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InterfaceUtils.hxx
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1// Author: Enrico Guiraud, Danilo Piparo CERN 02/2018
2
3/*************************************************************************
4 * Copyright (C) 1995-2018, Rene Brun and Fons Rademakers. *
5 * All rights reserved. *
6 * *
7 * For the licensing terms see $ROOTSYS/LICENSE. *
8 * For the list of contributors see $ROOTSYS/README/CREDITS. *
9 *************************************************************************/
10
11#ifndef ROOT_RDF_TINTERFACE_UTILS
12#define ROOT_RDF_TINTERFACE_UTILS
13
14#include "RColumnRegister.hxx"
15#include <ROOT/RDF/RAction.hxx>
16#include <ROOT/RDF/ActionHelpers.hxx> // for BuildAction
18#include <ROOT/RDF/RDefine.hxx>
20#include <ROOT/RDF/RFilter.hxx>
21#include <ROOT/RDF/Utils.hxx>
27#include <string_view>
29#include <ROOT/TypeTraits.hxx>
30#include <TError.h> // gErrorIgnoreLevel
31#include <TH1.h>
32#include <TROOT.h> // IsImplicitMTEnabled
33
34#include <deque>
35#include <functional>
36#include <map>
37#include <memory>
38#include <string>
39#include <type_traits>
40#include <typeinfo>
41#include <vector>
42#include <unordered_map>
43
44class TObjArray;
45class TTree;
46namespace ROOT {
47namespace Detail {
48namespace RDF {
49class RNodeBase;
50}
51}
52namespace RDF {
53template <typename T>
54class RResultPtr;
55template<typename T, typename V>
56class RInterface;
58class RDataSource;
59} // namespace RDF
60
61} // namespace ROOT
62
63/// \cond HIDDEN_SYMBOLS
64
65namespace ROOT {
66namespace Internal {
67namespace RDF {
68using namespace ROOT::Detail::RDF;
69using namespace ROOT::RDF;
70namespace TTraits = ROOT::TypeTraits;
71
72std::string DemangleTypeIdName(const std::type_info &typeInfo);
73
74ColumnNames_t
75ConvertRegexToColumns(const ColumnNames_t &colNames, std::string_view columnNameRegexp, std::string_view callerName);
76
77/// An helper object that sets and resets gErrorIgnoreLevel via RAII.
79private:
81
82public:
85};
86
87/****** BuildAction overloads *******/
88
89// clang-format off
90/// This namespace defines types to be used for tag dispatching in RInterface.
91namespace ActionTags {
92struct Histo1D{};
93struct Histo2D{};
94struct Histo3D{};
95struct HistoND{};
96struct Graph{};
97struct GraphAsymmErrors{};
98struct Profile1D{};
99struct Profile2D{};
100struct Min{};
101struct Max{};
102struct Sum{};
103struct Mean{};
104struct Fill{};
105struct StdDev{};
106struct Display{};
107struct Snapshot{};
108struct Book{};
109}
110// clang-format on
111
112template <typename T, bool ISV6HISTO = std::is_base_of<TH1, std::decay_t<T>>::value>
113struct HistoUtils {
114 static void SetCanExtendAllAxes(T &h) { h.SetCanExtend(::TH1::kAllAxes); }
115 static bool HasAxisLimits(T &h)
116 {
117 auto xaxis = h.GetXaxis();
118 return !(xaxis->GetXmin() == 0. && xaxis->GetXmax() == 0.);
119 }
120};
121
122template <typename T>
123struct HistoUtils<T, false> {
124 static void SetCanExtendAllAxes(T &) {}
125 static bool HasAxisLimits(T &) { return true; }
126};
127
128// Generic filling (covers Histo2D, Histo3D, HistoND, Profile1D and Profile2D actions, with and without weights)
129template <typename... ColTypes, typename ActionTag, typename ActionResultType, typename PrevNodeType>
130std::unique_ptr<RActionBase>
131BuildAction(const ColumnNames_t &bl, const std::shared_ptr<ActionResultType> &h, const unsigned int nSlots,
132 std::shared_ptr<PrevNodeType> prevNode, ActionTag, const RColumnRegister &colRegister)
133{
135 using Action_t = RAction<Helper_t, PrevNodeType, TTraits::TypeList<ColTypes...>>;
136 return std::make_unique<Action_t>(Helper_t(h, nSlots), bl, std::move(prevNode), colRegister);
137}
138
139// Histo1D filling (must handle the special case of distinguishing FillHelper and BufferedFillHelper
140template <typename... ColTypes, typename PrevNodeType>
141std::unique_ptr<RActionBase>
142BuildAction(const ColumnNames_t &bl, const std::shared_ptr<::TH1D> &h, const unsigned int nSlots,
143 std::shared_ptr<PrevNodeType> prevNode, ActionTags::Histo1D, const RColumnRegister &colRegister)
144{
146
149 using Action_t = RAction<Helper_t, PrevNodeType, TTraits::TypeList<ColTypes...>>;
150 return std::make_unique<Action_t>(Helper_t(h, nSlots), bl, std::move(prevNode), colRegister);
151 } else {
153 using Action_t = RAction<Helper_t, PrevNodeType, TTraits::TypeList<ColTypes...>>;
154 return std::make_unique<Action_t>(Helper_t(h, nSlots), bl, std::move(prevNode), colRegister);
155 }
156}
157
158template <typename... ColTypes, typename PrevNodeType>
159std::unique_ptr<RActionBase>
160BuildAction(const ColumnNames_t &bl, const std::shared_ptr<TGraph> &g, const unsigned int nSlots,
