private static DataFrameColumn CreateColumn(Type kind, string[] columnNames, int columnIndex)
{
DataFrameColumn ret;
if (kind == typeof(bool))
{
ret = new BooleanDataFrameColumn(GetColumnName(columnNames, columnIndex));
}
else if (kind == typeof(int))
{
ret = new Int32DataFrameColumn(GetColumnName(columnNames, columnIndex));
}
else if (kind == typeof(float))
{
ret = new SingleDataFrameColumn(GetColumnName(columnNames, columnIndex));
}
else if (kind == typeof(string))
{
ret = new StringDataFrameColumn(GetColumnName(columnNames, columnIndex), 0);
}
else if (kind == typeof(long))
{
ret = new Int64DataFrameColumn(GetColumnName(columnNames, columnIndex));
}
else if (kind == typeof(decimal))
{
ret = new DecimalDataFrameColumn(GetColumnName(columnNames, columnIndex));
}
else if (kind == typeof(byte))
{
ret = new ByteDataFrameColumn(GetColumnName(columnNames, columnIndex));
}
else if (kind == typeof(char))
{
ret = new CharDataFrameColumn(GetColumnName(columnNames, columnIndex));
}
else if (kind == typeof(double))
{
ret = new DoubleDataFrameColumn(GetColumnName(columnNames, columnIndex));
}
else if (kind == typeof(sbyte))
{
ret = new SByteDataFrameColumn(GetColumnName(columnNames, columnIndex));
}
else if (kind == typeof(short))
{
ret = new Int16DataFrameColumn(GetColumnName(columnNames, columnIndex));
}
else if (kind == typeof(uint))
{
ret = new UInt32DataFrameColumn(GetColumnName(columnNames, columnIndex));
}
else if (kind == typeof(ulong))
{
ret = new UInt64DataFrameColumn(GetColumnName(columnNames, columnIndex));
}
else if (kind == typeof(ushort))
{
ret = new UInt16DataFrameColumn(GetColumnName(columnNames, columnIndex));
}
else
{
throw new NotSupportedException(nameof(kind));
}
return(ret);
}
private static void AppendDataFrameColumnFromArrowArray(Field field, IArrowArray arrowArray, DataFrame ret, string fieldNamePrefix = "")
{
IArrowType fieldType = field.DataType;
DataFrameColumn dataFrameColumn = null;
string fieldName = fieldNamePrefix + field.Name;
switch (fieldType.TypeId)
{
case ArrowTypeId.Boolean:
BooleanArray arrowBooleanArray = (BooleanArray)arrowArray;
ReadOnlyMemory <byte> valueBuffer = arrowBooleanArray.ValueBuffer.Memory;
ReadOnlyMemory <byte> nullBitMapBuffer = arrowBooleanArray.NullBitmapBuffer.Memory;
dataFrameColumn = new BooleanDataFrameColumn(fieldName, valueBuffer, nullBitMapBuffer, arrowArray.Length, arrowArray.NullCount);
break;
case ArrowTypeId.Double:
PrimitiveArray <double> arrowDoubleArray = (PrimitiveArray <double>)arrowArray;
ReadOnlyMemory <byte> doubleValueBuffer = arrowDoubleArray.ValueBuffer.Memory;
ReadOnlyMemory <byte> doubleNullBitMapBuffer = arrowDoubleArray.NullBitmapBuffer.Memory;
dataFrameColumn = new DoubleDataFrameColumn(fieldName, doubleValueBuffer, doubleNullBitMapBuffer, arrowArray.Length, arrowArray.NullCount);
break;
case ArrowTypeId.Float:
PrimitiveArray <float> arrowFloatArray = (PrimitiveArray <float>)arrowArray;
ReadOnlyMemory <byte> floatValueBuffer = arrowFloatArray.ValueBuffer.Memory;
ReadOnlyMemory <byte> floatNullBitMapBuffer = arrowFloatArray.NullBitmapBuffer.Memory;
dataFrameColumn = new SingleDataFrameColumn(fieldName, floatValueBuffer, floatNullBitMapBuffer, arrowArray.Length, arrowArray.NullCount);
break;
case ArrowTypeId.Int8:
PrimitiveArray <sbyte> arrowsbyteArray = (PrimitiveArray <sbyte>)arrowArray;
ReadOnlyMemory <byte> sbyteValueBuffer = arrowsbyteArray.ValueBuffer.Memory;
ReadOnlyMemory <byte> sbyteNullBitMapBuffer = arrowsbyteArray.NullBitmapBuffer.Memory;
