Logo ROOT  
Reference Guide
 
Loading...
Searching...
No Matches
InterfaceUtils.hxx
Go to the documentation of this file.
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 <ROOT/RStringView.hxx>
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
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.
78class RIgnoreErrorLevelRAII {
79private:
80 int fCurIgnoreErrorLevel = gErrorIgnoreLevel;
81
82public:
83 RIgnoreErrorLevelRAII(int errorIgnoreLevel) { gErrorIgnoreLevel = errorIgnoreLevel; }
84 ~RIgnoreErrorLevelRAII() { gErrorIgnoreLevel = fCurIgnoreErrorLevel; }
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{
134 using Helper_t = FillHelper<ActionResultType>;
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{
145 auto hasAxisLimits = HistoUtils<::TH1D>::HasAxisLimits(*h);
146
147 if (hasAxisLimits) {
148 using Helper_t = FillHelper<::TH1D>;
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 {
152 using Helper_t = BufferedFillHelper;
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{
163 using Helper_t = FillTGraphHelper;
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{
173 using Helper_t = FillTGraphAsymmErrorsHelper;
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{
184 using Helper_t = MinHelper<ActionResultType>;
185 using Action_t = RAction<Helper_t, PrevNodeType, TTraits::TypeList<ColType>>;
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{
195 using Helper_t = MaxHelper<ActionResultType>;
196 using Action_t = RAction<Helper_t, PrevNodeType, TTraits::TypeList<ColType>>;
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{
206 using Helper_t = SumHelper<ActionResultType>;
207 using Action_t = RAction<Helper_t, PrevNodeType, TTraits::TypeList<ColType>>;
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;
218 using Action_t = RAction<Helper_t, PrevNodeType, TTraits::TypeList<ColType>>;
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;
229 using Action_t = RAction<Helper_t, PrevNodeType, TTraits::TypeList<ColType>>;
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,
240 const RDFInternal::RColumnRegister &colRegister)
241{
242 using Helper_t = DisplayHelper<PrevNodeType>;
243 using Action_t = RAction<Helper_t, PrevNodeType, TTraits::TypeList<ColTypes...>>;
244 return std::make_unique<Action_t>(Helper_t(helperArgs->first, helperArgs->second, prevNode), bl, prevNode,
245 colRegister);
246}
247
248struct SnapshotHelperArgs {
249 std::string fFileName;
250 std::string fDirName;
251 std::string fTreeName;
252 std::vector<std::string> fOutputColNames;
254};
255
256// Snapshot action
257template <typename... ColTypes, typename PrevNodeType>
258std::unique_ptr<RActionBase>
259BuildAction(const ColumnNames_t &colNames, const std::shared_ptr<SnapshotHelperArgs> &snapHelperArgs,
260 const unsigned int nSlots, std::shared_ptr<PrevNodeType> prevNode, ActionTags::Snapshot,
261 const RColumnRegister &colRegister)
262{
263 const auto &filename = snapHelperArgs->fFileName;
264 const auto &dirname = snapHelperArgs->fDirName;
265 const auto &treename = snapHelperArgs->fTreeName;
266 const auto &outputColNames = snapHelperArgs->fOutputColNames;
267 const auto &options = snapHelperArgs->fOptions;
268
269 auto makeIsDefine = [&] {
270 std::vector<bool> isDef;
271 isDef.reserve(sizeof...(ColTypes));
272 for (auto i = 0u; i < sizeof...(ColTypes); ++i)
273 isDef.push_back(colRegister.IsDefineOrAlias(colNames[i]));
274 return isDef;
275 };
276 std::vector<bool> isDefine = makeIsDefine();
277
278 std::unique_ptr<RActionBase> actionPtr;
280 // single-thread snapshot
281 using Helper_t = SnapshotHelper<ColTypes...>;
282 using Action_t = RAction<Helper_t, PrevNodeType>;
283 actionPtr.reset(