161 std::shared_ptr<PrevNodeType> prevNode, ActionTags::Graph, const RColumnRegister &colRegister)
162{
164 using Action_t = RAction<Helper_t, PrevNodeType, TTraits::TypeList<ColTypes...>>;
165 return std::make_unique<Action_t>(Helper_t(g, nSlots), bl, std::move(prevNode), colRegister);
166}
167
168template <typename... ColTypes, typename PrevNodeType>
169std::unique_ptr<RActionBase>
170BuildAction(const ColumnNames_t &bl, const std::shared_ptr<TGraphAsymmErrors> &g, const unsigned int nSlots,
171 std::shared_ptr<PrevNodeType> prevNode, ActionTags::GraphAsymmErrors, const RColumnRegister &colRegister)
172{
174 using Action_t = RAction<Helper_t, PrevNodeType, TTraits::TypeList<ColTypes...>>;
175 return std::make_unique<Action_t>(Helper_t(g, nSlots), bl, std::move(prevNode), colRegister);
176}
177
178// Min action
179template <typename ColType, typename PrevNodeType, typename ActionResultType>
180std::unique_ptr<RActionBase>
181BuildAction(const ColumnNames_t &bl, const std::shared_ptr<ActionResultType> &minV, const unsigned int nSlots,
182 std::shared_ptr<PrevNodeType> prevNode, ActionTags::Min, const RColumnRegister &colRegister)
183{
186 return std::make_unique<Action_t>(Helper_t(minV, nSlots), bl, std::move(prevNode), colRegister);
187}
188
189// Max action
190template <typename ColType, typename PrevNodeType, typename ActionResultType>
191std::unique_ptr<RActionBase>
192BuildAction(const ColumnNames_t &bl, const std::shared_ptr<ActionResultType> &maxV, const unsigned int nSlots,
193 std::shared_ptr<PrevNodeType> prevNode, ActionTags::Max, const RColumnRegister &colRegister)
194{
197 return std::make_unique<Action_t>(Helper_t(maxV, nSlots), bl, std::move(prevNode), colRegister);
198}
199
200// Sum action
201template <typename ColType, typename PrevNodeType, typename ActionResultType>
202std::unique_ptr<RActionBase>
203BuildAction(const ColumnNames_t &bl, const std::shared_ptr<ActionResultType> &sumV, const unsigned int nSlots,
204 std::shared_ptr<PrevNodeType> prevNode, ActionTags::Sum, const RColumnRegister &colRegister)
205{
208 return std::make_unique<Action_t>(Helper_t(sumV, nSlots), bl, std::move(prevNode), colRegister);
209}
210
211// Mean action
212template <typename ColType, typename PrevNodeType>
213std::unique_ptr<RActionBase>
214BuildAction(const ColumnNames_t &bl, const std::shared_ptr<double> &meanV, const unsigned int nSlots,
215 std::shared_ptr<PrevNodeType> prevNode, ActionTags::Mean, const RColumnRegister &colRegister)
216{
217 using Helper_t = MeanHelper;
219 return std::make_unique<Action_t>(Helper_t(meanV, nSlots), bl, std::move(prevNode), colRegister);
220}
221
222// Standard Deviation action
223template <typename ColType, typename PrevNodeType>
224std::unique_ptr<RActionBase>
225BuildAction(const ColumnNames_t &bl, const std::shared_ptr<double> &stdDeviationV, const unsigned int nSlots,
226 std::shared_ptr<PrevNodeType> prevNode, ActionTags::StdDev, const RColumnRegister &colRegister)
227{
228 using Helper_t = StdDevHelper;
230 return std::make_unique<Action_t>(Helper_t(stdDeviationV, nSlots), bl, prevNode, colRegister);
231}
232
233using displayHelperArgs_t = std::pair<size_t, std::shared_ptr<ROOT::RDF::RDisplay>>;
234
235// Display action
236template <typename... ColTypes, typename PrevNodeType>
237std::unique_ptr<RActionBase>
238BuildAction(const ColumnNames_t &bl, const std::shared_ptr<displayHelperArgs_t> &helperArgs, const unsigned int,
239 std::shared_ptr<PrevNodeType> prevNode, ActionTags::Display, const RColumnRegister &colRegister)
240{
242 using Action_t = RAction<Helper_t, PrevNodeType, TTraits::TypeList<ColTypes...>>;
243 return std::make_unique<Action_t>(Helper_t(helperArgs->first, helperArgs->second, prevNode), bl, prevNode,
245}
246
247struct SnapshotHelperArgs {
248 std::string fFileName;
249 std::string fDirName;
250 std::string fTreeName;
251 std::vector<std::string> fOutputColNames;
255 bool fToNTuple;
256};
257
258// SnapshotTTree action
259template <typename... ColTypes, typename PrevNodeType>
260std::unique_ptr<RActionBase>
261BuildAction(const ColumnNames_t &colNames, const std::shared_ptr<SnapshotHelperArgs> &snapHelperArgs,
262 const unsigned int nSlots, std::shared_ptr<PrevNodeType> prevNode, ActionTags::Snapshot,
263 const RColumnRegister &colRegister)
264{
265 const auto &filename = snapHelperArgs->fFileName;
266 const auto &dirname = snapHelperArgs->fDirName;
267 const auto &treename = snapHelperArgs->fTreeName;
268 const auto &outputColNames = snapHelperArgs->fOutputColNames;
269 const auto &options = snapHelperArgs->fOptions;
270 const auto &lmPtr = snapHelperArgs->fOutputLoopManager;
271 const auto &inputLM = snapHelperArgs->fInputLoopManager;
272
273 auto sz = sizeof...(ColTypes);
274 std::vector<bool> isDefine(sz);
275 for (auto i = 0u; i < sz; ++i)
