Commit 779135d5 by Marcus Winter

Merge remote-tracking branch 'origin/development' into mtapi_distributed

parents 7d3357c9 53859644
......@@ -31,10 +31,19 @@ namespace embb {
namespace dataflow {
namespace internal {
class Scheduler;
class ClockListener;
struct InitData {
Scheduler * sched;
ClockListener * sink_listener;
};
class ClockListener {
public:
virtual ~ClockListener() {}
virtual void OnClock(int /*clock*/) = 0;
virtual void OnInit(InitData * /*sched*/) = 0;
};
} // namespace internal
......
......@@ -56,6 +56,11 @@ class ConstantSource
GetOutput<0>().Send(Signal<Type>(clock, value_));
}
virtual void Init(InitData * init_data) {
SetScheduler(init_data->sched);
GetOutput<0>().SendInit(init_data);
}
virtual bool Start(int clock) {
Run(clock);
return true;
......
......@@ -39,6 +39,8 @@ namespace embb {
namespace dataflow {
namespace internal {
class Scheduler;
template <typename, int>
class Out;
......@@ -95,6 +97,10 @@ class In {
lock_.Unlock();
#endif
}
void ReceiveInit(InitData * init_data) {
listener_->OnInit(init_data);
}
};
} // namespace internal
......
......@@ -57,6 +57,7 @@ class Inputs<Slices, embb::base::internal::Nil, embb::base::internal::Nil,
bool AreNoneBlank(int /*clock*/) { return false; }
bool AreAtClock(int /*clock*/) { return true; }
virtual void OnClock(int /*clock*/) {}
virtual void OnInit(InitData * /*init_data*/) {}
};
template <int Slices, typename T1>
......@@ -70,6 +71,7 @@ class Inputs<Slices, T1, embb::base::internal::Nil, embb::base::internal::Nil,
Inputs() {
for (int ii = 0; ii < Slices; ii++)
count_[ii] = 1;
test_count_ = 1;
}
void SetListener(ClockListener * listener) {
listener_ = listener;
......@@ -97,8 +99,14 @@ class Inputs<Slices, T1, embb::base::internal::Nil, embb::base::internal::Nil,
listener_->OnClock(clock);
}
}
virtual void OnInit(InitData * init_data) {
if (--test_count_ == 0) {
listener_->OnInit(init_data);
}
}
private:
embb::base::Atomic<int> count_[Slices];
int test_count_;
ClockListener * listener_;
};
......@@ -112,6 +120,7 @@ class Inputs<Slices, T1, T2, embb::base::internal::Nil,
Inputs() {
for (int ii = 0; ii < Slices; ii++)
count_[ii] = 2;
test_count_ = 2;
}
void SetListener(ClockListener * listener) {
listener_ = listener;
......@@ -143,8 +152,14 @@ class Inputs<Slices, T1, T2, embb::base::internal::Nil,
listener_->OnClock(clock);
}
}
virtual void OnInit(InitData * init_data) {
if (--test_count_ == 0) {
listener_->OnInit(init_data);
}
}
private:
embb::base::Atomic<int> count_[Slices];
int test_count_;
ClockListener * listener_;
};
......@@ -158,6 +173,7 @@ class Inputs<Slices, T1, T2, T3, embb::base::internal::Nil,
Inputs() {
for (int ii = 0; ii < Slices; ii++)
count_[ii] = 3;
test_count_ = 3;
}
void SetListener(ClockListener * listener) {
listener_ = listener;
......@@ -193,8 +209,14 @@ class Inputs<Slices, T1, T2, T3, embb::base::internal::Nil,
listener_->OnClock(clock);
}
}
virtual void OnInit(InitData * init_data) {
if (--test_count_ == 0) {
listener_->OnInit(init_data);
}
}
private:
embb::base::Atomic<int> count_[Slices];
int test_count_;
ClockListener * listener_;
};
......@@ -207,6 +229,7 @@ class Inputs<Slices, T1, T2, T3, T4, embb::base::internal::Nil>
Inputs() {
for (int ii = 0; ii < Slices; ii++)
count_[ii] = 4;
test_count_ = 4;
}
void SetListener(ClockListener * listener) {
listener_ = listener;
......@@ -246,8 +269,14 @@ class Inputs<Slices, T1, T2, T3, T4, embb::base::internal::Nil>
listener_->OnClock(clock);
}
}
virtual void OnInit(InitData * init_data) {
if (--test_count_ == 0) {
listener_->OnInit(init_data);
}
}
private:
embb::base::Atomic<int> count_[Slices];
int test_count_;
ClockListener * listener_;
};
......@@ -261,6 +290,7 @@ class Inputs
Inputs() {
for (int ii = 0; ii < Slices; ii++)
count_[ii] = 5;
test_count_ = 5;
}
void SetListener(ClockListener * listener) {
listener_ = listener;
......@@ -304,8 +334,14 @@ class Inputs
listener_->OnClock(clock);
}
}
virtual void OnInit(InitData * init_data) {
if (--test_count_ == 0) {
listener_->OnInit(init_data);
}
}
private:
embb::base::Atomic<int> count_[Slices];
int test_count_;
ClockListener * listener_;
};
......
