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Reference Guide
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 <ROOT/RDF/RAction.hxx>
15#include <ROOT/RDF/ActionHelpers.hxx> // for BuildAction
18#include <ROOT/RDF/RFilter.hxx>
19#include <ROOT/RDF/Utils.hxx>
25#include <ROOT/RMakeUnique.hxx>
26#include <ROOT/RStringView.hxx>
27#include <ROOT/TypeTraits.hxx>
28#include <TError.h> // gErrorIgnoreLevel
29#include <TH1.h>
30
31#include <deque>
32#include <functional>
33#include <map>
34#include <memory>
35#include <string>
36#include <type_traits>
37#include <typeinfo>
38#include <vector>
39
40class TObjArray;
41class TTree;
42namespace ROOT {
43namespace Detail {
44namespace RDF {
45class RNodeBase;
46}
47}
48namespace RDF {
49template <typename T>
50class RResultPtr;
51template<typename T, typename V>
52class RInterface;
54class RDataSource;
55} // namespace RDF
56
57} // namespace ROOT
58
59/// \cond HIDDEN_SYMBOLS
60
61namespace ROOT {
62namespace Internal {
63namespace RDF {
64using namespace ROOT::Detail::RDF;
65using namespace ROOT::RDF;
66namespace TTraits = ROOT::TypeTraits;
68
70HeadNode_t CreateSnaphotRDF(const ColumnNames_t &validCols,
71 std::string_view treeName,
72 std::string_view fileName,
73 bool isLazy,
74 RLoopManager &loopManager,
75 std::unique_ptr<RDFInternal::RActionBase> actionPtr);
76
77std::string DemangleTypeIdName(const std::type_info &typeInfo);
78
80 ROOT::RDF::RDataSource *dataSource, std::string_view columnNameRegexp,
81 std::string_view callerName);
82
83/// An helper object that sets and resets gErrorIgnoreLevel via RAII.
84class RIgnoreErrorLevelRAII {
85private:
86 int fCurIgnoreErrorLevel = gErrorIgnoreLevel;
87
88public:
89 RIgnoreErrorLevelRAII(int errorIgnoreLevel) { gErrorIgnoreLevel = errorIgnoreLevel; }
90 RIgnoreErrorLevelRAII() { gErrorIgnoreLevel = fCurIgnoreErrorLevel; }
91};
92
93/****** BuildAction overloads *******/
94
95// clang-format off
96/// This namespace defines types to be used for tag dispatching in RInterface.
97namespace ActionTags {
98struct Histo1D{};
99struct Histo2D{};
100struct Histo3D{};
101struct Graph{};
102struct Profile1D{};
103struct Profile2D{};
104struct Min{};
105struct Max{};
106struct Sum{};
107struct Mean{};
108struct Fill{};
109struct StdDev{};
110struct Display{};
111}
112// clang-format on
113
114template <typename T, bool ISV6HISTO = std::is_base_of<TH1, T>::value>
115struct HistoUtils {
116 static void SetCanExtendAllAxes(T &h) { h.SetCanExtend(::TH1::kAllAxes); }
117 static bool HasAxisLimits(T &h)
118 {
119 auto xaxis = h.GetXaxis();
120 return !(xaxis->GetXmin() == 0. && xaxis->GetXmax() == 0.);
121 }
122};
123
124template <typename T>
125struct HistoUtils<T, false> {
126 static void SetCanExtendAllAxes(T &) {}
127 static bool HasAxisLimits(T &) { return true; }
128};
129
130// Generic filling (covers Histo2D, Histo3D, Profile1D and Profile2D actions, with and without weights)
131template <typename... BranchTypes, typename ActionTag, typename ActionResultType, typename PrevNodeType>
132std::unique_ptr<RActionBase>
133BuildAction(const ColumnNames_t &bl, const std::shared_ptr<ActionResultType> &h, const unsigned int nSlots,
134 std::shared_ptr<PrevNodeType> prevNode, ActionTag, RDFInternal::RBookedCustomColumns &&customColumns)
135{