276 isDefine[i] = colRegister.IsDefineOrAlias(colNames[i]);
277
278 std::unique_ptr<RActionBase> actionPtr;
279 if (snapHelperArgs->fToNTuple) {
281 // single-thread snapshot
284
285 actionPtr.reset(new Action_t(
287 colNames, prevNode, colRegister));
288 } else {
289 // multi-thread snapshot to RNTuple is not yet supported
290 // TODO(fdegeus) Add MT snapshotting
291 throw std::runtime_error("Snapshot: Snapshotting to RNTuple with IMT enabled is not supported yet.");
292 }
293
294 return actionPtr;
295 } else {
297 // single-thread snapshot
301 std::move(isDefine), lmPtr, inputLM),
302 colNames, prevNode, colRegister));
303 } else {
304 // multi-thread snapshot
308 std::move(isDefine), lmPtr, inputLM),
309 colNames, prevNode, colRegister));
310 }
311 }
312 return actionPtr;
313}
314
315// Book with custom helper type
316template <typename... ColTypes, typename PrevNodeType, typename Helper_t>
317std::unique_ptr<RActionBase>
318BuildAction(const ColumnNames_t &bl, const std::shared_ptr<Helper_t> &h, const unsigned int /*nSlots*/,
319 std::shared_ptr<PrevNodeType> prevNode, ActionTags::Book, const RColumnRegister &colRegister)
320{
321 using Action_t = RAction<Helper_t, PrevNodeType, TTraits::TypeList<ColTypes...>>;
322 return std::make_unique<Action_t>(Helper_t(std::move(*h)), bl, std::move(prevNode), colRegister);
323}
324
325/****** end BuildAndBook ******/
326
327template <typename Filter>
328void CheckFilter(Filter &)
329{
330 using FilterRet_t = typename RDF::CallableTraits<Filter>::ret_type;
331 static_assert(std::is_convertible<FilterRet_t, bool>::value,
332 "filter expression returns a type that is not convertible to bool");
333}
334
335ColumnNames_t FilterArraySizeColNames(const ColumnNames_t &columnNames, const std::string &action);
336
337void CheckValidCppVarName(std::string_view var, const std::string &where);
338
339void CheckForRedefinition(const std::string &where, std::string_view definedCol, const RColumnRegister &colRegister,
340 const ColumnNames_t &treeColumns, const ColumnNames_t &dataSourceColumns);
341
342void CheckForDefinition(const std::string &where, std::string_view definedColView, const RColumnRegister &colRegister,
343 const ColumnNames_t &treeColumns, const ColumnNames_t &dataSourceColumns);
344
345void CheckForNoVariations(const std::string &where, std::string_view definedColView,
346 const RColumnRegister &colRegister);
347
348std::string PrettyPrintAddr(const void *const addr);
349
350std::shared_ptr<RJittedFilter> BookFilterJit(std::shared_ptr<RNodeBase> *prevNodeOnHeap, std::string_view name,
351 std::string_view expression, const ColumnNames_t &branches,
352 const RColumnRegister &colRegister, TTree *tree, RDataSource *ds);
353
354std::shared_ptr<RJittedDefine> BookDefineJit(std::string_view name, std::string_view expression, RLoopManager &lm,
355 RDataSource *ds, const RColumnRegister &colRegister,
356 const ColumnNames_t &branches, std::shared_ptr<RNodeBase> *prevNodeOnHeap);
357
358std::shared_ptr<RJittedDefine> BookDefinePerSampleJit(std::string_view name, std::string_view expression,
359 RLoopManager &lm, const RColumnRegister &colRegister,
360 std::shared_ptr<RNodeBase> *upcastNodeOnHeap);
361
362std::shared_ptr<RJittedVariation>
363BookVariationJit(const std::vector<std::string> &colNames, std::string_view variationName,
364 const std::vector<std::string> &variationTags, std::string_view expression, RLoopManager &lm,
365 RDataSource *ds, const RColumnRegister &colRegister, const ColumnNames_t &branches,
366 std::shared_ptr<RNodeBase> *upcastNodeOnHeap, bool isSingleColumn);
367
368std::string JitBuildAction(const ColumnNames_t &bl, std::shared_ptr<RDFDetail::RNodeBase> *prevNode,
369 const std::type_info &art, const std::type_info &at, void *rOnHeap, TTree *tree,
370 const unsigned int nSlots, const RColumnRegister &colRegister, RDataSource *ds,
371 std::weak_ptr<RJittedAction> *jittedActionOnHeap, const bool vector2RVec = true);
372
373// Allocate a weak_ptr on the heap, return a pointer to it. The user is responsible for deleting this weak_ptr.
374// This function is meant to be used by RInterface's methods that book code for jitting.
375// The problem it solves is that we generate code to be lazily jitted with the addresses of certain objects in them,
376// and we need to check those objects are still alive when the generated code is finally jitted and executed.
377// So we pass addresses to weak_ptrs allocated on the heap to the jitted code, which is then responsible for
378// the deletion of the weak_ptr object.
379template <typename T>
380std::weak_ptr<T> *MakeWeakOnHeap(const std::shared_ptr<T> &shPtr)
381{
382 return new std::weak_ptr<T>(shPtr);
383}
384
385// Same as MakeWeakOnHeap, but create a shared_ptr that makes sure the object is definitely kept alive.
