AvalancheSchedulerSvc.cpp

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/***********************************************************************************\
* (c) Copyright 1998-2024 CERN for the benefit of the LHCb and ATLAS collaborations *
*                                                                                   *
* This software is distributed under the terms of the Apache version 2 licence,     *
* copied verbatim in the file "LICENSE".                                            *
*                                                                                   *
* In applying this licence, CERN does not waive the privileges and immunities       *
* granted to it by virtue of its status as an Intergovernmental Organization        *
* or submit itself to any jurisdiction.                                             *
\***********************************************************************************/
#include "AvalancheSchedulerSvc.h"
#include "AlgTask.h"
#include "FiberManager.h"
#include "ThreadPoolSvc.h"
 
// Framework includes
#include <Gaudi/Algorithm.h> // can be removed ASA dynamic casts to Algorithm are removed
#include <GaudiKernel/ConcurrencyFlags.h>
#include <GaudiKernel/DataHandleHolderVisitor.h>
#include <GaudiKernel/IAlgorithm.h>
#include <GaudiKernel/IDataManagerSvc.h>
#include <GaudiKernel/SerializeSTL.h>
#include <GaudiKernel/ThreadLocalContext.h>
 
// C++
#include <algorithm>
#include <fstream>
#include <map>
#include <queue>
#include <regex>
#include <semaphore>
#include <sstream>
#include <string_view>
#include <thread>
#include <unordered_set>
 
// External libs
#include <boost/algorithm/string.hpp>
#include <boost/thread.hpp>
#include <boost/tokenizer.hpp>
 
// Instantiation of a static factory class used by clients to create instances of this service
DECLARE_COMPONENT( AvalancheSchedulerSvc )
 
#define ON_DEBUG if ( msgLevel( MSG::DEBUG ) )
#define ON_VERBOSE if ( msgLevel( MSG::VERBOSE ) )
 
namespace {
  struct DataObjIDSorter {
    bool operator()( const DataObjID* a, const DataObjID* b ) { return a->fullKey() < b->fullKey(); }
  };
 
  // Sort a DataObjIDColl in a well-defined, reproducible manner.
  // Used for making debugging dumps.
  std::vector<const DataObjID*> sortedDataObjIDColl( const DataObjIDColl& coll ) {
    std::vector<const DataObjID*> v;
    v.reserve( coll.size() );
    for ( const DataObjID& id : coll ) v.push_back( &id );
    std::sort( v.begin(), v.end(), DataObjIDSorter() );
    return v;
  }
 
  bool subSlotAlgsInStates( const EventSlot& slot, std::initializer_list<AlgsExecutionStates::State> testStates ) {
    return std::any_of( slot.allSubSlots.begin(), slot.allSubSlots.end(),
                        [testStates]( const EventSlot& ss ) { return ss.algsStates.containsAny( testStates ); } );
  }
} // namespace
 
//---------------------------------------------------------------------------
 
StatusCode AvalancheSchedulerSvc::initialize() {
 
  // Initialise mother class (read properties, ...)
  StatusCode sc( Service::initialize() );
  if ( sc.isFailure() ) warning() << "Base class could not be initialized" << endmsg;
 
  // Get hold of the TBBSvc. This should initialize the thread pool
  m_threadPoolSvc = serviceLocator()->service( "ThreadPoolSvc" );
  if ( !m_threadPoolSvc.isValid() ) {
    fatal() << "Error retrieving ThreadPoolSvc" << endmsg;
    return StatusCode::FAILURE;
  }
  auto castTPS = dynamic_cast<ThreadPoolSvc*>( m_threadPoolSvc.get() );
  if ( !castTPS ) {
    fatal() << "Cannot cast ThreadPoolSvc" << endmsg;
    return StatusCode::FAILURE;
  }
  m_arena = castTPS->getArena();
  if ( !m_arena ) {
    fatal() << "Cannot find valid TBB task_arena" << endmsg;
    return StatusCode::FAILURE;
  }
 
  // Activate the scheduler in another thread.
  info() << "Activating scheduler in a separate thread" << endmsg;
  std::binary_semaphore fiber_manager_initalized{ 0 };
  m_thread = std::thread( [this, &fiber_manager_initalized]() {
    // Initialize FiberManager
    this->m_fiberManager = std::make_unique<FiberManager>( this->m_numOffloadThreads.value() );
    fiber_manager_initalized.release();
    this->activate();
  } );
  // Wait for initialization to complete
  fiber_manager_initalized.acquire();
 
  while ( m_isActive != ACTIVE ) {
    if ( m_isActive == FAILURE ) {
      fatal() << "Terminating initialization" << endmsg;
      return StatusCode::FAILURE;
    } else {
      ON_DEBUG debug() << "Waiting for AvalancheSchedulerSvc to activate" << endmsg;
      sleep( 1 );
    }
  }
 
  if ( m_enableCondSvc ) {
    // Get hold of the CondSvc
    m_condSvc = serviceLocator()->service( "CondSvc" );
    if ( !m_condSvc.isValid() ) {
      warning() << "No CondSvc found, or not enabled. "
                << "Will not manage CondAlgorithms" << endmsg;
      m_enableCondSvc = false;
    }
  }
 
  // Get the algo resource pool
  m_algResourcePool = serviceLocator()->service( "AlgResourcePool" );
  if ( !m_algResourcePool.isValid() ) {
    fatal() << "Error retrieving AlgoResourcePool" << endmsg;
    return StatusCode::FAILURE;
  }
 
  m_algExecStateSvc = serviceLocator()->service( "AlgExecStateSvc" );
  if ( !m_algExecStateSvc.isValid() ) {
    fatal() << "Error retrieving AlgExecStateSvc" << endmsg;
    return StatusCode::FAILURE;
  }
 
  // Get Whiteboard
  m_whiteboard = serviceLocator()->service( m_whiteboardSvcName );
  if ( !m_whiteboard.isValid() ) {
    fatal() << "Error retrieving EventDataSvc interface IHiveWhiteBoard." << endmsg;
    return StatusCode::FAILURE;
  }
 
  // Set the MaxEventsInFlight parameters from the number of WB stores
  m_maxEventsInFlight = m_whiteboard->getNumberOfStores();
 
  // Set the number of free slots
  m_freeSlots = m_maxEventsInFlight;
 
  // Get the list of algorithms
  const std::list<IAlgorithm*>& algos      = m_algResourcePool->getFlatAlgList();
  const unsigned int            algsNumber = algos.size();
  if ( algsNumber != 0 ) {
    info() << "Found " << algsNumber << " algorithms" << endmsg;
  } else {
    error() << "No algorithms found" << endmsg;
    return StatusCode::FAILURE;
  }
 