136 using Helper_t = FillParHelper<ActionResultType>;
137 using Action_t = RAction<Helper_t, PrevNodeType, TTraits::TypeList<BranchTypes...>>;
138 return std::make_unique<Action_t>(Helper_t(h, nSlots), bl, std::move(prevNode), std::move(customColumns));
139}
140
141// Histo1D filling (must handle the special case of distinguishing FillParHelper and FillHelper
142template <typename... BranchTypes, typename PrevNodeType>
143std::unique_ptr<RActionBase> BuildAction(const ColumnNames_t &bl, const std::shared_ptr<::TH1D> &h,
144 const unsigned int nSlots, std::shared_ptr<PrevNodeType> prevNode,
145 ActionTags::Histo1D, RDFInternal::RBookedCustomColumns &&customColumns)
146{
147 auto hasAxisLimits = HistoUtils<::TH1D>::HasAxisLimits(*h);
148
149 if (hasAxisLimits) {
150 using Helper_t = FillParHelper<::TH1D>;
151 using Action_t = RAction<Helper_t, PrevNodeType, TTraits::TypeList<BranchTypes...>>;
152 return std::make_unique<Action_t>(Helper_t(h, nSlots), bl, std::move(prevNode), std::move(customColumns));
153 } else {
154 using Helper_t = FillHelper;
155 using Action_t = RAction<Helper_t, PrevNodeType, TTraits::TypeList<BranchTypes...>>;
156 return std::make_unique<Action_t>(Helper_t(h, nSlots), bl, std::move(prevNode), std::move(customColumns));
157 }
158}
159
160template <typename... BranchTypes, typename PrevNodeType>
161std::unique_ptr<RActionBase> BuildAction(const ColumnNames_t &bl, const std::shared_ptr<TGraph> &g,
162 const unsigned int nSlots, std::shared_ptr<PrevNodeType> prevNode,
163 ActionTags::Graph, RDFInternal::RBookedCustomColumns &&customColumns)
164{
165 using Helper_t = FillTGraphHelper;
166 using Action_t = RAction<Helper_t, PrevNodeType, TTraits::TypeList<BranchTypes...>>;
167 return std::make_unique<Action_t>(Helper_t(g, nSlots), bl, std::move(prevNode), std::move(customColumns));
168}
169
170// Min action
171template <typename BranchType, typename PrevNodeType, typename ActionResultType>
172std::unique_ptr<RActionBase> BuildAction(const ColumnNames_t &bl, const std::shared_ptr<ActionResultType> &minV,
173 const unsigned int nSlots, std::shared_ptr<PrevNodeType> prevNode,
175{
176 using Helper_t = MinHelper<ActionResultType>;
177 using Action_t = RAction<Helper_t, PrevNodeType, TTraits::TypeList<BranchType>>;
178 return std::make_unique<Action_t>(Helper_t(minV, nSlots), bl, std::move(prevNode), std::move(customColumns));
179}
180
181// Max action
182template <typename BranchType, typename PrevNodeType, typename ActionResultType>
183std::unique_ptr<RActionBase> BuildAction(const ColumnNames_t &bl, const std::shared_ptr<ActionResultType> &maxV,
184 const unsigned int nSlots, std::shared_ptr<PrevNodeType> prevNode,
186{
187 using Helper_t = MaxHelper<ActionResultType>;
188 using Action_t = RAction<Helper_t, PrevNodeType, TTraits::TypeList<BranchType>>;
189 return std::make_unique<Action_t>(Helper_t(maxV, nSlots), bl, std::move(prevNode), std::move(customColumns));
190}
191
192// Sum action
193template <typename BranchType, typename PrevNodeType, typename ActionResultType>
194std::unique_ptr<RActionBase> BuildAction(const ColumnNames_t &bl, const std::shared_ptr<ActionResultType> &sumV,
195 const unsigned int nSlots, std::shared_ptr<PrevNodeType> prevNode,
197{
198 using Helper_t = SumHelper<ActionResultType>;
199 using Action_t = RAction<Helper_t, PrevNodeType, TTraits::TypeList<BranchType>>;