284 new Action_t(Helper_t(filename, dirname, treename, colNames, outputColNames, options, std::move(isDefine)),
285 colNames, prevNode, colRegister));
286 } else {
287 // multi-thread snapshot
288 using Helper_t = SnapshotHelperMT<ColTypes...>;
289 using Action_t = RAction<Helper_t, PrevNodeType>;
290 actionPtr.reset(new Action_t(
291 Helper_t(nSlots, filename, dirname, treename, colNames, outputColNames, options, std::move(isDefine)),
292 colNames, prevNode, colRegister));
293 }
294 return actionPtr;
295}
296
297// Book with custom helper type
298template <typename... ColTypes, typename PrevNodeType, typename Helper_t>
299std::unique_ptr<RActionBase>
300BuildAction(const ColumnNames_t &bl, const std::shared_ptr<Helper_t> &h, const unsigned int /*nSlots*/,
301 std::shared_ptr<PrevNodeType> prevNode, ActionTags::Book, const RColumnRegister &colRegister)
302{
303 using Action_t = RAction<Helper_t, PrevNodeType, TTraits::TypeList<ColTypes...>>;
304 return std::make_unique<Action_t>(Helper_t(std::move(*h)), bl, std::move(prevNode), colRegister);
305}
306
307/****** end BuildAndBook ******/
308
309template <typename Filter>
310void CheckFilter(Filter &)
311{
312 using FilterRet_t = typename RDF::CallableTraits<Filter>::ret_type;
313 static_assert(std::is_convertible<FilterRet_t, bool>::value,
314 "filter expression returns a type that is not convertible to bool");
315}
316
317ColumnNames_t FilterArraySizeColNames(const ColumnNames_t &columnNames, const std::string &action);
318
319void CheckValidCppVarName(std::string_view var, const std::string &where);
320
321void CheckForRedefinition(const std::string &where, std::string_view definedCol, const RColumnRegister &colRegister,
322 const ColumnNames_t &treeColumns, const ColumnNames_t &dataSourceColumns);
323
324void CheckForDefinition(const std::string &where, std::string_view definedColView, const RColumnRegister &colRegister,
325 const ColumnNames_t &treeColumns, const ColumnNames_t &dataSourceColumns);
326
327void CheckForNoVariations(const std::string &where, std::string_view definedColView,
328 const RColumnRegister &colRegister);
329
330std::string PrettyPrintAddr(const void *const addr);
331
332std::shared_ptr<RJittedFilter> BookFilterJit(std::shared_ptr<RNodeBase> *prevNodeOnHeap, std::string_view name,
333 std::string_view expression, const ColumnNames_t &branches,
334 const RColumnRegister &colRegister, TTree *tree, RDataSource *ds);
335
336std::shared_ptr<RJittedDefine> BookDefineJit(std::string_view name, std::string_view expression, RLoopManager &lm,
337 RDataSource *ds, const RColumnRegister &colRegister,
338 const ColumnNames_t &branches, std::shared_ptr<RNodeBase> *prevNodeOnHeap);
339
340std::shared_ptr<RJittedDefine> BookDefinePerSampleJit(std::string_view name, std::string_view expression,
341 RLoopManager &lm, const RColumnRegister &colRegister,
342 std::shared_ptr<RNodeBase> *upcastNodeOnHeap);
343
344std::shared_ptr<RJittedVariation>
345BookVariationJit(const std::vector<std::string> &colNames, std::string_view variationName,
346 const std::vector<std::string> &variationTags, std::string_view expression, RLoopManager &lm,
347 RDataSource *ds, const RColumnRegister &colRegister, const ColumnNames_t &branches,
348 std::shared_ptr<RNodeBase> *upcastNodeOnHeap, bool isSingleColumn);
349
350std::string JitBuildAction(const ColumnNames_t &bl, std::shared_ptr<RDFDetail::RNodeBase> *prevNode,
351 const std::type_info &art, const std::type_info &at, void *rOnHeap, TTree *tree,
352 const unsigned int nSlots, const RColumnRegister &colRegister, RDataSource *ds,
353 std::weak_ptr<RJittedAction> *jittedActionOnHeap);
354
355// Allocate a weak_ptr on the heap, return a pointer to it. The user is responsible for deleting this weak_ptr.