  /* Dependencies
   1) Look for handles in algo, if none
   2) Assume none are required
  */
 
  DataObjIDColl globalInp, globalOutp;
 
  // figure out all outputs
  std::map<std::string, DataObjIDColl> algosOutputDependenciesMap;
  for ( IAlgorithm* ialgoPtr : algos ) {
    Gaudi::Algorithm* algoPtr = dynamic_cast<Gaudi::Algorithm*>( ialgoPtr );
    if ( !algoPtr ) {
      fatal() << "Could not convert IAlgorithm into Gaudi::Algorithm: this will result in a crash." << endmsg;
      return StatusCode::FAILURE;
    }
 
    DataObjIDColl algoOutputs;
    for ( auto id : algoPtr->outputDataObjs() ) {
      globalOutp.insert( id );
      algoOutputs.insert( id );
    }
    algosOutputDependenciesMap[algoPtr->name()] = algoOutputs;
  }
 
  std::ostringstream ostdd;
  ostdd << "Data Dependencies for Algorithms:";
 
  std::map<std::string, DataObjIDColl> algosInputDependenciesMap;
  for ( IAlgorithm* ialgoPtr : algos ) {
    Gaudi::Algorithm* algoPtr = dynamic_cast<Gaudi::Algorithm*>( ialgoPtr );
    if ( nullptr == algoPtr ) {
      fatal() << "Could not convert IAlgorithm into Gaudi::Algorithm for " << ialgoPtr->name()
              << ": this will result in a crash." << endmsg;
      return StatusCode::FAILURE;
    }
 
    DataObjIDColl i1, i2;
    DHHVisitor    avis( i1, i2 );
    algoPtr->acceptDHVisitor( &avis );
 
    ostdd << "\n  " << algoPtr->name();
 
    auto write_owners = [&avis, &ostdd]( const DataObjID& id ) {
      auto owners = avis.owners_names_of( id );
      if ( !owners.empty() ) { GaudiUtils::operator<<( ostdd << ' ', owners ); }
    };
 
    DataObjIDColl algoDependencies;
    if ( !algoPtr->inputDataObjs().empty() || !algoPtr->outputDataObjs().empty() ) {
      for ( const DataObjID* idp : sortedDataObjIDColl( algoPtr->inputDataObjs() ) ) {
        DataObjID id = *idp;
        ostdd << "\n    o INPUT  " << id;
        write_owners( id );
        algoDependencies.insert( id );
        globalInp.insert( id );
      }
      for ( const DataObjID* id : sortedDataObjIDColl( algoPtr->outputDataObjs() ) ) {
        ostdd << "\n    o OUTPUT " << *id;
        write_owners( *id );
        if ( id->key().find( ":" ) != std::string::npos ) {
          error() << " in Alg " << algoPtr->name() << " alternatives are NOT allowed for outputs! id: " << *id
                  << endmsg;
          m_showDataDeps = true;
        }
      }
    } else {
      ostdd << "\n      none";
    }
    algosInputDependenciesMap[algoPtr->name()] = algoDependencies;
  }
 
  if ( m_showDataDeps ) { info() << ostdd.str() << endmsg; }
 
  // If requested, dump a graph of the data dependencies in a .dot or .md file
  if ( not m_dataDepsGraphFile.empty() ) {
    if ( dumpGraphFile( algosInputDependenciesMap, algosOutputDependenciesMap ).isFailure() ) {
      return StatusCode::FAILURE;
    }
  }
 
  // Check if we have unmet global input dependencies, and, optionally, heal them
  // WARNING: this step must be done BEFORE the Precedence Service is initialized
  DataObjIDColl unmetDepInp, unusedOutp;
  if ( m_checkDeps || m_checkOutput ) {
    std::set<std::string> requiredInputKeys;
    for ( auto o : globalInp ) {
      // track aliases
      // (assuming there should be no items with different class and same key corresponding to different objects)
      requiredInputKeys.insert( o.key() );
      if ( globalOutp.find( o ) == globalOutp.end() ) unmetDepInp.insert( o );
    }
    if ( m_checkOutput ) {
      for ( auto o : globalOutp ) {
        if ( globalInp.find( o ) == globalInp.end() && requiredInputKeys.find( o.key() ) == requiredInputKeys.end() ) {
          // check ignores
          bool ignored{};
          for ( const std::string& algoName : m_checkOutputIgnoreList ) {
            auto it = algosOutputDependenciesMap.find( algoName );
            if ( it != algosOutputDependenciesMap.end() ) {
              if ( it->second.find( o ) != it->second.end() ) {
                ignored = true;
                break;
              }
            }
          }
          if ( !ignored ) { unusedOutp.insert( o ); }
        }
      }
    }
  }
 
  if ( m_checkDeps ) {
    if ( unmetDepInp.size() > 0 ) {
 
      auto printUnmet = [&]( auto msg ) {
        for ( const DataObjID* o : sortedDataObjIDColl( unmetDepInp ) ) {
          msg << "   o " << *o << "    required by Algorithm: " << endmsg;
 
          for ( const auto& p : algosInputDependenciesMap )
            if ( p.second.find( *o ) != p.second.end() ) msg << "       * " << p.first << endmsg;
        }
      };
 
      if ( !m_useDataLoader.empty() ) {
 
        // Find the DataLoader Alg
        IAlgorithm* dataLoaderAlg( nullptr );
        for ( IAlgorithm* algo : algos )
          if ( m_useDataLoader == algo->name() ) {
            dataLoaderAlg = algo;
            break;
          }
 
        if ( dataLoaderAlg == nullptr ) {
          fatal() << "No DataLoader Algorithm \"" << m_useDataLoader.value()
                  << "\" found, and unmet INPUT dependencies "
                  << "detected:" << endmsg;
          printUnmet( fatal() );
          return StatusCode::FAILURE;
        }
 
        info() << "Will attribute the following unmet INPUT dependencies to \"" << dataLoaderAlg->type() << "/"
               << dataLoaderAlg->name() << "\" Algorithm" << endmsg;
        printUnmet( info() );
 
        // Set the property Load of DataLoader Alg
        Gaudi::Algorithm* dataAlg = dynamic_cast<Gaudi::Algorithm*>( dataLoaderAlg );
        if ( !dataAlg ) {
          fatal() << "Unable to dcast DataLoader \"" << m_useDataLoader.value() << "\" IAlg to Gaudi::Algorithm"
                  << endmsg;
          return StatusCode::FAILURE;
        }
 
        for ( auto& id : unmetDepInp ) {
          ON_DEBUG debug() << "adding OUTPUT dep \"" << id << "\" to " << dataLoaderAlg->type() << "/"
                           << dataLoaderAlg->name() << endmsg;
          dataAlg->addDependency( id, Gaudi::DataHandle::Writer );
        }
 