200 return std::make_unique<Action_t>(Helper_t(sumV, nSlots), bl, std::move(prevNode), std::move(customColumns));
201}
202
203// Mean action
204template <typename BranchType, typename PrevNodeType>
205std::unique_ptr<RActionBase> BuildAction(const ColumnNames_t &bl, const std::shared_ptr<double> &meanV,
206 const unsigned int nSlots, std::shared_ptr<PrevNodeType> prevNode,
208{
209 using Helper_t = MeanHelper;
210 using Action_t = RAction<Helper_t, PrevNodeType, TTraits::TypeList<BranchType>>;
211 return std::make_unique<Action_t>(Helper_t(meanV, nSlots), bl, std::move(prevNode), std::move(customColumns));
212}
213
214// Standard Deviation action
215template <typename BranchType, typename PrevNodeType>
216std::unique_ptr<RActionBase> BuildAction(const ColumnNames_t &bl, const std::shared_ptr<double> &stdDeviationV,
217 const unsigned int nSlots, std::shared_ptr<PrevNodeType> prevNode,
219{
220 using Helper_t = StdDevHelper;
221 using Action_t = RAction<Helper_t, PrevNodeType, TTraits::TypeList<BranchType>>;
222 return std::make_unique<Action_t>(Helper_t(stdDeviationV, nSlots), bl, prevNode, std::move(customColumns));
223}
224
225// Display action
226template <typename... BranchTypes, typename PrevNodeType>
227std::unique_ptr<RActionBase> BuildAction(const ColumnNames_t &bl, const std::shared_ptr<RDisplay> &d,
228 const unsigned int, std::shared_ptr<PrevNodeType> prevNode,
229 ActionTags::Display, RDFInternal::RBookedCustomColumns &&customColumns)
230{
231 using Helper_t = DisplayHelper<PrevNodeType>;
232 using Action_t = RAction<Helper_t, PrevNodeType, TTraits::TypeList<BranchTypes...>>;
233 return std::make_unique<Action_t>(Helper_t(d, prevNode), bl, prevNode, std::move(customColumns));
234}
235
236/****** end BuildAndBook ******/
237
238template <typename Filter>
239void CheckFilter(Filter &)
240{
241 using FilterRet_t = typename RDF::CallableTraits<Filter>::ret_type;
242 static_assert(std::is_convertible<FilterRet_t, bool>::value,
243 "filter expression returns a type that is not convertible to bool");
244}
245
246void CheckCustomColumn(std::string_view definedCol, TTree *treePtr, const ColumnNames_t &customCols,
247 const std::map<std::string, std::string> &aliasMap, const ColumnNames_t &dataSourceColumns);
248
249std::string PrettyPrintAddr(const void *const addr);
250
251void BookFilterJit(RJittedFilter *jittedFilter, void *prevNodeOnHeap, std::string_view name,
252 std::string_view expression, const std::map<std::string, std::string> &aliasMap,
253 const ColumnNames_t &branches, const RDFInternal::RBookedCustomColumns &customCols, TTree *tree,
254 RDataSource *ds, unsigned int namespaceID);
255
257 const std::shared_ptr<RJittedCustomColumn> &jittedCustomColumn,
258 const RDFInternal::RBookedCustomColumns &customCols, const ColumnNames_t &branches);
259
260std::string JitBuildAction(const ColumnNames_t &bl, void *prevNode, const std::type_info &art, const std::type_info &at,
261 void *r, TTree *tree, const unsigned int nSlots,
262 const RDFInternal::RBookedCustomColumns &customColumns, RDataSource *ds,
263 std::shared_ptr<RJittedAction> *jittedActionOnHeap, unsigned int namespaceID);
264
265// allocate a shared_ptr on the heap, return a reference to it. the user is responsible of deleting the shared_ptr*.
