.xml +++ b/dotnet/xml/Microsoft.ML.Data/DatabaseSource.xml @@ -61,10 +61,10 @@ 1.0.0.0 - - - - + + + + The factory used to create the .. diff --git a/dotnet/xml/Microsoft.ML.Data/IFileHandle.xml b/dotnet/xml/Microsoft.ML.Data/IFileHandle.xml index 491f5bb90..6a7da4004 100644 --- a/dotnet/xml/Microsoft.ML.Data/IFileHandle.xml +++ b/dotnet/xml/Microsoft.ML.Data/IFileHandle.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML.Data/IMultiStreamSource.xml b/dotnet/xml/Microsoft.ML.Data/IMultiStreamSource.xml index 9aab2a516..e608985dc 100644 --- a/dotnet/xml/Microsoft.ML.Data/IMultiStreamSource.xml +++ b/dotnet/xml/Microsoft.ML.Data/IMultiStreamSource.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML.Data/IRowToRowMapper.xml b/dotnet/xml/Microsoft.ML.Data/IRowToRowMapper.xml index 0e17b6c8f..000e068e0 100644 --- a/dotnet/xml/Microsoft.ML.Data/IRowToRowMapper.xml +++ b/dotnet/xml/Microsoft.ML.Data/IRowToRowMapper.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML.Data/PredictionTransformerBase`1.xml b/dotnet/xml/Microsoft.ML.Data/PredictionTransformerBase`1.xml index 6b9d4b115..c3827bb00 100644 --- a/dotnet/xml/Microsoft.ML.Data/PredictionTransformerBase`1.xml +++ b/dotnet/xml/Microsoft.ML.Data/PredictionTransformerBase`1.xml @@ -1,9 +1,9 @@ - - + + - - + + @@ -32,7 +32,7 @@ Microsoft.ML.ITransformer - + System.IDisposable diff --git a/dotnet/xml/Microsoft.ML.Data/TransformerChain`1.xml b/dotnet/xml/Microsoft.ML.Data/TransformerChain`1.xml index 0a4bbf03e..152d44cdb 100644 --- a/dotnet/xml/Microsoft.ML.Data/TransformerChain`1.xml +++ b/dotnet/xml/Microsoft.ML.Data/TransformerChain`1.xml @@ -1,9 +1,9 @@ - - + + - - + + @@ -36,7 +36,7 @@ System.Collections.IEnumerable - + System.IDisposable @@ -251,8 +251,8 @@ Microsoft.ML.DataViewSchema - - + + To be added. @@ -423,8 +423,8 @@ Microsoft.ML.IDataView - - + + To be added. diff --git a/dotnet/xml/Microsoft.ML.Data/VBufferEditor.xml b/dotnet/xml/Microsoft.ML.Data/VBufferEditor.xml index 1546d0244..d441fa171 100644 --- a/dotnet/xml/Microsoft.ML.Data/VBufferEditor.xml +++ b/dotnet/xml/Microsoft.ML.Data/VBufferEditor.xml @@ -20,7 +20,7 @@ - + @@ -79,7 +79,7 @@ - + diff --git a/dotnet/xml/Microsoft.ML.Data/VBuffer`1.xml b/dotnet/xml/Microsoft.ML.Data/VBuffer`1.xml index c14687d92..1478bd6e2 100644 --- a/dotnet/xml/Microsoft.ML.Data/VBuffer`1.xml +++ b/dotnet/xml/Microsoft.ML.Data/VBuffer`1.xml @@ -1,9 +1,9 @@ - - + + - - + + @@ -19,7 +19,7 @@ System.ValueType - + System.Collections.IEnumerable diff --git a/dotnet/xml/Microsoft.ML.Runtime/IChannel.xml b/dotnet/xml/Microsoft.ML.Runtime/IChannel.xml index 03c8acd0c..7384d5637 100644 --- a/dotnet/xml/Microsoft.ML.Runtime/IChannel.xml +++ b/dotnet/xml/Microsoft.ML.Runtime/IChannel.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML.Runtime/IChannelProvider.xml b/dotnet/xml/Microsoft.ML.Runtime/IChannelProvider.xml index 9aabbbbdf..3b9ec38a1 100644 --- a/dotnet/xml/Microsoft.ML.Runtime/IChannelProvider.xml +++ b/dotnet/xml/Microsoft.ML.Runtime/IChannelProvider.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML.Runtime/IComponentFactory.xml b/dotnet/xml/Microsoft.ML.Runtime/IComponentFactory.xml index 7f89ec366..a4d819d45 100644 --- a/dotnet/xml/Microsoft.ML.Runtime/IComponentFactory.xml +++ b/dotnet/xml/Microsoft.ML.Runtime/IComponentFactory.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML.Runtime/IComponentFactory`1.xml b/dotnet/xml/Microsoft.ML.Runtime/IComponentFactory`1.xml index f46875af5..02d06351b 100644 --- a/dotnet/xml/Microsoft.ML.Runtime/IComponentFactory`1.xml +++ b/dotnet/xml/Microsoft.ML.Runtime/IComponentFactory`1.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML.Runtime/IComponentFactory`2.xml b/dotnet/xml/Microsoft.ML.Runtime/IComponentFactory`2.xml index 9203902e6..847e96061 100644 --- a/dotnet/xml/Microsoft.ML.Runtime/IComponentFactory`2.xml +++ b/dotnet/xml/Microsoft.ML.Runtime/IComponentFactory`2.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML.Runtime/IComponentFactory`3.xml b/dotnet/xml/Microsoft.ML.Runtime/IComponentFactory`3.xml index 608c06cb2..12d1e0034 100644 --- a/dotnet/xml/Microsoft.ML.Runtime/IComponentFactory`3.xml +++ b/dotnet/xml/Microsoft.ML.Runtime/IComponentFactory`3.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML.Runtime/IComponentFactory`4.xml b/dotnet/xml/Microsoft.ML.Runtime/IComponentFactory`4.xml index cbc46666a..4c6b43d4e 100644 --- a/dotnet/xml/Microsoft.ML.Runtime/IComponentFactory`4.xml +++ b/dotnet/xml/Microsoft.ML.Runtime/IComponentFactory`4.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML.Runtime/IExceptionContext.xml b/dotnet/xml/Microsoft.ML.Runtime/IExceptionContext.xml index 3d8b696bf..613a55c06 100644 --- a/dotnet/xml/Microsoft.ML.Runtime/IExceptionContext.xml +++ b/dotnet/xml/Microsoft.ML.Runtime/IExceptionContext.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML.Runtime/IHost.xml b/dotnet/xml/Microsoft.ML.Runtime/IHost.xml index e13894f7c..97be12f2d 100644 --- a/dotnet/xml/Microsoft.ML.Runtime/IHost.xml +++ b/dotnet/xml/Microsoft.ML.Runtime/IHost.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML.Runtime/IHostEnvironment.xml b/dotnet/xml/Microsoft.ML.Runtime/IHostEnvironment.xml index 870f3127a..5a944f87d 100644 --- a/dotnet/xml/Microsoft.ML.Runtime/IHostEnvironment.xml +++ b/dotnet/xml/Microsoft.ML.Runtime/IHostEnvironment.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML.Runtime/IPipe`1.xml b/dotnet/xml/Microsoft.ML.Runtime/IPipe`1.xml index 38c2170b6..37ae19d4f 100644 --- a/dotnet/xml/Microsoft.ML.Runtime/IPipe`1.xml +++ b/dotnet/xml/Microsoft.ML.Runtime/IPipe`1.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML.Runtime/IProgressChannel.xml b/dotnet/xml/Microsoft.ML.Runtime/IProgressChannel.xml index 0eeea83ac..7e2ce2655 100644 --- a/dotnet/xml/Microsoft.ML.Runtime/IProgressChannel.xml +++ b/dotnet/xml/Microsoft.ML.Runtime/IProgressChannel.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML.Runtime/IProgressChannelProvider.xml b/dotnet/xml/Microsoft.ML.Runtime/IProgressChannelProvider.xml index b1b179f67..49c30bdc3 100644 --- a/dotnet/xml/Microsoft.ML.Runtime/IProgressChannelProvider.xml +++ b/dotnet/xml/Microsoft.ML.Runtime/IProgressChannelProvider.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML.Runtime/IProgressEntry.xml b/dotnet/xml/Microsoft.ML.Runtime/IProgressEntry.xml index e36fd9aa6..c439ecf1c 100644 --- a/dotnet/xml/Microsoft.ML.Runtime/IProgressEntry.xml +++ b/dotnet/xml/Microsoft.ML.Runtime/IProgressEntry.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML.SearchSpace.Option/ChoiceOption.xml b/dotnet/xml/Microsoft.ML.SearchSpace.Option/ChoiceOption.xml index 32f90ccbb..ee324b81b 100644 --- a/dotnet/xml/Microsoft.ML.SearchSpace.Option/ChoiceOption.xml +++ b/dotnet/xml/Microsoft.ML.SearchSpace.Option/ChoiceOption.xml @@ -13,7 +13,7 @@ - + [System.Text.Json.Serialization.JsonConverter(typeof(Microsoft.ML.SearchSpace.Converter.ChoiceOptionConverter))] [<System.Text.Json.Serialization.JsonConverter(typeof(Microsoft.ML.SearchSpace.Converter.ChoiceOptionConverter))>] diff --git a/dotnet/xml/Microsoft.ML.SearchSpace.Option/NestOption.xml b/dotnet/xml/Microsoft.ML.SearchSpace.Option/NestOption.xml new file mode 100644 index 000000000..fa576542e --- /dev/null +++ b/dotnet/xml/Microsoft.ML.SearchSpace.Option/NestOption.xml @@ -0,0 +1,573 @@ + + + + + + + + Microsoft.ML.SearchSpace + 1.0.0.0 + + + Microsoft.ML.SearchSpace.Option.OptionBase + + + + System.Collections.Generic.ICollection<System.Collections.Generic.KeyValuePair<System.String,Microsoft.ML.SearchSpace.Option.OptionBase>> + + + System.Collections.Generic.ICollection<System.Collections.Generic.KeyValuePair<TKey,TValue>> + + + System.Collections.Generic.IDictionary<System.String,Microsoft.ML.SearchSpace.Option.OptionBase> + + + System.Collections.Generic.IEnumerable<System.Collections.Generic.KeyValuePair<System.String,Microsoft.ML.SearchSpace.Option.OptionBase>> + + + System.Collections.Generic.IEnumerable<System.Collections.Generic.KeyValuePair<TKey,TValue>> + + + System.Collections.Generic.IEnumerable<T> + + + System.Collections.IEnumerable + + + + To be added. + To be added. + + + + + + + + Constructor + + Microsoft.ML.SearchSpace + 1.0.0.0 + + + + To be added. + To be added. + + + + + + + + + Method + + M:System.Collections.Generic.ICollection`1.Add(`0) + + + Microsoft.ML.SearchSpace + 1.0.0.0 + + + System.Void + + + + + + To be added. + To be added. + To be added. + + + + + + + + + Method + + M:System.Collections.Generic.IDictionary`2.Add(`0,`1) + + + Microsoft.ML.SearchSpace + 1.0.0.0 + + + System.Void + + + + + + + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Method + + M:System.Collections.Generic.ICollection`1.Clear + + + Microsoft.ML.SearchSpace + 1.0.0.0 + + + System.Void + + + + To be added. + To be added. + + + + + + + + + Method + + M:System.Collections.Generic.ICollection`1.Contains(`0) + + + Microsoft.ML.SearchSpace + 1.0.0.0 + + + System.Boolean + + + + + + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Method + + M:System.Collections.Generic.IDictionary`2.ContainsKey(`0) + + + Microsoft.ML.SearchSpace + 1.0.0.0 + + + System.Boolean + + + + + + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Method + + M:System.Collections.Generic.ICollection`1.CopyTo(`0[],System.Int32) + + + Microsoft.ML.SearchSpace + 1.0.0.0 + + + System.Void + + + + + + + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Property + + P:System.Collections.Generic.ICollection`1.Count + + + Microsoft.ML.SearchSpace + 1.0.0.0 + + + System.Int32 + + + To be added. + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.SearchSpace + 1.0.0.0 + + + System.Double[] + + + To be added. + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.SearchSpace + 1.0.0.0 + + + System.Int32 + + + To be added. + To be added. + To be added. + + + + + + + + + Method + + M:System.Collections.Generic.IEnumerable`1.GetEnumerator + + + Microsoft.ML.SearchSpace + 1.0.0.0 + + + System.Collections.Generic.IEnumerator<System.Collections.Generic.KeyValuePair<System.String,Microsoft.ML.SearchSpace.Option.OptionBase>> + + + + To be added. + To be added. + To be added. + + + + + + + + + Property + + P:System.Collections.Generic.ICollection`1.IsReadOnly + + + Microsoft.ML.SearchSpace + 1.0.0.0 + + + System.Boolean + + + To be added. + To be added. + To be added. + + + + + + + + + Property + + P:System.Collections.Generic.IDictionary`2.Item(`0) + + + Microsoft.ML.SearchSpace + 1.0.0.0 + + + Microsoft.ML.SearchSpace.Option.OptionBase + + + + + + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Property + + P:System.Collections.Generic.IDictionary`2.Keys + + + Microsoft.ML.SearchSpace + 1.0.0.0 + + + System.Collections.Generic.ICollection<System.String> + + + To be added. + To be added. + To be added. + + + + + + + + + Method + + Microsoft.ML.SearchSpace + 1.0.0.0 + + + System.Double[] + + + + + + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Method + + M:System.Collections.Generic.ICollection`1.Remove(`0) + + + Microsoft.ML.SearchSpace + 1.0.0.0 + + + System.Boolean + + + + + + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Method + + M:System.Collections.Generic.IDictionary`2.Remove(`0) + + + Microsoft.ML.SearchSpace + 1.0.0.0 + + + System.Boolean + + + + + + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Method + + Microsoft.ML.SearchSpace + 1.0.0.0 + + + Microsoft.ML.SearchSpace.Parameter + + + + + + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.SearchSpace + 1.0.0.0 + + + System.Nullable<System.Int32>[] + + + To be added. + To be added. + To be added. + + + + + + + + + Method + + M:System.Collections.IEnumerable.GetEnumerator + + + Microsoft.ML.SearchSpace + 1.0.0.0 + + + System.Collections.IEnumerator + + + + To be added. + To be added. + To be added. + + + + + + + + + Method + + Microsoft.ML.SearchSpace + 1.0.0.0 + + + System.Boolean + + + + + + + To be added. + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Property + + P:System.Collections.Generic.IDictionary`2.Values + + + Microsoft.ML.SearchSpace + 1.0.0.0 + + + System.Collections.Generic.ICollection<Microsoft.ML.SearchSpace.Option.OptionBase> + + + To be added. + To be added. + To be added. + + + + diff --git a/dotnet/xml/Microsoft.ML.SearchSpace.Option/OptionBase.xml b/dotnet/xml/Microsoft.ML.SearchSpace.Option/OptionBase.xml index 5f9955681..c72560e50 100644 --- a/dotnet/xml/Microsoft.ML.SearchSpace.Option/OptionBase.xml +++ b/dotnet/xml/Microsoft.ML.SearchSpace.Option/OptionBase.xml @@ -13,7 +13,7 @@ - + [System.Text.Json.Serialization.JsonConverter(typeof(Microsoft.ML.SearchSpace.Converter.OptionConverter))] [<System.Text.Json.Serialization.JsonConverter(typeof(Microsoft.ML.SearchSpace.Converter.OptionConverter))>] diff --git a/dotnet/xml/Microsoft.ML.SearchSpace.Option/SearchSpace.xml b/dotnet/xml/Microsoft.ML.SearchSpace.Option/SearchSpace.xml index 83bb4ab94..9fe1f7e1f 100644 --- a/dotnet/xml/Microsoft.ML.SearchSpace.Option/SearchSpace.xml +++ b/dotnet/xml/Microsoft.ML.SearchSpace.Option/SearchSpace.xml @@ -35,7 +35,9 @@ - To be added. + + This class represent nest option, which is an option that contains other options, like , or even itself. + To be added. @@ -79,6 +81,7 @@ To be added. To be added. To be added. + @@ -107,6 +110,7 @@ To be added. To be added. To be added. + @@ -130,6 +134,7 @@ To be added. To be added. + @@ -157,6 +162,7 @@ To be added. To be added. To be added. + @@ -184,6 +190,7 @@ To be added. To be added. To be added. + @@ -212,6 +219,7 @@ To be added. To be added. To be added. + @@ -235,6 +243,7 @@ To be added. To be added. To be added. + @@ -255,6 +264,7 @@ To be added. To be added. To be added. + @@ -275,6 +285,7 @@ To be added. To be added. To be added. + @@ -299,6 +310,7 @@ To be added. To be added. To be added. + @@ -322,6 +334,7 @@ To be added. To be added. To be added. + @@ -349,6 +362,7 @@ To be added. To be added. To be added. + @@ -372,6 +386,7 @@ To be added. To be added. To be added. + @@ -396,6 +411,7 @@ To be added. To be added. To be added. + @@ -423,6 +439,7 @@ To be added. To be added. To be added. + @@ -450,6 +467,7 @@ To be added. To be added. To be added. + @@ -474,6 +492,7 @@ To be added. To be added. To be added. + @@ -494,6 +513,7 @@ To be added. To be added. To be added. + @@ -518,6 +538,7 @@ To be added. To be added. To be added. + @@ -544,6 +565,7 @@ To be added. To be added. To be added. + @@ -567,6 +589,7 @@ To be added. To be added. To be added. + diff --git a/dotnet/xml/Microsoft.ML.SearchSpace.Option/UniformNumericOption.xml b/dotnet/xml/Microsoft.ML.SearchSpace.Option/UniformNumericOption.xml index 46614c3ac..bcbe39a09 100644 --- a/dotnet/xml/Microsoft.ML.SearchSpace.Option/UniformNumericOption.xml +++ b/dotnet/xml/Microsoft.ML.SearchSpace.Option/UniformNumericOption.xml @@ -13,7 +13,7 @@ - + [System.Text.Json.Serialization.JsonConverter(typeof(Microsoft.ML.SearchSpace.Converter.NumericOptionConverter))] [<System.Text.Json.Serialization.JsonConverter(typeof(Microsoft.ML.SearchSpace.Converter.NumericOptionConverter))>] diff --git a/dotnet/xml/Microsoft.ML.SearchSpace/BooleanChoiceAttribute.xml b/dotnet/xml/Microsoft.ML.SearchSpace/BooleanChoiceAttribute.xml index 8effe8eee..3cca96bb6 100644 --- a/dotnet/xml/Microsoft.ML.SearchSpace/BooleanChoiceAttribute.xml +++ b/dotnet/xml/Microsoft.ML.SearchSpace/BooleanChoiceAttribute.xml @@ -13,7 +13,7 @@ 1.0.0.0 - + System.Attribute diff --git a/dotnet/xml/Microsoft.ML.SearchSpace/ChoiceAttribute.xml b/dotnet/xml/Microsoft.ML.SearchSpace/ChoiceAttribute.xml index 35caf8b2f..1b2fa62b5 100644 --- a/dotnet/xml/Microsoft.ML.SearchSpace/ChoiceAttribute.xml +++ b/dotnet/xml/Microsoft.ML.SearchSpace/ChoiceAttribute.xml @@ -13,7 +13,7 @@ 1.0.0.0 - + System.Attribute diff --git a/dotnet/xml/Microsoft.ML.SearchSpace/NestOptionAttribute.xml b/dotnet/xml/Microsoft.ML.SearchSpace/NestOptionAttribute.xml index 29e5a9808..b34f765d8 100644 --- a/dotnet/xml/Microsoft.ML.SearchSpace/NestOptionAttribute.xml +++ b/dotnet/xml/Microsoft.ML.SearchSpace/NestOptionAttribute.xml @@ -13,7 +13,7 @@ 1.0.0.0 - + System.Attribute diff --git a/dotnet/xml/Microsoft.ML.SearchSpace/Parameter.xml b/dotnet/xml/Microsoft.ML.SearchSpace/Parameter.xml index e71ad18a5..75c051a60 100644 --- a/dotnet/xml/Microsoft.ML.SearchSpace/Parameter.xml +++ b/dotnet/xml/Microsoft.ML.SearchSpace/Parameter.xml @@ -48,9 +48,14 @@ - is used to save sweeping result from tuner and is used to restore mlnet pipeline from sweepable pipline. + is used to save sweeping result from tuner and is used to restore mlnet pipeline from sweepable pipeline. To be added. + + + diff --git a/dotnet/xml/Microsoft.ML.SearchSpace/RangeAttribute.xml b/dotnet/xml/Microsoft.ML.SearchSpace/RangeAttribute.xml index 7c9406cdb..8d3e47e20 100644 --- a/dotnet/xml/Microsoft.ML.SearchSpace/RangeAttribute.xml +++ b/dotnet/xml/Microsoft.ML.SearchSpace/RangeAttribute.xml @@ -13,7 +13,7 @@ 1.0.0.0 - + System.Attribute diff --git a/dotnet/xml/Microsoft.ML.SearchSpace/SearchSpace.xml b/dotnet/xml/Microsoft.ML.SearchSpace/SearchSpace.xml index 10b6ea801..450a0d838 100644 --- a/dotnet/xml/Microsoft.ML.SearchSpace/SearchSpace.xml +++ b/dotnet/xml/Microsoft.ML.SearchSpace/SearchSpace.xml @@ -35,16 +35,21 @@ - + [System.Text.Json.Serialization.JsonConverter(typeof(Microsoft.ML.SearchSpace.Converter.SearchSpaceConverter))] [<System.Text.Json.Serialization.JsonConverter(typeof(Microsoft.ML.SearchSpace.Converter.SearchSpaceConverter))>] - This class is used to represent a set of , which can be either one of , or . + This class is used to represent a set of , which can be either one of , or another nested search space. To be added. + + + diff --git a/dotnet/xml/Microsoft.ML.SearchSpace/SearchSpace`1.xml b/dotnet/xml/Microsoft.ML.SearchSpace/SearchSpace`1.xml index 74b5fedc4..8a5fd9055 100644 --- a/dotnet/xml/Microsoft.ML.SearchSpace/SearchSpace`1.xml +++ b/dotnet/xml/Microsoft.ML.SearchSpace/SearchSpace`1.xml @@ -25,6 +25,11 @@ To be added. To be added. + + + diff --git a/dotnet/xml/Microsoft.ML.Tokenizers/BertOptions.xml b/dotnet/xml/Microsoft.ML.Tokenizers/BertOptions.xml new file mode 100644 index 000000000..77c0cbf05 --- /dev/null +++ b/dotnet/xml/Microsoft.ML.Tokenizers/BertOptions.xml @@ -0,0 +1,248 @@ + + + + + + + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.WordPieceOptions + + + + + Options for the Bert tokenizer. + + To be added. + + + + + + + + Constructor + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Boolean + + + + Gets or sets a value indicating whether to apply basic tokenization. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + Gets or sets the classification token to use. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Boolean + + + + Gets or sets a value indicating whether to tokenize the CJK characters in separate tokens. + + To be added. + + This is useful when you want to tokenize CJK characters individually. + The following Unicode ranges are considered CJK characters for this purpose: + - U+3400 - U+4DBF CJK Unified Ideographs Extension A. + - U+4E00 - U+9FFF basic set of CJK characters. + - U+F900 - U+FAFF CJK Compatibility Ideographs. + - U+20000 - U+2A6DF CJK Unified Ideographs Extension B. + - U+2A700 - U+2B73F CJK Unified Ideographs Extension C. + - U+2B740 - U+2B81F CJK Unified Ideographs Extension D. + - U+2B820 - U+2CEAF CJK Unified Ideographs Extension E. + - U+2F800 - U+2FA1F CJK Compatibility Ideographs Supplement. + + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Boolean + + + + Gets or sets a value indicating whether to lower case the input before tokenization. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + Gets or sets the masking token to use. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + Gets or sets the padding token to use. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Boolean + + + + Gets or sets a value indicating whether to remove non-spacing marks. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + Gets or sets the separator token to use. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Boolean + + + + Gets or sets a value indicating whether to split on special tokens. + + To be added. + To be added. + + + + diff --git a/dotnet/xml/Microsoft.ML.Tokenizers/BertTokenizer.xml b/dotnet/xml/Microsoft.ML.Tokenizers/BertTokenizer.xml new file mode 100644 index 000000000..7b8754563 --- /dev/null +++ b/dotnet/xml/Microsoft.ML.Tokenizers/BertTokenizer.xml @@ -0,0 +1,1349 @@ + + + + + + + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.WordPieceTokenizer + + + + + Tokenizer for Bert model. + + + The BertTokenizer is a based on the WordPieceTokenizer and is used to tokenize text for Bert models. + The implementation of the BertTokenizer is based on the original Bert implementation in the Hugging Face Transformers library. + https://huggingface.co/transformers/v3.0.2/model_doc/bert.html?highlight=berttokenizerfast#berttokenizer + + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Boolean + + + + Gets a value indicating whether the tokenizer should do basic tokenization. Like clean text, normalize it, lowercasing, etc. + + To be added. + To be added. + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyList<System.Int32> + + + + + + + + + List of IDs to which the special tokens will be added. + To be added. + Optional second list of IDs for sequence pairs. + To be added. + + Build model inputs from a sequence or a pair of sequence for sequence classification tasks by concatenating and adding special tokens. A BERT sequence has the following format: + - single sequence: `[CLS] tokenIds [SEP]` + - pair of sequences: `[CLS] tokenIds [SEP] additionalTokenIds [SEP]` + + The list of IDs with special tokens added. + To be added. + When is null. + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Buffers.OperationStatus + + + + + + + + + + + + + List of IDs to which the special tokens will be added. + To be added. + The destination buffer to write the token IDs with special tokens added. + To be added. + The number of elements written to the destination buffer. + To be added. + Optional second list of IDs for sequence pairs. + To be added. + + Build model inputs from a sequence or a pair of sequence for sequence classification tasks by concatenating and adding special tokens. A BERT sequence has the following format: + - single sequence: `[CLS] tokenIds [SEP]` + - pair of sequences: `[CLS] tokenIds [SEP] additionalTokenIds [SEP]` + + The status of the operation. + To be added. + When is null. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + Gets the classifier token which is used when doing sequence classification (classification of the whole sequence instead of per-token classification). + It is the first token of the sequence when built with special tokens. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + Gets the classifier token Id + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + To be added. + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + To be added. + To be added. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.BertTokenizer + + + + + + + The stream containing the vocabulary file. + The options to use for the Bert tokenizer. + + Create a new instance of the class. + + A new instance of the class. + + When creating the tokenizer, ensure that the vocabulary stream is sourced from a trusted provider. + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.BertTokenizer + + + + + + + The path to the vocabulary file. + The options to use for the Bert tokenizer. + + Create a new instance of the class. + + A new instance of the class. + + When creating the tokenizer, ensure that the vocabulary file is sourced from a trusted provider. + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.BertTokenizer + + + + + + + + + + + + + + + + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.BertTokenizer + + + + + + + + + + + + + + + + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Threading.Tasks.Task<Microsoft.ML.Tokenizers.BertTokenizer> + + + + + + + + The stream containing the vocabulary file. + The options to use for the Bert tokenizer. + The cancellation token. + + Create a new instance of the class asynchronously. + + A task that represents the asynchronous creation of the BertTokenizer. + + When creating the tokenizer, ensure that the vocabulary stream is sourced from a trusted provider. + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Threading.Tasks.Task<Microsoft.ML.Tokenizers.BertTokenizer> + + + + + + + + The path to the vocabulary file. + The options to use for the Bert tokenizer. + The cancellation token. + + Create a new instance of the class asynchronously. + + A task that represents the asynchronous creation of the BertTokenizer. + + When creating the tokenizer, ensure that the vocabulary file is sourced from a trusted provider. + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Threading.Tasks.Task<Microsoft.ML.Tokenizers.BertTokenizer> + + + + + + + + + + + + + + + + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyList<System.Int32> + + + + + + + + + List of token IDs for the first sequence. + To be added. + Optional list of token IDs for the second sequence. + To be added. + + Create a mask from the two sequences passed to be used in a sequence-pair classification task. A BERT sequence pair mask has the following format: + 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 + | first sequence | second sequence | + If is null, this method only returns the first portion of the type ids (0s). + + List of token type IDs according to the given sequence(s). + To be added. + When is null. + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Buffers.OperationStatus + + + + + + + + + + + + + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Boolean + + + To be added. + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Boolean + + + To be added. + To be added. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyList<System.Int32> + + + + + + + + The text to encode. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Encodes input text to token Ids. + + The list of encoded Ids. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyList<System.Int32> + + + + + + + + The text to encode. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Encodes input text to token Ids. + + The list of encoded Ids. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyList<System.Int32> + + + + + + + + + The text to encode. + Indicate whether to add special tokens to the encoded Ids. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Encodes input text to token Ids. + + The list of encoded Ids. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyList<System.Int32> + + + + + + + + + The text to encode. + Indicate whether to add special tokens to the encoded Ids. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Encodes input text to token Ids. + + The list of encoded Ids. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyList<System.Int32> + + + + + + + + + + + The text to encode. + The maximum number of tokens to return. + The normalized text. + The number of characters consumed from the input text. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Encodes input text to token Ids. + + The list of encoded Ids. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyList<System.Int32> + + + + + + + + + + + The text to encode. + The maximum number of tokens to return. + The normalized text. + The number of characters consumed from the input text. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Encodes input text to token Ids. + + The list of encoded Ids. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyList<System.Int32> + + + + + + + + + + + + The text to encode. + The maximum number of tokens to return. + Indicate whether to add special tokens to the encoded Ids. + The normalized text. + The number of characters consumed from the input text. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Encodes input text to token Ids. + + The list of encoded Ids. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyList<System.Int32> + + + + + + + + + + + + The text to encode. + The maximum number of tokens to return. + Indicate whether to add special tokens to the encoded Ids. + The normalized text. + The number of characters consumed from the input text. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Encodes input text to token Ids. + + The list of encoded Ids. + To be added. + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyList<System.Int32> + + + + + + + + + + List of IDs. + To be added. + Optional second list of IDs for sequence pairs. + To be added. + Indicate whether or not the token list is already formatted with special tokens for the model. + + Retrieve sequence tokens mask from a IDs list. + + A list of integers in the range [0, 1]: 1 for a special token, 0 for a sequence token. + To be added. + + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Buffers.OperationStatus + + + + + + + + + + + + + + List of IDs. + To be added. + The destination buffer to write the mask. The integers written values are in the range [0, 1]: 1 for a special token, 0 for a sequence token. + To be added. + The number of elements written to the destination buffer. + To be added. + Optional second list of IDs for sequence pairs. + To be added. + Indicate whether or not the token list is already formatted with special tokens for the model. + + Retrieve sequence tokens mask from a IDs list. + + The status of the operation. + To be added. + + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Boolean + + + + Gets a value indicating whether the tokenizer should split the CJK characters into tokens. + + To be added. + + This is useful when you want to tokenize CJK characters individually. + The following Unicode ranges are considered CJK characters for this purpose: + - U+3400 - U+4DBF CJK Unified Ideographs Extension A. + - U+4E00 - U+9FFF basic set of CJK characters. + - U+F900 - U+FAFF CJK Compatibility Ideographs. + - U+20000 - U+2A6DF CJK Unified Ideographs Extension B. + - U+2A700 - U+2B73F CJK Unified Ideographs Extension C. + - U+2B740 - U+2B81F CJK Unified Ideographs Extension D. + - U+2B820 - U+2CEAF CJK Unified Ideographs Extension E. + - U+2F800 - U+2FA1F CJK Compatibility Ideographs Supplement. + + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Boolean + + + + Gets a value indicating whether the tokenizer should lowercase the input text. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + Gets the mask token used for masking values. This is the token used when training this model with masked language modeling. + This is the token which the model will try to predict. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + Gets the mask token Id + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + To be added. + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + To be added. + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + Gets the token used for padding, for example when batching sequences of different lengths + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + Gets padding token Id + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + To be added. + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + To be added. + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Boolean + + + + Gets a value indicating whether to remove non-spacing marks. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + Gets the separator token, which is used when building a sequence from multiple sequences, e.g. two sequences for sequence classification or for a text and a question for question answering. + It is also used as the last token of a sequence built with special tokens. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + Gets the separator token Id + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + To be added. + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + To be added. + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Boolean + + + + Gets a value indicating whether the tokenizer should split on the special tokens or treat special tokens as normal text. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Boolean + + + To be added. + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Boolean + + + To be added. + To be added. + To be added. + + + + diff --git a/dotnet/xml/Microsoft.ML.Tokenizers/Bpe.xml b/dotnet/xml/Microsoft.ML.Tokenizers/Bpe.xml index 1da6eafae..b8e2a94b9 100644 --- a/dotnet/xml/Microsoft.ML.Tokenizers/Bpe.xml +++ b/dotnet/xml/Microsoft.ML.Tokenizers/Bpe.xml @@ -83,7 +83,7 @@ - An optional prefix to use on any sub-word that exist only behind another one + A prefix to be used for every subword that is not a beginning-of-word To be added. To be added. @@ -224,34 +224,6 @@ To be added. - - - - - - - Method - - Microsoft.ML.Tokenizers - 1.0.0.0 - - - System.String - - - - - - - The Id to map to the token. - Indicate if want to skip the special tokens during the decoding. - - Map the tokenized Id to the token. - - The mapped token of the Id. - To be added. - - @@ -280,30 +252,6 @@ To be added. - - - - - - - Method - - Microsoft.ML.Tokenizers - 1.0.0.0 - - - System.Boolean - - - - - - To be added. - To be added. - To be added. - To be added. - - diff --git a/dotnet/xml/Microsoft.ML.Tokenizers/BpeTokenizer.xml b/dotnet/xml/Microsoft.ML.Tokenizers/BpeTokenizer.xml new file mode 100644 index 000000000..4ded740c6 --- /dev/null +++ b/dotnet/xml/Microsoft.ML.Tokenizers/BpeTokenizer.xml @@ -0,0 +1,687 @@ + + + + + + + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.Tokenizer + + + + + Represent the Byte Pair Encoding model. + + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyDictionary<System.String,System.Int32> + + + To be added. + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + A prefix to be used for every subword that is not a beginning-of-word + + To be added. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + The text to encode. + The span of the text to encode which will be used if the is . + The settings used to encode the text. + + Get the number of tokens that the input text will be encoded to. + + The number of token Ids that the input text will be encoded to. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.BpeTokenizer + + + + + + + The JSON stream containing the dictionary of string keys and their ids. + The stream containing the tokens's pairs list. + + Create a new Bpe tokenizer object to use for text encoding. + + To be added. + + When creating the tokenizer, ensure that the vocabulary stream is sourced from a trusted provider. + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.BpeTokenizer + + + + + + + The JSON file path containing the dictionary of string keys and their ids. + The file path containing the tokens's pairs list. + + Create a new Bpe tokenizer object to use for text encoding. + + To be added. + + When creating the tokenizer, ensure that the vocabulary file is sourced from a trusted provider. + + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.BpeTokenizer + + + + + + + + + + + + + + + The JSON stream containing the dictionary of string keys and their ids. + The stream containing the tokens's pairs list. + The pre-tokenizer to use. + The normalizer to use. + The dictionary mapping special tokens to Ids. + To be added. + The unknown token to be used by the model. + The prefix to attach to sub-word units that don’t represent a beginning of word. + The suffix to attach to sub-word units that represent an end of word. + Indicate whether allowing multiple unknown tokens get fused. + + Create a new Bpe tokenizer object to use for text encoding. + + To be added. + + When creating the tokenizer, ensure that the vocabulary stream is sourced from a trusted provider. + + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.BpeTokenizer + + + + + + + + + + + + + + + The JSON file path containing the dictionary of string keys and their ids. + The file path containing the tokens's pairs list. + The pre-tokenizer to use. + The normalizer to use. + The dictionary mapping special tokens to Ids. + To be added. + The unknown token to be used by the model. + The prefix to attach to sub-word units that don’t represent a beginning of word. + The suffix to attach to sub-word units that represent an end of word. + Indicate whether allowing multiple unknown tokens get fused. + + Create a new Bpe tokenizer object to use for text encoding. + + To be added. + + When creating the tokenizer, ensure that the vocabulary file is sourced from a trusted provider. + + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Threading.Tasks.Task<Microsoft.ML.Tokenizers.BpeTokenizer> + + + + + + + + + + + + + + + The JSON stream containing the dictionary of string keys and their ids. + The stream containing the tokens's pairs list. + The pre-tokenizer to use. + The normalizer to use. + The dictionary mapping special tokens to Ids. + To be added. + The unknown token to be used by the model. + The prefix to attach to sub-word units that don’t represent a beginning of word. + The suffix to attach to sub-word units that represent an end of word. + Indicate whether allowing multiple unknown tokens get fused. + + Create a new Bpe tokenizer object asynchronously to use for text encoding. + + To be added. + + When creating the tokenizer, ensure that the vocabulary stream is sourced from a trusted provider. + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + + + The list of ids that we want to decode. + + Decode the given ids, back to a String. + + The decoded string. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + + + + The list of ids that we want to decode. + Indicate whether to consider special tokens or not. + + Decode the given ids, back to a String. + + The decoded string. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Buffers.OperationStatus + + + + + + + + + The list of ids that we want to decode. + The span to store the decoded text. + The number of ids consumed during the decoding. + The number of characters written to the destination span. + + Decode the given ids back to text and store the result in the span. + + The operation status indicates whether all IDs were successfully decoded or if the is too small to contain the entire decoded result. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Buffers.OperationStatus + + + + + + + + + + The list of ids that we want to decode. + The span to store the decoded text. + Indicate whether to consider special tokens or not. + The number of ids consumed during the decoding. + The number of characters written to the destination span. + + Decode the given ids back to text and store the result in the span. + + The operation status indicates whether all IDs were successfully decoded or if the is too small to contain the entire decoded result. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.EncodeResults<System.Int32> + + + + + + + + The text to encode. + The span of the text to encode which will be used if the is . + The settings used to encode the text. + + Encodes input text to token Ids. + + The encoded results containing the list of encoded Ids. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.EncodeResults<Microsoft.ML.Tokenizers.EncodedToken> + + + + + + + + The text to encode. + The span of the text to encode which will be used if the is . + The settings used to encode the text. + + Encodes input text to a list of s. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + An optional suffix to characterize and end-of-word sub-word + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Boolean + + + + Gets or sets whether allowing multiple unknown tokens get fused + + To be added. + To be added. + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + + + + + The text to encode. + The span of the text to encode which will be used if the is . + The settings used to encode the text. + Indicate whether to find the index from the end of the text. + If the tokenizer's normalization is enabled or has is , this will be set to in its normalized form; otherwise, this value will be set to . + To be added. + The token count can be generated which should be smaller than the maximum token count. + + Find the index of the maximum encoding capacity without surpassing the token limit. + + + The index of the maximum encoding capacity within the processed text without surpassing the token limit. + If is , it represents the index immediately following the last character to be included. In cases where no tokens fit, the result will be 0; conversely, + if all tokens fit, the result will be length of the input text or the if the normalization is enabled. + If is , it represents the index of the first character to be included. In cases where no tokens fit, the result will be the text length; conversely, + if all tokens fit, the result will be zero. + + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.Normalizer + + + + Gets the Normalizer in use by the Tokenizer. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.PreTokenizer + + + + Gets the PreTokenizer used by the Tokenizer. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyDictionary<System.String,System.Int32> + + + + Gets the special tokens. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + Gets or Sets unknown token. The unknown token to be used when we encounter an unknown char + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyDictionary<System.String,System.Int32> + + + + Gets the dictionary mapping tokens to Ids. + + To be added. + To be added. + + + + diff --git a/dotnet/xml/Microsoft.ML.Tokenizers/CodeGenTokenizer.xml b/dotnet/xml/Microsoft.ML.Tokenizers/CodeGenTokenizer.xml new file mode 100644 index 000000000..4e4f75005 --- /dev/null +++ b/dotnet/xml/Microsoft.ML.Tokenizers/CodeGenTokenizer.xml @@ -0,0 +1,1172 @@ + + + + + + + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.Tokenizer + + + + + Represent the Byte Pair Encoding model. + Implement the CodeGen tokenizer described in https://huggingface.co/docs/transformers/main/en/model_doc/codegen#overview + + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Boolean + + + + Gets the flag indicating whether to include the beginning of sentence token in the encoding. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyDictionary<System.String,System.Int32> + + + To be added. + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Boolean + + + + Gets the flag indicating whether to include the end of sentence token in the encoding. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Boolean + + + + Gets the flag indicating whether to include a leading space before encoding the text. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Nullable<System.Int32> + + + + Gets the end of sentence token Id. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + Gets the beginning of sentence token. + + To be added. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + The text to encode. + The span of the text to encode which will be used if the is . + The settings used to encode the text. + + Get the number of tokens that the input text will be encoded to. + + The number of token Ids that the input text will be encoded to. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + + + + The text to encode. + Indicate whether to include a leading space before encoding the text. + Indicate whether to include the beginning of sentence token in the encoding. + Indicate whether to include the end of sentence token in the encoding. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Get the number of tokens that the input text will be encoded to. + + The number of tokens Ids that the input text will be encoded to. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + + + + The text to encode. + Indicate whether to include a leading space before encoding the text. + Indicate whether to include the beginning of sentence token in the encoding. + Indicate whether to include the end of sentence token in the encoding. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Get the number of tokens that the input text will be encoded to. + + The number of tokens Ids that the input text will be encoded to. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.CodeGenTokenizer + + + + + + + + + + The stream containing the vocab file. + The stream containing the merges file. + Indicate whether to add a space before the token. + Indicate emitting the beginning of sentence token during the encoding. + Indicate emitting the end of sentence token during the encoding. + + Create a CodeGen tokenizer from the given vocab and merges streams. + + The CodeGen tokenizer object. + + The tokenizer will be created according to the configuration specified in https://huggingface.co/Salesforce/codegen-350M-mono/raw/main/tokenizer.json. + It is important to provide the similar vocab and merges files to the ones used in the training of the model. + The vocab and merges files can be downloaded from the following links: + https://huggingface.co/Salesforce/codegen-350M-mono/resolve/main/vocab.json?download=true + https://huggingface.co/Salesforce/codegen-350M-mono/resolve/main/merges.txt?download=true + When creating the tokenizer, ensure that the vocabulary stream is sourced from a trusted provider. + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + + + The list of ids that we want to decode. + + Decode the given ids, back to a String. + + The decoded string. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + + + + + The list of ids that we want to decode. + Indicate whether the encoded string has a leading space. + Indicate whether to consider special tokens during decoding. + + Decode the given ids, back to a String. + + The decoded string. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Buffers.OperationStatus + + + + + + + + + The list of ids that we want to decode. + The span to store the decoded text. + The number of ids consumed during the decoding. + The number of characters written to the destination span. + + Decode the given ids back to text and store the result in the span. + + The operation status indicates whether all IDs were successfully decoded or if the is too small to contain the entire decoded result. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Buffers.OperationStatus + + + + + + + + + + + The list of ids that we want to decode. + The span to store the decoded text. + Indicate whether the encoded string has a leading space. + Indicate whether to consider special tokens during decoding. + The number of ids consumed during the decoding. + The number of characters written to the destination span. + + Decode the given ids back to text and store the result in the span. + + The operation status indicates whether all IDs were successfully decoded or if the is too small to contain the entire decoded result. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.EncodeResults<System.Int32> + + + + + + + + The text to encode. + The span of the text to encode which will be used if the is . + The settings used to encode the text. + + Encodes input text to token Ids. + + The encoded results containing the list of encoded Ids. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyList<System.Int32> + + + + + + + + + + + The text to encode. + Indicate whether to include a leading space before encoding the text. + Indicate whether to include the beginning of sentence token in the encoding. + Indicate whether to include the end of sentence token in the encoding. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Encodes input text to tokens Ids. + + The list of encoded Ids. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyList<System.Int32> + + + + + + + + + + + The text to encode. + Indicate whether to include a leading space before encoding the text. + Indicate whether to include the beginning of sentence token in the encoding. + Indicate whether to include the end of sentence token in the encoding. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Encodes input text to tokens Ids. + + The list of encoded Ids. + To be added. + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyList<System.Int32> + + + + + + + + + + + + + + + The text to encode. + The maximum number of tokens to encode. + Indicate whether to include a leading space before encoding the text. + Indicate whether to include the beginning of sentence token in the encoding. + Indicate whether to include the end of sentence token in the encoding. + If the tokenizer's normalization is enabled, the input text will be represented in its normalization form; otherwise, it will be null. + To be added. + The length of the text that encompasses the maximum encoded tokens. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Encodes input text to tokens Ids up to maximum number of tokens. + + The list of encoded Ids. + To be added. + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyList<System.Int32> + + + + + + + + + + + + + + + The text to encode. + The maximum number of tokens to encode. + Indicate whether to include a leading space before encoding the text. + Indicate whether to include the beginning of sentence token in the encoding. + Indicate whether to include the end of sentence token in the encoding. + If the tokenizer's normalization is enabled, the input text will be represented in its normalization form; otherwise, it will be null. + To be added. + The length of the text that encompasses the maximum encoded tokens. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Encodes input text to tokens Ids up to maximum number of tokens. + + The list of encoded Ids. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.EncodeResults<Microsoft.ML.Tokenizers.EncodedToken> + + + + + + + + The text to encode. + The span of the text to encode which will be used if the is . + The settings used to encode the text. + + Encodes input text to a list of s. + + To be added. + To be added. + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyList<Microsoft.ML.Tokenizers.EncodedToken> + + + + + + + + + + + + + The text to encode. + Indicate whether to include a leading space before encoding the text. + Indicate whether to include the beginning of sentence token in the encoding. + Indicate whether to include the end of sentence token in the encoding. + If the tokenizer's normalization is enabled, the input text will be represented in its normalization form; otherwise, it will null. + To be added. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Encodes input text to object has the tokens list, tokens Ids, tokens offset mapping. + + The tokenization result includes the tokens list, tokens Ids, tokens offset mapping. + To be added. + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyList<Microsoft.ML.Tokenizers.EncodedToken> + + + + + + + + + + + + + The text to encode. + Indicate whether to include a leading space before encoding the text. + Indicate whether to include the beginning of sentence token in the encoding. + Indicate whether to include the end of sentence token in the encoding. + If the tokenizer's normalization is enabled, the input text will be represented in its normalization form; otherwise, it will null. + To be added. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Encodes input text to object has the tokens list, tokens Ids, tokens offset mapping. + + The tokenization result includes the tokens list, tokens Ids, tokens offset mapping. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Nullable<System.Int32> + + + + Gets the end of sentence token Id. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + Gets the end of sentence token. + + To be added. + To be added. + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + + + + + The text to encode. + The span of the text to encode which will be used if the is . + The settings used to encode the text. + Indicate whether to find the index from the end of the text. + If the tokenizer's normalization is enabled or has is , this will be set to in its normalized form; otherwise, this value will be set to . + To be added. + The token count can be generated which should be smaller than the maximum token count. + + Find the index of the maximum encoding capacity without surpassing the token limit. + + + The index of the maximum encoding capacity within the processed text without surpassing the token limit. + If is , it represents the index immediately following the last character to be included. In cases where no tokens fit, the result will be 0; conversely, + if all tokens fit, the result will be length of the input text or the if the normalization is enabled. + If is , it represents the index of the first character to be included. In cases where no tokens fit, the result will be the text length; conversely, + if all tokens fit, the result will be zero. + + To be added. + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + + + + + + + + The text to encode. + The maximum token count to limit the encoding capacity. + Indicate whether to include a leading space before encoding the text. + Indicate whether to include the beginning of sentence token in the encoding. + Indicate whether to include the end of sentence token in the encoding. + If the tokenizer's normalization is enabled, the input text will be represented in its normalization form; otherwise, it will be null. + To be added. + The token count can be generated which should be smaller than the maximum token count. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Find the index of the maximum encoding capacity from the start within the text without surpassing the token limit. + + + The index of the maximum encoding capacity within the processed text without surpassing the token limit. + It represents the index immediately following the last character to be included. In cases where no tokens fit, the result will be 0; conversely, + if all tokens fit, the result will be length of the text or the if the normalization is enabled. + + To be added. + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + + + + + + + + The text to encode. + The maximum token count to limit the encoding capacity. + Indicate whether to include a leading space before encoding the text. + Indicate whether to include the beginning of sentence token in the encoding. + Indicate whether to include the end of sentence token in the encoding. + If the tokenizer's normalization is enabled, the input text will be represented in its normalization form; otherwise, it will be null. + To be added. + The token count can be generated which should be smaller than the maximum token count. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Find the index of the maximum encoding capacity from the start within the text without surpassing the token limit. + + + The index of the maximum encoding capacity within the processed text without surpassing the token limit. + It represents the index immediately following the last character to be included. In cases where no tokens fit, the result will be 0; conversely, + if all tokens fit, the result will be length of the text or the if the normalization is enabled. + + To be added. + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + + + + + + + + The text to encode. + The maximum token count to limit the encoding capacity. + Indicate whether to include a leading space before encoding the text. + Indicate whether to include the beginning of sentence token in the encoding. + Indicate whether to include the end of sentence token in the encoding. + If the tokenizer's normalization is enabled, the input text will be represented in its normalization form; otherwise, it will be null. + To be added. + The token count can be generated which should be smaller than the maximum token count. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Find the index of the maximum encoding capacity from the end within the text without surpassing the token limit. + + + The start index of the maximum encoding capacity within the processed text without surpassing the token limit. + It represents the index at the first character to be included. In cases where no tokens fit, the result will be length of the ; conversely, if all tokens fit, the result will be 0. + + + If the whole text can be encoded within the token limit, the returned index will be 0. + + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + + + + + + + + The text to encode. + The maximum token count to limit the encoding capacity. + Indicate whether to include a leading space before encoding the text. + Indicate whether to include the beginning of sentence token in the encoding. + Indicate whether to include the end of sentence token in the encoding. + If the tokenizer's normalization is enabled, the input text will be represented in its normalization form; otherwise, it will be null. + To be added. + The token count can be generated which should be smaller than the maximum token count. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Find the index of the maximum encoding capacity from the end within the text without surpassing the token limit. + + + The start index of the maximum encoding capacity within the processed text without surpassing the token limit. + It represents the index at the first character to be included. In cases where no tokens fit, the result will be length of the text or the if normalization is enabled; + conversely, if all tokens fit, the result will be 0. + + + If the whole text can be encoded within the token limit, the returned index will be 0. + + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.Normalizer + + + + Gets the Normalizer in use by the Tokenizer. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.PreTokenizer + + + + Gets the PreTokenizer used by the Tokenizer. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyDictionary<System.String,System.Int32> + + + + Gets the added tokens. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + The Unknown token. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Nullable<System.Int32> + + + + Gets the Unknown token Id. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyDictionary<System.String,System.Int32> + + + + Gets the dictionary mapping tokens to Ids. + + To be added. + To be added. + + + + diff --git a/dotnet/xml/Microsoft.ML.Tokenizers/EncodeResults`1.xml b/dotnet/xml/Microsoft.ML.Tokenizers/EncodeResults`1.xml new file mode 100644 index 000000000..2bffc1db4 --- /dev/null +++ b/dotnet/xml/Microsoft.ML.Tokenizers/EncodeResults`1.xml @@ -0,0 +1,93 @@ + + + + + + + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + + + + System.ValueType + + + + The type of the tokens. + + The result of encoding a text. + + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + Gets or sets the count of characters consumed from the input text. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + Gets or sets the normalized text generated during the encoding process. This can be if the encoding process does not normalize the input text. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyList<T> + + + + Gets or sets the list of tokens generated from the encoded text. + + To be added. + To be added. + + + + diff --git a/dotnet/xml/Microsoft.ML.Tokenizers/EncodeSettings.xml b/dotnet/xml/Microsoft.ML.Tokenizers/EncodeSettings.xml new file mode 100644 index 000000000..77c5a0a26 --- /dev/null +++ b/dotnet/xml/Microsoft.ML.Tokenizers/EncodeSettings.xml @@ -0,0 +1,107 @@ + + + + + + + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.ValueType + + + + + The settings used to encode a text. + + To be added. + + + + + + + + Constructor + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + + + Initializes the instance. + + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Boolean + + + + Gets or sets a value indicating whether to consider the input normalization during encoding. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Boolean + + + + Gets or sets a value indicating whether to consider the pre-tokenization during encoding. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + Gets or sets the maximum number of tokens to generate. + + To be added. + To be added. + + + + diff --git a/dotnet/xml/Microsoft.ML.Tokenizers/EncodedToken.xml b/dotnet/xml/Microsoft.ML.Tokenizers/EncodedToken.xml new file mode 100644 index 000000000..3111228ee --- /dev/null +++ b/dotnet/xml/Microsoft.ML.Tokenizers/EncodedToken.xml @@ -0,0 +1,147 @@ + + + + + + + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.ValueType + + + + System.IEquatable<Microsoft.ML.Tokenizers.EncodedToken> + + + + + Represent the token produced from the tokenization process containing the token substring, + the id associated to the token substring, and the offset mapping to the original string. + + To be added. + + + + + + + + + Constructor + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + + + + + + The Id value associated to the token. + The token string value. + The offset mapping to the original string. + + Construct a new Token object using the token value, Id, and the offset mapping to the original string. + + To be added. + + + + + + + + + Method + + M:System.IEquatable`1.Equals(`0) + + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Boolean + + + + + + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + Gets the Id value associated to the token. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Range + + + + Gets the offset mapping to the original string. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + Gets the token string value. + + To be added. + To be added. + + + + diff --git a/dotnet/xml/Microsoft.ML.Tokenizers/EnglishRoberta.xml b/dotnet/xml/Microsoft.ML.Tokenizers/EnglishRoberta.xml index 0ea2f7fd2..23e20cce2 100644 --- a/dotnet/xml/Microsoft.ML.Tokenizers/EnglishRoberta.xml +++ b/dotnet/xml/Microsoft.ML.Tokenizers/EnglishRoberta.xml @@ -220,34 +220,6 @@ To be added. - - - - - - - Method - - Microsoft.ML.Tokenizers - 1.0.0.0 - - - System.String - - - - - - - The Id to map to the string. - Indicate if want to skip the special tokens during the decoding. - - Map the tokenized Id to the original string. - - The mapped token of the Id. - To be added. - - @@ -276,30 +248,6 @@ To be added. - - - - - - - Method - - Microsoft.ML.Tokenizers - 1.0.0.0 - - - System.Boolean - - - - - - To be added. - To be added. - To be added. - To be added. - - diff --git a/dotnet/xml/Microsoft.ML.Tokenizers/EnglishRobertaTokenizer.xml b/dotnet/xml/Microsoft.ML.Tokenizers/EnglishRobertaTokenizer.xml new file mode 100644 index 000000000..62e0c4152 --- /dev/null +++ b/dotnet/xml/Microsoft.ML.Tokenizers/EnglishRobertaTokenizer.xml @@ -0,0 +1,621 @@ + + + + + + + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.Tokenizer + + + + + Represent the Byte Pair Encoding model. + + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + The mask symbol. + + Add the mask symbol to the symbols list. + + The index of the mask symbol in the symbols list. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyList<System.Int32> + + + + + + The Ids list to map to the high occurrence rank. + + Convert a list of token Ids to highest occurrence rankings. + + The list of ranks mapped from the list of Ids. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyList<System.Int32> + + + + + + The Ids list to map to the high occurrence values. + + Convert a list of token Ids to highest occurrence values. + + The list of occurrence values mapped from the list of Ids. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyList<System.Int32> + + + + + + The high occurrence ranks list to map to the Ids list. + + Convert a list of highest occurrence rankings to token Ids list . + + The list of Ids mapped from the list of ranks. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + The text to encode. + The span of the text to encode which will be used if the is . + The settings used to encode the text. + + Get the number of tokens that the input text will be encoded to. + + The number of token Ids that the input text will be encoded to. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.EnglishRobertaTokenizer + + + + + + + + The stream of a JSON file containing the dictionary of string keys and their ids. + The stream of a file containing the tokens's pairs list. + Remap the original GPT-2 model Ids to high occurrence ranks and values. + + Create tokenizer's model object to use with the English Robert model. + + To be added. + + When creating the tokenizer, ensure that the vocabulary stream is sourced from a trusted provider. + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.EnglishRobertaTokenizer + + + + + + + + The JSON file path containing the dictionary of string keys and their ids. + The file path containing the tokens's pairs list. + Remap the original GPT-2 model Ids to high occurrence ranks and values. + + Create tokenizer's model object to use with the English Robert model. + + To be added. + + When creating the tokenizer, ensure that the vocabulary file is sourced from a trusted provider. + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.EnglishRobertaTokenizer + + + + + + + + + + + The stream of a JSON file containing the dictionary of string keys and their ids. + The stream of a file containing the tokens's pairs list. + Remap the original GPT-2 model Ids to high occurrence ranks and values. + The pre-tokenizer to use. + The normalizer to use. + Indicate if want to filter the unsupported characters during the decoding. + + Create tokenizer's model object to use with the English Robert model. + + To be added. + + When creating the tokenizer, ensure that the vocabulary stream is sourced from a trusted provider. + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.EnglishRobertaTokenizer + + + + + + + + + + + The JSON file path containing the dictionary of string keys and their ids. + The file path containing the tokens's pairs list. + Remap the original GPT-2 model Ids to high occurrence ranks and values. + The pre-tokenizer to use. + The normalizer to use. + Indicate if want to filter the unsupported characters during the decoding. + + Create tokenizer's model object to use with the English Robert model. + + To be added. + + When creating the tokenizer, ensure that the vocabulary file is sourced from a trusted provider. + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + + + The list of ids that we want to decode. + + Decode the given ids, back to a String. + + The decoded string. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Buffers.OperationStatus + + + + + + + + + The list of ids that we want to decode. + The span to store the decoded text. + The number of ids consumed during the decoding. + The number of characters written to the destination span. + + Decode the given ids back to text and store the result in the span. + + The operation status indicates whether all IDs were successfully decoded or if the is too small to contain the entire decoded result. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.EncodeResults<System.Int32> + + + + + + + + The text to encode. + The span of the text to encode which will be used if the is . + The settings used to encode the text. + + Encodes input text to token Ids. + + The encoded results containing the list of encoded Ids. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.EncodeResults<Microsoft.ML.Tokenizers.EncodedToken> + + + + + + + + The text to encode. + The span of the text to encode which will be used if the is . + The settings used to encode the text. + + Encodes input text to a list of s. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Boolean + + + + Indicate if want to filter the unsupported characters during the decoding. + + To be added. + To be added. + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + + + + + The text to encode. + The span of the text to encode which will be used if the is . + The settings used to encode the text. + Indicate whether to find the index from the end of the text. + If the tokenizer's normalization is enabled or has is , this will be set to in its normalized form; otherwise, this value will be set to . + To be added. + The token count can be generated which should be smaller than the maximum token count. + + Find the index of the maximum encoding capacity without surpassing the token limit. + + + The index of the maximum encoding capacity within the processed text without surpassing the token limit. + If is , it represents the index immediately following the last character to be included. In cases where no tokens fit, the result will be 0; conversely, + if all tokens fit, the result will be length of the input text or the if the normalization is enabled. + If is , it represents the index of the first character to be included. In cases where no tokens fit, the result will be the text length; conversely, + if all tokens fit, the result will be zero. + + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Boolean + + + + + + The character to check. + + Check if the character is supported by the tokenizer's model. + + True if the character is supported, otherwise false. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.Normalizer + + + + Gets the Normalizer in use by the Tokenizer. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + Gets the index of the pad symbol inside the symbols list. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.PreTokenizer + + + + Gets the PreTokenizer used by the Tokenizer. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + Gets the symbols list length. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyDictionary<System.String,System.Int32> + + + + Gets the dictionary mapping tokens to Ids. + + To be added. + To be added. + + + + diff --git a/dotnet/xml/Microsoft.ML.Tokenizers/LlamaTokenizer.xml b/dotnet/xml/Microsoft.ML.Tokenizers/LlamaTokenizer.xml new file mode 100644 index 000000000..bec070085 --- /dev/null +++ b/dotnet/xml/Microsoft.ML.Tokenizers/LlamaTokenizer.xml @@ -0,0 +1,58 @@ + + + + + + + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.SentencePieceTokenizer + + + + + LlamaTokenizer is SentencePieceTokenizer which is implemented based on https://github.com/google/sentencepiece. + + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.LlamaTokenizer + + + + + + + + + The stream containing the SentencePiece Bpe model. + Indicate emitting the beginning of sentence token during the encoding. + Indicate emitting the end of sentence token during the encoding. + The additional tokens to add to the vocabulary. + + Create from the given model stream a LlamaTokenizer which is based on SentencePieceTokenizer. The model stream should contain the SentencePiece Bpe model according to + https://github.com/google/sentencepiece/blob/master/src/sentencepiece_model.proto specification. + + To be added. + + When creating the tokenizer, ensure that the vocabulary stream is sourced from a trusted provider. + + + + + diff --git a/dotnet/xml/Microsoft.ML.Tokenizers/LowerCaseNormalizer.xml b/dotnet/xml/Microsoft.ML.Tokenizers/LowerCaseNormalizer.xml index 6ae3effa1..effca3aa1 100644 --- a/dotnet/xml/Microsoft.ML.Tokenizers/LowerCaseNormalizer.xml +++ b/dotnet/xml/Microsoft.ML.Tokenizers/LowerCaseNormalizer.xml @@ -37,19 +37,72 @@ To be added. + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.LowerCaseNormalizer + + + + Gets a singleton instance of the . + + To be added. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + + + The original string to normalize to lowercase form. + + Lowercase the original string. + + The lower-cased normalized string. + To be added. + + - - + + - - + + + + + + Method Microsoft.ML.Tokenizers 1.0.0.0 - Microsoft.ML.Tokenizers.NormalizedString + System.String + Microsoft.ML.Tokenizers.NormalizedString diff --git a/dotnet/xml/Microsoft.ML.Tokenizers/Model.xml b/dotnet/xml/Microsoft.ML.Tokenizers/Model.xml index 86ad6afe4..032f7cdb7 100644 --- a/dotnet/xml/Microsoft.ML.Tokenizers/Model.xml +++ b/dotnet/xml/Microsoft.ML.Tokenizers/Model.xml @@ -104,32 +104,6 @@ To be added. - - - - - - - Method - - Microsoft.ML.Tokenizers - 1.0.0.0 - - - System.String - - - - - - - To be added. - To be added. - To be added. - To be added. - To be added. - - @@ -158,32 +132,6 @@ To be added. - - - - - - - Method - - Microsoft.ML.Tokenizers - 1.0.0.0 - - - System.Boolean - - - - - - - - Return true if the char is valid in the tokenizer; otherwise return false. - - - To be added. - - diff --git a/dotnet/xml/Microsoft.ML.Tokenizers/Normalizer.xml b/dotnet/xml/Microsoft.ML.Tokenizers/Normalizer.xml index 51714bc34..a0e628ad4 100644 --- a/dotnet/xml/Microsoft.ML.Tokenizers/Normalizer.xml +++ b/dotnet/xml/Microsoft.ML.Tokenizers/Normalizer.xml @@ -36,18 +36,49 @@ - - + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + + + The original string to normalize. + + Process the original string to modify it and obtain a normalized string. + + The normalized string. + To be added. + + + + + - - + + + + + + Method Microsoft.ML.Tokenizers 1.0.0.0 - Microsoft.ML.Tokenizers.NormalizedString + System.String + Microsoft.ML.Tokenizers.NormalizedString @@ -57,7 +88,7 @@ Process the original string to modify it and obtain a normalized string. - The normalized string along with the mapping to the original string. + The normalized string. To be added. diff --git a/dotnet/xml/Microsoft.ML.Tokenizers/Phi2Tokenizer.xml b/dotnet/xml/Microsoft.ML.Tokenizers/Phi2Tokenizer.xml new file mode 100644 index 000000000..2053461a4 --- /dev/null +++ b/dotnet/xml/Microsoft.ML.Tokenizers/Phi2Tokenizer.xml @@ -0,0 +1,65 @@ + + + + + + + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.CodeGenTokenizer + + + + + Represent the Byte Pair Encoding model. + Implement the Phi2 tokenizer described in https://huggingface.co/microsoft/phi-2 + + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.Phi2Tokenizer + + + + + + + + + + The stream containing the vocab file. + The stream containing the merges file. + Indicate whether to add a space before the token. + Indicate emitting the beginning of sentence token during the encoding. + Indicate emitting the end of sentence token during the encoding. + + Create a CodeGen Phi2 tokenizer from the given vocab and merges streams. + + The CodeGen tokenizer object. + + The tokenizer will be created according to the configuration specified in https://huggingface.co/microsoft/phi-2/raw/main/tokenizer.json. + It is important to provide the similar vocab and merges files to the ones used in the training of the model. + The vocab and merges files can be downloaded from the following links: + https://huggingface.co/microsoft/phi-2/resolve/main/vocab.json?download=true + https://huggingface.co/microsoft/phi-2/resolve/main/merges.txt?download=true + When creating the tokenizer, ensure that the vocabulary stream is sourced from a trusted provider. + + + + + diff --git a/dotnet/xml/Microsoft.ML.Tokenizers/PreTokenizer.xml b/dotnet/xml/Microsoft.ML.Tokenizers/PreTokenizer.xml index 8cec9261b..f82ab6bea 100644 --- a/dotnet/xml/Microsoft.ML.Tokenizers/PreTokenizer.xml +++ b/dotnet/xml/Microsoft.ML.Tokenizers/PreTokenizer.xml @@ -36,29 +36,231 @@ To be added. + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.PreTokenizer + + + + + + The dictionary containing the special tokens and their corresponding ids. + + Create a new instance of the class which split the text at the white spaces. + + The pre-tokenizer that splits the text at the white spaces. + + This pre-tokenizer uses the regex pattern "\S+" to split the text into tokens. + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.PreTokenizer + + + + + + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.PreTokenizer + + + + + + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.PreTokenizer + + + + + + The dictionary containing the special tokens and their corresponding ids. + + Create a new instance of the class which split the text at the word or non-word boundary. + The word is a set of alphabet, numeric, and underscore characters. + + The pre-tokenizer that splits the text at the word boundary. + + This pre-tokenizer uses the regex pattern "\w+|[^\w\s]+" to split the text into tokens. + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.PreTokenizer + + + + + + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.PreTokenizer + + + + + + The dictionary containing the special tokens and their corresponding ids. + + Create a new instance of the class which split the text at the whitespace or punctuation characters. + + The pre-tokenizer that splits the text at the whitespace or punctuation characters. + + This pre-tokenizer uses the regex pattern "\w+|[\p{P}]" to split the text into tokens. + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IEnumerable<System.ValueTuple<System.Int32,System.Int32>> + + + [System.Runtime.CompilerServices.TupleElementNames(new System.String[] { "Offset", "Length" })] + [<System.Runtime.CompilerServices.TupleElementNames(new System.String[] { "Offset", "Length" })>] + + + + + + + + The character span to split into tokens. + + Get the offsets and lengths of the tokens relative to the original string. + + The offsets and lengths of the tokens, expressed as pairs, are relative to the original string. + To be added. + + - - + + - - + + + + + + Method Microsoft.ML.Tokenizers 1.0.0.0 - System.Collections.Generic.IReadOnlyList<Microsoft.ML.Tokenizers.Split> + System.Collections.Generic.IEnumerable<System.ValueTuple<System.Int32,System.Int32>> + + + [System.Runtime.CompilerServices.TupleElementNames(new System.String[] { "Offset", "Length" })] + [<System.Runtime.CompilerServices.TupleElementNames(new System.String[] { "Offset", "Length" })>] + + + System.Collections.Generic.IReadOnlyList<Microsoft.ML.Tokenizers.Split> - + + + The string to split into tokens. The string to split into tokens. - Splits the given string in multiple substrings at the word boundary, keeping track of the offsets of said substrings from the original string. + Get the offsets and lengths of the tokens relative to the . - The list of the splits containing the tokens and the token's offsets to the original string. + The offsets and lengths of the tokens, expressed as pairs, are relative to the original string. To be added. diff --git a/dotnet/xml/Microsoft.ML.Tokenizers/RegexPreTokenizer.xml b/dotnet/xml/Microsoft.ML.Tokenizers/RegexPreTokenizer.xml new file mode 100644 index 000000000..cc37a07cf --- /dev/null +++ b/dotnet/xml/Microsoft.ML.Tokenizers/RegexPreTokenizer.xml @@ -0,0 +1,118 @@ + + + + + + + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.PreTokenizer + + + + + The pre-tokenizer for Tiktoken tokenizer. + + To be added. + + + + + + + + + + + + + Constructor + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + + + + + + The regex to use for splitting the text into smaller tokens in the pre-tokenization process. + The dictionary containing the special tokens and their corresponding ids. + To be added. + + Initializes a new instance of the class. + + To be added. + When regex is null + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IEnumerable<System.ValueTuple<System.Int32,System.Int32>> + + + [System.Runtime.CompilerServices.TupleElementNames(new System.String[] { "Offset", "Length" })] + [<System.Runtime.CompilerServices.TupleElementNames(new System.String[] { "Offset", "Length" })>] + + + + + + + + The string to split into tokens. + + Get the offsets and lengths of the tokens relative to the . + + The offsets and lengths of the tokens, expressed as pairs, are relative to the original string. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IEnumerable<System.ValueTuple<System.Int32,System.Int32>> + + + [System.Runtime.CompilerServices.TupleElementNames(new System.String[] { "Offset", "Length" })] + [<System.Runtime.CompilerServices.TupleElementNames(new System.String[] { "Offset", "Length" })>] + + + + + + + + The string to split into tokens. + + Get the offsets and lengths of the tokens relative to the . + + The offsets and lengths of the tokens, expressed as pairs, are relative to the original string. + To be added. + + + + diff --git a/dotnet/xml/Microsoft.ML.Tokenizers/RobertaPreTokenizer.xml b/dotnet/xml/Microsoft.ML.Tokenizers/RobertaPreTokenizer.xml index b26fbf40a..c44fa0baa 100644 --- a/dotnet/xml/Microsoft.ML.Tokenizers/RobertaPreTokenizer.xml +++ b/dotnet/xml/Microsoft.ML.Tokenizers/RobertaPreTokenizer.xml @@ -56,29 +56,96 @@ To be added. + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.RobertaPreTokenizer + + + + Gets a singleton instance of the Roberta pre-tokenizer.. + + To be added. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IEnumerable<System.ValueTuple<System.Int32,System.Int32>> + + + [System.Runtime.CompilerServices.TupleElementNames(new System.String[] { "Offset", "Length" })] + [<System.Runtime.CompilerServices.TupleElementNames(new System.String[] { "Offset", "Length" })>] + + + + + + + + The string to split into tokens. + + Get the offsets and lengths of the tokens relative to the . + + The offsets and lengths of the tokens, expressed as pairs, are relative to the original string. + To be added. + + - - + + - - + + + + + + Method Microsoft.ML.Tokenizers 1.0.0.0 - System.Collections.Generic.IReadOnlyList<Microsoft.ML.Tokenizers.Split> + System.Collections.Generic.IEnumerable<System.ValueTuple<System.Int32,System.Int32>> + + + [System.Runtime.CompilerServices.TupleElementNames(new System.String[] { "Offset", "Length" })] + [<System.Runtime.CompilerServices.TupleElementNames(new System.String[] { "Offset", "Length" })>] + + + System.Collections.Generic.IReadOnlyList<Microsoft.ML.Tokenizers.Split> - + + + The string to split into tokens. The string to split into tokens. - Splits the given string in multiple substrings at the word boundary, keeping track of the offsets of said substrings from the original string. + Get the offsets and lengths of the tokens relative to the . - The list of the splits containing the tokens and the token's offsets to the original string. + The offsets and lengths of the tokens, expressed as pairs, are relative to the original string. To be added. diff --git a/dotnet/xml/Microsoft.ML.Tokenizers/SentencePieceNormalizer.xml b/dotnet/xml/Microsoft.ML.Tokenizers/SentencePieceNormalizer.xml new file mode 100644 index 000000000..aec6c85ee --- /dev/null +++ b/dotnet/xml/Microsoft.ML.Tokenizers/SentencePieceNormalizer.xml @@ -0,0 +1,215 @@ + + + + + + + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.Normalizer + + + + + Normalize the string to lowercase form before processing it with the tokenizer. + + To be added. + + + + + + + + + Constructor + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + + + + + + + + To be added. + To be added. + To be added. + To be added. + To be added. + + Creates a LowerCaseNormalizer object. + + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Boolean + + + + Indicate emitting the dummy prefix character U+2581 at the beginning of sentence token during the encoding. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Boolean + + + + Indicate escaping white spaces by adding the dummy prefix character U+2581. + + To be added. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + + + The original string to normalize. + + Normalize the original string according to SentencePiece normalization. + + The normalized string. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + + + The original string to normalize. + + Normalize the original string according to SentencePiece normalization. + + The normalized string. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Boolean + + + + Indicate removing extra white spaces from the original string during the normalization. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyDictionary<System.String,System.Int32> + + + + Indicate the added tokens. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Boolean + + + + Indicate treating white space as suffix. + + To be added. + To be added. + + + + diff --git a/dotnet/xml/Microsoft.ML.Tokenizers/SentencePieceTokenizer.xml b/dotnet/xml/Microsoft.ML.Tokenizers/SentencePieceTokenizer.xml new file mode 100644 index 000000000..b8964279a --- /dev/null +++ b/dotnet/xml/Microsoft.ML.Tokenizers/SentencePieceTokenizer.xml @@ -0,0 +1,1229 @@ + + + + + + + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.Tokenizer + + + + + SentencePieceBpe is a tokenizer that splits the input into tokens using the SentencePiece Bpe model. + + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Boolean + + + + Indicate emitting the beginning of sentence token during the encoding. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Boolean + + + + Indicate emitting the prefix character U+2581 at the beginning of sentence token during the normalization and encoding. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Boolean + + + + Indicate emitting the end of sentence token during the encoding. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + The id of the beginning of sentence token. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + The beginning of sentence token. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Boolean + + + + Specifies whether the model will do a byte fallback when it encounters unknown tokens during the encoding process. + + To be added. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + The text to encode. + The span of the text to encode which will be used if the is . + The settings used to encode the text. + + Get the number of tokens that the input text will be encoded to. + + The number of token Ids that the input text will be encoded to. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + + + The text to encode. + Indicate emitting the beginning of sentence token during the encoding. + Indicate emitting the end of sentence token during the encoding. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Get the number of tokens that the input text will be encoded to. + + The number of token Ids that the input text will be encoded to. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + + + The text to encode. + Indicate emitting the beginning of sentence token during the encoding. + Indicate emitting the end of sentence token during the encoding. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Get the number of tokens that the input text will be encoded to. + + The number of token Ids that the input text will be encoded to. + To be added. + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + + + + + + + The text to encode. + Indicate emitting the beginning of sentence token during the encoding. + Indicate emitting the end of sentence token during the encoding. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + If the tokenizer's normalization is enabled or is false, this will be set to in its normalized form; otherwise, this value will be set to null. + To be added. + The length of the text that encompasses the maximum encoded tokens. + The maximum number of tokens to encode. + + Get the number of tokens that the input text will be encoded to. + + The number of tokens that the input text will be encoded to. + To be added. + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + + + + + + + The text to encode. + Indicate emitting the beginning of sentence token during the encoding. + Indicate emitting the end of sentence token during the encoding. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + If the tokenizer's normalization is enabled or is false, this will be set to in its normalized form; otherwise, this value will be set to null. + To be added. + The length of the text that encompasses the maximum encoded tokens. + The maximum number of tokens to encode. + + Get the number of tokens that the input text will be encoded to. + + The number of tokens that the input text will be encoded to. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + + + The list of ids that we want to decode. + + Decode the given ids, back to a String. + + The decoded string. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + + + + The list of ids that we want to decode. + Indicate whether to consider special tokens during decoding. + + Decode the given ids, back to a String. + + The decoded string. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Buffers.OperationStatus + + + + + + + + + The list of ids that we want to decode. + The span to store the decoded text. + The number of ids consumed during the decoding. + The number of characters written to the destination span. + + Decode the given ids back to text and store the result in the span. + + The operation status indicates whether all IDs were successfully decoded or if the is too small to contain the entire decoded result. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Buffers.OperationStatus + + + + + + + + + + The list of ids that we want to decode. + The span to store the decoded text. + Indicate whether to consider special tokens during decoding. + The number of ids consumed during the decoding. + The number of characters written to the destination span. + + Decode the given ids back to text and store the result in the span. + + The operation status indicates whether all IDs were successfully decoded or if the is too small to contain the entire decoded result. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.EncodeResults<System.Int32> + + + + + + + + The text to encode. + The span of the text to encode which will be used if the is . + The settings used to encode the text. + + Encodes input text to token Ids. + + The encoded results containing the list of encoded Ids. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyList<System.Int32> + + + + + + + + + + The text to encode. + Indicate emitting the beginning of sentence token during the encoding. + Indicate emitting the end of sentence token during the encoding. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Encodes input text to token Ids. + + The list of encoded Ids. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyList<System.Int32> + + + + + + + + + + The text to encode. + Indicate emitting the beginning of sentence token during the encoding. + Indicate emitting the end of sentence token during the encoding. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Encodes input text to token Ids. + + The list of encoded Ids. + To be added. + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyList<System.Int32> + + + + + + + + + + + + + + The text to encode. + Indicate emitting the beginning of sentence token during the encoding. + Indicate emitting the end of sentence token during the encoding. + The maximum number of tokens to encode. + If the tokenizer's normalization is enabled or is false, this will be set to in its normalized form; otherwise, this value will be set to null. + To be added. + The length of the text that encompasses the maximum encoded tokens. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Encodes input text to token Ids up to maximum number of tokens. + + The list of encoded Ids. + To be added. + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyList<System.Int32> + + + + + + + + + + + + + + The text to encode. + Indicate emitting the beginning of sentence token during the encoding. + Indicate emitting the end of sentence token during the encoding. + The maximum number of tokens to encode. + If the tokenizer's normalization is enabled or is false, this will be set to in its normalized form; otherwise, this value will be set to null. + To be added. + The length of the text that encompasses the maximum encoded tokens. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Encodes input text to token Ids up to maximum number of tokens. + + The list of encoded Ids. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.EncodeResults<Microsoft.ML.Tokenizers.EncodedToken> + + + + + + + + The text to encode. + The span of the text to encode which will be used if the is . + The settings used to encode the text. + + Encodes input text to a list of s. + + To be added. + To be added. + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyList<Microsoft.ML.Tokenizers.EncodedToken> + + + + + + + + + + + + The text to encode. + If the tokenizer's normalization is enabled or is false, this will be set to in its normalized form; otherwise, this value will be set to null. + To be added. + Indicate emitting the beginning of sentence token during the encoding. + Indicate emitting the end of sentence token during the encoding. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Encodes input text a list of s with string value of the token, id, and offset. + + The tokenization result includes a list of s with string value of the token, id, and offset. + To be added. + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyList<Microsoft.ML.Tokenizers.EncodedToken> + + + + + + + + + + + + The text to encode. + If the tokenizer's normalization is enabled or is false, this will be set to in its normalized form; otherwise, this value will be set to null. + To be added. + Indicate emitting the beginning of sentence token during the encoding. + Indicate emitting the end of sentence token during the encoding. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Encodes input text a list of s with string value of the token, id, and offset. + + The tokenization result includes a list of s with string value of the token, id, and offset. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + The id of the end of sentence token. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + The end of sentence token. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Boolean + + + + Indicate if the spaces should be replaced with character U+2581 during the normalization and encoding. + + To be added. + To be added. + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + + + + + The text to encode. + The span of the text to encode which will be used if the is . + The settings used to encode the text. + Indicate whether to find the index from the end of the text. + If the tokenizer's normalization is enabled or has is , this will be set to in its normalized form; otherwise, this value will be set to . + To be added. + The token count can be generated which should be smaller than the maximum token count. + + Find the index of the maximum encoding capacity without surpassing the token limit. + + + The index of the maximum encoding capacity within the processed text without surpassing the token limit. + If is , it represents the index immediately following the last character to be included. In cases where no tokens fit, the result will be 0; conversely, + if all tokens fit, the result will be length of the input text or the if the normalization is enabled. + If is , it represents the index of the first character to be included. In cases where no tokens fit, the result will be the text length; conversely, + if all tokens fit, the result will be zero. + + To be added. + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + + + + + + + The text to encode. + Indicate emitting the beginning of sentence token during the encoding. + Indicate emitting the end of sentence token during the encoding. + The maximum token count to limit the encoding capacity. + If the tokenizer's normalization is enabled or is false, this will be set to in its normalized form; otherwise, this value will be set to null. + To be added. + The token count can be generated which should be smaller than the maximum token count. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Find the index of the maximum encoding capacity from the start within the text without surpassing the token limit. + + + The index of the maximum encoding capacity within the processed text without surpassing the token limit. + It represents the index immediately following the last character to be included. In cases where no tokens fit, the result will be 0; conversely, + if all tokens fit, the result will be length of the text or the if the normalization is enabled. + + To be added. + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + + + + + + + The text to encode. + Indicate emitting the beginning of sentence token during the encoding. + Indicate emitting the end of sentence token during the encoding. + The maximum token count to limit the encoding capacity. + If the tokenizer's normalization is enabled or is false, this will be set to in its normalized form; otherwise, this value will be set to null. + To be added. + The token count can be generated which should be smaller than the maximum token count. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Find the index of the maximum encoding capacity from the start within the text without surpassing the token limit. + + + The index of the maximum encoding capacity within the processed text without surpassing the token limit. + It represents the index immediately following the last character to be included. In cases where no tokens fit, the result will be 0; conversely, + if all tokens fit, the result will be length of the text or the if the normalization is enabled. + + To be added. + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + + + + + + The text to encode. + Indicate emitting the beginning of sentence token during the encoding. + Indicate emitting the end of sentence token during the encoding. + The maximum token count to limit the encoding capacity. + Indicate whether to consider normalization before tokenization. + If the tokenizer's normalization is enabled or is false, this will be set to in its normalized form; otherwise, this value will be set to null. + To be added. + The token count can be generated which should be smaller than the maximum token count. + + Find the index of the maximum encoding capacity from the end within the text without surpassing the token limit. + + + The start index of the maximum encoding capacity within the processed text without surpassing the token limit. + It represents the index at the first character to be included. In cases where no tokens fit, the result will be length of the ; conversely, if all tokens fit, the result will be 0. + + To be added. + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + + + + + + The text to encode. + Indicate emitting the beginning of sentence token during the encoding. + Indicate emitting the end of sentence token during the encoding. + The maximum token count to limit the encoding capacity. + Indicate whether to consider normalization before tokenization. + If the tokenizer's normalization is enabled or is false, this will be set to in its normalized form; otherwise, this value will be set to null. + To be added. + The token count can be generated which should be smaller than the maximum token count. + + Find the index of the maximum encoding capacity from the end within the text without surpassing the token limit. + + + The start index of the maximum encoding capacity within the processed text without surpassing the token limit. + It represents the index at the first character to be included. In cases where no tokens fit, the result will be length of the ; conversely, if all tokens fit, the result will be 0. + + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.Normalizer + + + + Gets the Normalizer in use by the Tokenizer. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.PreTokenizer + + + + Gets the PreTokenizer used by the Tokenizer. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyDictionary<System.String,System.Int32> + + + To be added. + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Boolean + + + + Indicate emitting the character U+2581 at the end of the last sentence token instead beginning of sentence token during the normalization and encoding. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + The id of the unknown token. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + The unknown token. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyDictionary<System.String,System.Int32> + + + + The vocabulary of the model. + + To be added. + To be added. + + + + diff --git a/dotnet/xml/Microsoft.ML.Tokenizers/TiktokenTokenizer.xml b/dotnet/xml/Microsoft.ML.Tokenizers/TiktokenTokenizer.xml new file mode 100644 index 000000000..d86382c4a --- /dev/null +++ b/dotnet/xml/Microsoft.ML.Tokenizers/TiktokenTokenizer.xml @@ -0,0 +1,572 @@ + + + + + + + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.Tokenizer + + + + + Represent the rapid Byte Pair Encoding tokenizer. + + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + The text to encode. + The span of the text to encode which will be used if the is . + The settings used to encode the text. + + Get the number of tokens that the input text will be encoded to. + + The number of token Ids that the input text will be encoded to. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.TiktokenTokenizer + + + + + + + + + + The stream to the BPE vocab file. + The pre-tokenizer to use. + The normalizer to use. + The dictionary mapping special tokens to Ids. + The size of the cache to use. + + Create a new Tiktoken tokenizer's object. + + The tokenizer's object. + + When creating the tokenizer, ensure that the vocabulary stream is sourced from a trusted provider. + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.TiktokenTokenizer + + + + + + + + + + The BPE vocab file. + The pre-tokenizer to use. + The normalizer to use. + The dictionary mapping special tokens to Ids. + The size of the cache to use. + + Create a new Tiktoken tokenizer's object. + + The tokenizer's object. + + When creating the tokenizer, ensure that the vocabulary file is sourced from a trusted provider. + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Threading.Tasks.Task<Microsoft.ML.Tokenizers.TiktokenTokenizer> + + + + + + + + + + + The stream to the BPE vocab file. + The pre-tokenizer to use. + The normalizer to use. + The dictionary mapping special tokens to Ids. + The size of the cache to use. + + used to request cancellation of the operation. + + Create a new Tiktoken tokenizer's object asynchronously. + + The tokenizer's object. + + When creating the tokenizer, ensure that the vocabulary stream is sourced from a trusted provider. + + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Threading.Tasks.Task<Microsoft.ML.Tokenizers.TiktokenTokenizer> + + + + + + + + + + + + The BPE vocab file. + The pre-tokenizer to use. + The normalizer to use. + The dictionary mapping special tokens to Ids. + To be added. + The size of the cache to use. + + used to request cancellation of the operation. + + Create a new Tiktoken tokenizer's object asynchronously. + + The tokenizer's object. + + When creating the tokenizer, ensure that the vocabulary file is sourced from a trusted provider. + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.TiktokenTokenizer + + + + + + + + Encoding name + Extra special tokens other than the built-in ones for the encoding + To normalize the text before tokenization + + Create tokenizer based on encoding name + + The tokenizer + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.TiktokenTokenizer + + + + + + + + Model name + Extra special tokens other than the built-in ones for the model + To normalize the text before tokenization + + Create tokenizer based on model name + + The tokenizer + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.TiktokenTokenizer + + + + + + + + + + Model name + The stream to the BPE vocab file. + Extra special tokens other than the built-in ones for the model + The size of the cache to use. + To normalize the text before tokenization + + Create a Tiktoken tokenizer based on model name and vocab file. + + The tokenizer + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Threading.Tasks.Task<Microsoft.ML.Tokenizers.TiktokenTokenizer> + + + + + + + + + + + Model name + The stream to the BPE vocab file. + Extra special tokens other than the built-in ones for the model + The size of the cache to use. + To normalize the text before tokenization + + used to request cancellation of the operation. + + Create a Tiktoken tokenizer based on model name and vocab file. + + The tokenizer + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + + + The list of ids that we want to decode. + + Decode the given ids, back to a String. + + The decoded string. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Buffers.OperationStatus + + + + + + + + + The list of ids that we want to decode. + The span to store the decoded text. + The number of ids consumed during the decoding. + The number of characters written to the destination span. + + Decode the given ids back to text and store the result in the span. + + The operation status indicates whether all IDs were successfully decoded or if the is too small to contain the entire decoded result. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.EncodeResults<System.Int32> + + + + + + + + The text to encode. + The span of the text to encode which will be used if the is . + The settings used to encode the text. + + Encodes input text to token Ids. + + The encoded results containing the list of encoded Ids. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.EncodeResults<Microsoft.ML.Tokenizers.EncodedToken> + + + + + + + + The text to encode. + The span of the text to encode which will be used if the is . + The settings used to encode the text. + + Encodes input text to a list of s. + + To be added. + To be added. + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + + + + + The text to encode. + The span of the text to encode which will be used if the is . + The settings used to encode the text. + Indicate whether to find the index from the end of the text. + If the tokenizer's normalization is enabled or has is , this will be set to in its normalized form; otherwise, this value will be set to . + To be added. + The token count can be generated which should be smaller than the maximum token count. + + Find the index of the maximum encoding capacity without surpassing the token limit. + + + The index of the maximum encoding capacity within the processed text without surpassing the token limit. + If is , it represents the index immediately following the last character to be included. In cases where no tokens fit, the result will be 0; conversely, + if all tokens fit, the result will be length of the input text or the if the normalization is enabled. + If is , it represents the index of the first character to be included. In cases where no tokens fit, the result will be the text length; conversely, + if all tokens fit, the result will be zero. + + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.Normalizer + + + + Gets the Normalizer in use by the Tokenizer. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.PreTokenizer + + + + Gets the PreTokenizer used by the Tokenizer. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyDictionary<System.String,System.Int32> + + + + Gets the dictionary mapping special tokens to Ids. + + To be added. + To be added. + + + + diff --git a/dotnet/xml/Microsoft.ML.Tokenizers/Token.xml b/dotnet/xml/Microsoft.ML.Tokenizers/Token.xml index bd0528881..ae1e7ae44 100644 --- a/dotnet/xml/Microsoft.ML.Tokenizers/Token.xml +++ b/dotnet/xml/Microsoft.ML.Tokenizers/Token.xml @@ -62,7 +62,7 @@ - Gets or sets the Id value associated to the token. + Gets the Id value associated to the token. To be added. To be added. @@ -90,7 +90,7 @@ - Gets or sets the offset mapping to the original string. + Gets the offset mapping to the original string. To be added. To be added. @@ -112,7 +112,7 @@ - Gets or sets the token string value. + Gets the token string value. To be added. To be added. diff --git a/dotnet/xml/Microsoft.ML.Tokenizers/Tokenizer.xml b/dotnet/xml/Microsoft.ML.Tokenizers/Tokenizer.xml index 8fa170da7..d547776ae 100644 --- a/dotnet/xml/Microsoft.ML.Tokenizers/Tokenizer.xml +++ b/dotnet/xml/Microsoft.ML.Tokenizers/Tokenizer.xml @@ -1,9 +1,12 @@ - - + + - + + + + Microsoft.ML.Tokenizers 1.0.0.0 @@ -14,11 +17,29 @@ - A Tokenizer works as a pipeline. It processes some raw text as input and outputs a TokenizerResult object. + Provides an abstraction for tokenizers, enabling the encoding of text into tokens and the decoding of token IDs back into text. To be added. + + + + + + Constructor + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + + + Initializes a new instance of the class. + + To be added. + + @@ -31,9 +52,9 @@ 1.0.0.0 - - - + + + The Model in use by the Tokenizer. @@ -45,6 +66,132 @@ To be added. + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + The text to encode. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Get the number of tokens that the input text will be encoded to. + + The number of token Ids that the input text will be encoded to. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + The text to encode. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Get the number of tokens that the input text will be encoded to. + + The number of token Ids that the input text will be encoded to. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + The text to encode. + The span of the text to encode which will be used if the is . + The settings used to encode the text. + + Get the number of tokens that the input text will be encoded to. + + The number of token Ids that the input text will be encoded to. + + Types derived from may override this implementation to provide a more efficient implementation. + By default, it uses . + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + + + The list of ids that we want to decode. + + Decode the given ids, back to a String. + + The decoded string. + + Types derived from may override this implementation to provide a more efficient implementation. + By default, it uses . + + + is null. + + contains invalid data. + + @@ -60,12 +207,14 @@ System.String - - + + + - The list of ids that we want to decode. Whether the special tokens should be removed from the decoded string. + The list of ids that we want to decode. + Whether the special tokens should be kept in the decoded string. Decode the given ids, back to a String. @@ -88,12 +237,14 @@ System.String - - + + + - The id to map to the token. Indicate if want to skip the special tokens during the decoding. + The id to map to the token. + Indicate if want to consider the special tokens during the decoding. Decodes the Id to the mapped token. @@ -101,6 +252,38 @@ To be added. + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Buffers.OperationStatus + + + + + + + + + The list of ids that we want to decode. + The span to store the decoded text. + The number of ids consumed during the decoding. + The number of characters written to the destination span. + + Decode the given ids back to text and store the result in the span. + + The operation status indicates whether all IDs were successfully decoded or if the is too small to contain the entire decoded result. + To be added. + + @@ -138,7 +321,7 @@ Microsoft.ML.Tokenizers.TokenizerResult - + The text to tokenize. @@ -149,30 +332,512 @@ To be added. - - - - - - + + + + + + Method Microsoft.ML.Tokenizers 1.0.0.0 - System.Boolean + System.Collections.Generic.IReadOnlyList<System.Int32> - + + + - To be added. - To be added. + The text to encode. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Encodes input text to token Ids. + + The list of encoded Ids. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyList<System.Int32> + + + + + + + + The text to encode. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Encodes input text to token Ids. + + The list of encoded Ids. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.EncodeResults<System.Int32> + + + + + + + + The text to encode. + The span of the text to encode which will be used if the is . + The settings used to encode the text. + + Encodes input text to token Ids. + + The encoded results containing the list of encoded Ids. + + Types derived from may override this implementation to provide a more efficient implementation. + By default, it uses . + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyList<System.Int32> + + + + + + + + + + + The text to encode. + The maximum number of tokens to encode. + If the tokenizer's normalization is enabled or is , this will be set to in its normalized form; otherwise, this value will be set to . + The characters count of the text that encompasses the maximum encoded tokens. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Encodes input text to token Ids up to maximum number of tokens. + + The list of encoded Ids. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyList<System.Int32> + + + + + + + + + + + To be added. + The maximum number of tokens to encode. + If the tokenizer's normalization is enabled or is , this will be set to in its normalized form; otherwise, this value will be set to . + The characters count of the text that encompasses the maximum encoded tokens. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Encodes input text to token Ids up to maximum number of tokens. + The text to encode. + The list of encoded Ids. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.EncodeResults<Microsoft.ML.Tokenizers.EncodedToken> + + + + + + + + The text to encode. + The span of the text to encode which will be used if the is . + The settings used to encode the text. + + Encodes input text to a list of s. + To be added. To be added. + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyList<Microsoft.ML.Tokenizers.EncodedToken> + + + + + + + + + + The text to encode. + If the tokenizer's normalization is enabled or is , this will be set to in its normalized form; otherwise, this value will be set to . + To be added. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Encodes input text to a list of s. + + The list of encoded s. + To be added. + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyList<Microsoft.ML.Tokenizers.EncodedToken> + + + + + + + + + + The text to encode. + If the tokenizer's normalization is enabled or is , this will be set to in its normalized form; otherwise, this value will be set to . + To be added. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Encodes input text to a list of s. + + The list of encoded s. + To be added. + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + + + + + The text to encode. + The maximum number of tokens to encode. + If the tokenizer's normalization is enabled or is , this will be set to in its normalized form; otherwise, this value will be set to . + To be added. + The token count can be generated which should be smaller than the maximum token count. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Find the index of the maximum encoding capacity without surpassing the token limit. + + + The index of the maximum encoding capacity within the processed text without surpassing the token limit. + It represents the index immediately following the last character to be included. In cases where no tokens fit, the result will be 0; conversely, + if all tokens fit, the result will be length of the input text or the if the normalization is enabled. + + To be added. + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + + + + + The text to encode. + The maximum number of tokens to encode. + If the tokenizer's normalization is enabled or is , this will be set to in its normalized form; otherwise, this value will be set to . + To be added. + The token count can be generated which should be smaller than the maximum token count. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Find the index of the maximum encoding capacity without surpassing the token limit. + + + The index of the maximum encoding capacity within the processed text without surpassing the token limit. + It represents the index immediately following the last character to be included. In cases where no tokens fit, the result will be 0; conversely, + if all tokens fit, the result will be length of the input text or the if the normalization is enabled. + + To be added. + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + + + + + The text to encode. + The span of the text to encode which will be used if the is . + The settings used to encode the text. + Indicate whether to find the index from the end of the text. + If the tokenizer's normalization is enabled or has is , this will be set to in its normalized form; otherwise, this value will be set to . + To be added. + The token count can be generated which should be smaller than the maximum token count. + + Find the index of the maximum encoding capacity without surpassing the token limit. + + + The index of the maximum encoding capacity within the processed text without surpassing the token limit. + If is , it represents the index immediately following the last character to be included. In cases where no tokens fit, the result will be 0; conversely, + if all tokens fit, the result will be length of the input text or the if the normalization is enabled. + If is , it represents the index of the first character to be included. In cases where no tokens fit, the result will be the text length; conversely, + if all tokens fit, the result will be zero. + + + Types derived from may override this implementation to provide a more efficient implementation. + By default, it uses . + + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + + + + + The text to encode. + The maximum number of tokens to encode. + If the tokenizer's normalization is enabled or is , this will be set to in its normalized form; otherwise, this value will be set to . + To be added. + The token count can be generated which should be smaller than the maximum token count. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Find the index of the maximum encoding capacity without surpassing the token limit. + + + The index of the maximum encoding capacity within the processed text without surpassing the token limit. + It represents the index of the first character to be included. In cases where no tokens fit, the result will be the text length; conversely, + if all tokens fit, the result will be zero. + + To be added. + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + + + + + The text to encode. + The maximum number of tokens to encode. + If the tokenizer's normalization is enabled or is , this will be set to in its normalized form; otherwise, this value will be set to . + To be added. + The token count can be generated which should be smaller than the maximum token count. + Indicate whether to consider pre-tokenization before tokenization. + Indicate whether to consider normalization before tokenization. + + Find the index of the maximum encoding capacity without surpassing the token limit. + + + The index of the maximum encoding capacity within the processed text without surpassing the token limit. + It represents the index of the first character to be included. In cases where no tokens fit, the result will be the text length; conversely, + if all tokens fit, the result will be zero. + + To be added. + + @@ -196,11 +861,14 @@ - + - - + + + + + Property Microsoft.ML.Tokenizers @@ -211,18 +879,21 @@ - Gets or sets the Normalizer in use by the Tokenizer. + Gets the Normalizer in use by the Tokenizer. To be added. To be added. - + - - + + + + + Property Microsoft.ML.Tokenizers @@ -233,7 +904,7 @@ - Gets or sets the PreTokenizer used by the Tokenizer. + Gets the PreTokenizer used by the Tokenizer. To be added. To be added. @@ -254,9 +925,9 @@ System.Void - - - + + + [System.ParamArray] diff --git a/dotnet/xml/Microsoft.ML.Tokenizers/UpperCaseNormalizer.xml b/dotnet/xml/Microsoft.ML.Tokenizers/UpperCaseNormalizer.xml index 98c8cab6b..ea27392c0 100644 --- a/dotnet/xml/Microsoft.ML.Tokenizers/UpperCaseNormalizer.xml +++ b/dotnet/xml/Microsoft.ML.Tokenizers/UpperCaseNormalizer.xml @@ -37,19 +37,72 @@ To be added. + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.UpperCaseNormalizer + + + + Gets a singleton instance of the . + + To be added. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + + + The original string to normalize to uppercase form. + + Uppercase the original string. + + The upper-cased normalized string. + To be added. + + - - + + - - + + + + + + Method Microsoft.ML.Tokenizers 1.0.0.0 - Microsoft.ML.Tokenizers.NormalizedString + System.String + Microsoft.ML.Tokenizers.NormalizedString diff --git a/dotnet/xml/Microsoft.ML.Tokenizers/WordPieceOptions.xml b/dotnet/xml/Microsoft.ML.Tokenizers/WordPieceOptions.xml new file mode 100644 index 000000000..72f3dddab --- /dev/null +++ b/dotnet/xml/Microsoft.ML.Tokenizers/WordPieceOptions.xml @@ -0,0 +1,171 @@ + + + + + + + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Object + + + + + Options for the WordPiece tokenizer. + + To be added. + + + + + + + + Constructor + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + Gets or set the prefix to use for sub-words that are not the first part of a word. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + Gets or set the maximum number of characters to consider for a single word. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.Normalizer + + + + Gets or sets the to override the default normalizer, if desired. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.PreTokenizer + + + + Gets or sets the to override the default normalizer, if desired. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyDictionary<System.String,System.Int32> + + + + Gets or set the special tokens to use. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + Gets or set the unknown token to use. + + To be added. + To be added. + + + + diff --git a/dotnet/xml/Microsoft.ML.Tokenizers/WordPieceTokenizer.xml b/dotnet/xml/Microsoft.ML.Tokenizers/WordPieceTokenizer.xml new file mode 100644 index 000000000..ecd08ab83 --- /dev/null +++ b/dotnet/xml/Microsoft.ML.Tokenizers/WordPieceTokenizer.xml @@ -0,0 +1,716 @@ + + + + + + + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.Tokenizer + + + + + Represent the WordPiece tokenizer. + + + The WordPiece tokenizer is a sub-word tokenizer that is used in BERT and other transformer models. + The implementation is based on the Hugging Face WordPiece tokenizer https://huggingface.co/docs/tokenizers/api/models#tokenizers.models.WordPiece. + + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + Gets the prefix to use for sub-words that are not the first part of a word. + + To be added. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + The text to encode. + The span of the text to encode which will be used if the is . + The settings used to encode the text. + + Get the number of tokens that the input text will be encoded to. + + The number of token Ids that the input text will be encoded to. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.WordPieceTokenizer + + + + + + + The path to the WordPiece vocab file. + The options to use for the WordPiece tokenizer. + + Create a new instance of the class. + + A new instance of the class. + + If the is null, the whitespace pre-tokenizer will be used. + When creating the tokenizer, ensure that the vocabulary stream is sourced from a trusted provider. + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.WordPieceTokenizer + + + + + + + The path to the WordPiece vocab file. + The options to use for the WordPiece tokenizer. + + Create a new instance of the class. + + A new instance of the class. + + If the is null, the whitespace pre-tokenizer will be used. + When creating the tokenizer, ensure that the vocabulary file is sourced from a trusted provider. + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.WordPieceTokenizer + + + + + + + + + + + + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.WordPieceTokenizer + + + + + + + + + + + + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Threading.Tasks.Task<Microsoft.ML.Tokenizers.WordPieceTokenizer> + + + + + + + + The path to the WordPiece vocab file. + The options to use for the WordPiece tokenizer. + The cancellation token. + + Create a new instance of the class asynchronously. + + A new instance of the class. + + If the is null, the whitespace pre-tokenizer will be used. + When creating the tokenizer, ensure that the vocabulary stream is sourced from a trusted provider. + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Threading.Tasks.Task<Microsoft.ML.Tokenizers.WordPieceTokenizer> + + + + + + + + The path to the WordPiece vocab file. + The options to use for the WordPiece tokenizer. + The cancellation token. + + Create a new instance of the class asynchronously. + + A new instance of the class. + + If the is null, the whitespace pre-tokenizer will be used. + When creating the tokenizer, ensure that the vocabulary file is sourced from a trusted provider. + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Threading.Tasks.Task<Microsoft.ML.Tokenizers.WordPieceTokenizer> + + + + + + + + + + + + + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Threading.Tasks.Task<Microsoft.ML.Tokenizers.WordPieceTokenizer> + + + + + + + + + + + + + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + + + The list of ids that we want to decode. + + Decode the given ids, back to a String. + + The decoded string. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + + + + The list of ids that we want to decode. + Indicate whether to skip the special tokens during the decoding. + + Decode the given ids, back to a String. + + The decoded string. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Buffers.OperationStatus + + + + + + + + + The list of ids that we want to decode. + The span to store the decoded text. + The number of ids consumed during the decoding. + The number of characters written to the destination span. + + Decode the given ids back to text and store the result in the span. + + The operation status indicates whether all IDs were successfully decoded or if the is too small to contain the entire decoded result. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Buffers.OperationStatus + + + + + + + + + + The list of ids that we want to decode. + The span to store the decoded text. + Indicate whether to skip the special tokens during the decoding. + The number of ids consumed during the decoding. + The number of characters written to the destination span. + + Decode the given ids back to text and store the result in the span. + + The operation status indicates whether all IDs were successfully decoded or if the is too small to contain the entire decoded result. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.EncodeResults<System.Int32> + + + + + + + + The text to encode. + The span of the text to encode which will be used if the is . + The settings used to encode the text. + + Encodes input text to token Ids. + + The encoded results containing the list of encoded Ids. + To be added. + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.EncodeResults<Microsoft.ML.Tokenizers.EncodedToken> + + + + + + + + The text to encode. + The span of the text to encode which will be used if the is . + The settings used to encode the text. + + Encodes input text to a list of s. + + To be added. + To be added. + + + + + + + + + + + + + Method + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + + + + + + + + + The text to encode. + The span of the text to encode which will be used if the is . + The settings used to encode the text. + Indicate whether to find the index from the end of the text. + If the tokenizer's normalization is enabled or has is , this will be set to in its normalized form; otherwise, this value will be set to . + To be added. + The token count can be generated which should be smaller than the maximum token count. + + Find the index of the maximum encoding capacity without surpassing the token limit. + + + The index of the maximum encoding capacity within the processed text without surpassing the token limit. + If is , it represents the index immediately following the last character to be included. In cases where no tokens fit, the result will be 0; conversely, + if all tokens fit, the result will be length of the input text or the if the normalization is enabled. + If is , it represents the index of the first character to be included. In cases where no tokens fit, the result will be the text length; conversely, + if all tokens fit, the result will be zero. + + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + Gets the maximum number of characters to authorize in a single word. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.Normalizer + + + + Gets the Normalizer in use by the Tokenizer. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + Microsoft.ML.Tokenizers.PreTokenizer + + + + Gets the PreTokenizer used by the Tokenizer. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Collections.Generic.IReadOnlyDictionary<System.String,System.Int32> + + + + Gets the special tokens and their corresponding ids. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.String + + + + Gets the unknown token. + A token that is not in the vocabulary cannot be converted to an ID and is set to be this token instead. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.Tokenizers + 1.0.0.0 + + + System.Int32 + + + + Gets the unknown token ID. + A token that is not in the vocabulary cannot be converted to an ID and is set to be this token instead. + + To be added. + To be added. + + + + diff --git a/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/Attention.xml b/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/Attention.xml index 7b050150d..eb76d2c49 100644 --- a/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/Attention.xml +++ b/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/Attention.xml @@ -54,6 +54,29 @@ To be added. + + + + + + + Method + + Microsoft.ML.TorchSharp + 1.0.0.0 + + + System.Void + + + + + + To be added. + To be added. + To be added. + + diff --git a/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/AutoFormerV2.xml b/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/AutoFormerV2.xml index 6a91075c1..db5b3d89f 100644 --- a/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/AutoFormerV2.xml +++ b/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/AutoFormerV2.xml @@ -54,6 +54,29 @@ To be added. + + + + + + + Method + + Microsoft.ML.TorchSharp + 1.0.0.0 + + + System.Void + + + + + + To be added. + To be added. + To be added. + + diff --git a/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/AutoFormerV2Backbone.xml b/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/AutoFormerV2Backbone.xml index abc9e80a1..91f143e8d 100644 --- a/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/AutoFormerV2Backbone.xml +++ b/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/AutoFormerV2Backbone.xml @@ -67,6 +67,29 @@ To be added. + + + + + + + Method + + Microsoft.ML.TorchSharp + 1.0.0.0 + + + System.Void + + + + + + To be added. + To be added. + To be added. + + diff --git a/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/AutoFormerV2Block.xml b/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/AutoFormerV2Block.xml index f7b1e9c06..e35df4f13 100644 --- a/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/AutoFormerV2Block.xml +++ b/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/AutoFormerV2Block.xml @@ -64,6 +64,29 @@ To be added. + + + + + + + Method + + Microsoft.ML.TorchSharp + 1.0.0.0 + + + System.Void + + + + + + To be added. + To be added. + To be added. + + diff --git a/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/BasicLayer.xml b/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/BasicLayer.xml index 7b38b1e83..84693ed6a 100644 --- a/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/BasicLayer.xml +++ b/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/BasicLayer.xml @@ -65,6 +65,29 @@ To be added. + + + + + + + Method + + Microsoft.ML.TorchSharp + 1.0.0.0 + + + System.Void + + + + + + To be added. + To be added. + To be added. + + diff --git a/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/Conv2dBN.xml b/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/Conv2dBN.xml index c99bde7f8..f26d06d81 100644 --- a/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/Conv2dBN.xml +++ b/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/Conv2dBN.xml @@ -57,6 +57,29 @@ To be added. + + + + + + + Method + + Microsoft.ML.TorchSharp + 1.0.0.0 + + + System.Void + + + + + + To be added. + To be added. + To be added. + + diff --git a/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/ConvLayer.xml b/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/ConvLayer.xml index 590bcc607..619eab7e3 100644 --- a/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/ConvLayer.xml +++ b/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/ConvLayer.xml @@ -53,6 +53,29 @@ To be added. + + + + + + + Method + + Microsoft.ML.TorchSharp + 1.0.0.0 + + + System.Void + + + + + + To be added. + To be added. + To be added. + + diff --git a/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/ConvModule.xml b/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/ConvModule.xml index c465a9236..7e92196d6 100644 --- a/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/ConvModule.xml +++ b/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/ConvModule.xml @@ -59,6 +59,29 @@ To be added. + + + + + + + Method + + Microsoft.ML.TorchSharp + 1.0.0.0 + + + System.Void + + + + + + To be added. + To be added. + To be added. + + diff --git a/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/FPN.xml b/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/FPN.xml index 4382b1d8d..c8bd6e6ef 100644 --- a/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/FPN.xml +++ b/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/FPN.xml @@ -49,6 +49,29 @@ To be added. + + + + + + + Method + + Microsoft.ML.TorchSharp + 1.0.0.0 + + + System.Void + + + + + + To be added. + To be added. + To be