356// This function is meant to be used by RInterface's methods that book code for jitting.
357// The problem it solves is that we generate code to be lazily jitted with the addresses of certain objects in them,
358// and we need to check those objects are still alive when the generated code is finally jitted and executed.
359// So we pass addresses to weak_ptrs allocated on the heap to the jitted code, which is then responsible for
360// the deletion of the weak_ptr object.
361template <typename T>
362std::weak_ptr<T> *MakeWeakOnHeap(const std::shared_ptr<T> &shPtr)
363{
364 return new std::weak_ptr<T>(shPtr);
365}
366
367// Same as MakeWeakOnHeap, but create a shared_ptr that makes sure the object is definitely kept alive.
368template <typename T>
369std::shared_ptr<T> *MakeSharedOnHeap(const std::shared_ptr<T> &shPtr)
370{
371 return new std::shared_ptr<T>(shPtr);
372}
373
374bool AtLeastOneEmptyString(const std::vector<std::string_view> strings);
375
376/// Take a shared_ptr<AnyNodeType> and return a shared_ptr<RNodeBase>.
377/// This works for RLoopManager nodes as well as filters and ranges.
378std::shared_ptr<RNodeBase> UpcastNode(std::shared_ptr<RNodeBase> ptr);
379
380ColumnNames_t GetValidatedColumnNames(RLoopManager &lm, const unsigned int nColumns, const ColumnNames_t &columns,
381 const RColumnRegister &validDefines, RDataSource *ds);
382
383std::vector<std::string> GetValidatedArgTypes(const ColumnNames_t &colNames, const RColumnRegister &colRegister,
384 TTree *tree, RDataSource *ds, const std::string &context,
385 bool vector2rvec);
386
387std::vector<bool> FindUndefinedDSColumns(const ColumnNames_t &requestedCols, const ColumnNames_t &definedDSCols);
388
389template <typename T>
390void AddDSColumnsHelper(const std::string &colName, RLoopManager &lm, RDataSource &ds, RColumnRegister &colRegister)
391{
392 if (colRegister.IsDefineOrAlias(colName) || !ds.HasColumn(colName) ||
393 lm.HasDataSourceColumnReaders(colName, typeid(T)))
394 return;
395
396 const auto nSlots = lm.GetNSlots();
397 std::vector<std::unique_ptr<RColumnReaderBase>> colReaders;
398 colReaders.reserve(nSlots);
399
400 const auto valuePtrs = ds.GetColumnReaders<T>(colName);
401 if (!valuePtrs.empty()) { // we are using the old GetColumnReaders mechanism in this RDataSource
402 for (auto *ptr : valuePtrs)
403 colReaders.emplace_back(new RDSColumnReader<T>(ptr));
404
405 } else { // using the new GetColumnReaders mechanism
406 // TODO consider changing the interface so we return all of these for all slots in one go
407 for (auto slot = 0u; slot < lm.GetNSlots(); ++slot)
408 colReaders.emplace_back(ds.GetColumnReaders(slot, colName, typeid(T)));
409 }
410
411 lm.AddDataSourceColumnReaders(colName, std::move(colReaders), typeid(T));
412}
413
414/// Take list of column names that must be defined, current map of custom columns, current list of defined column names,
415/// and return a new map of custom columns (with the new datasource columns added to it)
416template <typename... ColumnTypes>
417void AddDSColumns(const std::vector<std::string> &requiredCols, RLoopManager &lm, RDataSource &ds,
418 TTraits::TypeList<ColumnTypes...>, RColumnRegister &colRegister)
419{
420 // hack to expand a template parameter pack without c++17 fold expressions.