266// this function is meant to only be used by RInterface's action methods, and should be deprecated as soon as we find
267// a better way to make jitting work: the problem it solves is that we need to pass the same shared_ptr to the Helper
268// object of each action and to the RResultPtr returned by the action. While the former is only instantiated when
269// the event loop is about to start, the latter has to be returned to the user as soon as the action is booked.
270// a heap allocated shared_ptr will stay alive long enough that at jitting time its address is still valid.
271template <typename T>
272std::shared_ptr<T> *MakeSharedOnHeap(const std::shared_ptr<T> &shPtr)
273{
274 return new std::shared_ptr<T>(shPtr);
275}
276
277bool AtLeastOneEmptyString(const std::vector<std::string_view> strings);
278
279/// Take a shared_ptr<AnyNodeType> and return a shared_ptr<RNodeBase>.
280/// This works for RLoopManager nodes as well as filters and ranges.
281std::shared_ptr<RNodeBase> UpcastNode(std::shared_ptr<RNodeBase> ptr);
282
283ColumnNames_t GetValidatedColumnNames(RLoopManager &lm, const unsigned int nColumns, const ColumnNames_t &columns,
284 const ColumnNames_t &validCustomColumns, RDataSource *ds);
285
286std::vector<bool> FindUndefinedDSColumns(const ColumnNames_t &requestedCols, const ColumnNames_t &definedDSCols);
287
289
290template <typename T>
291void AddDSColumnsHelper(RLoopManager &lm, std::string_view name, RDFInternal::RBookedCustomColumns &currentCols,
292 RDataSource &ds, unsigned int nSlots)
293{
294 auto readers = ds.GetColumnReaders<T>(name);
295 auto getValue = [readers](unsigned int slot) { return *readers[slot]; };
296 using NewCol_t = RCustomColumn<decltype(getValue), CustomColExtraArgs::Slot>;
297
298 auto newCol = std::make_shared<NewCol_t>(&lm, name, std::move(getValue), ColumnNames_t{}, nSlots, currentCols,
299 /*isDSColumn=*/true);
300
301 lm.RegisterCustomColumn(newCol.get());
302 currentCols.AddName(name);
303 currentCols.AddColumn(newCol, name);
304}
305
306/// Take list of column names that must be defined, current map of custom columns, current list of defined column names,
307/// and return a new map of custom columns (with the new datasource columns added to it)
308template <typename... ColumnTypes, std::size_t... S>
310AddDSColumns(RLoopManager &lm, const std::vector<std::string> &requiredCols,
311 const RDFInternal::RBookedCustomColumns &currentCols, RDataSource &ds, unsigned int nSlots,
312 std::index_sequence<S...>, TTraits::TypeList<ColumnTypes...>)
313{
314
315 const auto mustBeDefined = FindUndefinedDSColumns(requiredCols, currentCols.GetNames());
316 if (std::none_of(mustBeDefined.begin(), mustBeDefined.end(), [](bool b) { return b; })) {
317 // no need to define any column
318 return currentCols;
319 } else {
320 auto newColumns(currentCols);
321
322 // hack to expand a template parameter pack without c++17 fold expressions.