386template <typename T>
387std::shared_ptr<T> *MakeSharedOnHeap(const std::shared_ptr<T> &shPtr)
388{
389 return new std::shared_ptr<T>(shPtr);
390}
391
392bool AtLeastOneEmptyString(const std::vector<std::string_view> strings);
393
394/// Take a shared_ptr<AnyNodeType> and return a shared_ptr<RNodeBase>.
395/// This works for RLoopManager nodes as well as filters and ranges.
396std::shared_ptr<RNodeBase> UpcastNode(std::shared_ptr<RNodeBase> ptr);
397
398ColumnNames_t GetValidatedColumnNames(RLoopManager &lm, const unsigned int nColumns, const ColumnNames_t &columns,
399 const RColumnRegister &validDefines, RDataSource *ds);
400
401std::vector<std::string> GetValidatedArgTypes(const ColumnNames_t &colNames, const RColumnRegister &colRegister,
402 TTree *tree, RDataSource *ds, const std::string &context,
403 bool vector2RVec);
404
405std::vector<bool> FindUndefinedDSColumns(const ColumnNames_t &requestedCols, const ColumnNames_t &definedDSCols);
406
407template <typename T>
408void AddDSColumnsHelper(const std::string &colName, RLoopManager &lm, RDataSource &ds, RColumnRegister &colRegister)
409{
410
411 if (colRegister.IsDefineOrAlias(colName))
412 return;
413
414 if (lm.HasDataSourceColumnReaders(colName, typeid(T)))
415 return;
416
417 if (!ds.HasColumn(colName) &&
418 lm.GetSuppressErrorsForMissingBranches().find(colName) == lm.GetSuppressErrorsForMissingBranches().end())
419 return;
420
421 const auto nSlots = lm.GetNSlots();
422 std::vector<std::unique_ptr<RColumnReaderBase>> colReaders;
423 colReaders.reserve(nSlots);
424
425 const auto valuePtrs = ds.GetColumnReaders<T>(colName);
426 if (!valuePtrs.empty()) { // we are using the old GetColumnReaders mechanism in this RDataSource
427 for (auto *ptr : valuePtrs)
428 colReaders.emplace_back(new RDSColumnReader<T>(ptr));
429
430 } else { // using the new GetColumnReaders mechanism
431 // TODO consider changing the interface so we return all of these for all slots in one go
432 for (auto slot = 0u; slot < lm.GetNSlots(); ++slot)
433 colReaders.emplace_back(
434 ROOT::Internal::RDF::CreateColumnReader(ds, slot, colName, typeid(T), /*treeReader*/ nullptr));
435 }
436
437 lm.AddDataSourceColumnReaders(colName, std::move(colReaders), typeid(T));
438}
439
440/// Take list of column names that must be defined, current map of custom columns, current list of defined column names,
441/// and return a new map of custom columns (with the new datasource columns added to it)
442template <typename... ColumnTypes>
443void AddDSColumns(const std::vector<std::string> &requiredCols, RLoopManager &lm, RDataSource &ds,
445{
446 // hack to expand a template parameter pack without c++17 fold expressions.
447 using expander = int[];
448 int i = 0;
450}
451
452// this function is meant to be called by the jitted code generated by BookFilterJit
453template <typename F, typename PrevNode>
454void JitFilterHelper(F &&f, const char **colsPtr, std::size_t colsSize, std::string_view name,
455 std::weak_ptr<RJittedFilter> *wkJittedFilter, std::shared_ptr<PrevNode> *prevNodeOnHeap,
456 RColumnRegister *colRegister) noexcept
457{
458 if (wkJittedFilter->expired()) {
459 // The branch of the computation graph that needed this jitted code went out of scope between the type
460 // jitting was booked and the time jitting actually happened. Nothing to do other than cleaning up.
461 delete wkJittedFilter;
462 delete colRegister;
463 delete prevNodeOnHeap;
464 return;
465 }
466
467 const ColumnNames_t cols(colsPtr, colsPtr + colsSize);
468 delete[] colsPtr;
469
470 const auto jittedFilter = wkJittedFilter->lock();
471
472 // mock Filter logic -- validity checks and Define-ition of RDataSource columns
473 using Callable_t = std::decay_t<F>;
475 using ColTypes_t = typename TTraits::CallableTraits<Callable_t>::arg_types;
476 constexpr auto nColumns = ColTypes_t::list_size;
477 CheckFilter(f);
478
479 auto &lm = *jittedFilter->GetLoopManagerUnchecked(); // RLoopManager must exist at this time
480 auto ds = lm.GetDataSource();
481
482 if (ds != nullptr)
484
485 jittedFilter->SetFilter(
486 std::unique_ptr<RFilterBase>(new F_t(std::forward<F>(f), cols, *prevNodeOnHeap, *colRegister, name)));
487 // colRegister points to the columns structure in the heap, created before the jitted call so that the jitter can
488 // share data after it has lazily compiled the code. Here the data has been used and the memory can be freed.