421 using expander = int[];
422 int i = 0;
423 (void)expander{(AddDSColumnsHelper<ColumnTypes>(requiredCols[i], lm, ds, colRegister), ++i)..., 0};
424}
425
426// this function is meant to be called by the jitted code generated by BookFilterJit
427template <typename F, typename PrevNode>
428void JitFilterHelper(F &&f, const char **colsPtr, std::size_t colsSize, std::string_view name,
429 std::weak_ptr<RJittedFilter> *wkJittedFilter, std::shared_ptr<PrevNode> *prevNodeOnHeap,
430 RColumnRegister *colRegister) noexcept
431{
432 if (wkJittedFilter->expired()) {
433 // The branch of the computation graph that needed this jitted code went out of scope between the type
434 // jitting was booked and the time jitting actually happened. Nothing to do other than cleaning up.
435 delete wkJittedFilter;
436 delete colRegister;
437 delete prevNodeOnHeap;
438 return;
439 }
440
441 const ColumnNames_t cols(colsPtr, colsPtr + colsSize);
442 delete[] colsPtr;
443
444 const auto jittedFilter = wkJittedFilter->lock();
445
446 // mock Filter logic -- validity checks and Define-ition of RDataSource columns
447 using Callable_t = std::decay_t<F>;
449 using ColTypes_t = typename TTraits::CallableTraits<Callable_t>::arg_types;
450 constexpr auto nColumns = ColTypes_t::list_size;
451 CheckFilter(f);
452
453 auto &lm = *jittedFilter->GetLoopManagerUnchecked(); // RLoopManager must exist at this time
454 auto ds = lm.GetDataSource();
455
456 if (ds != nullptr)
457 AddDSColumns(cols, lm, *ds, ColTypes_t(), *colRegister);
458
459 jittedFilter->SetFilter(
460 std::unique_ptr<RFilterBase>(new F_t(std::forward<F>(f), cols, *prevNodeOnHeap, *colRegister, name)));
461 // colRegister points to the columns structure in the heap, created before the jitted call so that the jitter can
462 // share data after it has lazily compiled the code. Here the data has been used and the memory can be freed.
463 delete colRegister;
464 delete prevNodeOnHeap;
465 delete wkJittedFilter;
466}
467
468namespace DefineTypes {
469struct RDefineTag {};
470struct RDefinePerSampleTag {};
471}
472
473template <typename F>
474auto MakeDefineNode(DefineTypes::RDefineTag, std::string_view name, std::string_view dummyType, F &&f,
475 const ColumnNames_t &cols, RColumnRegister &colRegister, RLoopManager &lm)
476{
477 return std::unique_ptr<RDefineBase>(new RDefine<std::decay_t<F>, ExtraArgsForDefine::None>(
478 name, dummyType, std::forward<F>(f), cols, colRegister, lm));
479}
480
481template <typename F>
482auto MakeDefineNode(DefineTypes::RDefinePerSampleTag, std::string_view name, std::string_view dummyType, F &&f,
483 const ColumnNames_t &, RColumnRegister &, RLoopManager &lm)
484{
485 return std::unique_ptr<RDefineBase>(
486 new RDefinePerSample<std::decay_t<F>>(name, dummyType, std::forward<F>(f), lm));
487}
488
489// Build a RDefine or a RDefinePerSample object and attach it to an existing RJittedDefine
490// This function is meant to be called by jitted code right before starting the event loop.
491// If colsPtr is null, build a RDefinePerSample (it has no input columns), otherwise a RDefine.
492template <typename RDefineTypeTag, typename F>
493void JitDefineHelper(F &&f, const char **colsPtr, std::size_t colsSize, std::string_view name, RLoopManager *lm,
494 std::weak_ptr<RJittedDefine> *wkJittedDefine, RColumnRegister *colRegister,
495 std::shared_ptr<RNodeBase> *prevNodeOnHeap) noexcept
496{
497 // a helper to delete objects allocated before jitting, so that the jitter can share data with lazily jitted code
498 auto doDeletes = [&] {
499 delete wkJittedDefine;
500 delete colRegister;
501 delete prevNodeOnHeap;
502 delete[] colsPtr;
503 };
504
505 if (wkJittedDefine->expired()) {
506 // The branch of the computation graph that needed this jitted code went out of scope between the type
507 // jitting was booked and the time jitting actually happened. Nothing to do other than cleaning up.