      } else {
        fatal() << "Auto DataLoading not requested, "
                << "and the following unmet INPUT dependencies were found:" << endmsg;
        printUnmet( fatal() );
        return StatusCode::FAILURE;
      }
 
    } else {
      info() << "No unmet INPUT data dependencies were found" << endmsg;
    }
  }
 
  if ( m_checkOutput ) {
    if ( unusedOutp.size() > 0 ) {
 
      auto printUnusedOutp = [&]( auto msg ) {
        for ( const DataObjID* o : sortedDataObjIDColl( unusedOutp ) ) {
          msg << "   o " << *o << "    produced by Algorithm: " << endmsg;
 
          for ( const auto& p : algosOutputDependenciesMap )
            if ( p.second.find( *o ) != p.second.end() ) msg << "       * " << p.first << endmsg;
        }
      };
 
      fatal() << "The following unused OUTPUT items were found:" << endmsg;
      printUnusedOutp( fatal() );
      return StatusCode::FAILURE;
    } else {
      info() << "No unused OUTPUT items were found" << endmsg;
    }
  }
 
  // Get the precedence service
  m_precSvc = serviceLocator()->service( "PrecedenceSvc" );
  if ( !m_precSvc.isValid() ) {
    fatal() << "Error retrieving PrecedenceSvc" << endmsg;
    return StatusCode::FAILURE;
  }
  const PrecedenceSvc* precSvc = dynamic_cast<const PrecedenceSvc*>( m_precSvc.get() );
  if ( !precSvc ) {
    fatal() << "Unable to dcast PrecedenceSvc" << endmsg;
    return StatusCode::FAILURE;
  }
 
  // Fill the containers to convert algo names to index
  m_algname_vect.resize( algsNumber );
  for ( IAlgorithm* algo : algos ) {
    const std::string& name    = algo->name();
    auto               index   = precSvc->getRules()->getAlgorithmNode( name )->getAlgoIndex();
    m_algname_index_map[name]  = index;
    m_algname_vect.at( index ) = name;
  }
 
  // Shortcut for the message service
  SmartIF<IMessageSvc> messageSvc( serviceLocator() );
  if ( !messageSvc.isValid() ) error() << "Error retrieving MessageSvc interface IMessageSvc." << endmsg;
 
  m_eventSlots.reserve( m_maxEventsInFlight );
  for ( size_t i = 0; i < m_maxEventsInFlight; ++i ) {
    m_eventSlots.emplace_back( algsNumber, precSvc->getRules()->getControlFlowNodeCounter(), messageSvc );
    m_eventSlots.back().complete = true;
  }
 
  if ( m_threadPoolSize > 1 ) { m_maxAlgosInFlight = (size_t)m_threadPoolSize; }
 
  // Clearly inform about the level of concurrency
  info() << "Concurrency level information:" << endmsg;
  info() << " o Number of events in flight: " << m_maxEventsInFlight << endmsg;
  info() << " o TBB thread pool size: " << m_threadPoolSize << endmsg;
  info() << " o Fiber thread pool size: " << m_numOffloadThreads << endmsg;
 
  // Inform about task scheduling prescriptions
  info() << "Task scheduling settings:" << endmsg;
  info() << " o Avalanche generation mode: "
         << ( m_optimizationMode.empty() ? "disabled" : m_optimizationMode.toString() ) << endmsg;
  info() << " o Preemptive scheduling of CPU-blocking tasks: "
         << ( m_enablePreemptiveBlockingTasks
                  ? ( "enabled (max. " + std::to_string( m_maxBlockingAlgosInFlight ) + " concurrent tasks)" )
                  : "disabled" )
         << endmsg;
  info() << " o Scheduling of condition tasks: " << ( m_enableCondSvc ? "enabled" : "disabled" ) << endmsg;
 
  if ( m_showControlFlow ) m_precSvc->dumpControlFlow();
 
  if ( m_showDataFlow ) m_precSvc->dumpDataFlow();
 
  // Simulate execution flow
  if ( m_simulateExecution ) sc = m_precSvc->simulate( m_eventSlots[0] );
 
  return sc;
}
//---------------------------------------------------------------------------
 
StatusCode AvalancheSchedulerSvc::finalize() {
 
  StatusCode sc( Service::finalize() );
  if ( sc.isFailure() ) warning() << "Base class could not be finalized" << endmsg;
 
  sc = deactivate();
  if ( sc.isFailure() ) warning() << "Scheduler could not be deactivated" << endmsg;
 
  debug() << "Deleting FiberManager" << endmsg;
  m_fiberManager.reset();
 
  info() << "Joining Scheduler thread" << endmsg;
  m_thread.join();
 
  // Final error check after thread pool termination
  if ( m_isActive == FAILURE ) {
    error() << "problems in scheduler thread" << endmsg;
    return StatusCode::FAILURE;
  }
 
  return sc;
}
//---------------------------------------------------------------------------
 
void AvalancheSchedulerSvc::activate() {
 
  ON_DEBUG debug() << "AvalancheSchedulerSvc::activate()" << endmsg;
 
  if ( m_threadPoolSvc->initPool( m_threadPoolSize, m_maxParallelismExtra ).isFailure() ) {
    error() << "problems initializing ThreadPoolSvc" << endmsg;
    m_isActive = FAILURE;
    return;
  }
 
  // Wait for actions pushed into the queue by finishing tasks.
  action     thisAction;
  StatusCode sc( StatusCode::SUCCESS );
 
  m_isActive = ACTIVE;
 
  // Continue to wait if the scheduler is running or there is something to do
  ON_DEBUG debug() << "Start checking the actionsQueue" << endmsg;
  while ( m_isActive == ACTIVE || m_actionsQueue.size() != 0 ) {
    m_actionsQueue.pop( thisAction );
    sc = thisAction();
    ON_VERBOSE {
      if ( sc.isFailure() )
        verbose() << "Action did not succeed (which is not bad per se)." << endmsg;
      else
        verbose() << "Action succeeded." << endmsg;
    }
    else sc.ignore();
 
    // If all queued actions have been processed, update the slot states
    if ( m_needsUpdate.load() && m_actionsQueue.empty() ) {
      sc = iterate();
      ON_VERBOSE {
        if ( sc.isFailure() )
          verbose() << "Iteration did not succeed (which is not bad per se)." << endmsg;
        else
          verbose() << "Iteration succeeded." << endmsg;
      }
      else sc.ignore();
    }
  }
 