489 delete colRegister;
490 delete prevNodeOnHeap;
491 delete wkJittedFilter;
492}
493
494namespace DefineTypes {
495struct RDefineTag {};
496struct RDefinePerSampleTag {};
497}
498
499template <typename F>
500auto MakeDefineNode(DefineTypes::RDefineTag, std::string_view name, std::string_view dummyType, F &&f,
501 const ColumnNames_t &cols, RColumnRegister &colRegister, RLoopManager &lm)
502{
503 return std::unique_ptr<RDefineBase>(new RDefine<std::decay_t<F>, ExtraArgsForDefine::None>(
504 name, dummyType, std::forward<F>(f), cols, colRegister, lm));
505}
506
507template <typename F>
508auto MakeDefineNode(DefineTypes::RDefinePerSampleTag, std::string_view name, std::string_view dummyType, F &&f,
509 const ColumnNames_t &, RColumnRegister &, RLoopManager &lm)
510{
511 return std::unique_ptr<RDefineBase>(
512 new RDefinePerSample<std::decay_t<F>>(name, dummyType, std::forward<F>(f), lm));
513}
514
515// Build a RDefine or a RDefinePerSample object and attach it to an existing RJittedDefine
516// This function is meant to be called by jitted code right before starting the event loop.
517// If colsPtr is null, build a RDefinePerSample (it has no input columns), otherwise a RDefine.
518template <typename RDefineTypeTag, typename F>
519void JitDefineHelper(F &&f, const char **colsPtr, std::size_t colsSize, std::string_view name, RLoopManager *lm,
520 std::weak_ptr<RJittedDefine> *wkJittedDefine, RColumnRegister *colRegister,
521 std::shared_ptr<RNodeBase> *prevNodeOnHeap) noexcept
522{
523 // a helper to delete objects allocated before jitting, so that the jitter can share data with lazily jitted code
524 auto doDeletes = [&] {
525 delete wkJittedDefine;
526 delete colRegister;
527 delete prevNodeOnHeap;
528 delete[] colsPtr;
529 };
530
531 if (wkJittedDefine->expired()) {
532 // The branch of the computation graph that needed this jitted code went out of scope between the type
533 // jitting was booked and the time jitting actually happened. Nothing to do other than cleaning up.
534 doDeletes();
535 return;
536 }
537
538 const ColumnNames_t cols(colsPtr, colsPtr + colsSize);
539
540 auto jittedDefine = wkJittedDefine->lock();
541
542 using Callable_t = std::decay_t<F>;
543 using ColTypes_t = typename TTraits::CallableTraits<Callable_t>::arg_types;
544
545 auto ds = lm->GetDataSource();
546 if (ds != nullptr && colsPtr)
548
549 // will never actually be used (trumped by jittedDefine->GetTypeName()), but we set it to something meaningful
550 // to help devs debugging
551 const auto dummyType = "jittedCol_t";
552 // use unique_ptr<RDefineBase> instead of make_unique<NewCol_t> to reduce jit/compile-times
553 std::unique_ptr<RDefineBase> newCol{
554 MakeDefineNode(RDefineTypeTag{}, name, dummyType, std::forward<F>(f), cols, *colRegister, *lm)};
555 jittedDefine->SetDefine(std::move(newCol));
556
557 doDeletes();
558}
559
560template <bool IsSingleColumn, typename F>
561void JitVariationHelper(F &&f, const char **colsPtr, std::size_t colsSize, const char **variedCols,
562 std::size_t variedColsSize, const char **variationTags, std::size_t variationTagsSize,
563 std::string_view variationName, RLoopManager *lm,
564 std::weak_ptr<RJittedVariation> *wkJittedVariation, RColumnRegister *colRegister,
565 std::shared_ptr<RNodeBase> *prevNodeOnHeap) noexcept
566{
567 // a helper to delete objects allocated before jitting, so that the jitter can share data with lazily jitted code
568 auto doDeletes = [&] {
569 delete[] colsPtr;
570 delete[] variedCols;
571 delete[] variationTags;
572
573 delete wkJittedVariation;
574 delete colRegister;
575 delete prevNodeOnHeap;
576 };
577
578 if (wkJittedVariation->expired()) {
579 // The branch of the computation graph that needed this jitted variation went out of scope between the type
580 // jitting was booked and the time jitting actually happened. Nothing to do other than cleaning up.
581 doDeletes();
582 return;
583 }
584
585 const ColumnNames_t inputColNames(colsPtr, colsPtr + colsSize);
586 std::vector<std::string> variedColNames(variedCols, variedCols + variedColsSize);
587 std::vector<std::string> tags(variationTags, variationTags + variationTagsSize);
588
589 auto jittedVariation = wkJittedVariation->lock();
590
591 using Callable_t = std::decay_t<F>;
592 using ColTypes_t = typename TTraits::CallableTraits<Callable_t>::arg_types;
593
594 auto ds = lm->GetDataSource();
595 if (ds != nullptr)
597
598 // use unique_ptr<RDefineBase> instead of make_unique<NewCol_t> to reduce jit/compile-times
599 std::unique_ptr<RVariationBase> newVariation{new RVariation<std::decay_t<F>, IsSingleColumn>(
600 std::move(variedColNames), variationName, std::forward<F>(f), std::move(tags), jittedVariation->GetTypeName(),
602 jittedVariation->SetVariation(std::move(newVariation));
603
604 doDeletes();
605}
606
607/// Convenience function invoked by jitted code to build action nodes at runtime
608template <typename ActionTag, typename... ColTypes, typename PrevNodeType, typename HelperArgType>
609void CallBuildAction(std::shared_ptr<PrevNodeType> *prevNodeOnHeap, const char **colsPtr, std::size_t colsSize,
610 const unsigned int nSlots, std::shared_ptr<HelperArgType> *helperArgOnHeap,
611 std::weak_ptr<RJittedAction> *wkJittedActionOnHeap, RColumnRegister *colRegister) noexcept
612{
613 // a helper to delete objects allocated before jitting, so that the jitter can share data with lazily jitted code
614 auto doDeletes = [&] {
615 delete[] colsPtr;
616 delete helperArgOnHeap;
618 // colRegister must be deleted before prevNodeOnHeap because their dtor needs the RLoopManager to be alive
619 // and prevNodeOnHeap is what keeps it alive if the rest of the computation graph is already out of scope
620 delete colRegister;
621 delete prevNodeOnHeap;
622 };
623
624 if (wkJittedActionOnHeap->expired()) {
625 // The branch of the computation graph that needed this jitted variation went out of scope between the type
626 // jitting was booked and the time jitting actually happened. Nothing to do other than cleaning up.