508 doDeletes();
509 return;
510 }
511
512 const ColumnNames_t cols(colsPtr, colsPtr + colsSize);
513
514 auto jittedDefine = wkJittedDefine->lock();
515
516 using Callable_t = std::decay_t<F>;
517 using ColTypes_t = typename TTraits::CallableTraits<Callable_t>::arg_types;
518
519 auto ds = lm->GetDataSource();
520 if (ds != nullptr)
521 AddDSColumns(cols, *lm, *ds, ColTypes_t(), *colRegister);
522
523 // will never actually be used (trumped by jittedDefine->GetTypeName()), but we set it to something meaningful
524 // to help devs debugging
525 const auto dummyType = "jittedCol_t";
526 // use unique_ptr<RDefineBase> instead of make_unique<NewCol_t> to reduce jit/compile-times
527 std::unique_ptr<RDefineBase> newCol{
528 MakeDefineNode(RDefineTypeTag{}, name, dummyType, std::forward<F>(f), cols, *colRegister, *lm)};
529 jittedDefine->SetDefine(std::move(newCol));
530
531 doDeletes();
532}
533
534template <bool IsSingleColumn, typename F>
535void JitVariationHelper(F &&f, const char **colsPtr, std::size_t colsSize, const char **variedCols,
536 std::size_t variedColsSize, const char **variationTags, std::size_t variationTagsSize,
537 std::string_view variationName, RLoopManager *lm,
538 std::weak_ptr<RJittedVariation> *wkJittedVariation, RColumnRegister *colRegister,
539 std::shared_ptr<RNodeBase> *prevNodeOnHeap) noexcept
540{
541 // a helper to delete objects allocated before jitting, so that the jitter can share data with lazily jitted code
542 auto doDeletes = [&] {
543 delete[] colsPtr;
544 delete[] variedCols;
545 delete[] variationTags;
546
547 delete wkJittedVariation;
548 delete colRegister;
549 delete prevNodeOnHeap;
550 };
551
552 if (wkJittedVariation->expired()) {
553 // The branch of the computation graph that needed this jitted variation went out of scope between the type
554 // jitting was booked and the time jitting actually happened. Nothing to do other than cleaning up.
555 doDeletes();
556 return;
557 }
558
559 const ColumnNames_t inputColNames(colsPtr, colsPtr + colsSize);
560 std::vector<std::string> variedColNames(variedCols, variedCols + variedColsSize);
561 std::vector<std::string> tags(variationTags, variationTags + variationTagsSize);
562
563 auto jittedVariation = wkJittedVariation->lock();
564
565 using Callable_t = std::decay_t<F>;
566 using ColTypes_t = typename TTraits::CallableTraits<Callable_t>::arg_types;
567
568 auto ds = lm->GetDataSource();
569 if (ds != nullptr)
570 AddDSColumns(inputColNames, *lm, *ds, ColTypes_t(), *colRegister);
571
572 // use unique_ptr<RDefineBase> instead of make_unique<NewCol_t> to reduce jit/compile-times
573 std::unique_ptr<RVariationBase> newVariation{new RVariation<std::decay_t<F>, IsSingleColumn>(
574 std::move(variedColNames), variationName, std::forward<F>(f), std::move(tags), jittedVariation->GetTypeName(),
575 *colRegister, *lm, std::move(inputColNames))};
576 jittedVariation->SetVariation(std::move(newVariation));
577
578 doDeletes();
579}
580
581/// Convenience function invoked by jitted code to build action nodes at runtime
582template <typename ActionTag, typename... ColTypes, typename PrevNodeType, typename HelperArgType>
583void CallBuildAction(std::shared_ptr<PrevNodeType> *prevNodeOnHeap, const char **colsPtr, std::size_t colsSize,
584 const unsigned int nSlots, std::shared_ptr<HelperArgType> *helperArgOnHeap,
585 std::weak_ptr<RJittedAction> *wkJittedActionOnHeap, RColumnRegister *colRegister) noexcept
586{
587 // a helper to delete objects allocated before jitting, so that the jitter can share data with lazily jitted code
588 auto doDeletes = [&] {
589 delete[] colsPtr;
590 delete helperArgOnHeap;
591 delete wkJittedActionOnHeap;
592 // colRegister must be deleted before prevNodeOnHeap because their dtor needs the RLoopManager to be alive
593 // and prevNodeOnHeap is what keeps it alive if the rest of the computation graph is already out of scope
594 delete colRegister;
595 delete prevNodeOnHeap;
596 };
597
598 if (wkJittedActionOnHeap->expired()) {
599 // The branch of the computation graph that needed this jitted variation went out of scope between the type
600 // jitting was booked and the time jitting actually happened. Nothing to do other than cleaning up.