......@@ -30,6 +30,7 @@
#include <cstddef>
#include <embb/base/exceptions.h>
#include <embb/dataflow/internal/scheduler.h>
#include <embb/dataflow/internal/clock_listener.h>
namespace embb {
namespace dataflow {
......@@ -46,12 +47,13 @@ class Node {
EMBB_THROW(embb::base::ErrorException,
"Nodes are started implicitly.");
}
void SetScheduler(Scheduler * sched) { sched_ = sched; }
virtual void Init(InitData * init_data) = 0;
protected:
Scheduler * sched_;
static int next_process_id_;
void SetScheduler(Scheduler * sched) { sched_ = sched; }
static int GetNextProcessID() { return next_process_id_++; }
};
......
......@@ -35,6 +35,8 @@ namespace embb {
namespace dataflow {
namespace internal {
class Scheduler;
template <typename Type, int Slices>
class Out {
public:
......@@ -50,6 +52,12 @@ class Out {
}
}
void SendInit(InitData * init_data) {
for (size_t ii = 0; ii < targets_.size(); ii++) {
targets_[ii]->ReceiveInit(init_data);
}
}
void Connect(InType & input) {
if (input.IsConnected()) {
EMBB_THROW(embb::base::ErrorException,
......
......@@ -78,6 +78,11 @@ class Process< Slices, Serial, Inputs<Slices, I1, I2, I3, I4, I5>,
executor_.Execute(clock, inputs_, outputs_);
}
virtual void Init(InitData * init_data) {
SetScheduler(init_data->sched);
executor_.Init(init_data, outputs_);
}
InputsType & GetInputs() {
return inputs_;
}
......@@ -142,6 +147,10 @@ class Process< Slices, Serial, Inputs<Slices, I1, I2, I3, I4, I5>,
}
}
virtual void OnInit(InitData * init_data) {
Init(init_data);
}
private:
InputsType inputs_;
OutputsType outputs_;
......
......@@ -62,6 +62,10 @@ class ProcessExecutor< Inputs<Slices, I1>, Outputs<Slices, O1> > {
}
}
void Init(InitData * init_data, Outputs<Slices, O1> & outputs) {
outputs.template Get<0>().SendInit(init_data);
}
private:
FunctionType function_;
};
......@@ -91,6 +95,11 @@ class ProcessExecutor< Inputs<Slices, I1>, Outputs<Slices, O1, O2> > {
}
}
void Init(InitData * init_data, Outputs<Slices, O1, O2> & outputs) {
outputs.template Get<0>().SendInit(init_data);
outputs.template Get<1>().SendInit(init_data);
}
private:
FunctionType function_;
};
......@@ -124,6 +133,12 @@ class ProcessExecutor< Inputs<Slices, I1>, Outputs<Slices, O1, O2, O3> > {
}
}
void Init(InitData * init_data, Outputs<Slices, O1, O2, O3> & outputs) {
outputs.template Get<0>().SendInit(init_data);
outputs.template Get<1>().SendInit(init_data);
outputs.template Get<2>().SendInit(init_data);
}
private:
FunctionType function_;
};
......@@ -161,6 +176,13 @@ class ProcessExecutor< Inputs<Slices, I1>, Outputs<Slices, O1, O2, O3, O4> > {
}
}
void Init(InitData * init_data, Outputs<Slices, O1, O2, O3, O4> & outputs) {
outputs.template Get<0>().SendInit(init_data);
outputs.template Get<1>().SendInit(init_data);
outputs.template Get<2>().SendInit(init_data);
outputs.template Get<3>().SendInit(init_data);
}
private:
FunctionType function_;
};