627 doDeletes();
628 return;
629 }
630
631 const ColumnNames_t cols(colsPtr, colsPtr + colsSize);
632
634
635 // if we are here it means we are jitting, if we are jitting the loop manager must be alive
637 auto &loopManager = *prevNodePtr->GetLoopManagerUnchecked();
638 using ColTypes_t = TypeList<ColTypes...>;
639 constexpr auto nColumns = ColTypes_t::list_size;
640 auto ds = loopManager.GetDataSource();
641 if (ds != nullptr)
643
644 auto actionPtr = BuildAction<ColTypes...>(cols, std::move(*helperArgOnHeap), nSlots, std::move(prevNodePtr),
646 jittedActionOnHeap->SetAction(std::move(actionPtr));
647
648 doDeletes();
649}
650
651/// The contained `type` alias is `double` if `T == RInferredType`, `U` if `T == std::container<U>`, `T` otherwise.
652template <typename T, bool Container = IsDataContainer<T>::value && !std::is_same<T, std::string>::value>
653struct RMinReturnType {
654 using type = T;
655};
656
657template <>
659 using type = double;
660};
661
662template <typename T>
663struct RMinReturnType<T, true> {
664 using type = TTraits::TakeFirstParameter_t<T>;
665};
666
667// return wrapper around f that prepends an `unsigned int slot` parameter
668template <typename R, typename F, typename... Args>
669std::function<R(unsigned int, Args...)> AddSlotParameter(F &f, TypeList<Args...>)
670{
671 return [f](unsigned int, Args... a) mutable -> R { return f(a...); };
672}
673
674template <typename ColType, typename... Rest>
675struct RNeedJittingHelper {
676 static constexpr bool value = RNeedJittingHelper<Rest...>::value;
677};
678
679template <typename... Rest>
681 static constexpr bool value = true;
682};
683
684template <typename T>
685struct RNeedJittingHelper<T> {
686 static constexpr bool value = false;
687};
688
689template <>
691 static constexpr bool value = true;
692};
693
694template <typename ...ColTypes>
695struct RNeedJitting {
696 static constexpr bool value = RNeedJittingHelper<ColTypes...>::value;
697};
698
699template <>
700struct RNeedJitting<> {
701 static constexpr bool value = false;
702};
703
704///////////////////////////////////////////////////////////////////////////////
705/// Check preconditions for RInterface::Aggregate:
706/// - the aggregator callable must have signature `U(U,T)` or `void(U&,T)`.
707/// - the merge callable must have signature `U(U,U)` or `void(std::vector<U>&)`
708template <typename R, typename Merge, typename U, typename T, typename decayedU = std::decay_t<U>,
709 typename mergeArgsNoDecay_t = typename CallableTraits<Merge>::arg_types_nodecay,
710 typename mergeArgs_t = typename CallableTraits<Merge>::arg_types,
711 typename mergeRet_t = typename CallableTraits<Merge>::ret_type>
713{
714 constexpr bool isAggregatorOk =
715 (std::is_same<R, decayedU>::value) || (std::is_same<R, void>::value && std::is_lvalue_reference<U>::value);
716 static_assert(isAggregatorOk, "aggregator function must have signature `U(U,T)` or `void(U&,T)`");
717 constexpr bool isMergeOk =
718 (std::is_same<TypeList<decayedU, decayedU>, mergeArgs_t>::value && std::is_same<decayedU, mergeRet_t>::value) ||
719 (std::is_same<TypeList<std::vector<decayedU> &>, mergeArgsNoDecay_t>::value &&
720 std::is_same<void, mergeRet_t>::value);
721 static_assert(isMergeOk, "merge function must have signature `U(U,U)` or `void(std::vector<U>&)`");
722}
723
724///////////////////////////////////////////////////////////////////////////////
725/// This overload of CheckAggregate is called when the aggregator takes more than two arguments
726template <typename R, typename T>
727void CheckAggregate(T)
728{
729 static_assert(sizeof(T) == 0, "aggregator function must take exactly two arguments");
730}
731
732///////////////////////////////////////////////////////////////////////////////
733/// Check as many template parameters were passed as the number of column names, throw if this is not the case.
734void CheckTypesAndPars(unsigned int nTemplateParams, unsigned int nColumnNames);
735
736/// Return local BranchNames or default BranchNames according to which one should be used
737const ColumnNames_t SelectColumns(unsigned int nArgs, const ColumnNames_t &bl, const ColumnNames_t &defBl);
738
739/// Check whether column names refer to a valid branch of a TTree or have been `Define`d. Return invalid column names.