601 doDeletes();
602 return;
603 }
604
605 const ColumnNames_t cols(colsPtr, colsPtr + colsSize);
606
607 auto jittedActionOnHeap = wkJittedActionOnHeap->lock();
608
609 // if we are here it means we are jitting, if we are jitting the loop manager must be alive
610 auto &prevNodePtr = *prevNodeOnHeap;
611 auto &loopManager = *prevNodePtr->GetLoopManagerUnchecked();
612 using ColTypes_t = TypeList<ColTypes...>;
613 constexpr auto nColumns = ColTypes_t::list_size;
614 auto ds = loopManager.GetDataSource();
615 if (ds != nullptr)
616 AddDSColumns(cols, loopManager, *ds, ColTypes_t(), *colRegister);
617
618 auto actionPtr = BuildAction<ColTypes...>(cols, std::move(*helperArgOnHeap), nSlots, std::move(prevNodePtr),
619 ActionTag{}, *colRegister);
620 jittedActionOnHeap->SetAction(std::move(actionPtr));
621
622 doDeletes();
623}
624
625/// The contained `type` alias is `double` if `T == RInferredType`, `U` if `T == std::container<U>`, `T` otherwise.
626template <typename T, bool Container = IsDataContainer<T>::value && !std::is_same<T, std::string>::value>
627struct RMinReturnType {
628 using type = T;
629};
630
631template <>
632struct RMinReturnType<RInferredType, false> {
633 using type = double;
634};
635
636template <typename T>
637struct RMinReturnType<T, true> {
638 using type = TTraits::TakeFirstParameter_t<T>;
639};
640
641// return wrapper around f that prepends an `unsigned int slot` parameter
642template <typename R, typename F, typename... Args>
643std::function<R(unsigned int, Args...)> AddSlotParameter(F &f, TypeList<Args...>)
644{
645 return [f](unsigned int, Args... a) mutable -> R { return f(a...); };
646}
647
648template <typename ColType, typename... Rest>
649struct RNeedJittingHelper {
650 static constexpr bool value = RNeedJittingHelper<Rest...>::value;
651};
652
653template <typename... Rest>
654struct RNeedJittingHelper<RInferredType, Rest...> {
655 static constexpr bool value = true;
656};
657
658template <typename T>
659struct RNeedJittingHelper<T> {
660 static constexpr bool value = false;
661};
662
663template <>
664struct RNeedJittingHelper<RInferredType> {
665 static constexpr bool value = true;
666};
667
668template <typename ...ColTypes>
669struct RNeedJitting {
670 static constexpr bool value = RNeedJittingHelper<ColTypes...>::value;
671};
672
673template <>
674struct RNeedJitting<> {
675 static constexpr bool value = false;
676};
677
678///////////////////////////////////////////////////////////////////////////////
679/// Check preconditions for RInterface::Aggregate:
680/// - the aggregator callable must have signature `U(U,T)` or `void(U&,T)`.