  ON_DEBUG debug() << "Terminating thread-pool resources" << endmsg;
  if ( m_threadPoolSvc->terminatePool().isFailure() ) {
    error() << "Problems terminating thread pool" << endmsg;
    m_isActive = FAILURE;
  }
}
 
//---------------------------------------------------------------------------
 
StatusCode AvalancheSchedulerSvc::deactivate() {
 
  if ( m_isActive == ACTIVE ) {
 
    // Set the number of slots available to an error code
    m_freeSlots.store( 0 );
 
    // Empty queue
    action thisAction;
    while ( m_actionsQueue.try_pop( thisAction ) ) {};
 
    // This would be the last action
    m_actionsQueue.push( [this]() -> StatusCode {
      ON_VERBOSE verbose() << "Deactivating scheduler" << endmsg;
      m_isActive = INACTIVE;
      return StatusCode::SUCCESS;
    } );
  }
 
  return StatusCode::SUCCESS;
}
 
//---------------------------------------------------------------------------
 
// EventSlot management
StatusCode AvalancheSchedulerSvc::pushNewEvent( EventContext* eventContext ) {
 
  if ( !eventContext ) {
    fatal() << "Event context is nullptr" << endmsg;
    return StatusCode::FAILURE;
  }
 
  if ( m_freeSlots.load() == 0 ) {
    ON_DEBUG debug() << "A free processing slot could not be found." << endmsg;
    return StatusCode::FAILURE;
  }
 
  // no problem as push new event is only called from one thread (event loop manager)
  --m_freeSlots;
 
  auto action = [this, eventContext]() -> StatusCode {
    // Event processing slot forced to be the same as the wb slot
    const unsigned int thisSlotNum = eventContext->slot();
    EventSlot&         thisSlot    = m_eventSlots[thisSlotNum];
    if ( !thisSlot.complete ) {
      fatal() << "The slot " << thisSlotNum << " is supposed to be a finished event but it's not" << endmsg;
      return StatusCode::FAILURE;
    }
 
    ON_DEBUG debug() << "Executing event " << eventContext->evt() << " on slot " << thisSlotNum << endmsg;
    thisSlot.reset( eventContext );
 
    // Result status code:
    StatusCode result = StatusCode::SUCCESS;
 
    // promote to CR and DR the initial set of algorithms
    Cause cs = { Cause::source::Root, "RootDecisionHub" };
    if ( m_precSvc->iterate( thisSlot, cs ).isFailure() ) {
      error() << "Failed to call IPrecedenceSvc::iterate for slot " << thisSlotNum << endmsg;
      result = StatusCode::FAILURE;
    }
 
    if ( this->iterate().isFailure() ) {
      error() << "Failed to call AvalancheSchedulerSvc::updateStates for slot " << thisSlotNum << endmsg;
      result = StatusCode::FAILURE;
    }
 
    return result;
  }; // end of lambda
 
  // Kick off scheduling
  ON_VERBOSE {
    verbose() << "Pushing the action to update the scheduler for slot " << eventContext->slot() << endmsg;
    verbose() << "Free slots available " << m_freeSlots.load() << endmsg;
  }
 
  m_actionsQueue.push( action );
 
  return StatusCode::SUCCESS;
}
 
//---------------------------------------------------------------------------
 
StatusCode AvalancheSchedulerSvc::pushNewEvents( std::vector<EventContext*>& eventContexts ) {
  StatusCode sc;
  for ( auto context : eventContexts ) {
    sc = pushNewEvent( context );
    if ( sc != StatusCode::SUCCESS ) return sc;
  }
  return sc;
}
 
//---------------------------------------------------------------------------
 
unsigned int AvalancheSchedulerSvc::freeSlots() { return std::max( m_freeSlots.load(), 0 ); }
 
//---------------------------------------------------------------------------
 
void AvalancheSchedulerSvc::dumpState() { dumpSchedulerState( -1 ); }
 
//---------------------------------------------------------------------------
StatusCode AvalancheSchedulerSvc::popFinishedEvent( EventContext*& eventContext ) {
 
  // ON_DEBUG debug() << "popFinishedEvent: queue size: " << m_finishedEvents.size() << endmsg;
  if ( m_freeSlots.load() == (int)m_maxEventsInFlight || m_isActive == INACTIVE ) {
    // ON_DEBUG debug() << "freeslots: " << m_freeSlots << "/" << m_maxEventsInFlight
    //      << " active: " << m_isActive << endmsg;
    return StatusCode::FAILURE;
  } else {
    // ON_DEBUG debug() << "freeslots: " << m_freeSlots << "/" << m_maxEventsInFlight
    //      << " active: " << m_isActive << endmsg;
    m_finishedEvents.pop( eventContext );
    ++m_freeSlots;
    ON_DEBUG debug() << "Popped slot " << eventContext->slot() << " (event " << eventContext->evt() << ")" << endmsg;
    return StatusCode::SUCCESS;
  }
}
 
//---------------------------------------------------------------------------
StatusCode AvalancheSchedulerSvc::tryPopFinishedEvent( EventContext*& eventContext ) {
 
  if ( m_finishedEvents.try_pop( eventContext ) ) {
    ON_DEBUG debug() << "Try Pop successful slot " << eventContext->slot() << "(event " << eventContext->evt() << ")"
                     << endmsg;
    ++m_freeSlots;
    return StatusCode::SUCCESS;
  }
  return StatusCode::FAILURE;
}
 
//--------------------------------------------------------------------------
 
StatusCode AvalancheSchedulerSvc::iterate() {
 
  StatusCode global_sc( StatusCode::SUCCESS );
 
  // Retry algorithms
  const size_t retries = m_retryQueue.size();
  for ( unsigned int retryIndex = 0; retryIndex < retries; ++retryIndex ) {
    TaskSpec retryTS = std::move( m_retryQueue.front() );
    m_retryQueue.pop();
    global_sc = schedule( std::move( retryTS ) );
  }
 
  // Loop over all slots
  OccupancySnapshot nextSnap;
  auto              now = std::chrono::system_clock::now();
  for ( EventSlot& thisSlot : m_eventSlots ) {
 
    // Ignore slots without a valid context (relevant when populating scheduler for first time)
    if ( !thisSlot.eventContext ) continue;
 
    int iSlot = thisSlot.eventContext->slot();
 
    // Cache the states of the algorithms to improve readability and performance
    AlgsExecutionStates& thisAlgsStates = thisSlot.algsStates;
 
    StatusCode partial_sc = StatusCode::FAILURE;
 
    // Make an occupancy snapshot
    if ( m_snapshotInterval != std::chrono::duration<int64_t, std::milli>::min() &&
         now - m_lastSnapshot >= m_snapshotInterval ) {
 