......@@ -189,6 +211,10 @@ class ProcessExecutor< Inputs<Slices, I1, I2>, Outputs<Slices, O1> > {
}
}
void Init(InitData * init_data, Outputs<Slices, O1> & outputs) {
outputs.template Get<0>().SendInit(init_data);
}
private:
FunctionType function_;
};
......@@ -220,6 +246,11 @@ class ProcessExecutor< Inputs<Slices, I1, I2>, Outputs<Slices, O1, O2> > {
}
}
void Init(InitData * init_data, Outputs<Slices, O1, O2> & outputs) {
outputs.template Get<0>().SendInit(init_data);
outputs.template Get<1>().SendInit(init_data);
}
private:
FunctionType function_;
};
......@@ -255,6 +286,12 @@ class ProcessExecutor< Inputs<Slices, I1, I2>, Outputs<Slices, O1, O2, O3> > {
}
}
void Init(InitData * init_data, Outputs<Slices, O1, O2, O3> & outputs) {
outputs.template Get<0>().SendInit(init_data);
outputs.template Get<1>().SendInit(init_data);
outputs.template Get<2>().SendInit(init_data);
}
private:
FunctionType function_;
};
......@@ -284,6 +321,10 @@ class ProcessExecutor< Inputs<Slices, I1, I2, I3>, Outputs<Slices, O1> > {
}
}
void Init(InitData * init_data, Outputs<Slices, O1> & outputs) {
outputs.template Get<0>().SendInit(init_data);
}
private:
FunctionType function_;
};
......@@ -317,6 +358,11 @@ class ProcessExecutor< Inputs<Slices, I1, I2, I3>, Outputs<Slices, O1, O2> > {
}
}
void Init(InitData * init_data, Outputs<Slices, O1, O2> & outputs) {
outputs.template Get<0>().SendInit(init_data);
outputs.template Get<1>().SendInit(init_data);
}
private:
FunctionType function_;
};
......@@ -348,6 +394,10 @@ class ProcessExecutor< Inputs<Slices, I1, I2, I3, I4>, Outputs<Slices, O1> > {
}
}
void Init(InitData * init_data, Outputs<Slices, O1> & outputs) {
outputs.template Get<0>().SendInit(init_data);
}
private:
FunctionType function_;
};
......
......@@ -81,6 +81,11 @@ class Select
}
}
virtual void Init(InitData * init_data) {
SetScheduler(init_data->sched);
GetOutput<0>().SendInit(init_data);
}
InputsType & GetInputs() {
return inputs_;
}
......@@ -112,6 +117,10 @@ class Select
Run(clock);
}
virtual void OnInit(InitData * init_data) {
Init(init_data);
}
private:
InputsType inputs_;
OutputsType outputs_;
......
......@@ -72,6 +72,12 @@ class Sink< Slices, Inputs<Slices, I1, I2, I3, I4, I5> >
listener_->OnClock(clock);
}
virtual void Init(InitData * init_data) {
SetListener(init_data->sink_listener);
SetScheduler(init_data->sched);
listener_->OnInit(init_data);
}
InputsType & GetInputs() {
return inputs_;
}
......@@ -115,6 +121,10 @@ class Sink< Slices, Inputs<Slices, I1, I2, I3, I4, I5> >
}
}
virtual void OnInit(InitData * init_data) {
Init(init_data);
}
private:
InputsType inputs_;
ExecutorType executor_;
......
......@@ -59,6 +59,11 @@ class Source< Slices, Outputs<Slices, O1, O2, O3, O4, O5> >
not_done_ = executor_.Execute(clock, outputs_);
}
virtual void Init(InitData * init_data) {
SetScheduler(init_data->sched);
executor_.Init(init_data, outputs_);
}
virtual bool Start(int clock) {
if (not_done_) {
Run(clock);
......