dataFrameColumn = new SByteDataFrameColumn(fieldName, sbyteValueBuffer, sbyteNullBitMapBuffer, arrowArray.Length, arrowArray.NullCount);
break;
case ArrowTypeId.Int16:
PrimitiveArray <short> arrowshortArray = (PrimitiveArray <short>)arrowArray;
ReadOnlyMemory <byte> shortValueBuffer = arrowshortArray.ValueBuffer.Memory;
ReadOnlyMemory <byte> shortNullBitMapBuffer = arrowshortArray.NullBitmapBuffer.Memory;
dataFrameColumn = new Int16DataFrameColumn(fieldName, shortValueBuffer, shortNullBitMapBuffer, arrowArray.Length, arrowArray.NullCount);
break;
case ArrowTypeId.Int32:
PrimitiveArray <int> arrowIntArray = (PrimitiveArray <int>)arrowArray;
ReadOnlyMemory <byte> intValueBuffer = arrowIntArray.ValueBuffer.Memory;
ReadOnlyMemory <byte> intNullBitMapBuffer = arrowIntArray.NullBitmapBuffer.Memory;
dataFrameColumn = new Int32DataFrameColumn(fieldName, intValueBuffer, intNullBitMapBuffer, arrowArray.Length, arrowArray.NullCount);
break;
case ArrowTypeId.Int64:
PrimitiveArray <long> arrowLongArray = (PrimitiveArray <long>)arrowArray;
ReadOnlyMemory <byte> longValueBuffer = arrowLongArray.ValueBuffer.Memory;
ReadOnlyMemory <byte> longNullBitMapBuffer = arrowLongArray.NullBitmapBuffer.Memory;
dataFrameColumn = new Int64DataFrameColumn(fieldName, longValueBuffer, longNullBitMapBuffer, arrowArray.Length, arrowArray.NullCount);
break;
case ArrowTypeId.String:
StringArray stringArray = (StringArray)arrowArray;
ReadOnlyMemory <byte> dataMemory = stringArray.ValueBuffer.Memory;
ReadOnlyMemory <byte> offsetsMemory = stringArray.ValueOffsetsBuffer.Memory;
ReadOnlyMemory <byte> nullMemory = stringArray.NullBitmapBuffer.Memory;
dataFrameColumn = new ArrowStringDataFrameColumn(fieldName, dataMemory, offsetsMemory, nullMemory, stringArray.Length, stringArray.NullCount);
break;
case ArrowTypeId.UInt8:
PrimitiveArray <byte> arrowbyteArray = (PrimitiveArray <byte>)arrowArray;
ReadOnlyMemory <byte> byteValueBuffer = arrowbyteArray.ValueBuffer.Memory;
ReadOnlyMemory <byte> byteNullBitMapBuffer = arrowbyteArray.NullBitmapBuffer.Memory;
dataFrameColumn = new ByteDataFrameColumn(fieldName, byteValueBuffer, byteNullBitMapBuffer, arrowArray.Length, arrowArray.NullCount);
break;
case ArrowTypeId.UInt16:
PrimitiveArray <ushort> arrowUshortArray = (PrimitiveArray <ushort>)arrowArray;
ReadOnlyMemory <byte> ushortValueBuffer = arrowUshortArray.ValueBuffer.Memory;
ReadOnlyMemory <byte> ushortNullBitMapBuffer = arrowUshortArray.NullBitmapBuffer.Memory;
dataFrameColumn = new UInt16DataFrameColumn(fieldName, ushortValueBuffer, ushortNullBitMapBuffer, arrowArray.Length, arrowArray.NullCount);
break;
case ArrowTypeId.UInt32:
PrimitiveArray <uint> arrowUintArray = (PrimitiveArray <uint>)arrowArray;
ReadOnlyMemory <byte> uintValueBuffer = arrowUintArray.ValueBuffer.Memory;
ReadOnlyMemory <byte> uintNullBitMapBuffer = arrowUintArray.NullBitmapBuffer.Memory;
dataFrameColumn = new UInt32DataFrameColumn(fieldName, uintValueBuffer, uintNullBitMapBuffer, arrowArray.Length, arrowArray.NullCount);
break;
case ArrowTypeId.UInt64:
PrimitiveArray <ulong> arrowUlongArray = (PrimitiveArray <ulong>)arrowArray;
ReadOnlyMemory <byte> ulongValueBuffer = arrowUlongArray.ValueBuffer.Memory;
ReadOnlyMemory <byte> ulongNullBitMapBuffer = arrowUlongArray.NullBitmapBuffer.Memory;
dataFrameColumn = new UInt64DataFrameColumn(fieldName, ulongValueBuffer, ulongNullBitMapBuffer, arrowArray.Length, arrowArray.NullCount);
break;
case ArrowTypeId.Struct:
StructArray structArray = (StructArray)arrowArray;