      // Initialise snapshot
      if ( nextSnap.states.empty() ) {
        nextSnap.time = now;
        nextSnap.states.resize( m_eventSlots.size() );
      }
 
      // Store alg states
      std::vector<int>& slotStateTotals = nextSnap.states[iSlot];
      slotStateTotals.resize( AState::MAXVALUE );
      for ( uint8_t state = 0; state < AState::MAXVALUE; ++state ) {
        slotStateTotals[state] = thisSlot.algsStates.sizeOfSubset( AState( state ) );
      }
 
      // Add subslot alg states
      for ( auto& subslot : thisSlot.allSubSlots ) {
        for ( uint8_t state = 0; state < AState::MAXVALUE; ++state ) {
          slotStateTotals[state] += subslot.algsStates.sizeOfSubset( AState( state ) );
        }
      }
    }
 
    // Perform DR->SCHEDULED
    const auto& drAlgs = thisAlgsStates.algsInState( AState::DATAREADY );
    for ( uint algIndex : drAlgs ) {
      const std::string& algName{ index2algname( algIndex ) };
      unsigned int       rank{ m_optimizationMode.empty() ? 0 : m_precSvc->getPriority( algName ) };
      bool               asynchronous{ m_precSvc->isAsynchronous( algName ) };
 
      partial_sc =
          schedule( TaskSpec( nullptr, algIndex, algName, rank, asynchronous, iSlot, thisSlot.eventContext.get() ) );
 
      ON_VERBOSE if ( partial_sc.isFailure() ) verbose()
          << "Could not apply transition from " << AState::DATAREADY << " for algorithm " << algName
          << " on processing slot " << iSlot << endmsg;
    }
 
    // Check for algorithms ready in sub-slots
    for ( auto& subslot : thisSlot.allSubSlots ) {
      const auto& drAlgsSubSlot = subslot.algsStates.algsInState( AState::DATAREADY );
      for ( uint algIndex : drAlgsSubSlot ) {
        const std::string& algName{ index2algname( algIndex ) };
        unsigned int       rank{ m_optimizationMode.empty() ? 0 : m_precSvc->getPriority( algName ) };
        bool               asynchronous{ m_precSvc->isAsynchronous( algName ) };
        partial_sc =
            schedule( TaskSpec( nullptr, algIndex, algName, rank, asynchronous, iSlot, subslot.eventContext.get() ) );
      }
    }
 
    if ( m_dumpIntraEventDynamics ) {
      std::stringstream s;
      s << "START, " << thisAlgsStates.sizeOfSubset( AState::CONTROLREADY ) << ", "
        << thisAlgsStates.sizeOfSubset( AState::DATAREADY ) << ", " << thisAlgsStates.sizeOfSubset( AState::SCHEDULED )
        << ", " << std::chrono::high_resolution_clock::now().time_since_epoch().count() << "\n";
      auto          threads = ( m_threadPoolSize != -1 ) ? std::to_string( m_threadPoolSize )
                                                         : std::to_string( std::thread::hardware_concurrency() );
      std::ofstream myfile;
      myfile.open( "IntraEventFSMOccupancy_" + threads + "T.csv", std::ios::app );
      myfile << s.str();
      myfile.close();
    }
 
    // Not complete because this would mean that the slot is already free!
    if ( m_precSvc->CFRulesResolved( thisSlot ) &&
         !thisSlot.algsStates.containsAny(
             { AState::CONTROLREADY, AState::DATAREADY, AState::SCHEDULED, AState::RESOURCELESS } ) &&
         !subSlotAlgsInStates( thisSlot,
                               { AState::CONTROLREADY, AState::DATAREADY, AState::SCHEDULED, AState::RESOURCELESS } ) &&
         !thisSlot.complete ) {
 
      thisSlot.complete = true;
      // if the event did not fail, add it to the finished events
      // otherwise it is taken care of in the error handling
      if ( m_algExecStateSvc->eventStatus( *thisSlot.eventContext ) == EventStatus::Success ) {
        ON_DEBUG debug() << "Event " << thisSlot.eventContext->evt() << " finished (slot "
                         << thisSlot.eventContext->slot() << ")." << endmsg;
        m_finishedEvents.push( thisSlot.eventContext.release() );
      }
 
      // now let's return the fully evaluated result of the control flow
      ON_DEBUG debug() << m_precSvc->printState( thisSlot ) << endmsg;
 
      thisSlot.eventContext.reset( nullptr );
 
    } else if ( isStalled( thisSlot ) ) {
      m_algExecStateSvc->setEventStatus( EventStatus::AlgStall, *thisSlot.eventContext );
      eventFailed( thisSlot.eventContext.get() ); // can't release yet
    }
    partial_sc.ignore();
  } // end loop on slots
 
  // Process snapshot
  if ( !nextSnap.states.empty() ) {
    m_lastSnapshot = nextSnap.time;
    m_snapshotCallback( std::move( nextSnap ) );
  }
 
  ON_VERBOSE verbose() << "Iteration done." << endmsg;
  m_needsUpdate.store( false );
  return global_sc;
}
 
//---------------------------------------------------------------------------
// Update algorithm state and, optionally, revise states of other downstream algorithms
StatusCode AvalancheSchedulerSvc::revise( unsigned int iAlgo, EventContext* contextPtr, AState state, bool iterate ) {
  StatusCode sc;
  auto       slotIndex = contextPtr->slot();
  EventSlot& slot      = m_eventSlots[slotIndex];
  Cause      cs        = { Cause::source::Task, index2algname( iAlgo ) };
 
  if ( contextPtr->usesSubSlot() ) {
    // Sub-slot
    auto       subSlotIndex = contextPtr->subSlot();
    EventSlot& subSlot      = slot.allSubSlots[subSlotIndex];
 
    sc = subSlot.algsStates.set( iAlgo, state );
 
    if ( sc.isSuccess() ) {
      ON_VERBOSE verbose() << "Promoted " << index2algname( iAlgo ) << " to " << state << " [slot:" << slotIndex
                           << ", subslot:" << subSlotIndex << ", event:" << contextPtr->evt() << "]" << endmsg;
      // Revise states of algorithms downstream the precedence graph
      if ( iterate ) sc = m_precSvc->iterate( subSlot, cs );
    }
  } else {
    // Event level (standard behaviour)
    sc = slot.algsStates.set( iAlgo, state );
 
    if ( sc.isSuccess() ) {
      ON_VERBOSE verbose() << "Promoted " << index2algname( iAlgo ) << " to " << state << " [slot:" << slotIndex
                           << ", event:" << contextPtr->evt() << "]" << endmsg;
      // Revise states of algorithms downstream the precedence graph
      if ( iterate ) sc = m_precSvc->iterate( slot, cs );
    }
  }
  return sc;
}
 
