public void TestChainingPicklingWorkerFunction()
{
var func1 = new PicklingWorkerFunction(
new PicklingUdfWrapper <int, string, string>(
(number, str) => $"{str}:{number}").Execute);
var func2 = new PicklingWorkerFunction(
new PicklingUdfWrapper <string, string>(
(str) => $"outer1:{str}").Execute);
var func3 = new PicklingWorkerFunction(
new PicklingUdfWrapper <string, string>(
(str) => $"outer2:{str}").Execute);
object[] input = { 100, "name" };
// Validate one-level chaining.
PicklingWorkerFunction chainedFunc1 = PicklingWorkerFunction.Chain(func1, func2);
Assert.Equal("outer1:name:100", chainedFunc1.Func(0, input, new[] { 0, 1 }));
// Validate two-level chaining.
PicklingWorkerFunction chainedFunc2 = PicklingWorkerFunction.Chain(chainedFunc1, func3);
Assert.Equal("outer2:outer1:name:100", chainedFunc2.Func(0, input, new[] { 0, 1 }));
}
public void TestCommandSerDeForSqlPickling()
{
var udfWrapper = new PicklingUdfWrapper <string, string>((str) => $"hello {str}");
var workerFunction = new PicklingWorkerFunction(udfWrapper.Execute);
byte[] serializedCommand = Utils.CommandSerDe.Serialize(
workerFunction.Func,
Utils.CommandSerDe.SerializedMode.Row,
Utils.CommandSerDe.SerializedMode.Row);
using var ms = new MemoryStream(serializedCommand);
var deserializedWorkerFunction = new PicklingWorkerFunction(
Utils.CommandSerDe.Deserialize <PicklingWorkerFunction.ExecuteDelegate>(
ms,
out Utils.CommandSerDe.SerializedMode serializerMode,
out Utils.CommandSerDe.SerializedMode deserializerMode,
out var runMode));
Assert.Equal(Utils.CommandSerDe.SerializedMode.Row, serializerMode);
Assert.Equal(Utils.CommandSerDe.SerializedMode.Row, deserializerMode);
Assert.Equal("N", runMode);
object result = deserializedWorkerFunction.Func(0, new[] { "spark" }, new[] { 0 });
Assert.Equal("hello spark", result);
}
public void TestPicklingWorkerFunction()
{
var func = new PicklingWorkerFunction(
new PicklingUdfWrapper <string, string>(
(str) => str).Execute);
string[] input = { "arg1" };
Assert.Equal(input[0], func.Func(0, input, new[] { 0 }));
}
public void TestInvalidChainingPickling()
{
var func1 = new PicklingWorkerFunction(
new PicklingUdfWrapper <int, string, string>(
(number, str) => $"{str}:{number}").Execute);
var func2 = new PicklingWorkerFunction(
new PicklingUdfWrapper <string, string>(
(str) => $"outer1:{str}").Execute);
object[] input = { 100, "name" };
// The order does not align since workerFunction2 is executed first.
PicklingWorkerFunction chainedFunc1 = PicklingWorkerFunction.Chain(func2, func1);
Assert.ThrowsAny <Exception>(() => chainedFunc1.Func(0, input, new[] { 0, 1 }));
}
/// <summary>
/// Read SqlCommands from the stream.
/// </summary>
/// <param name="stream">Stream to read from</param>
/// <param name="evalType">Evaluation type for the current commands</param>
/// <returns>SqlCommand objects</returns>
private static SqlCommand[] ReadSqlCommands(
PythonEvalType evalType,
Stream stream)
{
int numUdfs = SerDe.ReadInt32(stream);
var commands = new SqlCommand[numUdfs];
for (int i = 0; i < numUdfs; ++i)
{
var command = new SqlCommand();
int numArgsOffsets = SerDe.ReadInt32(stream);
command.ArgOffsets = new int[numArgsOffsets];
for (int argIndex = 0; argIndex < numArgsOffsets; ++argIndex)
{
command.ArgOffsets[argIndex] = SerDe.ReadInt32(stream);
}
command.NumChainedFunctions = SerDe.ReadInt32(stream);
for (int funcIndex = 0; funcIndex < command.NumChainedFunctions; ++funcIndex)
{
int commandBytesCount = SerDe.ReadInt32(stream);
if (commandBytesCount > 0)
{
CommandSerDe.SerializedMode serializerMode;
CommandSerDe.SerializedMode deserializerMode;
if (evalType == PythonEvalType.SQL_SCALAR_PANDAS_UDF)
{
var curWorkerFunction = new ArrowWorkerFunction(
CommandSerDe.Deserialize <ArrowWorkerFunction.ExecuteDelegate>(
stream,
out serializerMode,
out deserializerMode,
out string runMode));
command.WorkerFunction = (command.WorkerFunction == null) ?
curWorkerFunction :
ArrowWorkerFunction.Chain(
(ArrowWorkerFunction)command.WorkerFunction,
curWorkerFunction);
}
else if (evalType == PythonEvalType.SQL_GROUPED_MAP_PANDAS_UDF)
{
if ((numUdfs != 1) || (command.WorkerFunction != null))
{
throw new InvalidDataException(
"Grouped map UDFs do not support combining multiple UDFs");
}
command.WorkerFunction = new ArrowGroupedMapWorkerFunction(
CommandSerDe.Deserialize <ArrowGroupedMapWorkerFunction.ExecuteDelegate>(
stream,
out serializerMode,
out deserializerMode,
out string runMode));
}
else
{
var curWorkerFunction = new PicklingWorkerFunction(
CommandSerDe.Deserialize <PicklingWorkerFunction.ExecuteDelegate>(
stream,
out serializerMode,
out deserializerMode,
out string runMode));
command.WorkerFunction = (command.WorkerFunction == null) ?
curWorkerFunction :
PicklingWorkerFunction.Chain(
(PicklingWorkerFunction)command.WorkerFunction,
curWorkerFunction);
}
command.SerializerMode = serializerMode;
command.DeserializerMode = deserializerMode;
}
else
{
throw new InvalidDataException(
$"Invalid command size: {commandBytesCount}");
}
}
commands[i] = command;
}
return(commands);
}