......@@ -36,6 +36,8 @@ namespace embb {
namespace dataflow {
namespace internal {
class Scheduler;
template <class OUTPUTS>
class SourceExecutor;
......@@ -55,6 +57,10 @@ class SourceExecutor< Outputs<Slices, O1> > {
return result;
}
void Init(InitData * init_data, Outputs<Slices, O1> & outputs) {
outputs.template Get<0>().SendInit(init_data);
}
private:
FunctionType function_;
};
......@@ -77,6 +83,11 @@ class SourceExecutor< Outputs<Slices, O1, O2> > {
return result;
}
void Init(InitData * init_data, Outputs<Slices, O1, O2> & outputs) {
outputs.template Get<0>().SendInit(init_data);
outputs.template Get<1>().SendInit(init_data);
}
private:
FunctionType function_;
};
......@@ -101,6 +112,12 @@ class SourceExecutor< Outputs<Slices, O1, O2, O3> > {
return result;
}
void Init(InitData * init_data, Outputs<Slices, O1, O2, O3> & outputs) {
outputs.template Get<0>().SendInit(init_data);
outputs.template Get<1>().SendInit(init_data);
outputs.template Get<2>().SendInit(init_data);
}
private:
FunctionType function_;
};
......@@ -127,6 +144,13 @@ class SourceExecutor< Outputs<Slices, O1, O2, O3, O4> > {
return result;
}
void Init(InitData * init_data, Outputs<Slices, O1, O2, O3, O4> & outputs) {
outputs.template Get<0>().SendInit(init_data);
outputs.template Get<1>().SendInit(init_data);
outputs.template Get<2>().SendInit(init_data);
outputs.template Get<3>().SendInit(init_data);
}
private:
FunctionType function_;
};
......@@ -156,6 +180,15 @@ class SourceExecutor< Outputs<Slices, O1, O2, O3, O4, O5> > {
return result;
}
void Init(
InitData * init_data, Outputs<Slices, O1, O2, O3, O4, O5> & outputs) {
outputs.template Get<0>().SendInit(init_data);
outputs.template Get<1>().SendInit(init_data);
outputs.template Get<2>().SendInit(init_data);
outputs.template Get<3>().SendInit(init_data);
outputs.template Get<4>().SendInit(init_data);
}
private:
FunctionType function_;
};
......
......@@ -78,6 +78,12 @@ class Switch
}
}
virtual void Init(InitData * init_data) {
SetScheduler(init_data->sched);
GetOutput<0>().SendInit(init_data);
GetOutput<1>().SendInit(init_data);
}
InputsType & GetInputs() {
return inputs_;
}
......@@ -109,6 +115,10 @@ class Switch
Run(clock);
}
virtual void OnInit(InitData * init_data) {
Init(init_data);
}
private:
InputsType inputs_;
OutputsType outputs_;
......
......@@ -246,13 +246,6 @@ class Network {
};
/**
* Adds a new serial process to the network.
* \param proc The process to add.
*/
template <class Inputs, class Outputs>
void Add(SerialProcess<Inputs, Outputs> & proc);
/**
* Generic parallel process template.
*
* Implements a generic parallel process in the network that may have one to
......@@ -334,13 +327,6 @@ class Network {
};
/**
* Adds a new parallel process to the network.
* \param proc The process to add.
*/
template <class Inputs, class Outputs>
void Add(ParallelProcess<Inputs, Outputs> & proc);
/**
* Switch process template.
*
* A switch has 2 inputs and 2 outputs. Input port 0 is of type boolean and
......@@ -412,13 +398,6 @@ class Network {
};
/**
* Adds a new switch process to the network.
* \param sw The switch process to add.
*/
template <typename Type>
void Add(Switch<Type> & sw);
/**
* Select process template.
*
* A select has 3 inputs and 1 output. Input port 0 is of type boolean and
......@@ -490,13 +469,6 @@ class Network {
};
/**
* Adds a new select process to the network.
* \param sel The select process to add.
*/
template <typename Type>
void Add(Select<Type> & sel);
/**
* Sink process template.
*
* A sink marks the end of a particular processing chain. It can have one to
......@@ -557,13 +529,6 @@ class Network {
};
/**
* Adds a new sink process to the network.
* \param sink The sink process to add.
*/
template<typename I1, typename I2, typename I3, typename I4, typename I5>
void Add(Sink<I1, I2, I3, I4, I5> & sink);
/**
* Source process template.
*
* A source marks the start of a processing chain. It can have one to five
......@@ -635,7 +600,7 @@ class Network {
* \param source The source process to add.