681/// - the merge callable must have signature `U(U,U)` or `void(std::vector<U>&)`
682template <typename R, typename Merge, typename U, typename T, typename decayedU = std::decay_t<U>,
683 typename mergeArgsNoDecay_t = typename CallableTraits<Merge>::arg_types_nodecay,
684 typename mergeArgs_t = typename CallableTraits<Merge>::arg_types,
685 typename mergeRet_t = typename CallableTraits<Merge>::ret_type>
686void CheckAggregate(TypeList<U, T>)
687{
688 constexpr bool isAggregatorOk =
689 (std::is_same<R, decayedU>::value) || (std::is_same<R, void>::value && std::is_lvalue_reference<U>::value);
690 static_assert(isAggregatorOk, "aggregator function must have signature `U(U,T)` or `void(U&,T)`");
691 constexpr bool isMergeOk =
692 (std::is_same<TypeList<decayedU, decayedU>, mergeArgs_t>::value && std::is_same<decayedU, mergeRet_t>::value) ||
693 (std::is_same<TypeList<std::vector<decayedU> &>, mergeArgsNoDecay_t>::value &&
694 std::is_same<void, mergeRet_t>::value);
695 static_assert(isMergeOk, "merge function must have signature `U(U,U)` or `void(std::vector<U>&)`");
696}
697
698///////////////////////////////////////////////////////////////////////////////
699/// This overload of CheckAggregate is called when the aggregator takes more than two arguments
700template <typename R, typename T>
701void CheckAggregate(T)
702{
703 static_assert(sizeof(T) == 0, "aggregator function must take exactly two arguments");
704}
705
706///////////////////////////////////////////////////////////////////////////////
707/// Check as many template parameters were passed as the number of column names, throw if this is not the case.
708void CheckTypesAndPars(unsigned int nTemplateParams, unsigned int nColumnNames);
709
710/// Return local BranchNames or default BranchNames according to which one should be used
711const ColumnNames_t SelectColumns(unsigned int nArgs, const ColumnNames_t &bl, const ColumnNames_t &defBl);
712
713/// Check whether column names refer to a valid branch of a TTree or have been `Define`d. Return invalid column names.
714ColumnNames_t FindUnknownColumns(const ColumnNames_t &requiredCols, const ColumnNames_t &datasetColumns,
715 const RColumnRegister &definedCols, const ColumnNames_t &dataSourceColumns);
716
717/// Returns the list of Filters defined in the whole graph
718std::vector<std::string> GetFilterNames(const std::shared_ptr<RLoopManager> &loopManager);
719
720/// Returns the list of Filters defined in the branch
721template <typename NodeType>
722std::vector<std::string> GetFilterNames(const std::shared_ptr<NodeType> &node)
723{
724 std::vector<std::string> filterNames;
725 node->AddFilterName(filterNames);
726 return filterNames;
727}
728
729struct ParsedTreePath {
730 std::string fTreeName;
731 std::string fDirName;
732};
733
734ParsedTreePath ParseTreePath(std::string_view fullTreeName);
735
736// Check if a condition is true for all types
737template <bool...>
738struct TBoolPack;
739
740template <bool... bs>
741using IsTrueForAllImpl_t = typename std::is_same<TBoolPack<bs..., true>, TBoolPack<true, bs...>>;
742
743template <bool... Conditions>
744struct TEvalAnd {
745 static constexpr bool value = IsTrueForAllImpl_t<Conditions...>::value;
746};
747
748// Check if a class is a specialisation of stl containers templates
749// clang-format off
750
751template <typename>
752struct IsList_t : std::false_type {};
753
754template <typename T>
755struct IsList_t<std::list<T>> : std::true_type {};
756
757template <typename>
758struct IsDeque_t : std::false_type {};
759
760template <typename T>
761struct IsDeque_t<std::deque<T>> : std::true_type {};
762// clang-format on
763
765
766void TriggerRun(ROOT::RDF::RNode &node);
767
768template <typename T>
769struct InnerValueType {
770 using type = T; // fallback for when T is not a nested RVec
771};
772
773template <typename Elem>
774struct InnerValueType<ROOT::VecOps::RVec<ROOT::VecOps::RVec<Elem>>> {
775 using type = Elem;
776};
777
778template <typename T>
779using InnerValueType_t = typename InnerValueType<T>::type;
780
781std::pair<std::vector<std::string>, std::vector<std::string>>
782AddSizeBranches(const std::vector<std::string> &branches, TTree *tree, std::vector<std::string> &&colsWithoutAliases,
783 std::vector<std::string> &&colsWithAliases);
784
785void RemoveDuplicates(ColumnNames_t &columnNames);
786
787} // namespace RDF
788} // namespace Internal
789
790namespace Detail {
791namespace RDF {
792
793/// The aliased type is `double` if `T == RInferredType`, `U` if `T == container<U>`, `T` otherwise.