323 int expander[] = {(mustBeDefined[S] ? AddDSColumnsHelper<ColumnTypes>(lm, requiredCols[S], newColumns, ds, nSlots)
324 : /*no-op*/ ((void)0),
325 0)...,
326 0};
327 (void)expander; // avoid unused variable warnings
328 (void)nSlots; // avoid unused variable warnings
329 return newColumns;
330 }
331}
332
333// this function is meant to be called by the jitted code generated by BookFilterJit
334template <typename F, typename PrevNode>
335void JitFilterHelper(F &&f, const ColumnNames_t &cols, std::string_view name, RJittedFilter *jittedFilter,
336 std::shared_ptr<PrevNode> *prevNodeOnHeap, RDFInternal::RBookedCustomColumns *customColumns)
337{
338 // mock Filter logic -- validity checks and Define-ition of RDataSource columns
339 using F_t = RFilter<F, PrevNode>;
340 using ColTypes_t = typename TTraits::CallableTraits<F>::arg_types;
341 constexpr auto nColumns = ColTypes_t::list_size;
342 RDFInternal::CheckFilter(f);
343
344 auto &lm = *jittedFilter->GetLoopManagerUnchecked(); // RLoopManager must exist at this time
345 auto ds = lm.GetDataSource();
346
347 auto newColumns = ds ? RDFInternal::AddDSColumns(lm, cols, *customColumns, *ds, lm.GetNSlots(),
348 std::make_index_sequence<nColumns>(), ColTypes_t())
349 : *customColumns;
350
351 // customColumns points to the columns structure in the heap, created before the jitted call so that the jitter can
352 // share data after it has lazily compiled the code. Here the data has been used and the memory can be freed.
353 delete customColumns;
354
355 jittedFilter->SetFilter(std::make_unique<F_t>(std::move(f), cols, *prevNodeOnHeap, newColumns, name));
356 delete prevNodeOnHeap;
357}
358
359template <typename F>
360void JitDefineHelper(F &&f, const ColumnNames_t &cols, std::string_view name, RLoopManager *lm,
361 RJittedCustomColumn &jittedCustomCol, RDFInternal::RBookedCustomColumns *customColumns)
362{
364 using ColTypes_t = typename TTraits::CallableTraits<F>::arg_types;
365 constexpr auto nColumns = ColTypes_t::list_size;
366
367 auto ds = lm->GetDataSource();
368 auto newColumns = ds ? RDFInternal::AddDSColumns(*lm, cols, *customColumns, *ds, lm->GetNSlots(),
369 std::make_index_sequence<nColumns>(), ColTypes_t())
370 : *customColumns;
371
372 // customColumns points to the columns structure in the heap, created before the jitted call so that the jitter can
373 // share data after it has lazily compiled the code. Here the data has been used and the memory can be freed.
374 delete customColumns;
375
376 jittedCustomCol.SetCustomColumn(
377 std::make_unique<NewCol_t>(lm, name, std::move(f), cols, lm->GetNSlots(), newColumns));
378}
379
380/// Convenience function invoked by jitted code to build action nodes at runtime
381template <typename ActionTag, typename... BranchTypes, typename PrevNodeType, typename ActionResultType>
382void CallBuildAction(std::shared_ptr<PrevNodeType> *prevNodeOnHeap, const ColumnNames_t &bl, const unsigned int nSlots,
383 const std::shared_ptr<ActionResultType> *rOnHeap,
384 std::shared_ptr<RJittedAction> *jittedActionOnHeap,
386{
387 // if we are here it means we are jitting, if we are jitting the loop manager must be alive
388 auto &prevNodePtr = *prevNodeOnHeap;
389 auto &loopManager = *prevNodePtr->GetLoopManagerUnchecked();
390 using ColTypes_t = TypeList<BranchTypes...>;
391 constexpr auto nColumns = ColTypes_t::list_size;
392 auto ds = loopManager.GetDataSource();
393 auto newColumns = ds ? RDFInternal::AddDSColumns(loopManager, bl, *customColumns, *ds, loopManager.GetNSlots(),
394 std::make_index_sequence<nColumns>(), ColTypes_t())
395 : *customColumns;
396
397 auto actionPtr =
398 BuildAction<BranchTypes...>(bl, *rOnHeap, nSlots, std::move(prevNodePtr), ActionTag{}, std::move(newColumns));
399 (*jittedActionOnHeap)->SetAction(std::move(actionPtr));
400
401 // customColumns points to the columns structure in the heap, created before the jitted call so that the jitter can
402 // share data after it has lazily compiled the code. Here the data has been used and the memory can be freed.