added. + + diff --git a/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/MBConv.xml b/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/MBConv.xml index b684204bd..87e07f224 100644 --- a/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/MBConv.xml +++ b/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/MBConv.xml @@ -49,6 +49,29 @@ To be added. + + + + + + + Method + + Microsoft.ML.TorchSharp + 1.0.0.0 + + + System.Void + + + + + + To be added. + To be added. + To be added. + + diff --git a/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/MLP.xml b/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/MLP.xml index fb7ffcbec..d1f3963ec 100644 --- a/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/MLP.xml +++ b/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/MLP.xml @@ -51,6 +51,29 @@ To be added. + + + + + + + Method + + Microsoft.ML.TorchSharp + 1.0.0.0 + + + System.Void + + + + + + To be added. + To be added. + To be added. + + diff --git a/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/PatchEmbed.xml b/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/PatchEmbed.xml index b1b55b92f..01273344b 100644 --- a/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/PatchEmbed.xml +++ b/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/PatchEmbed.xml @@ -47,6 +47,29 @@ To be added. + + + + + + + Method + + Microsoft.ML.TorchSharp + 1.0.0.0 + + + System.Void + + + + + + To be added. + To be added. + To be added. + + diff --git a/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/PatchMerging.xml b/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/PatchMerging.xml index 02f0bb890..a58765de9 100644 --- a/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/PatchMerging.xml +++ b/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/PatchMerging.xml @@ -49,6 +49,29 @@ To be added. + + + + + + + Method + + Microsoft.ML.TorchSharp + 1.0.0.0 + + + System.Void + + + + + + To be added. + To be added. + To be added. + + diff --git a/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/RetinaHead.xml b/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/RetinaHead.xml index 0b6b8b2a3..3627c2ee4 100644 --- a/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/RetinaHead.xml +++ b/dotnet/xml/Microsoft.ML.TorchSharp.AutoFormerV2/RetinaHead.xml @@ -53,6 +53,29 @@ To be added. + + + + + + + Method + + Microsoft.ML.TorchSharp + 1.0.0.0 + + + System.Void + + + + + + To be added. + To be added. + To be added. + + diff --git a/dotnet/xml/Microsoft.ML.TorchSharp.NasBert.Models/NasBertEncoder.xml b/dotnet/xml/Microsoft.ML.TorchSharp.NasBert.Models/NasBertEncoder.xml index a073c1280..bad13188b 100644 --- a/dotnet/xml/Microsoft.ML.TorchSharp.NasBert.Models/NasBertEncoder.xml +++ b/dotnet/xml/Microsoft.ML.TorchSharp.NasBert.Models/NasBertEncoder.xml @@ -138,6 +138,29 @@ To be added. + + + + + + + Method + + Microsoft.ML.TorchSharp + 1.0.0.0 + + + System.Void + + + + + + To be added. + To be added. + To be added. + + diff --git a/dotnet/xml/Microsoft.ML.TorchSharp.NasBert.Modules/IIncrementalState.xml b/dotnet/xml/Microsoft.ML.TorchSharp.NasBert.Modules/IIncrementalState.xml index e46c8cc4c..38235b11c 100644 --- a/dotnet/xml/Microsoft.ML.TorchSharp.NasBert.Modules/IIncrementalState.xml +++ b/dotnet/xml/Microsoft.ML.TorchSharp.NasBert.Modules/IIncrementalState.xml @@ -1,9 +1,10 @@ - + + Microsoft.ML.TorchSharp 1.0.0.0 diff --git a/dotnet/xml/Microsoft.ML.TorchSharp.NasBert/BertTaskType.xml b/dotnet/xml/Microsoft.ML.TorchSharp.NasBert/BertTaskType.xml index 31eba784a..5271c143a 100644 --- a/dotnet/xml/Microsoft.ML.TorchSharp.NasBert/BertTaskType.xml +++ b/dotnet/xml/Microsoft.ML.TorchSharp.NasBert/BertTaskType.xml @@ -68,11 +68,11 @@ 1.0.0.0 - + [System.ComponentModel.EditorBrowsable(System.ComponentModel.EditorBrowsableState.Never)] [<System.ComponentModel.EditorBrowsable(System.ComponentModel.EditorBrowsableState.Never)>] - + [System.Obsolete("Please use NamedEntityRecognition instead", false)] [<System.Obsolete("Please use NamedEntityRecognition instead", false)>] diff --git a/dotnet/xml/Microsoft.ML.TorchSharp.NasBert/NasBertTrainer.xml b/dotnet/xml/Microsoft.ML.TorchSharp.NasBert/NasBertTrainer.xml index 7aceb904e..d78d3d34e 100644 --- a/dotnet/xml/Microsoft.ML.TorchSharp.NasBert/NasBertTrainer.xml +++ b/dotnet/xml/Microsoft.ML.TorchSharp.NasBert/NasBertTrainer.xml @@ -1,9 +1,13 @@ - - + + - - + + + + + + Microsoft.ML.TorchSharp 1.0.0.0 @@ -12,6 +16,9 @@ System.Object + + Microsoft.ML.IEstimator<Microsoft.ML.TorchSharp.NasBert.NasBertTransformer> + To be added. @@ -19,10 +26,13 @@ - - + + - + + + + Constructor Microsoft.ML.TorchSharp @@ -34,5 +44,59 @@ To be added. + + + + + + + Method + + M:Microsoft.ML.IEstimator`1.Fit(Microsoft.ML.IDataView) + + + Microsoft.ML.TorchSharp + 1.0.0.0 + + + Microsoft.ML.TorchSharp.NasBert.NasBertTransformer + + + + + + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Method + + M:Microsoft.ML.IEstimator`1.GetOutputSchema(Microsoft.ML.SchemaShape) + + + Microsoft.ML.TorchSharp + 1.0.0.0 + + + Microsoft.ML.SchemaShape + + + + + + To be added. + To be added. + To be added. + To be added. + + diff --git a/dotnet/xml/Microsoft.ML.TorchSharp.NasBert/NasBertTrainer`2.xml b/dotnet/xml/Microsoft.ML.TorchSharp.NasBert/NasBertTrainer`2.xml index 46c2ad6e8..233a363b3 100644 --- a/dotnet/xml/Microsoft.ML.TorchSharp.NasBert/NasBertTrainer`2.xml +++ b/dotnet/xml/Microsoft.ML.TorchSharp.NasBert/NasBertTrainer`2.xml @@ -1,9 +1,13 @@ - - + + - - + + + + + + Microsoft.ML.TorchSharp 1.0.0.0 @@ -14,6 +18,7 @@ Microsoft.ML.TorchSharp.TorchSharpBaseTrainer<TLabelCol,TTargetsCol> + Microsoft.ML.TorchSharp.NasBert.NasBertTrainer TLabelCol TTargetsCol @@ -27,6 +32,30 @@ To be added. + + + + + + + Method + + Microsoft.ML.TorchSharp + 1.0.0.0 + + + Microsoft.ML.TorchSharp.NasBert.NasBertTransformer + + + + + + To be added. + To be added. + To be added. + To be added. + + diff --git a/dotnet/xml/Microsoft.ML.TorchSharp.NasBert/NasBertTransformer.xml b/dotnet/xml/Microsoft.ML.TorchSharp.NasBert/NasBertTransformer.xml new file mode 100644 index 000000000..466649077 --- /dev/null +++ b/dotnet/xml/Microsoft.ML.TorchSharp.NasBert/NasBertTransformer.xml @@ -0,0 +1,20 @@ + + + + + + + + Microsoft.ML.TorchSharp + 1.0.0.0 + + + Microsoft.ML.Data.RowToRowTransformerBase + + + + To be added. + To be added. + + + diff --git a/dotnet/xml/Microsoft.ML.TorchSharp.NasBert/NasBertTransformer`2.xml b/dotnet/xml/Microsoft.ML.TorchSharp.NasBert/NasBertTransformer`2.xml index 91ce43aa9..157f7b5ab 100644 --- a/dotnet/xml/Microsoft.ML.TorchSharp.NasBert/NasBertTransformer`2.xml +++ b/dotnet/xml/Microsoft.ML.TorchSharp.NasBert/NasBertTransformer`2.xml @@ -1,9 +1,13 @@ - - + + - - + + + + + + Microsoft.ML.TorchSharp 1.0.0.0 @@ -14,6 +18,7 @@ Microsoft.ML.TorchSharp.TorchSharpBaseTransformer<TLabelCol,TTargetsCol> + Microsoft.ML.TorchSharp.NasBert.NasBertTransformer TLabelCol TTargetsCol @@ -27,6 +32,49 @@ To be added. + + + + + + + Method + + Microsoft.ML.TorchSharp + 1.0.0.0 + + + Microsoft.ML.SchemaShape + + + + + + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Field + + Microsoft.ML.TorchSharp + 1.0.0.0 + + + Microsoft.ML.DataViewSchema+DetachedColumn + + + To be added. + To be added. + + diff --git a/dotnet/xml/Microsoft.ML.TorchSharp.NasBert/SentenceSimilarityTrainer.xml b/dotnet/xml/Microsoft.ML.TorchSharp.NasBert/SentenceSimilarityTrainer.xml index 542f2991e..57fc1da1e 100644 --- a/dotnet/xml/Microsoft.ML.TorchSharp.NasBert/SentenceSimilarityTrainer.xml +++ b/dotnet/xml/Microsoft.ML.TorchSharp.NasBert/SentenceSimilarityTrainer.xml @@ -18,31 +18,32 @@ - The for training a Deep Neural Network(DNN) to classify text. + Represents the for training a Deep Neural Network (DNN) to determine sentence similarity. type and the sentence columns must be of type. + ### Input and output columns + The input label column data must be type and the sentence columns must be of type . This trainer outputs the following columns: - | Output Column Name | Column Type | Description| + | Output column name | Column type | Description| | -- | -- | -- | - | `Score` | | The degree of similarity between the 2 sentences. | - ### Trainer Characteristics - | | | + | `Score` | | The degree of similarity between the two sentences. | + + ### Trainer characteristics + | Characteristic | Value | | -- | -- | - | Machine learning task | Rregression | + | Machine learning task | Regression | | Is normalization required? | No | | Is caching required? | No | | Required NuGet in addition to Microsoft.ML | Microsoft.ML.TorchSharp and libtorch-cpu or libtorch-cuda-11.3 or any of the OS specific variants. | | Exportable to ONNX | No | - ### Training Algorithm Details - Trains a Deep Neural Network(DNN) by leveraging an existing pre-trained NAS-BERT roBERTa model for the purpose of determining sentence similarity. + ### Training algorithm details + Trains a Deep Neural Network (DNN) by leveraging an existing, pretrained NAS-BERT roBERTa model for the purpose of determining sentence similarity. ]]> diff --git a/dotnet/xml/Microsoft.ML.TorchSharp.NasBert/TextClassificationTrainer.xml b/dotnet/xml/Microsoft.ML.TorchSharp.NasBert/TextClassificationTrainer.xml index 0e2ed18b1..f1572191f 100644 --- a/dotnet/xml/Microsoft.ML.TorchSharp.NasBert/TextClassificationTrainer.xml +++ b/dotnet/xml/Microsoft.ML.TorchSharp.NasBert/TextClassificationTrainer.xml @@ -18,23 +18,24 @@ - The for training a Deep Neural Network(DNN) to classify text. + The for training a Deep Neural Network (DNN) to classify text. . + ### Input and output columns + The input label column data must be [key](xref:Microsoft.ML.Data.KeyDataViewType) type and the sentence columns must be of type . This trainer outputs the following columns: - | Output Column Name | Column Type | Description| + | Output column name | Column type | Description| | -- | -- | -- | - | `PredictedLabel` | [key](xref:Microsoft.ML.Data.KeyDataViewType) type | The predicted label's index. If its value is i, the actual label would be the i-th category in the key-valued input label type. | - | `Score` | Vector of | The scores of all classes.Higher value means higher probability to fall into the associated class. If the i-th element has the largest value, the predicted label index would be i.Note that i is zero-based index. | - ### Trainer Characteristics - | | | + | `PredictedLabel` | [key](xref:Microsoft.ML.Data.KeyDataViewType) type | The predicted label's index. If its value is `i`, the actual label would be the `i`-th category in the key-valued input label type. | + | `Score` | Vector of | The scores of all classes. Higher value means higher probability to fall into the associated class. If the `i`-th element has the largest value, the predicted label index would be `i`. Note that `i` is a zero-based index. | + + ### Trainer characteristics + | Characteristic | Value | | -- | -- | | Machine learning task | Multiclass classification | | Is normalization required? | No | @@ -42,8 +43,8 @@ | Required NuGet in addition to Microsoft.ML | Microsoft.ML.TorchSharp and libtorch-cpu or libtorch-cuda-11.3 or any of the OS specific variants. | | Exportable to ONNX | No | - ### Training Algorithm Details - Trains a Deep Neural Network(DNN) by leveraging an existing pre-trained NAS-BERT roBERTa model for the purpose of classifying text. + ### Training algorithm details + Trains a Deep Neural Network (DNN) by leveraging an existing, pretrained NAS-BERT roBERTa model for the purpose of classifying text. ]]> diff --git a/dotnet/xml/Microsoft.ML.TorchSharp.Roberta/QATrainer+Options.xml b/dotnet/xml/Microsoft.ML.TorchSharp.Roberta/QATrainer+Options.xml index 459d53d0a..c0833f536 100644 --- a/dotnet/xml/Microsoft.ML.TorchSharp.Roberta/QATrainer+Options.xml +++ b/dotnet/xml/Microsoft.ML.TorchSharp.Roberta/QATrainer+Options.xml @@ -154,7 +154,7 @@ - Number of top predicted answers in question answering task. + Number of top predicted answers in question answering task. To be added. diff --git a/dotnet/xml/Microsoft.ML.TorchSharp/TorchSharpCatalog.xml b/dotnet/xml/Microsoft.ML.TorchSharp/TorchSharpCatalog.xml index e2fb13900..e5a5c43b8 100644 --- a/dotnet/xml/Microsoft.ML.TorchSharp/TorchSharpCatalog.xml +++ b/dotnet/xml/Microsoft.ML.TorchSharp/TorchSharpCatalog.xml @@ -36,13 +36,13 @@ Microsoft.ML.TorchSharp.AutoFormerV2.ObjectDetectionMetrics - - - - - - - + + + + + + + The transform's catalog. @@ -74,8 +74,8 @@ Microsoft.ML.TorchSharp.NasBert.NerTrainer - - + + The transform's catalog. @@ -102,14 +102,14 @@ Microsoft.ML.TorchSharp.NasBert.NerTrainer - - - - - - - - + + + + + + + + The transform's catalog. @@ -141,11 +141,11 @@ 1.0.0.0 - + [System.ComponentModel.EditorBrowsable(System.ComponentModel.EditorBrowsableState.Never)] [<System.ComponentModel.EditorBrowsable(System.ComponentModel.EditorBrowsableState.Never)>] - + [System.Obsolete("Please use NamedEntityRecognition method instead", false)] [<System.Obsolete("Please use NamedEntityRecognition method instead", false)>] @@ -154,8 +154,8 @@ Microsoft.ML.TorchSharp.NasBert.NerTrainer - - + + The transform's catalog. @@ -179,11 +179,11 @@ 1.0.0.0 - + [System.ComponentModel.EditorBrowsable(System.ComponentModel.EditorBrowsableState.Never)] [<System.ComponentModel.EditorBrowsable(System.ComponentModel.EditorBrowsableState.Never)>] - + [System.Obsolete("Please use NamedEntityRecognition method instead", false)] [<System.Obsolete("Please use NamedEntityRecognition method instead", false)>] @@ -192,14 +192,14 @@ Microsoft.ML.TorchSharp.NasBert.NerTrainer - - - - - - - - + + + + + + + + The transform's catalog. @@ -232,8 +232,8 @@ Microsoft.ML.TorchSharp.AutoFormerV2.ObjectDetectionTrainer - - + + The transform's catalog. @@ -260,14 +260,14 @@ Microsoft.ML.TorchSharp.AutoFormerV2.ObjectDetectionTrainer - - - - - - - - + + + + + + + + The transform's catalog. @@ -300,8 +300,8 @@ Microsoft.ML.TorchSharp.Roberta.QATrainer - - + + The transform's catalog. @@ -330,18 +330,18 @@ Microsoft.ML.TorchSharp.Roberta.QATrainer - - - - - - - - - - - - + + + + + + + + + + + + The transform's catalog. @@ -380,8 +380,8 @@ Microsoft.ML.TorchSharp.NasBert.SentenceSimilarityTrainer - - + + The transform's catalog. @@ -454,8 +454,8 @@ Microsoft.ML.TorchSharp.NasBert.TextClassificationTrainer - - + + The transform's catalog. diff --git a/dotnet/xml/Microsoft.ML.Trainers.FastTree/FastForestBinaryTrainer.xml b/dotnet/xml/Microsoft.ML.Trainers.FastTree/FastForestBinaryTrainer.xml index f8323eb1b..625008d74 100644 --- a/dotnet/xml/Microsoft.ML.Trainers.FastTree/FastForestBinaryTrainer.xml +++ b/dotnet/xml/Microsoft.ML.Trainers.FastTree/FastForestBinaryTrainer.xml @@ -40,9 +40,9 @@ [!include[algorithm](~/../docs/samples/docs/api-reference/algo-details-fastforest.md)] ]]> - + diff --git a/dotnet/xml/Microsoft.ML.Trainers.FastTree/FastForestRegressionTrainer.xml b/dotnet/xml/Microsoft.ML.Trainers.FastTree/FastForestRegressionTrainer.xml index dd66a1e90..dbee4d909 100644 --- a/dotnet/xml/Microsoft.ML.Trainers.FastTree/FastForestRegressionTrainer.xml +++ b/dotnet/xml/Microsoft.ML.Trainers.FastTree/FastForestRegressionTrainer.xml @@ -40,9 +40,9 @@ [!include[algorithm](~/../docs/samples/docs/api-reference/algo-details-fastforest.md)] ]]> - + diff --git a/dotnet/xml/Microsoft.ML.Trainers.FastTree/FastTreeBinaryTrainer.xml b/dotnet/xml/Microsoft.ML.Trainers.FastTree/FastTreeBinaryTrainer.xml index 252d7f279..29fedb89e 100644 --- a/dotnet/xml/Microsoft.ML.Trainers.FastTree/FastTreeBinaryTrainer.xml +++ b/dotnet/xml/Microsoft.ML.Trainers.FastTree/FastTreeBinaryTrainer.xml @@ -40,9 +40,9 @@ [!include[algorithm](~/../docs/samples/docs/api-reference/algo-details-fasttree.md)] ]]> - + diff --git a/dotnet/xml/Microsoft.ML.Trainers.FastTree/FastTreeRankingTrainer.xml b/dotnet/xml/Microsoft.ML.Trainers.FastTree/FastTreeRankingTrainer.xml index d523f045f..dd2d9564c 100644 --- a/dotnet/xml/Microsoft.ML.Trainers.FastTree/FastTreeRankingTrainer.xml +++ b/dotnet/xml/Microsoft.ML.Trainers.FastTree/FastTreeRankingTrainer.xml @@ -40,9 +40,9 @@ [!include[algorithm](~/../docs/samples/docs/api-reference/algo-details-fasttree.md)] ]]> - + diff --git a/dotnet/xml/Microsoft.ML.Trainers.FastTree/FastTreeRegressionTrainer.xml b/dotnet/xml/Microsoft.ML.Trainers.FastTree/FastTreeRegressionTrainer.xml index 827209a76..20c4b0d97 100644 --- a/dotnet/xml/Microsoft.ML.Trainers.FastTree/FastTreeRegressionTrainer.xml +++ b/dotnet/xml/Microsoft.ML.Trainers.FastTree/FastTreeRegressionTrainer.xml @@ -40,9 +40,9 @@ [!include[algorithm](~/../docs/samples/docs/api-reference/algo-details-fasttree.md)] ]]> - + diff --git a/dotnet/xml/Microsoft.ML.Trainers.FastTree/FastTreeTweedieTrainer.xml b/dotnet/xml/Microsoft.ML.Trainers.FastTree/FastTreeTweedieTrainer.xml index 222a118ee..5e4ccb7fa 100644 --- a/dotnet/xml/Microsoft.ML.Trainers.FastTree/FastTreeTweedieTrainer.xml +++ b/dotnet/xml/Microsoft.ML.Trainers.FastTree/FastTreeTweedieTrainer.xml @@ -48,9 +48,9 @@ Check the See Also section for links to usage examples. ]]> - + diff --git a/dotnet/xml/Microsoft.ML.Trainers.FastTree/GamBinaryTrainer.xml b/dotnet/xml/Microsoft.ML.Trainers.FastTree/GamBinaryTrainer.xml index 80e087835..16d24117e 100644 --- a/dotnet/xml/Microsoft.ML.Trainers.FastTree/GamBinaryTrainer.xml +++ b/dotnet/xml/Microsoft.ML.Trainers.FastTree/GamBinaryTrainer.xml @@ -40,9 +40,9 @@ [!include[algorithm](~/../docs/samples/docs/api-reference/algo-details-gam.md)] ]]> - + diff --git a/dotnet/xml/Microsoft.ML.Trainers.FastTree/GamRegressionTrainer.xml b/dotnet/xml/Microsoft.ML.Trainers.FastTree/GamRegressionTrainer.xml index b2ec64183..961bfb007 100644 --- a/dotnet/xml/Microsoft.ML.Trainers.FastTree/GamRegressionTrainer.xml +++ b/dotnet/xml/Microsoft.ML.Trainers.FastTree/GamRegressionTrainer.xml @@ -40,9 +40,9 @@ [!include[algorithm](~/../docs/samples/docs/api-reference/algo-details-gam.md)] ]]> - + diff --git a/dotnet/xml/Microsoft.ML.Trainers.LightGbm/LightGbmMulticlassTrainer.xml b/dotnet/xml/Microsoft.ML.Trainers.LightGbm/LightGbmMulticlassTrainer.xml index 45c4c9228..7ecf6ea2b 100644 --- a/dotnet/xml/Microsoft.ML.Trainers.LightGbm/LightGbmMulticlassTrainer.xml +++ b/dotnet/xml/Microsoft.ML.Trainers.LightGbm/LightGbmMulticlassTrainer.xml @@ -41,9 +41,9 @@ [!include[algorithm](~/../docs/samples/docs/api-reference/algo-details-lightgbm.md)] ]]> - + diff --git a/dotnet/xml/Microsoft.ML.Trainers.LightGbm/LightGbmRankingTrainer.xml b/dotnet/xml/Microsoft.ML.Trainers.LightGbm/LightGbmRankingTrainer.xml index 84298efc1..b6d25114f 100644 --- a/dotnet/xml/Microsoft.ML.Trainers.LightGbm/LightGbmRankingTrainer.xml +++ b/dotnet/xml/Microsoft.ML.Trainers.LightGbm/LightGbmRankingTrainer.xml @@ -41,9 +41,9 @@ [!include[algorithm](~/../docs/samples/docs/api-reference/algo-details-lightgbm.md)] ]]> - + diff --git a/dotnet/xml/Microsoft.ML.Trainers.LightGbm/LightGbmRegressionTrainer.xml b/dotnet/xml/Microsoft.ML.Trainers.LightGbm/LightGbmRegressionTrainer.xml index fb3a1d82d..3247ba90e 100644 --- a/dotnet/xml/Microsoft.ML.Trainers.LightGbm/LightGbmRegressionTrainer.xml +++ b/dotnet/xml/Microsoft.ML.Trainers.LightGbm/LightGbmRegressionTrainer.xml @@ -41,9 +41,9 @@ [!include[algorithm](~/../docs/samples/docs/api-reference/algo-details-lightgbm.md)] ]]> - + diff --git a/dotnet/xml/Microsoft.ML.Trainers/AveragedLinearOptions.xml b/dotnet/xml/Microsoft.ML.Trainers/AveragedLinearOptions.xml index c9bb16b46..050b5236e 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/AveragedLinearOptions.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/AveragedLinearOptions.xml @@ -72,7 +72,7 @@ 1.0.0.0 - + [Microsoft.ML.SearchSpace.BooleanChoice] [<Microsoft.ML.SearchSpace.BooleanChoice>] @@ -103,7 +103,7 @@ 1.0.0.0 - + [Microsoft.ML.SearchSpace.Range(0, 32768, 0, false)] [<Microsoft.ML.SearchSpace.Range(0, 32768, 0, false)>] @@ -156,7 +156,7 @@ 1.0.0.0 - + [Microsoft.ML.SearchSpace.Range(0.0001, 1, 1, true)] [<Microsoft.ML.SearchSpace.Range(0.0001, 1, 1, true)>] diff --git a/dotnet/xml/Microsoft.ML.Trainers/AveragedPerceptronTrainer.xml b/dotnet/xml/Microsoft.ML.Trainers/AveragedPerceptronTrainer.xml index 2b4d20170..f993d7c05 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/AveragedPerceptronTrainer.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/AveragedPerceptronTrainer.xml @@ -58,9 +58,9 @@ Check the See Also section for links to usage examples. ]]> - + diff --git a/dotnet/xml/Microsoft.ML.Trainers/ICalculateFeatureContribution.xml b/dotnet/xml/Microsoft.ML.Trainers/ICalculateFeatureContribution.xml index caf77fdd9..65c4c42e9 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/ICalculateFeatureContribution.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/ICalculateFeatureContribution.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML.Trainers/IClassificationLoss.xml b/dotnet/xml/Microsoft.ML.Trainers/IClassificationLoss.xml index 78335cf3c..7a5a02476 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/IClassificationLoss.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/IClassificationLoss.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML.Trainers/ILossFunction`2.xml b/dotnet/xml/Microsoft.ML.Trainers/ILossFunction`2.xml index 90738afab..ef5573270 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/ILossFunction`2.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/ILossFunction`2.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML.Trainers/IRegressionLoss.xml b/dotnet/xml/Microsoft.ML.Trainers/IRegressionLoss.xml index c1a6ab9d8..afff9dfd0 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/IRegressionLoss.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/IRegressionLoss.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML.Trainers/IScalarLoss.xml b/dotnet/xml/Microsoft.ML.Trainers/IScalarLoss.xml index 99cae97f5..3cf005fbb 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/IScalarLoss.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/IScalarLoss.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML.Trainers/ISupportSdcaClassificationLoss.xml b/dotnet/xml/Microsoft.ML.Trainers/ISupportSdcaClassificationLoss.xml index 3344ec285..06a1d2c76 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/ISupportSdcaClassificationLoss.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/ISupportSdcaClassificationLoss.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML.Trainers/ISupportSdcaLoss.xml b/dotnet/xml/Microsoft.ML.Trainers/ISupportSdcaLoss.xml index ba39d8a68..47fdc6198 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/ISupportSdcaLoss.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/ISupportSdcaLoss.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML.Trainers/ISupportSdcaRegressionLoss.xml b/dotnet/xml/Microsoft.ML.Trainers/ISupportSdcaRegressionLoss.xml index 62803ccf0..39f3f2f99 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/ISupportSdcaRegressionLoss.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/ISupportSdcaRegressionLoss.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML.Trainers/ITrainerEstimator`2.xml b/dotnet/xml/Microsoft.ML.Trainers/ITrainerEstimator`2.xml index 70bed03d6..a1b693f5b 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/ITrainerEstimator`2.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/ITrainerEstimator`2.xml @@ -1,9 +1,9 @@ - - + + - + @@ -45,7 +45,7 @@ - + Property diff --git a/dotnet/xml/Microsoft.ML.Trainers/LbfgsLogisticRegressionBinaryTrainer.xml b/dotnet/xml/Microsoft.ML.Trainers/LbfgsLogisticRegressionBinaryTrainer.xml index 2e94b4ec5..663dc7186 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/LbfgsLogisticRegressionBinaryTrainer.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/LbfgsLogisticRegressionBinaryTrainer.xml @@ -66,9 +66,9 @@ Check the See Also section for links to usage examples. ]]> - + diff --git a/dotnet/xml/Microsoft.ML.Trainers/LbfgsMaximumEntropyMulticlassTrainer.xml b/dotnet/xml/Microsoft.ML.Trainers/LbfgsMaximumEntropyMulticlassTrainer.xml index 135253a16..7a633436a 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/LbfgsMaximumEntropyMulticlassTrainer.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/LbfgsMaximumEntropyMulticlassTrainer.xml @@ -61,9 +61,9 @@ Check the See Also section for links to usage examples. ]]> - + diff --git a/dotnet/xml/Microsoft.ML.Trainers/LbfgsPoissonRegressionTrainer.xml b/dotnet/xml/Microsoft.ML.Trainers/LbfgsPoissonRegressionTrainer.xml index e9c2a26a8..1667ef9f4 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/LbfgsPoissonRegressionTrainer.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/LbfgsPoissonRegressionTrainer.xml @@ -45,9 +45,9 @@ Check the See Also section for links to usage examples. ]]> - + diff --git a/dotnet/xml/Microsoft.ML.Trainers/LbfgsTrainerBase`3+OptionsBase.xml b/dotnet/xml/Microsoft.ML.Trainers/LbfgsTrainerBase`3+OptionsBase.xml index 14433f0bd..6210c7bdc 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/LbfgsTrainerBase`3+OptionsBase.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/LbfgsTrainerBase`3+OptionsBase.xml @@ -65,7 +65,7 @@ 1.0.0.0 - + [Microsoft.ML.SearchSpace.BooleanChoice] [<Microsoft.ML.SearchSpace.BooleanChoice>] @@ -92,7 +92,7 @@ 1.0.0.0 - + [Microsoft.ML.SearchSpace.BooleanChoice] [<Microsoft.ML.SearchSpace.BooleanChoice>] @@ -119,7 +119,7 @@ 1.0.0.0 - + [Microsoft.ML.SearchSpace.Range(2, 512, 2, true)] [<Microsoft.ML.SearchSpace.Range(2, 512, 2, true)>] @@ -146,7 +146,7 @@ 1.0.0.0 - + [Microsoft.ML.SearchSpace.Range(0, 1, 0, false)] [<Microsoft.ML.SearchSpace.Range(0, 1, 0, false)>] @@ -177,7 +177,7 @@ 1.0.0.0 - + [Microsoft.ML.SearchSpace.Range(0.03125, 32768, 1, true)] [<Microsoft.ML.SearchSpace.Range(0.03125, 32768, 1, true)>] @@ -204,7 +204,7 @@ 1.0.0.0 - + [Microsoft.ML.SearchSpace.Range(0.03125, 32768, 1, true)] [<Microsoft.ML.SearchSpace.Range(0.03125, 32768, 1, true)>] @@ -231,7 +231,7 @@ 1.0.0.0 - + [Microsoft.ML.SearchSpace.Range(1, 2147483647, 1, true)] [<Microsoft.ML.SearchSpace.Range(1, 2147483647, 1, true)>] @@ -279,7 +279,7 @@ 1.0.0.0 - + [Microsoft.ML.SearchSpace.Range(1E-07, 0.1, 0.0001, true)] [<Microsoft.ML.SearchSpace.Range(1E-07, 0.1, 0.0001, true)>] diff --git a/dotnet/xml/Microsoft.ML.Trainers/LdSvmTrainer+Options.xml b/dotnet/xml/Microsoft.ML.Trainers/LdSvmTrainer+Options.xml index 4ae213af9..346527d6b 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/LdSvmTrainer+Options.