794template <typename T>
795using MinReturnType_t = typename RDFInternal::RMinReturnType<T>::type;
796
797template <typename T>
798using MaxReturnType_t = MinReturnType_t<T>;
799
800template <typename T>
801using SumReturnType_t = MinReturnType_t<T>;
802
803} // namespace RDF
804} // namespace Detail
805} // namespace ROOT
806
807/// \endcond
808
809#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
Int_t gErrorIgnoreLevel
Definition TError.cxx:43
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.
void AddDataSourceColumnReaders(const std::string &col, std::vector< std::unique_ptr< RColumnReaderBase > > &&readers, const std::type_info &ti)
RDataSource * GetDataSource() const
RLoopManager * GetLoopManagerUnchecked() final
bool HasDataSourceColumnReaders(const std::string &col, const std::type_info &ti) const
Return true if AddDataSourceColumnReaders was called for column name col.
A binder for user-defined columns, variations and aliases.
RDataSource defines an API that RDataFrame can use to read arbitrary data formats.
virtual bool HasColumn(std::string_view colName) const =0
Checks if the dataset has a certain column.
std::vector< T ** > GetColumnReaders(std::string_view columnName)
Called at most once per column by RDF.
The public interface to the RDataFrame federation of classes.
A "std::vector"-like collection of values implementing handy operation to analyse them.
Definition RVec.hxx:1480
@ kAllAxes
Definition TH1.h:75
An array of TObjects.
Definition TObjArray.h:31
A TTree represents a columnar dataset.
Definition TTree.h:79
T Sum(const RVec< T > &v, const T zero=T(0))
Sum elements of an RVec.
Definition RVec.hxx:1902
#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::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.
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)
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.
void CheckForDuplicateSnapshotColumns(const ColumnNames_t &cols)
ColumnNames_t ConvertRegexToColumns(const ColumnNames_t &colNames, std::string_view columnNameRegexp, std::string_view callerName)
std::pair< std::vector< std::string >, std::vector< std::string > > AddSizeBranches(const std::vector< std::string > &branches, TTree *tree, std::vector< std::string > &&colsWithoutAliases, std::vector< std::string > &&colsWithAliases)
Return copies of colsWithoutAliases and colsWithAliases with size branches for variable-sized array b...
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::vector< std::string > GetValidatedArgTypes(const ColumnNames_t &colNames, const RColumnRegister &colRegister, TTree *tree, RDataSource *ds, const std::string &context, bool vector2rvec)
ColumnNames_t FindUnknownColumns(const ColumnNames_t &requiredCols, const ColumnNames_t &datasetColumns, const RColumnRegister &definedCols, const ColumnNames_t &dataSourceColumns)
void TriggerRun(ROOT::RDF::RNode &node)
Trigger the execution of an RDataFrame computation graph.
void(off) SmallVectorTemplateBase< T
double T(double x)
std::vector< std::string > ColumnNames_t
ROOT type_traits extensions.
This file contains a specialised ROOT message handler to test for diagnostic in unit tests.
Bool_t IsImplicitMTEnabled()
Returns true if the implicit multi-threading in ROOT is enabled.
Definition TROOT.cxx:558
Short_t Max(Short_t a, Short_t b)
Returns the largest of a and b.
Definition TMathBase.h:250
Double_t Mean(Long64_t n, const T *a, const Double_t *w=0)
Returns the weighted mean of an array a with length n.
Definition TMath.h:1087
Short_t Min(Short_t a, Short_t b)
Returns the smallest of a and b.
Definition TMathBase.h:198
Double_t StdDev(Long64_t n, const T *a, const Double_t *w=0)
Definition TMath.h:525
Definition tree.py:1
A collection of options to steer the creation of the dataset on file.
Lightweight storage for a collection of types.