//---------------------------------------------------------------------------
 
bool AvalancheSchedulerSvc::isStalled( const EventSlot& slot ) const {
 
  if ( !slot.algsStates.containsAny( { AState::DATAREADY, AState::SCHEDULED, AState::RESOURCELESS } ) &&
       !subSlotAlgsInStates( slot, { AState::DATAREADY, AState::SCHEDULED, AState::RESOURCELESS } ) ) {
 
    error() << "*** Stall detected, event context: " << slot.eventContext.get() << endmsg;
 
    return true;
  }
  return false;
}
 
//---------------------------------------------------------------------------
 
void AvalancheSchedulerSvc::eventFailed( EventContext* eventContext ) {
  const uint slotIdx = eventContext->slot();
 
  error() << "Event " << eventContext->evt() << " on slot " << slotIdx << " failed" << endmsg;
 
  dumpSchedulerState( msgLevel( MSG::VERBOSE ) ? -1 : slotIdx );
 
  // dump temporal and topological precedence analysis (if enabled in the PrecedenceSvc)
  m_precSvc->dumpPrecedenceRules( m_eventSlots[slotIdx] );
 
  // Push into the finished events queue the failed context
  m_eventSlots[slotIdx].complete = true;
  m_finishedEvents.push( m_eventSlots[slotIdx].eventContext.release() );
}
 
//---------------------------------------------------------------------------
 
void AvalancheSchedulerSvc::dumpSchedulerState( int iSlot ) {
 
  // To have just one big message
  std::ostringstream outputMS;
 
  outputMS << "Dumping scheduler state\n"
           << "=========================================================================================\n"
           << "++++++++++++++++++++++++++++++++++++ SCHEDULER STATE ++++++++++++++++++++++++++++++++++++\n"
           << "=========================================================================================\n\n";
 
  //===========================================================================
 
  outputMS << "------------------ Last schedule: Task/Event/Slot/Thread/State Mapping "
           << "------------------\n\n";
 
  // Figure if TimelineSvc is available (used below to detect threads IDs)
  auto timelineSvc = serviceLocator()->service<ITimelineSvc>( "TimelineSvc", false );
  if ( !timelineSvc.isValid() || !timelineSvc->isEnabled() ) {
    outputMS << "WARNING Enable TimelineSvc in record mode (RecordTimeline = True) to trace the mapping\n";
  } else {
 
    // Figure optimal printout layout
    size_t indt( 0 );
    for ( auto& slot : m_eventSlots ) {
 
      const auto& schedAlgs = slot.algsStates.algsInState( AState::SCHEDULED );
      for ( uint algIndex : schedAlgs ) {
        if ( index2algname( algIndex ).length() > indt ) indt = index2algname( algIndex ).length();
      }
    }
 
    // Figure the last running schedule across all slots
    for ( auto& slot : m_eventSlots ) {
 
      const auto& schedAlgs = slot.algsStates.algsInState( AState::SCHEDULED );
      for ( uint algIndex : schedAlgs ) {
 
        const std::string& algoName{ index2algname( algIndex ) };
 
        outputMS << "  task: " << std::setw( indt ) << algoName << " evt/slot: " << slot.eventContext->evt() << "/"
                 << slot.eventContext->slot();
 
        // Try to get POSIX threads IDs the currently running tasks are scheduled to
        if ( timelineSvc.isValid() ) {
          TimelineEvent te{};
          te.algorithm = algoName;
          te.slot      = slot.eventContext->slot();
          te.event     = slot.eventContext->evt();
 
          if ( timelineSvc->getTimelineEvent( te ) )
            outputMS << " thread.id: 0x" << std::hex << te.thread << std::dec;
          else
            outputMS << " thread.id: [unknown]"; // this means a task has just
                                                 // been signed off as SCHEDULED,
                                                 // but has not been assigned to a thread yet
                                                 // (i.e., not running yet)
        }
        outputMS << " state: [" << m_algExecStateSvc->algExecState( algoName, *( slot.eventContext ) ) << "]\n";
      }
    }
  }
 
  //===========================================================================
 
  outputMS << "\n---------------------------- Task/CF/FSM Mapping "
           << ( 0 > iSlot ? "[all slots] --" : "[target slot] " ) << "--------------------------\n\n";
 
  int  slotCount   = -1;
  bool wasAlgError = ( iSlot >= 0 ) ? m_eventSlots[iSlot].algsStates.containsAny( { AState::ERROR } ) ||
                                          subSlotAlgsInStates( m_eventSlots[iSlot], { AState::ERROR } )
                                    : false;
 
  for ( auto& slot : m_eventSlots ) {
    ++slotCount;
    if ( slot.complete ) continue;
 
    outputMS << "[ slot: "
             << ( slot.eventContext->valid() ? std::to_string( slot.eventContext->slot() ) : "[ctx invalid]" )
             << ", event: "
             << ( slot.eventContext->valid() ? std::to_string( slot.eventContext->evt() ) : "[ctx invalid]" );
 
    if ( slot.eventContext->eventID().isValid() ) { outputMS << ", eventID: " << slot.eventContext->eventID(); }
    outputMS << " ]:\n\n";
 
    if ( 0 > iSlot || iSlot == slotCount ) {
 
      // If an alg has thrown an error then it's not a failure of the CF/DF graph
      if ( wasAlgError ) {
        outputMS << "ERROR alg(s):";
        int         errorCount = 0;
        const auto& errorAlgs  = slot.algsStates.algsInState( AState::ERROR );
        for ( uint algIndex : errorAlgs ) {
          outputMS << " " << index2algname( algIndex );
          ++errorCount;
        }
        if ( errorCount == 0 ) outputMS << " in subslot(s)";
        outputMS << "\n\n";
      } else {
        // Snapshot of the Control Flow and FSM states
        outputMS << m_precSvc->printState( slot ) << "\n";
      }
 