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/LdSvmTrainer+Options.xml @@ -64,7 +64,7 @@ 1.0.0.0 - + [Microsoft.ML.SearchSpace.Range(0.0001, 1, 0.0001, true)] [<Microsoft.ML.SearchSpace.Range(0.0001, 1, 0.0001, true)>] @@ -91,7 +91,7 @@ 1.0.0.0 - + [Microsoft.ML.SearchSpace.Range(0.0001, 1, 0.0001, true)] [<Microsoft.ML.SearchSpace.Range(0.0001, 1, 0.0001, true)>] @@ -118,7 +118,7 @@ 1.0.0.0 - + [Microsoft.ML.SearchSpace.Range(0.0001, 1, 0.0001, true)] [<Microsoft.ML.SearchSpace.Range(0.0001, 1, 0.0001, true)>] @@ -145,7 +145,7 @@ 1.0.0.0 - + [Microsoft.ML.SearchSpace.Range(1, 2147483647, 1, true)] [<Microsoft.ML.SearchSpace.Range(1, 2147483647, 1, true)>] @@ -172,7 +172,7 @@ 1.0.0.0 - + [Microsoft.ML.SearchSpace.Range(0.0001, 1, 0.0001, true)] [<Microsoft.ML.SearchSpace.Range(0.0001, 1, 0.0001, true)>] @@ -199,7 +199,7 @@ 1.0.0.0 - + [Microsoft.ML.SearchSpace.Range(1, 128, 1, true)] [<Microsoft.ML.SearchSpace.Range(1, 128, 1, true)>] @@ -226,7 +226,7 @@ 1.0.0.0 - + [Microsoft.ML.SearchSpace.BooleanChoice(true)] [<Microsoft.ML.SearchSpace.BooleanChoice(true)>] diff --git a/dotnet/xml/Microsoft.ML.Trainers/LinearSvmTrainer+Options.xml b/dotnet/xml/Microsoft.ML.Trainers/LinearSvmTrainer+Options.xml index 2cf0b8a4c..26cfe870c 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/LinearSvmTrainer+Options.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/LinearSvmTrainer+Options.xml @@ -48,7 +48,7 @@ 1.0.0.0 - + [Microsoft.ML.SearchSpace.Range(1, 128, 1, true)] [<Microsoft.ML.SearchSpace.Range(1, 128, 1, true)>] @@ -94,7 +94,7 @@ 1.0.0.0 - + [Microsoft.ML.SearchSpace.Range(1E-06, 1, 0.0001, true)] [<Microsoft.ML.SearchSpace.Range(1E-06, 1, 0.0001, true)>] @@ -119,7 +119,7 @@ 1.0.0.0 - + [Microsoft.ML.SearchSpace.BooleanChoice(false)] [<Microsoft.ML.SearchSpace.BooleanChoice(false)>] @@ -144,7 +144,7 @@ 1.0.0.0 - + [Microsoft.ML.SearchSpace.BooleanChoice(false)] [<Microsoft.ML.SearchSpace.BooleanChoice(false)>] diff --git a/dotnet/xml/Microsoft.ML.Trainers/MatrixFactorizationTrainer.xml b/dotnet/xml/Microsoft.ML.Trainers/MatrixFactorizationTrainer.xml index 2e6453490..5ef96189d 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/MatrixFactorizationTrainer.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/MatrixFactorizationTrainer.xml @@ -107,9 +107,9 @@ Check the See Also section for links to usage examples. ]]> - + diff --git a/dotnet/xml/Microsoft.ML.Trainers/NaiveBayesMulticlassModelParameters.xml b/dotnet/xml/Microsoft.ML.Trainers/NaiveBayesMulticlassModelParameters.xml index 27f70238d..26372c96a 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/NaiveBayesMulticlassModelParameters.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/NaiveBayesMulticlassModelParameters.xml @@ -34,7 +34,7 @@ 1.0.0.0 - + [System.Obsolete("This API is deprecated, please use GetFeatureHistogramLong() which returns _featureHistogram with type IReadOnlyList<long> to avoid overflow errors with large datasets.", true)] [<System.Obsolete("This API is deprecated, please use GetFeatureHistogramLong() which returns _featureHistogram with type IReadOnlyList<long> to avoid overflow errors with large datasets.", true)>] @@ -86,7 +86,7 @@ 1.0.0.0 - + [System.Obsolete("This API is deprecated, please use GetLabelHistogramLong() which returns _labelHistogram with type IReadOnlyList<long> to avoid overflow errors with large datasets.", true)] [<System.Obsolete("This API is deprecated, please use GetLabelHistogramLong() which returns _labelHistogram with type IReadOnlyList<long> to avoid overflow errors with large datasets.", true)>] diff --git a/dotnet/xml/Microsoft.ML.Trainers/OlsTrainer.xml b/dotnet/xml/Microsoft.ML.Trainers/OlsTrainer.xml index b30ba1943..864f4b598 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/OlsTrainer.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/OlsTrainer.xml @@ -45,9 +45,9 @@ Check the See Also section for links to usage examples. ]]> - + diff --git a/dotnet/xml/Microsoft.ML.Trainers/OnlineGradientDescentTrainer.xml b/dotnet/xml/Microsoft.ML.Trainers/OnlineGradientDescentTrainer.xml index 50b7d3b22..8a7d3f654 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/OnlineGradientDescentTrainer.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/OnlineGradientDescentTrainer.xml @@ -45,9 +45,9 @@ Check the See Also section for links to usage examples. ]]> - + diff --git a/dotnet/xml/Microsoft.ML.Trainers/OnlineLinearOptions.xml b/dotnet/xml/Microsoft.ML.Trainers/OnlineLinearOptions.xml index b9ead1124..9ae9f8464 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/OnlineLinearOptions.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/OnlineLinearOptions.xml @@ -47,7 +47,7 @@ 1.0.0.0 - + [Microsoft.ML.SearchSpace.Range(0, 1, 0, false)] [<Microsoft.ML.SearchSpace.Range(0, 1, 0, false)>] @@ -78,7 +78,7 @@ 1.0.0.0 - + [Microsoft.ML.SearchSpace.Range(1, 512, 1, true)] [<Microsoft.ML.SearchSpace.Range(1, 512, 1, true)>] diff --git a/dotnet/xml/Microsoft.ML.Trainers/RandomizedPcaTrainer.xml b/dotnet/xml/Microsoft.ML.Trainers/RandomizedPcaTrainer.xml index 9b36374d6..00aacf60b 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/RandomizedPcaTrainer.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/RandomizedPcaTrainer.xml @@ -60,9 +60,9 @@ Check the See Also section for links to usage examples. ]]> - + diff --git a/dotnet/xml/Microsoft.ML.Trainers/SdcaLogisticRegressionBinaryTrainer.xml b/dotnet/xml/Microsoft.ML.Trainers/SdcaLogisticRegressionBinaryTrainer.xml index 8bbcc16a4..575376c5f 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/SdcaLogisticRegressionBinaryTrainer.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/SdcaLogisticRegressionBinaryTrainer.xml @@ -44,9 +44,9 @@ [!include[references](~/../docs/samples/docs/api-reference/algo-details-sdca-refs.md)] ]]> - + diff --git a/dotnet/xml/Microsoft.ML.Trainers/SdcaMaximumEntropyMulticlassTrainer.xml b/dotnet/xml/Microsoft.ML.Trainers/SdcaMaximumEntropyMulticlassTrainer.xml index 1bd0ecf35..09cce5fb4 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/SdcaMaximumEntropyMulticlassTrainer.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/SdcaMaximumEntropyMulticlassTrainer.xml @@ -49,9 +49,9 @@ Check the See Also section for links to usage examples. ]]> - + diff --git a/dotnet/xml/Microsoft.ML.Trainers/SdcaMulticlassTrainerBase`1.xml b/dotnet/xml/Microsoft.ML.Trainers/SdcaMulticlassTrainerBase`1.xml index 87a191e7b..eb32fa402 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/SdcaMulticlassTrainerBase`1.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/SdcaMulticlassTrainerBase`1.xml @@ -72,12 +72,12 @@ Check the See Also section for links to usage examples. ]]> + + - - diff --git a/dotnet/xml/Microsoft.ML.Trainers/SdcaNonCalibratedBinaryTrainer.xml b/dotnet/xml/Microsoft.ML.Trainers/SdcaNonCalibratedBinaryTrainer.xml index 242cf8581..ee81fc3ba 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/SdcaNonCalibratedBinaryTrainer.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/SdcaNonCalibratedBinaryTrainer.xml @@ -42,9 +42,9 @@ [!include[references](~/../docs/samples/docs/api-reference/algo-details-sdca-refs.md)] ]]> - + diff --git a/dotnet/xml/Microsoft.ML.Trainers/SdcaNonCalibratedMulticlassTrainer.xml b/dotnet/xml/Microsoft.ML.Trainers/SdcaNonCalibratedMulticlassTrainer.xml index 6d61d27af..5ea6bcdd3 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/SdcaNonCalibratedMulticlassTrainer.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/SdcaNonCalibratedMulticlassTrainer.xml @@ -49,9 +49,9 @@ Check the See Also section for links to usage examples. ]]> - + diff --git a/dotnet/xml/Microsoft.ML.Trainers/SdcaRegressionTrainer.xml b/dotnet/xml/Microsoft.ML.Trainers/SdcaRegressionTrainer.xml index c6621cbfb..ebef8cc02 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/SdcaRegressionTrainer.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/SdcaRegressionTrainer.xml @@ -44,9 +44,9 @@ [!include[references](~/../docs/samples/docs/api-reference/algo-details-sdca-refs.md)] ]]> - + diff --git a/dotnet/xml/Microsoft.ML.Trainers/SdcaTrainerBase`3+OptionsBase.xml b/dotnet/xml/Microsoft.ML.Trainers/SdcaTrainerBase`3+OptionsBase.xml index fbd0f31a8..74b6240bc 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/SdcaTrainerBase`3+OptionsBase.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/SdcaTrainerBase`3+OptionsBase.xml @@ -49,7 +49,7 @@ 1.0.0.0 - + [Microsoft.ML.SearchSpace.Range(1E-07, 1, 1E-07, true)] [<Microsoft.ML.SearchSpace.Range(1E-07, 1, 1E-07, true)>] @@ -100,7 +100,7 @@ 1.0.0.0 - + [Microsoft.ML.SearchSpace.Range(1E-07, 1, 1E-07, true)] [<Microsoft.ML.SearchSpace.Range(1E-07, 1, 1E-07, true)>] @@ -127,7 +127,7 @@ 1.0.0.0 - + [Microsoft.ML.SearchSpace.Range(1E-07, 32768, 1E-07, true)] [<Microsoft.ML.SearchSpace.Range(1E-07, 32768, 1E-07, true)>] @@ -154,7 +154,7 @@ 1.0.0.0 - + [Microsoft.ML.SearchSpace.Range(1E-07, 32768, 1E-07, true)] [<Microsoft.ML.SearchSpace.Range(1E-07, 32768, 1E-07, true)>] @@ -181,7 +181,7 @@ 1.0.0.0 - + [Microsoft.ML.SearchSpace.Range(10, 1000, 10, true)] [<Microsoft.ML.SearchSpace.Range(10, 1000, 10, true)>] diff --git a/dotnet/xml/Microsoft.ML.Trainers/SgdBinaryTrainerBase`1+OptionsBase.xml b/dotnet/xml/Microsoft.ML.Trainers/SgdBinaryTrainerBase`1+OptionsBase.xml index 705b90bc1..174301f88 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/SgdBinaryTrainerBase`1+OptionsBase.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/SgdBinaryTrainerBase`1+OptionsBase.xml @@ -76,7 +76,7 @@ 1.0.0.0 - + [Microsoft.ML.SearchSpace.Range(1E-06, 0.1, 0.1, true)] [<Microsoft.ML.SearchSpace.Range(1E-06, 0.1, 0.1, true)>] @@ -104,7 +104,7 @@ 1.0.0.0 - + [Microsoft.ML.SearchSpace.Range(0.03125, 32768, 1, true)] [<Microsoft.ML.SearchSpace.Range(0.03125, 32768, 1, true)>] @@ -131,7 +131,7 @@ 1.0.0.0 - + [Microsoft.ML.SearchSpace.Range(0.001, 1, 0.001, true)] [<Microsoft.ML.SearchSpace.Range(0.001, 1, 0.001, true)>] @@ -158,7 +158,7 @@ 1.0.0.0 - + [Microsoft.ML.SearchSpace.Range(1, 20, 1, true)] [<Microsoft.ML.SearchSpace.Range(1, 20, 1, true)>] diff --git a/dotnet/xml/Microsoft.ML.Trainers/SgdCalibratedTrainer.xml b/dotnet/xml/Microsoft.ML.Trainers/SgdCalibratedTrainer.xml index 1aabf54c9..359194997 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/SgdCalibratedTrainer.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/SgdCalibratedTrainer.xml @@ -40,9 +40,9 @@ [!include[io](~/../docs/samples/docs/api-reference/algo-details-sgd.md)] ]]> - + diff --git a/dotnet/xml/Microsoft.ML.Trainers/SgdNonCalibratedTrainer.xml b/dotnet/xml/Microsoft.ML.Trainers/SgdNonCalibratedTrainer.xml index c31b2f36e..09f0d24e5 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/SgdNonCalibratedTrainer.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/SgdNonCalibratedTrainer.xml @@ -38,9 +38,9 @@ [!include[io](~/../docs/samples/docs/api-reference/algo-details-sgd.md)] ]]> - + diff --git a/dotnet/xml/Microsoft.ML.Trainers/SymbolicSgdLogisticRegressionBinaryTrainer.xml b/dotnet/xml/Microsoft.ML.Trainers/SymbolicSgdLogisticRegressionBinaryTrainer.xml index b36b5dd88..f141c13fd 100644 --- a/dotnet/xml/Microsoft.ML.Trainers/SymbolicSgdLogisticRegressionBinaryTrainer.xml +++ b/dotnet/xml/Microsoft.ML.Trainers/SymbolicSgdLogisticRegressionBinaryTrainer.xml @@ -51,9 +51,9 @@ Check the See Also section for links to usage examples. ]]> - + diff --git a/dotnet/xml/Microsoft.ML.Transforms.Onnx/OnnxSequenceTypeAttribute.xml b/dotnet/xml/Microsoft.ML.Transforms.Onnx/OnnxSequenceTypeAttribute.xml index 44c61aa6b..337ded7e3 100644 --- a/dotnet/xml/Microsoft.ML.Transforms.Onnx/OnnxSequenceTypeAttribute.xml +++ b/dotnet/xml/Microsoft.ML.Transforms.Onnx/OnnxSequenceTypeAttribute.xml @@ -33,11 +33,11 @@ 1.0.0.0 - + [System.ComponentModel.EditorBrowsable(System.ComponentModel.EditorBrowsableState.Never)] [<System.ComponentModel.EditorBrowsable(System.ComponentModel.EditorBrowsableState.Never)>] - + [System.Obsolete("Please specify sequence type when use OnnxSequenceType Attribute", false)] [<System.Obsolete("Please specify sequence type when use OnnxSequenceType Attribute", false)>] diff --git a/dotnet/xml/Microsoft.ML.Transforms.Onnx/OnnxSessionOptions+CreateOnnxSessionOptions.xml b/dotnet/xml/Microsoft.ML.Transforms.Onnx/OnnxSessionOptions+CreateOnnxSessionOptions.xml new file mode 100644 index 000000000..83e114866 --- /dev/null +++ b/dotnet/xml/Microsoft.ML.Transforms.Onnx/OnnxSessionOptions+CreateOnnxSessionOptions.xml @@ -0,0 +1,23 @@ + + + + + + + + Microsoft.ML.OnnxTransformer + 1.0.0.0 + + + System.Delegate + + + + Microsoft.ML.OnnxRuntime.SessionOptions + + + To be added. + To be added. + To be added. + + diff --git a/dotnet/xml/Microsoft.ML.Transforms.Onnx/OnnxSessionOptions.xml b/dotnet/xml/Microsoft.ML.Transforms.Onnx/OnnxSessionOptions.xml new file mode 100644 index 000000000..087d3ffad --- /dev/null +++ b/dotnet/xml/Microsoft.ML.Transforms.Onnx/OnnxSessionOptions.xml @@ -0,0 +1,395 @@ + + + + + + + + Microsoft.ML.OnnxTransformer + 1.0.0.0 + + + System.Object + + + + To be added. + To be added. + + + + + + + + Constructor + + Microsoft.ML.OnnxTransformer + 1.0.0.0 + + + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.OnnxTransformer + 1.0.0.0 + + + Microsoft.ML.Transforms.Onnx.OnnxSessionOptions+CreateOnnxSessionOptions + + + To be added. + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.OnnxTransformer + 1.0.0.0 + + + System.Boolean + + + + Enables Arena allocator for the CPU memory allocations. Default is true. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.OnnxTransformer + 1.0.0.0 + + + System.Boolean + + + + Enables the use of the memory allocation patterns in the first Run() call for subsequent runs. Default = true. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.OnnxTransformer + 1.0.0.0 + + + System.Boolean + + + + Enables profiling of InferenceSession.Run() calls. Default is false + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.OnnxTransformer + 1.0.0.0 + + + Microsoft.ML.OnnxRuntime.ExecutionMode + + + + Sets the execution mode for the session. Default is set to ORT_SEQUENTIAL. + See [ONNX_Runtime_Perf_Tuning.md] for more details. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.OnnxTransformer + 1.0.0.0 + + + System.Int32 + + + + Sets the number of threads used to parallelize the execution of the graph (across nodes) + If sequential execution is enabled this value is ignored + A value of 0 means ORT will pick a default. Only used when is false. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.OnnxTransformer + 1.0.0.0 + + + System.Int32 + + + + Sets the number of threads used to parallelize the execution within nodes + A value of 0 means ORT will pick a default. Only used when is false. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.OnnxTransformer + 1.0.0.0 + + + Microsoft.ML.OnnxRuntime.GraphOptimizationLevel + + + + Sets the graph optimization level for the session. Default is set to ORT_ENABLE_ALL. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.OnnxTransformer + 1.0.0.0 + + + System.Int32 + + + + Sets the number of threads used to parallelize the execution of the graph (across nodes) + If sequential execution is enabled this value is ignored + A value of 0 means ORT will pick a default + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.OnnxTransformer + 1.0.0.0 + + + System.Int32 + + + + Sets the number of threads used to parallelize the execution within nodes + A value of 0 means ORT will pick a default + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.OnnxTransformer + 1.0.0.0 + + + System.String + + + + Log Id to be used for the session. Default is empty string. + + To be added. + To be added. + + + + + + + + + Field + + Microsoft.ML.OnnxTransformer + 1.0.0.0 + + + Microsoft.ML.OnnxRuntime.OrtLoggingLevel + + + + Log Severity Level for the session logs. Default = ORT_LOGGING_LEVEL_WARNING + + To be added. + + + + + + + + + Property + + Microsoft.ML.OnnxTransformer + 1.0.0.0 + + + System.Int32 + + + + Log Verbosity Level for the session logs. Default = 0. Valid values are >=0. + This takes into effect only when the LogSeverityLevel is set to ORT_LOGGING_LEVEL_VERBOSE. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.OnnxTransformer + 1.0.0.0 + + + System.String + + + + Set filepath to save optimized model after graph level transformations. Default is empty, which implies saving is disabled. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.OnnxTransformer + 1.0.0.0 + + + System.Boolean + + + + Per session threads. Default is true. + If false this makes all sessions in the process use a global TP. + + To be added. + To be added. + + + + + + + + + Property + + Microsoft.ML.OnnxTransformer + 1.0.0.0 + + + System.String + + + + Path prefix to use for output of profiling data + + To be added. + To be added. + + + + diff --git a/dotnet/xml/Microsoft.ML.Transforms.Onnx/OnnxSessionOptionsExtensions.xml b/dotnet/xml/Microsoft.ML.Transforms.Onnx/OnnxSessionOptionsExtensions.xml new file mode 100644 index 000000000..c6f7ae1d9 --- /dev/null +++ b/dotnet/xml/Microsoft.ML.Transforms.Onnx/OnnxSessionOptionsExtensions.xml @@ -0,0 +1,70 @@ + + + + + + + + Microsoft.ML.OnnxTransformer + 1.0.0.0 + + + System.Object + + + + To be added. + To be added. + + + + + + + + + Method + + Microsoft.ML.OnnxTransformer + 1.0.0.0 + + + Microsoft.ML.Transforms.Onnx.OnnxSessionOptions + + + + + + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Method + + Microsoft.ML.OnnxTransformer + 1.0.0.0 + + + System.Void + + + + + + + To be added. + To be added. + To be added. + To be added. + + + + diff --git a/dotnet/xml/Microsoft.ML.Transforms.Onnx/OnnxTransformer.xml b/dotnet/xml/Microsoft.ML.Transforms.Onnx/OnnxTransformer.xml index 71a62dda7..892da377f 100644 --- a/dotnet/xml/Microsoft.ML.Transforms.Onnx/OnnxTransformer.xml +++ b/dotnet/xml/Microsoft.ML.Transforms.Onnx/OnnxTransformer.xml @@ -1,9 +1,9 @@ - - + + - - + + @@ -16,7 +16,7 @@ Microsoft.ML.Data.RowToRowTransformerBase - + System.IDisposable diff --git a/dotnet/xml/Microsoft.ML.Transforms.Text/IStopWordsRemoverOptions.xml b/dotnet/xml/Microsoft.ML.Transforms.Text/IStopWordsRemoverOptions.xml index 9a49512b9..6aff38b50 100644 --- a/dotnet/xml/Microsoft.ML.Transforms.Text/IStopWordsRemoverOptions.xml +++ b/dotnet/xml/Microsoft.ML.Transforms.Text/IStopWordsRemoverOptions.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML.Transforms.Text/LatentDirichletAllocationEstimator.xml b/dotnet/xml/Microsoft.ML.Transforms.Text/LatentDirichletAllocationEstimator.xml index 3780d9618..a6c7b244d 100644 --- a/dotnet/xml/Microsoft.ML.Transforms.Text/LatentDirichletAllocationEstimator.xml +++ b/dotnet/xml/Microsoft.ML.Transforms.Text/LatentDirichletAllocationEstimator.xml @@ -49,7 +49,7 @@ we would get the results displayed in the table below. Example documents: * I like to eat bananas. * I eat bananas everyday. - * First celebrated in 1970, Earth Day now includes events in more than 193 countries, + * First celebrated in 1970, Earth Day now includes events in more than 193 countries/regions, which are now coordinated globally by the Earth Day Network. Notice the similarity in values of the first and second row, compared to the third, diff --git a/dotnet/xml/Microsoft.ML.Transforms.Text/LatentDirichletAllocationTransformer.xml b/dotnet/xml/Microsoft.ML.Transforms.Text/LatentDirichletAllocationTransformer.xml index df55b4248..5c20e8cc0 100644 --- a/dotnet/xml/Microsoft.ML.Transforms.Text/LatentDirichletAllocationTransformer.xml +++ b/dotnet/xml/Microsoft.ML.Transforms.Text/LatentDirichletAllocationTransformer.xml @@ -60,21 +60,21 @@ - - - - - + + + + + Method Microsoft.ML.Transforms 1.0.0.0 - Microsoft.ML.Transforms.Text.LatentDirichletAllocationTransformer+ModelParameters + Microsoft.ML.Transforms.Text.LatentDirichletAllocationTransformer+ModelParameters - + index of column options pair diff --git a/dotnet/xml/Microsoft.ML.Transforms.TimeSeries/PredictionFunctionExtensions.xml b/dotnet/xml/Microsoft.ML.Transforms.TimeSeries/PredictionFunctionExtensions.xml index c7aa24880..bf62b8417 100644 --- a/dotnet/xml/Microsoft.ML.Transforms.TimeSeries/PredictionFunctionExtensions.xml +++ b/dotnet/xml/Microsoft.ML.Transforms.TimeSeries/PredictionFunctionExtensions.xml @@ -45,9 +45,9 @@ - - - + + + Class describing input schema to the model. diff --git a/dotnet/xml/Microsoft.ML.Transforms/ColumnSelectingEstimator.xml b/dotnet/xml/Microsoft.ML.Transforms/ColumnSelectingEstimator.xml index e96e57c5d..2e152dc64 100644 --- a/dotnet/xml/Microsoft.ML.Transforms/ColumnSelectingEstimator.xml +++ b/dotnet/xml/Microsoft.ML.Transforms/ColumnSelectingEstimator.xml @@ -41,9 +41,9 @@ Check the See Also section for links to usage examples. ]]> - + diff --git a/dotnet/xml/Microsoft.ML.Transforms/IFunctionProvider.xml b/dotnet/xml/Microsoft.ML.Transforms/IFunctionProvider.xml index 1ff9328b7..c1aacca93 100644 --- a/dotnet/xml/Microsoft.ML.Transforms/IFunctionProvider.xml +++ b/dotnet/xml/Microsoft.ML.Transforms/IFunctionProvider.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML.Transforms/TensorFlowModel.xml b/dotnet/xml/Microsoft.ML.Transforms/TensorFlowModel.xml index ad44d6e38..2f2b6014e 100644 --- a/dotnet/xml/Microsoft.ML.Transforms/TensorFlowModel.xml +++ b/dotnet/xml/Microsoft.ML.Transforms/TensorFlowModel.xml @@ -1,9 +1,9 @@ - - + + - - + + @@ -16,7 +16,7 @@ System.Object - + System.IDisposable diff --git a/dotnet/xml/Microsoft.ML.Transforms/TensorFlowTransformer.xml b/dotnet/xml/Microsoft.ML.Transforms/TensorFlowTransformer.xml index bc67bfe22..35ba60ae8 100644 --- a/dotnet/xml/Microsoft.ML.Transforms/TensorFlowTransformer.xml +++ b/dotnet/xml/Microsoft.ML.Transforms/TensorFlowTransformer.xml @@ -1,9 +1,9 @@ - - + + - - + + @@ -16,7 +16,7 @@ Microsoft.ML.Data.RowToRowTransformerBase - + System.IDisposable diff --git a/dotnet/xml/Microsoft.ML.Vision/ImageClassificationModelParameters.xml b/dotnet/xml/Microsoft.ML.Vision/ImageClassificationModelParameters.xml index c9967e4eb..3dfdb2509 100644 --- a/dotnet/xml/Microsoft.ML.Vision/ImageClassificationModelParameters.xml +++ b/dotnet/xml/Microsoft.ML.Vision/ImageClassificationModelParameters.xml @@ -1,9 +1,9 @@ - - + + - - + + @@ -19,7 +19,7 @@ - + System.IDisposable diff --git a/dotnet/xml/Microsoft.ML/AnomalyDetectionCatalog.xml b/dotnet/xml/Microsoft.ML/AnomalyDetectionCatalog.xml index d622e0968..a5c435496 100644 --- a/dotnet/xml/Microsoft.ML/AnomalyDetectionCatalog.xml +++ b/dotnet/xml/Microsoft.ML/AnomalyDetectionCatalog.xml @@ -42,8 +42,8 @@ - - + + To be added. diff --git a/dotnet/xml/Microsoft.ML/ConversionsExtensionsCatalog.xml b/dotnet/xml/Microsoft.ML/ConversionsExtensionsCatalog.xml index d8c869e1c..6c619d123 100644 --- a/dotnet/xml/Microsoft.ML/ConversionsExtensionsCatalog.xml +++ b/dotnet/xml/Microsoft.ML/ConversionsExtensionsCatalog.xml @@ -94,24 +94,24 @@ - - - - - + + + + + Method Microsoft.ML.Data 1.0.0.0 - Microsoft.ML.Transforms.HashingEstimator + Microsoft.ML.Transforms.HashingEstimator - - + + - + [System.ParamArray] [<System.ParamArray>] diff --git a/dotnet/xml/Microsoft.ML/CustomMappingCatalog.xml b/dotnet/xml/Microsoft.ML/CustomMappingCatalog.xml index b553b6060..df7508c07 100644 --- a/dotnet/xml/Microsoft.ML/CustomMappingCatalog.xml +++ b/dotnet/xml/Microsoft.ML/CustomMappingCatalog.xml @@ -108,9 +108,9 @@ - - - + + + The class defining which columns to take from the incoming data. @@ -153,10 +153,10 @@ - - - - + + + + The class defining which columns to take from the incoming data. @@ -208,10 +208,10 @@ - - - - + + + + The class defining which columns to take from the incoming data. diff --git a/dotnet/xml/Microsoft.ML/ICanSaveModel.xml b/dotnet/xml/Microsoft.ML/ICanSaveModel.xml index 57867a847..126a8c04c 100644 --- a/dotnet/xml/Microsoft.ML/ICanSaveModel.xml +++ b/dotnet/xml/Microsoft.ML/ICanSaveModel.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML/IDataLoaderEstimator`2.xml b/dotnet/xml/Microsoft.ML/IDataLoaderEstimator`2.xml index e53244aac..016b0b8ee 100644 --- a/dotnet/xml/Microsoft.ML/IDataLoaderEstimator`2.xml +++ b/dotnet/xml/Microsoft.ML/IDataLoaderEstimator`2.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML/IDataLoader`1.xml b/dotnet/xml/Microsoft.ML/IDataLoader`1.xml index 1e3495d2b..a35f0d71e 100644 --- a/dotnet/xml/Microsoft.ML/IDataLoader`1.xml +++ b/dotnet/xml/Microsoft.ML/IDataLoader`1.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML/IDataView.xml b/dotnet/xml/Microsoft.ML/IDataView.xml index 2ed8fd1db..5a73e5ce2 100644 --- a/dotnet/xml/Microsoft.ML/IDataView.xml +++ b/dotnet/xml/Microsoft.ML/IDataView.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML/IEstimator`1.xml b/dotnet/xml/Microsoft.ML/IEstimator`1.xml index 8f8bd35e9..8fc653218 100644 --- a/dotnet/xml/Microsoft.ML/IEstimator`1.xml +++ b/dotnet/xml/Microsoft.ML/IEstimator`1.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML/IPredictionTransformer`1.xml b/dotnet/xml/Microsoft.ML/IPredictionTransformer`1.xml index a175ec5b3..fb0bdfd93 100644 --- a/dotnet/xml/Microsoft.ML/IPredictionTransformer`1.xml +++ b/dotnet/xml/Microsoft.ML/IPredictionTransformer`1.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML/ISingleFeaturePredictionTransformer`1.xml b/dotnet/xml/Microsoft.ML/ISingleFeaturePredictionTransformer`1.xml index 9cd9f379e..86375a31e 100644 --- a/dotnet/xml/Microsoft.ML/ISingleFeaturePredictionTransformer`1.xml +++ b/dotnet/xml/Microsoft.ML/ISingleFeaturePredictionTransformer`1.