740ColumnNames_t FindUnknownColumns(const ColumnNames_t &requiredCols, const ColumnNames_t &datasetColumns,
741 const RColumnRegister &definedCols, const ColumnNames_t &dataSourceColumns);
742
743/// Returns the list of Filters defined in the whole graph
744std::vector<std::string> GetFilterNames(const std::shared_ptr<RLoopManager> &loopManager);
745
746/// Returns the list of Filters defined in the branch
747template <typename NodeType>
748std::vector<std::string> GetFilterNames(const std::shared_ptr<NodeType> &node)
749{
750 std::vector<std::string> filterNames;
751 node->AddFilterName(filterNames);
752 return filterNames;
753}
754
755struct ParsedTreePath {
756 std::string fTreeName;
757 std::string fDirName;
758};
759
761
762// Check if a condition is true for all types
763template <bool...>
764struct TBoolPack;
765
766template <bool... bs>
767using IsTrueForAllImpl_t = typename std::is_same<TBoolPack<bs..., true>, TBoolPack<true, bs...>>;
768
769template <bool... Conditions>
770struct TEvalAnd {
771 static constexpr bool value = IsTrueForAllImpl_t<Conditions...>::value;
772};
773
774// Check if a class is a specialisation of stl containers templates
775// clang-format off
776
777template <typename>
778struct IsList_t : std::false_type {};
779
780template <typename T>
781struct IsList_t<std::list<T>> : std::true_type {};
782
783template <typename>
784struct IsDeque_t : std::false_type {};
785
786template <typename T>
787struct IsDeque_t<std::deque<T>> : std::true_type {};
788// clang-format on
789
790void CheckForDuplicateSnapshotColumns(const ColumnNames_t &cols);
791
792template <typename T>
793struct InnerValueType {
794 using type = T; // fallback for when T is not a nested RVec
795};
796
797template <typename Elem>
798struct InnerValueType<ROOT::VecOps::RVec<ROOT::VecOps::RVec<Elem>>> {
799 using type = Elem;
800};
801
802template <typename T>
804
805std::pair<std::vector<std::string>, std::vector<std::string>>
806AddSizeBranches(const std::vector<std::string> &branches, ROOT::RDF::RDataSource *ds,
807 std::vector<std::string> &&colsWithoutAliases, std::vector<std::string> &&colsWithAliases);
808
809void RemoveDuplicates(ColumnNames_t &columnNames);
810void RemoveRNTupleSubFields(ColumnNames_t &columnNames);
811
812} // namespace RDF
813} // namespace Internal
814
815namespace Detail {
816namespace RDF {
817
818/// The aliased type is `double` if `T == RInferredType`, `U` if `T == container<U>`, `T` otherwise.
819template <typename T>
820using MinReturnType_t = typename RDFInternal::RMinReturnType<T>::type;
821
822template <typename T>
824
825template <typename T>
827
828} // namespace RDF
829} // namespace Detail
830} // namespace ROOT
831
832/// \endcond
833
834#endif
#define f(i)
Definition RSha256.hxx:104
#define g(i)
Definition RSha256.hxx:105
#define a(i)
Definition RSha256.hxx:99
#define h(i)
Definition RSha256.hxx:106
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Int_t gErrorIgnoreLevel
Error handling routines.
Definition TError.cxx:31
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void char Point_t Rectangle_t WindowAttributes_t Float_t Float_t Float_t Int_t Int_t UInt_t UInt_t Rectangle_t Int_t Int_t Window_t TString Int_t GCValues_t GetPrimarySelectionOwner GetDisplay GetScreen GetColormap GetNativeEvent const char const char dpyName wid window const char font_name cursor keysym reg const char only_if_exist regb h Point_t winding char text const char depth char const char Int_t count const char ColorStruct_t color const char filename
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void value
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void char Point_t Rectangle_t WindowAttributes_t Float_t Float_t Float_t Int_t Int_t UInt_t UInt_t Rectangle_t Int_t Int_t Window_t TString Int_t GCValues_t GetPrimarySelectionOwner GetDisplay GetScreen GetColormap GetNativeEvent const char const char dpyName wid window const char font_name cursor keysym reg const char only_if_exist regb h Point_t winding char text const char depth char const char Int_t count const char ColorStruct_t color const char Pixmap_t Pixmap_t PictureAttributes_t attr const char char ret_data h unsigned char height h Atom_t Int_t ULong_t ULong_t unsigned char prop_list Atom_t Atom_t Atom_t Time_t type
char name[80]
Definition TGX11.cxx:110
The head node of a RDF computation graph.
RDataSource defines an API that RDataFrame can use to read arbitrary data formats.
The public interface to the RDataFrame federation of classes.
const_iterator end() const
A "std::vector"-like collection of values implementing handy operation to analyse them.
Definition RVec.hxx:1530
@ kAllAxes
Definition TH1.h:125
An array of TObjects.
Definition TObjArray.h:31
A TTree represents a columnar dataset.
Definition TTree.h:84
T Sum(const RVec< T > &v, const T zero=T(0))
Sum elements of an RVec.
Definition RVec.hxx:1955
#define F(x, y, z)
const ColumnNames_t SelectColumns(unsigned int nRequiredNames, const ColumnNames_t &names, const ColumnNames_t &defaultNames)
Choose between local column names or default column names, throw in case of errors.
void CheckForNoVariations(const std::string &where, std::string_view definedColView, const RColumnRegister &colRegister)
Throw if the column has systematic variations attached.