StructType structType = (StructType)field.DataType;
IEnumerator <Field> fieldsEnumerator = structType.Fields.GetEnumerator();
IEnumerator <IArrowArray> structArrayEnumerator = structArray.Fields.GetEnumerator();
while (fieldsEnumerator.MoveNext() && structArrayEnumerator.MoveNext())
{
AppendDataFrameColumnFromArrowArray(fieldsEnumerator.Current, structArrayEnumerator.Current, ret, field.Name + "_");
}
break;
case ArrowTypeId.Decimal:
case ArrowTypeId.Binary:
case ArrowTypeId.Date32:
case ArrowTypeId.Date64:
case ArrowTypeId.Dictionary:
case ArrowTypeId.FixedSizedBinary:
case ArrowTypeId.HalfFloat:
case ArrowTypeId.Interval:
case ArrowTypeId.List:
case ArrowTypeId.Map:
case ArrowTypeId.Null:
case ArrowTypeId.Time32:
case ArrowTypeId.Time64:
default:
throw new NotImplementedException(nameof(fieldType.Name));
}
if (dataFrameColumn != null)
{
ret.Columns.Insert(ret.Columns.Count, dataFrameColumn);
}
}
/// <summary>
/// Wraps a <see cref="DataFrame"/> around an Arrow <see cref="RecordBatch"/> without copying data
/// </summary>
/// <param name="recordBatch"></param>
/// <returns><see cref="DataFrame"/></returns>
public static DataFrame FromArrowRecordBatch(RecordBatch recordBatch)
{
DataFrame ret = new DataFrame();
Apache.Arrow.Schema arrowSchema = recordBatch.Schema;
int fieldIndex = 0;
IEnumerable <IArrowArray> arrowArrays = recordBatch.Arrays;
foreach (IArrowArray arrowArray in arrowArrays)
{
Field field = arrowSchema.GetFieldByIndex(fieldIndex);
IArrowType fieldType = field.DataType;
DataFrameColumn dataFrameColumn = null;
switch (fieldType.TypeId)
{
case ArrowTypeId.Boolean:
BooleanArray arrowBooleanArray = (BooleanArray)arrowArray;
ReadOnlyMemory <byte> valueBuffer = arrowBooleanArray.ValueBuffer.Memory;
ReadOnlyMemory <byte> nullBitMapBuffer = arrowBooleanArray.NullBitmapBuffer.Memory;
dataFrameColumn = new BooleanDataFrameColumn(field.Name, valueBuffer, nullBitMapBuffer, arrowArray.Length, arrowArray.NullCount);
break;
case ArrowTypeId.Double:
PrimitiveArray <double> arrowDoubleArray = (PrimitiveArray <double>)arrowArray;
ReadOnlyMemory <byte> doubleValueBuffer = arrowDoubleArray.ValueBuffer.Memory;
ReadOnlyMemory <byte> doubleNullBitMapBuffer = arrowDoubleArray.NullBitmapBuffer.Memory;
dataFrameColumn = new DoubleDataFrameColumn(field.Name, doubleValueBuffer, doubleNullBitMapBuffer, arrowArray.Length, arrowArray.NullCount);
break;
case ArrowTypeId.Float:
PrimitiveArray <float> arrowFloatArray = (PrimitiveArray <float>)arrowArray;
ReadOnlyMemory <byte> floatValueBuffer = arrowFloatArray.ValueBuffer.Memory;
ReadOnlyMemory <byte> floatNullBitMapBuffer = arrowFloatArray.NullBitmapBuffer.Memory;
dataFrameColumn = new SingleDataFrameColumn(field.Name, floatValueBuffer, floatNullBitMapBuffer, arrowArray.Length, arrowArray.NullCount);
break;
case ArrowTypeId.Int8:
PrimitiveArray <sbyte> arrowsbyteArray = (PrimitiveArray <sbyte>)arrowArray;
ReadOnlyMemory <byte> sbyteValueBuffer = arrowsbyteArray.ValueBuffer.Memory;
ReadOnlyMemory <byte> sbyteNullBitMapBuffer = arrowsbyteArray.NullBitmapBuffer.Memory;
dataFrameColumn = new SByteDataFrameColumn(field.Name, sbyteValueBuffer, sbyteNullBitMapBuffer, arrowArray.Length, arrowArray.NullCount);
break;
case ArrowTypeId.Int16:
PrimitiveArray <short> arrowshortArray = (PrimitiveArray <short>)arrowArray;
ReadOnlyMemory <byte> shortValueBuffer = arrowshortArray.ValueBuffer.Memory;
ReadOnlyMemory <byte> shortNullBitMapBuffer = arrowshortArray.NullBitmapBuffer.Memory;