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML/ITransformer.xml b/dotnet/xml/Microsoft.ML/ITransformer.xml index 3df130827..50f4fb277 100644 --- a/dotnet/xml/Microsoft.ML/ITransformer.xml +++ b/dotnet/xml/Microsoft.ML/ITransformer.xml @@ -1,6 +1,6 @@ - + diff --git a/dotnet/xml/Microsoft.ML/ImageEstimatorsCatalog.xml b/dotnet/xml/Microsoft.ML/ImageEstimatorsCatalog.xml index 77f6dd7b5..835281743 100644 --- a/dotnet/xml/Microsoft.ML/ImageEstimatorsCatalog.xml +++ b/dotnet/xml/Microsoft.ML/ImageEstimatorsCatalog.xml @@ -226,10 +226,10 @@ Microsoft.ML.Data.ImageLoadingEstimator - - - - + + + + The transform's catalog. diff --git a/dotnet/xml/Microsoft.ML/LightGbmExtensions.xml b/dotnet/xml/Microsoft.ML/LightGbmExtensions.xml index 10b377a13..d07327146 100644 --- a/dotnet/xml/Microsoft.ML/LightGbmExtensions.xml +++ b/dotnet/xml/Microsoft.ML/LightGbmExtensions.xml @@ -168,9 +168,9 @@ Microsoft.ML.Trainers.LightGbm.LightGbmBinaryTrainer - - - + + + The . @@ -198,9 +198,9 @@ Microsoft.ML.Trainers.LightGbm.LightGbmMulticlassTrainer - - - + + + The . @@ -228,9 +228,9 @@ Microsoft.ML.Trainers.LightGbm.LightGbmRankingTrainer - - - + + + The . @@ -258,9 +258,9 @@ Microsoft.ML.Trainers.LightGbm.LightGbmRegressionTrainer - - - + + + The . diff --git a/dotnet/xml/Microsoft.ML/LoggingEventArgs.xml b/dotnet/xml/Microsoft.ML/LoggingEventArgs.xml index 5637ac2ec..e7a34face 100644 --- a/dotnet/xml/Microsoft.ML/LoggingEventArgs.xml +++ b/dotnet/xml/Microsoft.ML/LoggingEventArgs.xml @@ -53,9 +53,9 @@ 1.0.0.0 - - - + + + The message being logged diff --git a/dotnet/xml/Microsoft.ML/MLContext.xml b/dotnet/xml/Microsoft.ML/MLContext.xml index 6ceb9050c..c75bc658c 100644 --- a/dotnet/xml/Microsoft.ML/MLContext.xml +++ b/dotnet/xml/Microsoft.ML/MLContext.xml @@ -1,8 +1,8 @@ - + - + @@ -29,11 +29,13 @@ - The common context for all ML.NET operations. Once instantiated by the user, it provides a way to + Represents the common context for all ML.NET operations. + + + Once instantiated by the user, this class provides a way to create components for data preparation, feature engineering, training, prediction, and model evaluation. It also allows logging, execution control, and the ability to set repeatable random numbers. - - To be added. + @@ -64,17 +66,17 @@ If a fixed seed is provided by , MLContext environment becomes deterministic, meaning that the results are repeatable and will remain the same across multiple runs. - For instance in many of ML.NET's API reference example code snippets, a seed is provided. + For instance, in many of ML.NET's API reference example code snippets, a seed is provided. That's because we want the users to get the same output as what's included in example comments, when they run the example on their own machine. Generally though, repeatability is not a requirement and that's the default behavior. - If a seed is not provided by , i.e. it's set to , + If a seed is not provided by , that is, it's set to , MLContext environment becomes non-deterministic and outputs change across multiple runs. There are many operations in ML.NET that don't use any randomness, such as - min-max normalization, concatenating columns, missing value indication, etc. - The behavior of those operations are deterministic regardless of the seed value. + min-max normalization, concatenating columns, and missing value indication. + The behavior of those operations is deterministic regardless of the seed value. Also ML.NET trainers don't use randomness *after* the training is finished. So, the predictions from a loaded model don't depend on the seed value. @@ -97,7 +99,7 @@ - Trainers and tasks specific to anomaly detection problems. + Gets the trainers and tasks specific to anomaly detection problems. To be added. To be added. @@ -119,7 +121,7 @@ - Trainers and tasks specific to binary classification problems. + Gets the trainers and tasks specific to binary classification problems. To be added. To be added. @@ -141,7 +143,7 @@ - Trainers and tasks specific to clustering problems. + Gets the trainers and tasks specific to clustering problems. To be added. To be added. @@ -166,7 +168,7 @@ - This is a catalog of components that will be used for model loading. + Gets the catalog of components that will be used for model loading. To be added. To be added. @@ -188,7 +190,7 @@ - Data loading and saving. + Gets the data loading and saving operations. To be added. To be added. @@ -210,7 +212,8 @@ - Allow falling back to run on CPU if couldn't run on GPU. + Gets or sets a value that indicates whether the CPU will + be used if the task couldn't run on GPU. To be added. To be added. @@ -232,12 +235,40 @@ - Trainers and tasks specific to forecasting problems. + Gets the trainers and tasks specific to forecasting problems. To be added. To be added. + + + + + + + Method + + Microsoft.ML.Data + 1.0.0.0 + + + T + + + + + + + + + To be added. + To be added. + To be added. + To be added. + To be added. + + @@ -254,7 +285,7 @@ - GPU device ID to run execution on, to run on CPU. + Gets or sets the GPU device ID to run execution on, to run on CPU. To be added. To be added. @@ -276,7 +307,7 @@ - The handler for the log messages. + Represents the callback method that will handle the log messages. To be added. @@ -471,7 +502,7 @@ - Operations with trained models. + Gets the operations with trained models. To be added. To be added. @@ -493,7 +524,7 @@ - Trainers and tasks specific to multiclass classification problems. + Gets the trainers and tasks specific to multiclass classification problems. To be added. To be added. @@ -515,7 +546,7 @@ - Trainers and tasks specific to ranking problems. + Gets the trainers and tasks specific to ranking problems. To be added. To be added. @@ -537,12 +568,65 @@ - Trainers and tasks specific to regression problems. + Gets the trainers and tasks specific to regression problems. To be added. To be added. + + + + + + + Method + + Microsoft.ML.Data + 1.0.0.0 + + + System.Boolean + + + + + + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Method + + Microsoft.ML.Data + 1.0.0.0 + + + System.Void + + + + + + + + + + To be added. + To be added. + To be added. + To be added. + To be added. + + @@ -581,11 +665,71 @@ - Data processing operations. + Gets the data processing operations. To be added. To be added. + + + + + + + Method + + Microsoft.ML.Data + 1.0.0.0 + + + System.Boolean + + + + + + + + + + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + + + + + + + + + Method + + Microsoft.ML.Data + 1.0.0.0 + + + System.Boolean + + + + + + + + + + To be added. + To be added. + To be added. + To be added. + To be added. + To be added. + + diff --git a/dotnet/xml/Microsoft.ML/ModelOperationsCatalog.xml b/dotnet/xml/Microsoft.ML/ModelOperationsCatalog.xml index 236d28c3b..ba739a176 100644 --- a/dotnet/xml/Microsoft.ML/ModelOperationsCatalog.xml +++ b/dotnet/xml/Microsoft.ML/ModelOperationsCatalog.xml @@ -92,8 +92,8 @@ - - + + The class that defines the input data. diff --git a/dotnet/xml/Microsoft.ML/NormalizationCatalog.xml b/dotnet/xml/Microsoft.ML/NormalizationCatalog.xml index e388d7ac8..33051ba9d 100644 --- a/dotnet/xml/Microsoft.ML/NormalizationCatalog.xml +++ b/dotnet/xml/Microsoft.ML/NormalizationCatalog.xml @@ -199,11 +199,11 @@ Microsoft.ML.Transforms.NormalizingEstimator - - - - - + + + + + The transform catalog @@ -276,12 +276,12 @@ Microsoft.ML.Transforms.NormalizingEstimator - - - - - - + + + + + + The transform catalog @@ -522,12 +522,12 @@ Microsoft.ML.Transforms.NormalizingEstimator - - - - - - + + + + + + The transform catalog @@ -566,13 +566,13 @@ Microsoft.ML.Transforms.NormalizingEstimator - - - - - - - + + + + + + + The transform catalog diff --git a/dotnet/xml/Microsoft.ML/OnnxCatalog.xml b/dotnet/xml/Microsoft.ML/OnnxCatalog.xml index 5ef6e6b67..bdf910fee 100644 --- a/dotnet/xml/Microsoft.ML/OnnxCatalog.xml +++ b/dotnet/xml/Microsoft.ML/OnnxCatalog.xml @@ -32,8 +32,8 @@ Microsoft.ML.Transforms.Onnx.OnnxScoringEstimator - - + + The transform's catalog. @@ -49,6 +49,50 @@ + + + + + + + Method + + Microsoft.ML.OnnxTransformer + 1.0.0.0 + + + Microsoft.ML.Transforms.Onnx.OnnxScoringEstimator + + + + + + + + + The transform's catalog. + The containing the model bytes. + Optional GPU device ID to run execution on, to run on CPU. + If GPU error, raise exception or fallback to CPU. + + Create a , which applies a pre-trained Onnx model to the input column. + Input/output columns are determined based on the input/output columns of the provided ONNX model. + Please refer to to learn more about the necessary dependencies, + and how to run it on a GPU. + + To be added. + + The name/type of input columns must exactly match name/type of the ONNX model inputs. + The name/type of the produced output columns will match name/type of the ONNX model outputs. + If the gpuDeviceId value is the value will be used if it is not . + + + + + + @@ -93,6 +137,55 @@ + + + + + + + Method + + Microsoft.ML.OnnxTransformer + 1.0.0.0 + + + Microsoft.ML.Transforms.Onnx.OnnxScoringEstimator + + + + + + + + + + The transform's catalog. + The containing the model bytes. + ONNX shapes to be used over those loaded from . + For keys use names as stated in the ONNX model, e.g. "input". Stating the shapes with this parameter + is particularly useful for working with variable dimension inputs and outputs. + + Optional GPU device ID to run execution on, to run on CPU. + If GPU error, raise exception or fallback to CPU. + + Create a , which applies a pre-trained Onnx model to the input column. + Input/output columns are determined based on the input/output columns of the provided ONNX model. + Please refer to to learn more about the necessary dependencies, + and how to run it on a GPU. + + To be added. + + The name/type of input columns must exactly match name/type of the ONNX model inputs. + The name/type of the produced output columns will match name/type of the ONNX model outputs. + If the gpuDeviceId value is the value will be used if it is not . + + + + + + @@ -108,11 +201,11 @@ Microsoft.ML.Transforms.Onnx.OnnxScoringEstimator - - - - - + + + + + The transform's catalog. @@ -142,6 +235,51 @@ + + + + + + + Method + + Microsoft.ML.OnnxTransformer + 1.0.0.0 + + + Microsoft.ML.Transforms.Onnx.OnnxScoringEstimator + + + + + + + + + + + The transform's catalog. + The output column resulting from the transformation. + The input column. + The containing the model bytes. + Optional GPU device ID to run execution on, to run on CPU. + If GPU error, raise exception or fallback to CPU. + + Create a , which applies a pre-trained Onnx model to the column. + Please refer to to learn more about the necessary dependencies, + and how to run it on a GPU. + + To be added. + + If the gpuDeviceId value is the value will be used if it is not . + + + + + + @@ -187,6 +325,46 @@ + + + + + + + Method + + Microsoft.ML.OnnxTransformer + 1.0.0.0 + + + Microsoft.ML.Transforms.Onnx.OnnxScoringEstimator + + + + + + + + + + + The transform's catalog. + The output columns resulting from the transformation. + The input columns. + The containing the model bytes. + Optional GPU device ID to run execution on, to run on CPU. + If GPU error, raise exception or fallback to CPU. + + Create a , which applies a pre-trained Onnx model to the columns. + Please refer to to learn more about the necessary dependencies, + and how to run it on a GPU. + + To be added. + + If the gpuDeviceId value is the value will be used if it is not . + + + @@ -227,6 +405,56 @@ + + + + + + + Method + + Microsoft.ML.OnnxTransformer + 1.0.0.0 + + + Microsoft.ML.Transforms.Onnx.OnnxScoringEstimator + + + + + + + + + + + + The transform's catalog. + The output column resulting from the transformation. + The input column. + The containing the model bytes. + ONNX shapes to be used over those loaded from . + For keys use names as stated in the ONNX model, e.g. "input". Stating the shapes with this parameter + is particularly useful for working with variable dimension inputs and outputs. + + Optional GPU device ID to run execution on, to run on CPU. + If GPU error, raise exception or fallback to CPU. + + Create a , which applies a pre-trained Onnx model to the column. + Please refer to to learn more about the necessary dependencies, + and how to run it on a GPU. + + To be added. + + If the gpuDeviceId value is the value will be used if it is not . + + + + + + @@ -242,13 +470,13 @@ Microsoft.ML.Transforms.Onnx.OnnxScoringEstimator - - - - - - - + + + + + + + The transform's catalog. @@ -277,6 +505,51 @@ + + + + + + + Method + + Microsoft.ML.OnnxTransformer + 1.0.0.0 + + + Microsoft.ML.Transforms.Onnx.OnnxScoringEstimator + + + + + + + + + + + + The transform's catalog. + The output columns resulting from the transformation. + The input columns. + The containing the model bytes. + ONNX shapes to be used over those loaded from . + For keys use names as stated in the ONNX model, e.g. "input". Stating the shapes with this parameter + is particularly useful for working with variable dimension inputs and outputs. + + Optional GPU device ID to run execution on, to run on CPU. + If GPU error, raise exception or fallback to CPU. + + Create a , which applies a pre-trained Onnx model to the columns. + Please refer to to learn more about the necessary dependencies, + and how to run it on a GPU. + + To be added. + + If the gpuDeviceId value is the value will be used if it is not . + + + @@ -292,13 +565,13 @@ Microsoft.ML.Transforms.Onnx.OnnxScoringEstimator - - - - - - - + + + + + + + The transform's catalog. @@ -322,6 +595,53 @@ + + + + + + + Method + + Microsoft.ML.OnnxTransformer + 1.0.0.0 + + + Microsoft.ML.Transforms.Onnx.OnnxScoringEstimator + + + + + + + + + + + + + The transform's catalog. + The output columns resulting from the transformation. + The input columns. + The containing the model bytes. + ONNX shapes to be used over those loaded from . + For keys use names as stated in the ONNX model, e.g. "input". Stating the shapes with this parameter + is particularly useful for working with variable dimension inputs and outputs. + + Optional GPU device ID to run execution on, to run on CPU. + If GPU error, raise exception or fallback to CPU. + Optional, specifies the Protobuf CodedInputStream recursion limit. Default value is 100. + + Create a , which applies a pre-trained Onnx model to the columns. + Please refer to to learn more about the necessary dependencies, + and how to run it on a GPU. + + To be added. + + If the gpuDeviceId value is the value will be used if it is not . + + + @@ -337,14 +657,14 @@ Microsoft.ML.Transforms.Onnx.OnnxScoringEstimator - - - - - - - - + + + + + + + + The transform's catalog. diff --git a/dotnet/xml/Microsoft.ML/PermutationFeatureImportanceExtensions.xml b/dotnet/xml/Microsoft.ML/PermutationFeatureImportanceExtensions.xml index a66eac2c5..33eadcc37 100644 --- a/dotnet/xml/Microsoft.ML/PermutationFeatureImportanceExtensions.xml +++ b/dotnet/xml/Microsoft.ML/PermutationFeatureImportanceExtensions.xml @@ -36,13 +36,13 @@ System.Collections.Immutable.ImmutableDictionary<System.String,Microsoft.ML.Data.MulticlassClassificationMetricsStatistics> - - - - - - - + + + + + + + The multiclass classification catalog. @@ -100,13 +100,13 @@ System.Collections.Immutable.ImmutableDictionary<System.String,Microsoft.ML.Data.RegressionMetricsStatistics> - - - - - - - + + + + + + + The regression catalog. @@ -164,14 +164,14 @@ System.Collections.Immutable.ImmutableDictionary<System.String,Microsoft.ML.Data.RankingMetricsStatistics> - - - - - - - - + + + + + + + + The ranking catalog. @@ -520,13 +520,13 @@ System.Collections.Immutable.ImmutableDictionary<System.String,Microsoft.ML.Data.BinaryClassificationMetricsStatistics> - - - - - - - + + + + + + + The binary classification catalog. diff --git a/dotnet/xml/Microsoft.ML/RankingCatalog.xml b/dotnet/xml/Microsoft.ML/RankingCatalog.xml index d88f9b9b5..3662d45e1 100644 --- a/dotnet/xml/Microsoft.ML/RankingCatalog.xml +++ b/dotnet/xml/Microsoft.ML/RankingCatalog.xml @@ -35,12 +35,12 @@ System.Collections.Generic.IReadOnlyList<Microsoft.ML.TrainCatalogBase+CrossValidationResult<Microsoft.ML.Data.RankingMetrics>> - - - - - - + + + + + + The data to run cross-validation on. @@ -108,11 +108,11 @@ Microsoft.ML.Data.RankingMetrics - - - - - + + + + + The scored data. diff --git a/dotnet/xml/Microsoft.ML/StandardTrainersCatalog.xml b/dotnet/xml/Microsoft.ML/StandardTrainersCatalog.xml index 3698e5935..e8c00da8b 100644 --- a/dotnet/xml/Microsoft.ML/StandardTrainersCatalog.xml +++ b/dotnet/xml/Microsoft.ML/StandardTrainersCatalog.xml @@ -56,10 +56,10 @@ - + - + @@ -360,8 +360,8 @@ Microsoft.ML.Trainers.LdSvmTrainer - - + + The . @@ -393,14 +393,14 @@ Microsoft.ML.Trainers.LdSvmTrainer - - - - - - - - + + + + + + + + The . diff --git a/dotnet/xml/Microsoft.ML/TensorflowCatalog.xml b/dotnet/xml/Microsoft.ML/TensorflowCatalog.xml index f9220d56c..bf83a3188 100644 --- a/dotnet/xml/Microsoft.ML/TensorflowCatalog.xml +++ b/dotnet/xml/Microsoft.ML/TensorflowCatalog.xml @@ -123,9 +123,9 @@ Microsoft.ML.Transforms.TensorFlowModel - - - + + + The transform's catalog. diff --git a/dotnet/xml/Microsoft.ML/TextCatalog.xml b/dotnet/xml/Microsoft.ML/TextCatalog.xml index 4a3c328c1..8d904662b 100644 --- a/dotnet/xml/Microsoft.ML/TextCatalog.xml +++ b/dotnet/xml/Microsoft.ML/TextCatalog.xml @@ -581,23 +581,23 @@ Microsoft.ML.Transforms.Text.WordBagEstimator - - - - - - + + + + + + - To be added. - To be added. - To be added. The transform's catalog. Name of the column resulting from the transformation of . This column's data type will be known-size vector of . + To be added. + To be added. Name of the column to take the data from. Maximum number of n-grams to store in the dictionary.Separator used to separate terms/frequency pairs.Separator used to separate terms from their frequency. This estimator operates over vector of text. + To be added. Create a , which maps the column specified in to a vector of n-gram counts in a new column named . diff --git a/dotnet/xml/Microsoft.ML/TextLoaderSaverCatalog.xml b/dotnet/xml/Microsoft.ML/TextLoaderSaverCatalog.xml index a8432912a..6248eee6a 100644 --- a/dotnet/xml/Microsoft.ML/TextLoaderSaverCatalog.xml +++ b/dotnet/xml/Microsoft.ML/TextLoaderSaverCatalog.xml @@ -132,9 +132,9 @@ - - - + + + To be added. @@ -311,9 +311,9 @@ - - - + + + To be added. diff --git a/dotnet/xml/Microsoft.ML/TimeSeriesCatalog.xml b/dotnet/xml/Microsoft.ML/TimeSeriesCatalog.xml index 6490f7970..ae9d0d960 100644 --- a/dotnet/xml/Microsoft.ML/TimeSeriesCatalog.xml +++ b/dotnet/xml/Microsoft.ML/TimeSeriesCatalog.xml @@ -18,11 +18,11 @@ - - + + - - + + @@ -42,7 +42,7 @@ - + @@ -86,16 +86,16 @@ Microsoft.ML.Transforms.TimeSeries.SsaChangePointEstimator - - - - - - - - - - + + + + + + + + + + The transform's catalog. @@ -135,7 +135,7 @@ 1.0.0.0 - + [System.Obsolete("This API method is deprecated, please use the overload with confidence parameter of type double.")] [<System.Obsolete("This API method is deprecated, please use the overload with confidence parameter of type double.")>] @@ -196,11 +196,11 @@ Microsoft.ML.IDataView - - - - - + + + + + The AnomalyDetectionCatalog. @@ -236,14 +236,14 @@ Microsoft.ML.IDataView - - - - - - - - + + + + + + + + The AnomalyDetectionCatalog. @@ -289,13 +289,13 @@ Microsoft.ML.Transforms.TimeSeries.IidChangePointEstimator - - - - - - - + + + + + + + The transform's catalog. @@ -332,7 +332,7 @@ 1.0.0.0 - + [System.Obsolete("This API method is deprecated, please use the overload with confidence parameter of type double.")] [<System.Obsolete("This API method is deprecated, please use the overload with confidence parameter of type double.")>] @@ -387,12 +387,12 @@ Microsoft.ML.Transforms.TimeSeries.IidSpikeEstimator - - - - - - + + + + + + The transform's catalog. @@ -429,7 +429,7 @@ 1.0.0.0 - + [System.Obsolete("This API method is deprecated, please use the overload with confidence parameter of type double.")] [<System.Obsolete("This API method is deprecated, please use the overload with confidence parameter of type double.")>] @@ -483,11 +483,11 @@ System.Int32 - - - - - + + + + + The detect seasonality catalog. @@ -540,15 +540,15 @@ Microsoft.ML.Transforms.TimeSeries.SsaSpikeEstimator - - - - - - - - - + + + + + + + + + The transform's catalog. @@ -587,7 +587,7 @@ 1.0.0.0 - + [System.Obsolete("This API method is deprecated, please use the overload with confidence parameter of type double.")] [<System.Obsolete("This API method is deprecated, please use the overload with confidence parameter of type double.")>] @@ -717,10 +717,10 @@ Microsoft.ML.TimeSeries.RootCause - - - - + + + + The anomaly detection catalog. @@ -758,10 +758,10 @@ System.Collections.Generic.List<Microsoft.ML.TimeSeries.RootCause> - - - - + + + + The anomaly detection catalog. diff --git a/dotnet/xml/Microsoft.ML/TreeExtensions.xml b/dotnet/xml/Microsoft.ML/TreeExtensions.xml index 63428c602..51283ccd0 100644 --- a/dotnet/xml/Microsoft.ML/TreeExtensions.xml +++ b/dotnet/xml/Microsoft.ML/TreeExtensions.xml @@ -502,8 +502,8 @@ Microsoft.ML.Trainers.FastTree.FastForestBinaryFeaturizationEstimator - - + + The context to create . @@ -536,8 +536,8 @@ Microsoft.ML.Trainers.FastTree.FastForestRegressionFeaturizationEstimator - - + + The context to create . @@ -570,8 +570,8 @@ Microsoft.ML.Trainers.FastTree.FastTreeBinaryFeaturizationEstimator - - + + The context to create . @@ -604,8 +604,8 @@ Microsoft.ML.Trainers.FastTree.FastTreeRankingFeaturizationEstimator - - + + The context to create . @@ -638,8 +638,8 @@ Microsoft.ML.Trainers.FastTree.FastTreeRegressionFeaturizationEstimator - - + + The context to create . @@ -672,8 +672,8 @@ Microsoft.ML.Trainers.FastTree.FastTreeTweedieFeaturizationEstimator - - + + The context to create . @@ -706,8 +706,8 @@ Microsoft.ML.Trainers.FastTree.PretrainedTreeFeaturizationEstimator - - + + The context to create . diff --git a/dotnet/xml/PackageInformation/ml-dotnet-1.7.0.json b/dotnet/xml/PackageInformation/ml-dotnet-1.7.0.json index acb2cc4d4..0272dcdce 100644 --- a/dotnet/xml/PackageInformation/ml-dotnet-1.7.0.json +++ b/dotnet/xml/PackageInformation/ml-dotnet-1.7.0.json @@ -1 +1 @@ -{"ml-dotnet-1.7.0":{"Microsoft.ML.Core":{"Name":"Microsoft.ML","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.Data":{"Name":"Microsoft.ML","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML":{"Name":"Microsoft.ML","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.KMeansClustering":{"Name":"Microsoft.ML","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.PCA":{"Name":"Microsoft.ML","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.StandardTrainers":{"Name":"Microsoft.ML","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.Transforms":{"Name":"Microsoft.ML","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.CpuMath":{"Name":"Microsoft.ML.CpuMath","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.DataView":{"Name":"Microsoft.ML.DataView","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.Extensions.ML":{"Name":"Microsoft.Extensions.ML","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.FastTree":{"Name":"Microsoft.ML.FastTree","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.ImageAnalytics":{"Name":"Microsoft.ML.ImageAnalytics","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.LightGbm":{"Name":"Microsoft.ML.LightGbm","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.Mkl.Components":{"Name":"Microsoft.ML.Mkl.Components","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.OnnxTransformer":{"Name":"Microsoft.ML.OnnxTransformer","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.TensorFlow":{"Name":"Microsoft.ML.TensorFlow","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.TimeSeries":{"Name":"Microsoft.ML.TimeSeries","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.Vision":{"Name":"Microsoft.ML.Vision","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"}}} \ No newline at end of file +{"ml-dotnet-1.7.0":{"Microsoft.ML.Core":{"Name":"Microsoft.ML","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.Data":{"Name":"Microsoft.ML","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML":{"Name":"Microsoft.ML","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.KMeansClustering":{"Name":"Microsoft.ML","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.PCA":{"Name":"Microsoft.ML","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.StandardTrainers":{"Name":"Microsoft.ML","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.Transforms":{"Name":"Microsoft.ML","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.CpuMath":{"Name":"Microsoft.ML.CpuMath","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.DataView":{"Name":"Microsoft.ML.DataView","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.Extensions.ML":{"Name":"Microsoft.Extensions.ML","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.FastTree":{"Name":"Microsoft.ML.FastTree","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.ImageAnalytics":{"Name":"Microsoft.ML.ImageAnalytics","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.LightGbm":{"Name":"Microsoft.ML.LightGbm","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.Mkl.Components":{"Name":"Microsoft.ML.Mkl.Components","Version":"1.7.1","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.OnnxTransformer":{"Name":"Microsoft.ML.OnnxTransformer","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.TensorFlow":{"Name":"Microsoft.ML.TensorFlow","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.TimeSeries":{"Name":"Microsoft.ML.TimeSeries","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.Vision":{"Name":"Microsoft.ML.Vision","Version":"1.7.0","Feed":"https://api.nuget.org/v3/index.json"}}} \ No newline at end of file diff --git a/dotnet/xml/PackageInformation/ml-dotnet-2.0.0.json b/dotnet/xml/PackageInformation/ml-dotnet-2.0.0.json index 27bda2628..e14f92198 100644 --- a/dotnet/xml/PackageInformation/ml-dotnet-2.0.0.json +++ b/dotnet/xml/PackageInformation/ml-dotnet-2.0.0.json @@ -1 +1 @@ -{"ml-dotnet-2.0.0":{"Microsoft.ML.Core":{"Name":"Microsoft.ML","Version":"2.0.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.Data":{"Name":"Microsoft.ML","Version":"2.0.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML":{"Name":"Microsoft.ML","Version":"2.0.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.KMeansClustering":{"Name":"Microsoft.ML","Version":"2.0.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.PCA":{"Name":"Microsoft.ML","Version":"2.0.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.StandardTrainers":{"Name":"Microsoft.ML","Version":"2.0.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.Transforms":{"Name":"Microsoft.ML","Version":"2.0.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.CpuMath":{"Name":"Microsoft.ML.CpuMath","Version":"2.0.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.DataView":{"Name":"Microsoft.ML.DataView","Version":"2.0.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.Extensions.ML":{"Name":"Microsoft.Extensions.ML","Version":"2.0.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.FastTree":{"Name":"Microsoft.ML.FastTree","Version":"2.0.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.ImageAnalytics":{"Name":"Microsoft.ML.ImageAnalytics","Version":"2.0.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.LightGbm":{"Name":"Microsoft.ML.LightGbm","Version":"2.0.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.Mkl.Components":{"Name":"Microsoft.ML.Mkl.Components","Version":"2.0.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.OnnxTransformer":{"Name":"Microsoft.ML.OnnxTransformer","Version":"2.0.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.TensorFlow":{"Name":"Microsoft.ML.TensorFlow","Version":"2.0.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.TimeSeries":{"Name":"Microsoft.ML.TimeSeries","Version":"2.0.0","Feed":"https://api.nuget.org/v3/index.json"},"Microsoft.ML.Vision":{"Name":"Microsoft.ML.Vision","Version":"2.0.0","Feed":"https://api.nuget.org/v3/index.json"}}} \ No newline at end of file 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\ No newline at end of file diff --git a/dotnet/xml/PackageInformation/ml-dotnet-3.0.0.json b/dotnet/xml/PackageInformation/ml-dotnet-3.0.0.json new file mode 100644 index 000000000..a199f32e5 --- /dev/null +++ b/dotnet/xml/PackageInformation/ml-dotnet-3.0.0.json @@ -0,0 +1 @@ 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