*/
template<typename O1, typename O2, typename O3, typename O4, typename O5>
void Add(Source<O1, O2, O3, O4, O5> & source);
void AddSource(Source<O1, O2, O3, O4, O5> & source);
/**
* Constant source process template.
......@@ -694,7 +659,7 @@ class Network {
* \param source The constant source process to add.
*/
template<typename Type>
void Add(ConstantSource<Type> & source);
void AddSource(ConstantSource<Type> & source);
/**
* Executes the network until one of the the sources returns \c false.
......@@ -748,11 +713,6 @@ class Network : public internal::ClockListener {
}
};
template <class Inputs, class Outputs>
void Add(SerialProcess<Inputs, Outputs> & proc) {
processes_.push_back(&proc);
}
template <class Inputs, class Outputs> class ParallelProcess;
template <
......@@ -776,31 +736,16 @@ class Network : public internal::ClockListener {
}
};
template <class Inputs, class Outputs>
void Add(ParallelProcess<Inputs, Outputs> & proc) {
processes_.push_back(&proc);
}
template<typename Type>
class Switch : public internal::Switch<Slices, Type> {
public:
};
template <typename Type>
void Add(Switch<Type> & sw) {
processes_.push_back(&sw);
}
template<typename Type>
class Select : public internal::Select<Slices, Type> {
public:
};
template <typename Type>
void Add(Select<Type> & sel) {
processes_.push_back(&sel);
}
template<typename I1, typename I2 = embb::base::internal::Nil,
typename I3 = embb::base::internal::Nil,
typename I4 = embb::base::internal::Nil,
......@@ -818,12 +763,6 @@ class Network : public internal::ClockListener {
}
};
template<typename I1, typename I2, typename I3, typename I4, typename I5>
void Add(Sink<I1, I2, I3, I4, I5> & sink) {
sink.SetListener(this);
sinks_.push_back(&sink);
}
template<typename O1, typename O2 = embb::base::internal::Nil,
typename O3 = embb::base::internal::Nil,
typename O4 = embb::base::internal::Nil,
......@@ -843,7 +782,7 @@ class Network : public internal::ClockListener {
};
template<typename O1, typename O2, typename O3, typename O4, typename O5>
void Add(Source<O1, O2, O3, O4, O5> & source) {
void AddSource(Source<O1, O2, O3, O4, O5> & source) {
sources_.push_back(&source);
}
......@@ -857,7 +796,7 @@ class Network : public internal::ClockListener {
};
template<typename Type>
void Add(ConstantSource<Type> & source) {
void AddSource(ConstantSource<Type> & source) {
sources_.push_back(&source);
}
......@@ -866,19 +805,20 @@ class Network : public internal::ClockListener {
internal::SchedulerMTAPI<Slices> sched_mtapi;
internal::Scheduler * sched = &sched_mtapi;
internal::InitData init_data;
init_data.sched = sched;
init_data.sink_listener = this;
sink_count_ = 0;
for (size_t it = 0; it < sources_.size(); it++)
sources_[it]->SetScheduler(sched);
for (size_t it = 0; it < processes_.size(); it++)
processes_[it]->SetScheduler(sched);
for (size_t it = 0; it < sinks_.size(); it++)
sinks_[it]->SetScheduler(sched);
sources_[it]->Init(&init_data);
for (int ii = 0; ii < Slices; ii++) sink_count_[ii] = 0;
for (int ii = 0; ii < Slices; ii++) sink_counter_[ii] = 0;
int clock = 0;
while (clock >= 0) {
const int idx = clock % Slices;
while (sink_count_[idx] > 0) embb::base::Thread::CurrentYield();
while (sink_counter_[idx] > 0) embb::base::Thread::CurrentYield();
sched->WaitForSlice(idx);
if (!SpawnClock(clock))
break;
......@@ -889,7 +829,7 @@ class Network : public internal::ClockListener {
if (ii < 0) ii = 0;
for (; ii < clock; ii++) {
const int idx = ii % Slices;
while (sink_count_[idx] > 0) embb::base::Thread::CurrentYield();
while (sink_counter_[idx] > 0) embb::base::Thread::CurrentYield();
sched->WaitForSlice(idx);
}
}
......@@ -902,17 +842,28 @@ class Network : public internal::ClockListener {
*/
virtual void OnClock(int clock) {
const int idx = clock % Slices;
const int cnt = --sink_count_[idx];
const int cnt = --sink_counter_[idx];
if (cnt < 0)
EMBB_THROW(embb::base::ErrorException,
"More sinks than expected signaled reception of given clock.")