dataFrameColumn = new Int16DataFrameColumn(field.Name, shortValueBuffer, shortNullBitMapBuffer, arrowArray.Length, arrowArray.NullCount);
break;
case ArrowTypeId.Int32:
PrimitiveArray <int> arrowIntArray = (PrimitiveArray <int>)arrowArray;
ReadOnlyMemory <byte> intValueBuffer = arrowIntArray.ValueBuffer.Memory;
ReadOnlyMemory <byte> intNullBitMapBuffer = arrowIntArray.NullBitmapBuffer.Memory;
dataFrameColumn = new Int32DataFrameColumn(field.Name, intValueBuffer, intNullBitMapBuffer, arrowArray.Length, arrowArray.NullCount);
break;
case ArrowTypeId.Int64:
PrimitiveArray <long> arrowLongArray = (PrimitiveArray <long>)arrowArray;
ReadOnlyMemory <byte> longValueBuffer = arrowLongArray.ValueBuffer.Memory;
ReadOnlyMemory <byte> longNullBitMapBuffer = arrowLongArray.NullBitmapBuffer.Memory;
dataFrameColumn = new Int64DataFrameColumn(field.Name, longValueBuffer, longNullBitMapBuffer, arrowArray.Length, arrowArray.NullCount);
break;
case ArrowTypeId.String:
StringArray stringArray = (StringArray)arrowArray;
ReadOnlyMemory <byte> dataMemory = stringArray.ValueBuffer.Memory;
ReadOnlyMemory <byte> offsetsMemory = stringArray.ValueOffsetsBuffer.Memory;
ReadOnlyMemory <byte> nullMemory = stringArray.NullBitmapBuffer.Memory;
dataFrameColumn = new ArrowStringDataFrameColumn(field.Name, dataMemory, offsetsMemory, nullMemory, stringArray.Length, stringArray.NullCount);
break;
case ArrowTypeId.UInt8:
PrimitiveArray <byte> arrowbyteArray = (PrimitiveArray <byte>)arrowArray;
ReadOnlyMemory <byte> byteValueBuffer = arrowbyteArray.ValueBuffer.Memory;
ReadOnlyMemory <byte> byteNullBitMapBuffer = arrowbyteArray.NullBitmapBuffer.Memory;
dataFrameColumn = new ByteDataFrameColumn(field.Name, byteValueBuffer, byteNullBitMapBuffer, arrowArray.Length, arrowArray.NullCount);
break;
case ArrowTypeId.UInt16:
PrimitiveArray <ushort> arrowUshortArray = (PrimitiveArray <ushort>)arrowArray;
ReadOnlyMemory <byte> ushortValueBuffer = arrowUshortArray.ValueBuffer.Memory;
ReadOnlyMemory <byte> ushortNullBitMapBuffer = arrowUshortArray.NullBitmapBuffer.Memory;
dataFrameColumn = new UInt16DataFrameColumn(field.Name, ushortValueBuffer, ushortNullBitMapBuffer, arrowArray.Length, arrowArray.NullCount);
break;
case ArrowTypeId.UInt32:
PrimitiveArray <uint> arrowUintArray = (PrimitiveArray <uint>)arrowArray;
ReadOnlyMemory <byte> uintValueBuffer = arrowUintArray.ValueBuffer.Memory;
ReadOnlyMemory <byte> uintNullBitMapBuffer = arrowUintArray.NullBitmapBuffer.Memory;
dataFrameColumn = new UInt32DataFrameColumn(field.Name, uintValueBuffer, uintNullBitMapBuffer, arrowArray.Length, arrowArray.NullCount);
break;
case ArrowTypeId.UInt64:
PrimitiveArray <ulong> arrowUlongArray = (PrimitiveArray <ulong>)arrowArray;
ReadOnlyMemory <byte> ulongValueBuffer = arrowUlongArray.ValueBuffer.Memory;
ReadOnlyMemory <byte> ulongNullBitMapBuffer = arrowUlongArray.NullBitmapBuffer.Memory;
dataFrameColumn = new UInt64DataFrameColumn(field.Name, ulongValueBuffer, ulongNullBitMapBuffer, arrowArray.Length, arrowArray.NullCount);
break;
case ArrowTypeId.Decimal:
case ArrowTypeId.Binary:
case ArrowTypeId.Date32:
case ArrowTypeId.Date64:
case ArrowTypeId.Dictionary:
case ArrowTypeId.FixedSizedBinary:
case ArrowTypeId.HalfFloat:
case ArrowTypeId.Interval:
case ArrowTypeId.List:
case ArrowTypeId.Map:
case ArrowTypeId.Null:
case ArrowTypeId.Struct:
case ArrowTypeId.Time32:
case ArrowTypeId.Time64:
default:
throw new NotImplementedException(nameof(fieldType.Name));
}
ret.Columns.Insert(ret.Columns.Count, dataFrameColumn);
fieldIndex++;
}
return(ret);
}