403 delete customColumns;
404
405 delete rOnHeap;
406 delete prevNodeOnHeap;
407 delete jittedActionOnHeap;
408}
409
410/// The contained `type` alias is `double` if `T == RInferredType`, `U` if `T == std::container<U>`, `T` otherwise.
411template <typename T, bool Container = TTraits::IsContainer<T>::value && !std::is_same<T, std::string>::value>
412struct TMinReturnType {
413 using type = T;
414};
415
416template <>
417struct TMinReturnType<RInferredType, false> {
418 using type = double;
419};
420
421template <typename T>
422struct TMinReturnType<T, true> {
423 using type = TTraits::TakeFirstParameter_t<T>;
424};
425
426// return wrapper around f that prepends an `unsigned int slot` parameter
427template <typename R, typename F, typename... Args>
428std::function<R(unsigned int, Args...)> AddSlotParameter(F &f, TypeList<Args...>)
429{
430 return [f](unsigned int, Args... a) -> R { return f(a...); };
431}
432
433template <typename BranchType, typename... Rest>
434struct TNeedJitting {
435 static constexpr bool value = TNeedJitting<Rest...>::value;
436};
437
438template <typename... Rest>
439struct TNeedJitting<RInferredType, Rest...> {
440 static constexpr bool value = true;
441};
442
443template <typename T>
444struct TNeedJitting<T> {
445 static constexpr bool value = false;
446};
447
448template <>
449struct TNeedJitting<RInferredType> {
450 static constexpr bool value = true;
451};
452
454
455///////////////////////////////////////////////////////////////////////////////
456/// Check preconditions for RInterface::Aggregate:
457/// - the aggregator callable must have signature `U(U,T)` or `void(U&,T)`.
458/// - the merge callable must have signature `U(U,U)` or `void(std::vector<U>&)`
460 typename mergeArgsNoDecay_t = typename CallableTraits<Merge>::arg_types_nodecay,
461 typename mergeArgs_t = typename CallableTraits<Merge>::arg_types,
462 typename mergeRet_t = typename CallableTraits<Merge>::ret_type>
463void CheckAggregate(TypeList<U, T>)
464{
465 constexpr bool isAggregatorOk =
466 (std::is_same<R, decayedU>::value) || (std::is_same<R, void>::value && std::is_lvalue_reference<U>::value);
467 static_assert(isAggregatorOk, "aggregator function must have signature `U(U,T)` or `void(U&,T)`");
468 constexpr bool isMergeOk =
469 (std::is_same<TypeList<decayedU, decayedU>, mergeArgs_t>::value && std::is_same<decayedU, mergeRet_t>::value) ||
470 (std::is_same<TypeList<std::vector<decayedU> &>, mergeArgsNoDecay_t>::value &&
471 std::is_same<void, mergeRet_t>::value);
472 static_assert(isMergeOk, "merge function must have signature `U(U,U)` or `void(std::vector<U>&)`");
473}
474
475///////////////////////////////////////////////////////////////////////////////
476/// This overload of CheckAggregate is called when the aggregator takes more than two arguments
477template <typename R, typename T>
478void CheckAggregate(T)
479{
480 static_assert(sizeof(T) == 0, "aggregator function must take exactly two arguments");
481}
482
483///////////////////////////////////////////////////////////////////////////////
484/// Check as many template parameters were passed as the number of column names, throw if this is not the case.
485void CheckTypesAndPars(unsigned int nTemplateParams, unsigned int nColumnNames);
486
487/// Return local BranchNames or default BranchNames according to which one should be used
488const ColumnNames_t SelectColumns(unsigned int nArgs, const ColumnNames_t &bl, const ColumnNames_t &defBl);
489
490/// Check whether column names refer to a valid branch of a TTree or have been `Define`d. Return invalid column names.