}
/**
* Internal.
* \internal
* Gets called when an init token has reached all sinks.
*/
virtual void OnInit(internal::InitData * /*sched*/) {
sink_count_++;
}
private:
std::vector<internal::Node*> processes_;
std::vector<internal::Node*> sources_;
std::vector<internal::Node*> sinks_;
embb::base::Atomic<int> sink_count_[Slices];
embb::base::Atomic<int> sink_counter_[Slices];
int sink_count_;
#if EMBB_DATAFLOW_TRACE_SIGNAL_HISTORY
std::vector<int> spawn_history_[Slices];
#endif
......@@ -923,7 +874,7 @@ class Network : public internal::ClockListener {
#if EMBB_DATAFLOW_TRACE_SIGNAL_HISTORY
spawn_history_[idx].push_back(clock);
#endif
sink_count_[idx] = static_cast<int>(sinks_.size());
sink_counter_[idx] = sink_count_;
for (size_t kk = 0; kk < sources_.size(); kk++) {
result &= sources_[kk]->Start(clock);
}
......
......@@ -186,17 +186,8 @@ void SimpleTest::TestBasic() {
sel.GetOutput<0>() >> sink.GetInput<0>();
network.Add(constant);
network.Add(source);
network.Add(filter);
network.Add(mult);
network.Add(pred);
network.Add(sw);
network.Add(sel);
network.Add(sink);
network.AddSource(constant);
network.AddSource(source);
network();
......
nw.Add(read);
nw.Add(replace);
nw.Add(write);
nw.AddSource(read);
......@@ -14,7 +14,7 @@
source4(
embb::base::MakeFunction(producer4, &Producer<int>::Run) );
nw.Add(source1);
nw.Add(source2);
nw.Add(source3);
nw.Add(source4);
nw.AddSource(source1);
nw.AddSource(source2);
nw.AddSource(source3);
nw.AddSource(source4);
......@@ -60,19 +60,11 @@ void RunDataflowNonLinear() {
process4( embb::base::MakeFunction(comparator, &Comparator<int>::Run) ),
process5( embb::base::MakeFunction(comparator, &Comparator<int>::Run) );
nw.Add(process1);
nw.Add(process2);
nw.Add(process3);
nw.Add(process4);
nw.Add(process5);
Consumer<int> consumer;
Network::Sink<int, int, int, int>
sink1(embb::base::MakeFunction(consumer, &Consumer<int>::Run));
nw.Add(sink1);
source1.GetOutput<0>() >> process1.GetInput<0>();
source2.GetOutput<0>() >> process2.GetInput<0>();
source3.GetOutput<0>() >> process1.GetInput<1>();
......
......@@ -142,7 +142,7 @@ is used to construct the sink:
\emph{\textbf{Note:} If you parallelize your own application using \embb and your compiler emits a lengthy error message containing lots of templates, it is very likely that for at least one process, the ports and their directions do not match the signature of the given function.}
The network needs to know about the processes declared above, so we add them to our network:
The network needs to know about the source declared above, so we add it to our network:
%
\\\inputlisting{../examples/dataflow/dataflow_add-snippet.h}
%
......@@ -303,11 +303,11 @@ The class-based approach has several advantages besides the use of templates: Fi
Each instance of the class \lstinline|Network| maintains a list of source processes that belong to the network.
% When you create a source process using \lstinline|MakeSource|, it is automatically added to this list. Otherwise, you must explicitly add it by a call to \lstinline|Add|. For example, if we want to feed our sorting network \lstinline|nw| with streams of integer values, we may write:
You must explicitly add all processes to the network by a call to \lstinline|Add|. For example, if we want to feed our sorting network \lstinline|nw| with four streams of integer values, we may write:
You must explicitly add all sources to the network by a call to \lstinline|AddSource|. For example, if we want to feed our sorting network \lstinline|nw| with four streams of integer values, we may write:
%
\\\inputlisting{../examples/dataflow/dataflow_declare_add_sources-snippet.h}
%
%This is only necessary for source processes. All other processes are automatically found via a depth-first search starting from the source processes.
This is only necessary for source processes. All other processes are automatically found via a depth-first search starting from the source processes.
The code for the comparators looks like this:
%
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