      // Mention sub slots (this is expensive if the number of sub-slots is high)
      if ( m_verboseSubSlots && !slot.allSubSlots.empty() ) {
        outputMS << "\nNumber of sub-slots: " << slot.allSubSlots.size() << "\n\n";
        auto slotID = slot.eventContext->valid() ? std::to_string( slot.eventContext->slot() ) : "[ctx invalid]";
        for ( auto& ss : slot.allSubSlots ) {
          outputMS << "[ slot: " << slotID << ", sub-slot: "
                   << ( ss.eventContext->valid() ? std::to_string( ss.eventContext->subSlot() ) : "[ctx invalid]" )
                   << ", entry: " << ss.entryPoint << ", event: "
                   << ( ss.eventContext->valid() ? std::to_string( ss.eventContext->evt() ) : "[ctx invalid]" )
                   << " ]:\n\n";
          if ( wasAlgError ) {
            outputMS << "ERROR alg(s):";
            const auto& errorAlgs = ss.algsStates.algsInState( AState::ERROR );
            for ( uint algIndex : errorAlgs ) { outputMS << " " << index2algname( algIndex ); }
            outputMS << "\n\n";
          } else {
            // Snapshot of the Control Flow and FSM states in sub slot
            outputMS << m_precSvc->printState( ss ) << "\n";
          }
        }
      }
    }
  }
 
  //===========================================================================
 
  if ( 0 <= iSlot && !wasAlgError ) {
    outputMS << "\n------------------------------ Algorithm Execution States -----------------------------\n\n";
    m_algExecStateSvc->dump( outputMS, *( m_eventSlots[iSlot].eventContext ) );
  }
 
  outputMS << "\n=========================================================================================\n"
           << "++++++++++++++++++++++++++++++++++++++ END OF DUMP ++++++++++++++++++++++++++++++++++++++\n"
           << "=========================================================================================\n\n";
 
  info() << outputMS.str() << endmsg;
}
 
//---------------------------------------------------------------------------
 
StatusCode AvalancheSchedulerSvc::schedule( TaskSpec&& ts ) {
 
  // Check if a free Algorithm instance is available
  StatusCode getAlgSC( m_algResourcePool->acquireAlgorithm( ts.algName, ts.algPtr ) );
 
  // If an instance is available, proceed to scheduling
  StatusCode sc;
  if ( getAlgSC.isSuccess() ) {
 
    // Decide how to schedule the task and schedule it
    if ( -100 != m_threadPoolSize ) {
 
      // Cache values before moving the TaskSpec further
      unsigned int     algIndex{ ts.algIndex };
      std::string_view algName( ts.algName );
      unsigned int     algRank{ ts.algRank };
      bool             asynchronous{ ts.asynchronous };
      int              slotIndex{ ts.slotIndex };
      EventContext*    contextPtr{ ts.contextPtr };
 
      if ( asynchronous ) {
        // Add to asynchronous scheduled queue
        m_scheduledAsynchronousQueue.push( std::move( ts ) );
 
        // Schedule task
        m_fiberManager->schedule( AlgTask( this, serviceLocator(), m_algExecStateSvc, asynchronous ) );
      }
 
      if ( !asynchronous ) {
        // Add the algorithm to the scheduled queue
        m_scheduledQueue.push( std::move( ts ) );
 
        // Prepare a TBB task that will execute the Algorithm according to the above queued specs
        m_arena->enqueue( AlgTask( this, serviceLocator(), m_algExecStateSvc, asynchronous ) );
        ++m_algosInFlight;
      }
      sc = revise( algIndex, contextPtr, AState::SCHEDULED );
 
      ON_DEBUG debug() << "Scheduled " << algName << " [slot:" << slotIndex << ", event:" << contextPtr->evt()
                       << ", rank:" << algRank << ", asynchronous:" << ( asynchronous ? "yes" : "no" )
                       << "]. Scheduled algorithms: " << m_algosInFlight + m_blockingAlgosInFlight
                       << ( m_enablePreemptiveBlockingTasks
                                ? " (including " + std::to_string( m_blockingAlgosInFlight ) + " - off TBB runtime)"
                                : "" )
                       << endmsg;
 
    } else { // Avoid scheduling via TBB if the pool size is -100. Instead, run here in the scheduler's control thread
      // Beojan: I don't think this bit works. ts hasn't been pushed into any queue so AlgTask won't retrieve it
      ++m_algosInFlight;
      sc = revise( ts.algIndex, ts.contextPtr, AState::SCHEDULED );
      AlgTask( this, serviceLocator(), m_algExecStateSvc, ts.asynchronous )();
      --m_algosInFlight;
    }
  } else { // if no Algorithm instance available, retry later
 
    sc = revise( ts.algIndex, ts.contextPtr, AState::RESOURCELESS );
    // Add the algorithm to the retry queue
    m_retryQueue.push( std::move( ts ) );
  }
 
  ON_VERBOSE dumpSchedulerState( -1 );
 
  return sc;
}
 
//---------------------------------------------------------------------------
 
StatusCode AvalancheSchedulerSvc::signoff( const TaskSpec& ts ) {
 
  Gaudi::Hive::setCurrentContext( ts.contextPtr );
 
  --m_algosInFlight;
 
  const AlgExecState& algstate = m_algExecStateSvc->algExecState( ts.algPtr, *( ts.contextPtr ) );
  AState              state    = algstate.execStatus().isSuccess()
                                     ? ( algstate.filterPassed() ? AState::EVTACCEPTED : AState::EVTREJECTED )
                                     : AState::ERROR;
 
  // Update algorithm state and revise the downstream states
  auto sc = revise( ts.algIndex, ts.contextPtr, state, true );
 
  ON_DEBUG debug() << "Executed " << ts.algName << " [slot:" << ts.slotIndex << ", event:" << ts.contextPtr->evt()
                   << ", rank:" << ts.algRank << ", asynchronous:" << ( ts.asynchronous ? "yes" : "no" )
                   << "]. Scheduled algorithms: " << m_algosInFlight + m_blockingAlgosInFlight
                   << ( m_enablePreemptiveBlockingTasks
                            ? " (including " + std::to_string( m_blockingAlgosInFlight ) + " - off TBB runtime)"
                            : "" )
                   << endmsg;
 
  // Prompt a call to updateStates
  m_needsUpdate.store( true );
  return sc;
}
 
//---------------------------------------------------------------------------
 
// Method to inform the scheduler about event views
 
StatusCode AvalancheSchedulerSvc::scheduleEventView( const EventContext* sourceContext, const std::string& nodeName,
                                                     std::unique_ptr<EventContext> viewContext ) {
  //  Prevent view nesting
  if ( sourceContext->usesSubSlot() ) {
    fatal() << "Attempted to nest EventViews at node " << nodeName << ": this is not supported" << endmsg;
    return StatusCode::FAILURE;
  }
 
  ON_VERBOSE verbose() << "Queuing a view for [" << viewContext.get() << "]" << endmsg;
 