491ColumnNames_t FindUnknownColumns(const ColumnNames_t &requiredCols, const ColumnNames_t &datasetColumns,
492 const ColumnNames_t &definedCols, const ColumnNames_t &dataSourceColumns);
493
495
496/// Returns the list of Filters defined in the whole graph
497std::vector<std::string> GetFilterNames(const std::shared_ptr<RLoopManager> &loopManager);
498
499/// Returns the list of Filters defined in the branch
500template <typename NodeType>
501std::vector<std::string> GetFilterNames(const std::shared_ptr<NodeType> &node)
502{
503 std::vector<std::string> filterNames;
504 node->AddFilterName(filterNames);
505 return filterNames;
506}
507
508// Check if a condition is true for all types
509template <bool...>
510struct TBoolPack;
511
512template <bool... bs>
513using IsTrueForAllImpl_t = typename std::is_same<TBoolPack<bs..., true>, TBoolPack<true, bs...>>;
514
515template <bool... Conditions>
516struct TEvalAnd {
517 static constexpr bool value = IsTrueForAllImpl_t<Conditions...>::value;
518};
519
520// Check if a class is a specialisation of stl containers templates
521// clang-format off
522
523template <typename>
524struct IsList_t : std::false_type {};
525
526template <typename T>
527struct IsList_t<std::list<T>> : std::true_type {};
528
529template <typename>
530struct IsDeque_t : std::false_type {};
531
532template <typename T>
533struct IsDeque_t<std::deque<T>> : std::true_type {};
534// clang-format on
535
536} // namespace RDF
537} // namespace Internal
538
539namespace Detail {
540namespace RDF {
541
542/// The aliased type is `double` if `T == RInferredType`, `U` if `T == container<U>`, `T` otherwise.
543template <typename T>
544using MinReturnType_t = typename RDFInternal::TMinReturnType<T>::type;
545
546template <typename T>
547using MaxReturnType_t = MinReturnType_t<T>;
548
549template <typename T>
550using SumReturnType_t = MinReturnType_t<T>;
551
552} // namespace RDF
553} // namespace Detail
554} // namespace ROOT
555
556/// \endcond
557
558#endif
ROOT::R::TRInterface & r
Definition: Object.C:4
#define d(i)
Definition: RSha256.hxx:102
#define b(i)
Definition: RSha256.hxx:100
#define f(i)
Definition: RSha256.hxx:104
#define g(i)
Definition: RSha256.hxx:105
#define h(i)
Definition: RSha256.hxx:106
#define R(a, b, c, d, e, f, g, h, i)
Definition: RSha256.hxx:110
R__EXTERN Int_t gErrorIgnoreLevel
Definition: TError.h:105
char name[80]
Definition: TGX11.cxx:109
int type
Definition: TGX11.cxx:120
typedef void((*Func_t)())
A wrapper around a concrete RCustomColumn, which forwards all calls to it RJittedCustomColumn is a pl...
void SetCustomColumn(std::unique_ptr< RCustomColumnBase > c)
A wrapper around a concrete RFilter, which forwards all calls to it RJittedFilter is the type of the ...
void SetFilter(std::unique_ptr< RFilterBase > f)
The head node of a RDF computation graph.
void RegisterCustomColumn(RCustomColumnBase *column)
RDataSource * GetDataSource() const
unsigned int GetNSlots() const
virtual RLoopManager * GetLoopManagerUnchecked()
Definition: RNodeBase.hxx:64
Encapsulates the columns defined by the user.
ColumnNames_t GetNames() const
Returns the list of the names of the defined columns.
RDataSource defines an API that RDataFrame can use to read arbitrary data formats.
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.
Definition: RInterface.hxx:89
Smart pointer for the return type of actions.
Definition: RResultPtr.hxx:72
@ kAllAxes
Definition: TH1.h:73
An array of TObjects.
Definition: TObjArray.h:37
A TTree represents a columnar dataset.
Definition: TTree.h:71
basic_string_view< char > string_view
#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.