ParsedTreePath ParseTreePath(std::string_view fullTreeName)
void CheckForRedefinition(const std::string &where, std::string_view definedColView, const RColumnRegister &colRegister, const ColumnNames_t &treeColumns, const ColumnNames_t &dataSourceColumns)
Throw if column definedColView is already there.
void CheckForDefinition(const std::string &where, std::string_view definedColView, const RColumnRegister &colRegister, const ColumnNames_t &treeColumns, const ColumnNames_t &dataSourceColumns)
Throw if column definedColView is not already there.
std::shared_ptr< RJittedDefine > BookDefineJit(std::string_view name, std::string_view expression, RLoopManager &lm, RDataSource *ds, const RColumnRegister &colRegister, const ColumnNames_t &branches, std::shared_ptr< RNodeBase > *upcastNodeOnHeap)
Book the jitting of a Define call.
void CheckValidCppVarName(std::string_view var, const std::string &where)
void RemoveDuplicates(ColumnNames_t &columnNames)
ColumnNames_t GetValidatedColumnNames(RLoopManager &lm, const unsigned int nColumns, const ColumnNames_t &columns, const RColumnRegister &colRegister, RDataSource *ds)
Given the desired number of columns and the user-provided list of columns:
std::shared_ptr< RNodeBase > UpcastNode(std::shared_ptr< RNodeBase > ptr)
std::vector< std::string > GetFilterNames(const std::shared_ptr< RLoopManager > &loopManager)
std::string PrettyPrintAddr(const void *const addr)
void CheckTypesAndPars(unsigned int nTemplateParams, unsigned int nColumnNames)
std::string DemangleTypeIdName(const std::type_info &typeInfo)
bool AtLeastOneEmptyString(const std::vector< std::string_view > strings)
std::unique_ptr< ROOT::Detail::RDF::RColumnReaderBase > CreateColumnReader(ROOT::RDF::RDataSource &ds, unsigned int slot, std::string_view col, const std::type_info &tid, TTreeReader *treeReader)
Definition RDFUtils.cxx:592
std::pair< std::vector< std::string >, std::vector< std::string > > AddSizeBranches(const std::vector< std::string > &branches, ROOT::RDF::RDataSource *ds, std::vector< std::string > &&colsWithoutAliases, std::vector< std::string > &&colsWithAliases)
Return copies of colsWithoutAliases and colsWithAliases with size branches for variable-sized array b...
void RemoveRNTupleSubFields(ColumnNames_t &columnNames)
std::shared_ptr< RDFDetail::RJittedFilter > BookFilterJit(std::shared_ptr< RDFDetail::RNodeBase > *prevNodeOnHeap, std::string_view name, std::string_view expression, const ColumnNames_t &branches, const RColumnRegister &colRegister, TTree *tree, RDataSource *ds)
Book the jitting of a Filter call.
ColumnNames_t FilterArraySizeColNames(const ColumnNames_t &columnNames, const std::string &action)
Take a list of column names, return that list with entries starting by '#' filtered out.
std::shared_ptr< RJittedVariation > BookVariationJit(const std::vector< std::string > &colNames, std::string_view variationName, const std::vector< std::string > &variationTags, std::string_view expression, RLoopManager &lm, RDataSource *ds, const RColumnRegister &colRegister, const ColumnNames_t &branches, std::shared_ptr< RNodeBase > *upcastNodeOnHeap, bool isSingleColumn)
Book the jitting of a Vary call.
std::vector< std::string > GetValidatedArgTypes(const ColumnNames_t &colNames, const RColumnRegister &colRegister, TTree *tree, RDataSource *ds, const std::string &context, bool vector2RVec)
void CheckForDuplicateSnapshotColumns(const ColumnNames_t &cols)
ColumnNames_t ConvertRegexToColumns(const ColumnNames_t &colNames, std::string_view columnNameRegexp, std::string_view callerName)
std::vector< bool > FindUndefinedDSColumns(const ColumnNames_t &requestedCols, const ColumnNames_t &definedCols)
Return a bitset each element of which indicates whether the corresponding element in selectedColumns ...
std::shared_ptr< RJittedDefine > BookDefinePerSampleJit(std::string_view name, std::string_view expression, RLoopManager &lm, const RColumnRegister &colRegister, std::shared_ptr< RNodeBase > *upcastNodeOnHeap)
Book the jitting of a DefinePerSample call.
std::string JitBuildAction(const ColumnNames_t &cols, std::shared_ptr< RDFDetail::RNodeBase > *prevNode, const std::type_info &helperArgType, const std::type_info &at, void *helperArgOnHeap, TTree *tree, const unsigned int nSlots, const RColumnRegister &colRegister, RDataSource *ds, std::weak_ptr< RJittedAction > *jittedActionOnHeap, const bool vector2RVec)
ColumnNames_t FindUnknownColumns(const ColumnNames_t &requiredCols, const ColumnNames_t &datasetColumns, const RColumnRegister &definedCols, const ColumnNames_t &dataSourceColumns)
ROOT type_traits extensions.
tbb::task_arena is an alias of tbb::interface7::task_arena, which doesn't allow to forward declare tb...
Bool_t IsImplicitMTEnabled()
Returns true if the implicit multi-threading in ROOT is enabled.
Definition TROOT.cxx:595
Short_t Max(Short_t a, Short_t b)
Returns the largest of a and b.
Definition TMathBase.h:250
Short_t Min(Short_t a, Short_t b)
Returns the smallest of a and b.
Definition TMathBase.h:198
Double_t Mean(Long64_t n, const T *a, const Double_t *w=nullptr)
Returns the weighted mean of an array a with length n.
Definition TMath.h:1169
Double_t StdDev(Long64_t n, const T *a, const Double_t *w=nullptr)
Definition TMath.h:531
A collection of options to steer the creation of the dataset on file.
Lightweight storage for a collection of types.