  // It's not possible to create an std::functional from a move-capturing lambda
  // So, we have to release the unique pointer
  auto action = [this, slotIndex = sourceContext->slot(), viewContextPtr = viewContext.release(),
                 &nodeName]() -> StatusCode {
    // Attach the sub-slot to the top-level slot
    EventSlot& topSlot = this->m_eventSlots[slotIndex];
 
    if ( viewContextPtr ) {
      // Re-create the unique pointer
      auto viewContext = std::unique_ptr<EventContext>( viewContextPtr );
      topSlot.addSubSlot( std::move( viewContext ), nodeName );
      return StatusCode::SUCCESS;
    } else {
      // Disable the view node if there are no views
      topSlot.disableSubSlots( nodeName );
      return StatusCode::SUCCESS;
    }
  };
 
  m_actionsQueue.push( std::move( action ) );
 
  return StatusCode::SUCCESS;
}
 
//---------------------------------------------------------------------------
 
// Sample occupancy at fixed interval (ms)
// Negative value to deactivate, 0 to snapshot every change
// Each sample, apply the callback function to the result
 
void AvalancheSchedulerSvc::recordOccupancy( int samplePeriod, std::function<void( OccupancySnapshot )> callback ) {
 
  auto action = [this, samplePeriod, callback = std::move( callback )]() -> StatusCode {
    if ( samplePeriod < 0 ) {
      this->m_snapshotInterval = std::chrono::duration<int64_t, std::milli>::min();
    } else {
      this->m_snapshotInterval = std::chrono::duration<int64_t, std::milli>( samplePeriod );
      m_snapshotCallback       = std::move( callback );
    }
    return StatusCode::SUCCESS;
  };
 
  m_actionsQueue.push( std::move( action ) );
}
 
StatusCode AvalancheSchedulerSvc::dumpGraphFile( const std::map<std::string, DataObjIDColl>& inDeps,
                                                 const std::map<std::string, DataObjIDColl>& outDeps ) const {
  // Both maps should have the same algorithm entries
  assert( inDeps.size() == outDeps.size() );
 
  // Check file extension
  enum class FileType : short { UNKNOWN, DOT, MD };
  std::regex fileExtensionRegexDot( ".dot$" );
  std::regex fileExtensionRegexMd( ".md$" );
 
  std::string fileName      = m_dataDepsGraphFile.value();
  FileType    fileExtension = FileType::UNKNOWN;
  if ( std::regex_search( m_dataDepsGraphFile.value(), fileExtensionRegexDot ) ) {
    fileExtension = FileType::DOT;
  } else if ( std::regex_search( m_dataDepsGraphFile.value(), fileExtensionRegexMd ) ) {
    fileExtension = FileType::MD;
  } else {
    fileExtension = FileType::DOT;
    fileName      = fileName + ".dot";
  }
  info() << "Dumping data dependencies graph to file: " << fileName << endmsg;
 
  std::string startGraph = "";
  std::string stopGraph  = "";
  // define functions
  std::function<std::string( const std::string&, const std::string& )> defineAlg;
  std::function<std::string( const DataObjID& )>                       defineObj;
  std::function<std::string( const DataObjID&, const std::string& )>   defineInput;
  std::function<std::string( const std::string&, const DataObjID& )>   defineOutput;
 
  if ( fileExtension == FileType::DOT ) {
    // .dot file
    startGraph = "digraph datadeps {\nrankdir=\"LR\";\n\n";
    stopGraph  = "\n}\n";
 
    defineAlg = []( const std::string& alg, const std::string& idx ) -> std::string {
      return "Alg_" + idx + " [label=\"" + alg + "\";shape=box];\n";
    };
 
    defineObj = []( const DataObjID& obj ) -> std::string {
      return "obj_" + std::to_string( obj.hash() ) + " [label=\"" + obj.key() + "\"];\n";
    };
 
    defineInput = []( const DataObjID& obj, const std::string& alg ) -> std::string {
      return "obj_" + std::to_string( obj.hash() ) + " -> " + "Alg_" + alg + ";\n";
    };
 
    defineOutput = []( const std::string& alg, const DataObjID& obj ) -> std::string {
      return "Alg_" + alg + " -> " + "obj_" + std::to_string( obj.hash() ) + ";\n";
    };
  } else {
    // .md file
    startGraph = "```mermaid\ngraph LR;\n\n";
    stopGraph  = "\n```\n";
 
    defineAlg = []( const std::string& alg, const std::string& idx ) -> std::string {
      return "Alg_" + idx + "{{" + alg + "}}\n";
    };
 
    defineObj = []( const DataObjID& obj ) -> std::string {
      return "obj_" + std::to_string( obj.hash() ) + ">" + obj.key() + "]\n";
    };
 
    defineInput = []( const DataObjID& obj, const std::string& alg ) -> std::string {
      return "obj_" + std::to_string( obj.hash() ) + " --> " + "Alg_" + alg + "\n";
    };
 
    defineOutput = []( const std::string& alg, const DataObjID& obj ) -> std::string {
      return "Alg_" + alg + " --> " + "obj_" + std::to_string( obj.hash() ) + "\n";
    };
  } // fileExtension
 
  std::ofstream dataDepthGraphFile( m_dataDepsGraphFile.value(), std::ofstream::out );
  dataDepthGraphFile << startGraph;
 
  // define algs and objects
  std::set<std::size_t> definedObjects;
 
  // Regex for selection of algs and objects
  std::regex algNameRegex( m_dataDepsGraphAlgoPattern.value() );
  std::regex objNameRegex( m_dataDepsGraphObjectPattern.value() );
 
  // inDeps and outDeps should have the same entries
  std::size_t algoIndex = 0ul;
  for ( const auto& [name, ideps] : inDeps ) {
    if ( not std::regex_search( name, algNameRegex ) ) continue;
    dataDepthGraphFile << defineAlg( name, std::to_string( algoIndex ) );
 
    // inputs
    for ( const auto& dep : ideps ) {
      if ( not std::regex_search( dep.fullKey(), objNameRegex ) ) continue;
 
      const auto [itr, inserted] = definedObjects.insert( dep.hash() );
      if ( inserted ) dataDepthGraphFile << defineObj( dep );
 
      dataDepthGraphFile << defineInput( dep, std::to_string( algoIndex ) );
    } // loop on ideps
 
    const auto& odeps = outDeps.at( name );
    for ( const auto& dep : odeps ) {
      if ( not std::regex_search( dep.fullKey(), objNameRegex ) ) continue;
 
      const auto [itr, inserted] = definedObjects.insert( dep.hash() );
      if ( inserted ) dataDepthGraphFile << defineObj( dep );
 
      dataDepthGraphFile << defineOutput( std::to_string( algoIndex ), dep );
    } // loop on odeps
 
    ++algoIndex;
  } // loop on inDeps
 
  // end the file
  dataDepthGraphFile << stopGraph;
  dataDepthGraphFile.close();
 
  return StatusCode::SUCCESS;
}