HeadNode_t CreateSnaphotRDF(const ColumnNames_t &validCols, std::string_view treeName, std::string_view fileName, bool isLazy, RLoopManager &loopManager, std::unique_ptr< RDFInternal::RActionBase > actionPtr)
std::shared_ptr< RNodeBase > UpcastNode(std::shared_ptr< RNodeBase > ptr)
std::vector< std::string > GetFilterNames(const std::shared_ptr< RLoopManager > &loopManager)
ColumnNames_t ConvertRegexToColumns(const RDFInternal::RBookedCustomColumns &customColumns, TTree *tree, ROOT::RDF::RDataSource *dataSource, std::string_view columnNameRegexp, std::string_view callerName)
std::string PrettyPrintAddr(const void *const addr)
ColumnNames_t GetTopLevelBranchNames(TTree &t)
Get all the top-level branches names, including the ones of the friend trees.
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)
ColumnNames_t FindUnknownColumns(const ColumnNames_t &requiredCols, const ColumnNames_t &datasetColumns, const ColumnNames_t &definedCols, const ColumnNames_t &dataSourceColumns)
std::string JitBuildAction(const ColumnNames_t &bl, void *prevNode, const std::type_info &art, const std::type_info &at, void *rOnHeap, TTree *tree, const unsigned int nSlots, const RDFInternal::RBookedCustomColumns &customCols, RDataSource *ds, std::shared_ptr< RJittedAction > *jittedActionOnHeap, unsigned int namespaceID)
bool IsInternalColumn(std::string_view colName)
ColumnNames_t GetValidatedColumnNames(RLoopManager &lm, const unsigned int nColumns, const ColumnNames_t &columns, const ColumnNames_t &validCustomColumns, RDataSource *ds)
Given the desired number of columns and the user-provided list of columns:
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 ...
void BookDefineJit(std::string_view name, std::string_view expression, RLoopManager &lm, RDataSource *ds, const std::shared_ptr< RJittedCustomColumn > &jittedCustomColumn, const RDFInternal::RBookedCustomColumns &customCols, const ColumnNames_t &branches)
void BookFilterJit(RJittedFilter *jittedFilter, void *prevNodeOnHeap, std::string_view name, std::string_view expression, const std::map< std::string, std::string > &aliasMap, const ColumnNames_t &branches, const RDFInternal::RBookedCustomColumns &customCols, TTree *tree, RDataSource *ds, unsigned int namespaceID)
void CheckCustomColumn(std::string_view definedCol, TTree *treePtr, const ColumnNames_t &customCols, const std::map< std::string, std::string > &aliasMap, const ColumnNames_t &dataSourceColumns)
double T(double x)
Definition: ChebyshevPol.h:34
void function(const Char_t *name_, T fun, const Char_t *docstring=0)
Definition: RExports.h:151
ROOT type_traits extensions.
Definition: TypeTraits.hxx:23
T Sum(const RVec< T > &v)
Sum elements of an RVec.
Definition: RVec.hxx:756
RVec< T > Filter(const RVec< T > &v, F &&f)
Create a new collection with the elements passing the filter expressed by the predicate.
Definition: RVec.hxx:936
Namespace for new ROOT classes and functions.
Definition: StringConv.hxx:21
ROOT::Detail::RDF::ColumnNames_t ColumnNames_t
Definition: RDataFrame.cxx:788
RooArgSet S(const RooAbsArg &v1)
Short_t Max(Short_t a, Short_t b)
Definition: TMathBase.h:212
Double_t Mean(Long64_t n, const T *a, const Double_t *w=0)
Return the weighted mean of an array a with length n.
Definition: TMath.h:1061
Short_t Min(Short_t a, Short_t b)
Definition: TMathBase.h:180
Double_t StdDev(Long64_t n, const T *a, const Double_t *w=0)
Definition: TMath.h:516
Definition: tree.py:1
Lightweight storage for a collection of types.
Definition: TypeTraits.hxx:27
auto * a
Definition: textangle.C:12