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vo002_VectorCalculations.C
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1 /// \file
2 /// \ingroup tutorial_vecops
3 /// \notebook -nodraw
4 /// In this tutorial we learn how the RVec class can be used to
5 /// express easily mathematical operations involving arrays and scalars.
6 ///
7 /// \macro_code
8 /// \macro_output
9 ///
10 /// \date May 2018
11 /// \author Danilo Piparo
12 
13 using namespace ROOT::VecOps;
14 
15 void vo002_VectorCalculations()
16 {
17 
18  // Operations on RVec instances are made to be *fast* (vectorisation is exploited)
19  // and easy to use.
20  RVec<float> v1{1., 2., 3.};
21  RVec<float> v2{4., 5., 6.};
22 
23  // Arithmetic operations are to be intended on pairs of elements with identical index
24  auto v_sum = v1 + v2;
25  auto v_mul = v1 * v2;
26 
27  // Easy to inspect:
28  std::cout << "v1 = " << v1 << "\n"
29  << "v2 = " << v2 << "\n"
30  << "v1 + v2 = " << v_sum << "\n"
31  << "v1 * v2 = " << v_mul << std::endl;
32 
33  // It's also possible to mix scalars and RVecs
34  auto v_diff_s_0 = v1 - 2;
35  auto v_diff_s_1 = 2 - v1;
36  auto v_div_s_0 = v1 / 2.;
37  auto v_div_s_1 = 2. / v1;
38 
39  std::cout << v1 << " - 2 = " << v_diff_s_0 << "\n"
40  << "2 - " << v1 << " = " << v_diff_s_1 << "\n"
41  << v1 << " / 2 = " << v_div_s_0 << "\n"
42  << "2 / " << v1 << " = " << v_div_s_1 << std::endl;
43 
44  // Dot product and the extraction of quantities such as Mean, Min and Max
45  // are also easy to express (see here for the full list:
46  // https://root.cern.ch/doc/master/namespaceROOT_1_1VecOps.html)
47  auto v1_mean = Mean(v1);
48  auto v1_dot_v2 = Dot(v1, v2);
49 
50  std::cout << "Mean of " << v1 << " is " << v1_mean << "\n"
51  << "Dot product of " << v1 << " and " << v2 << " is " << v1_dot_v2 << std::endl;
52 
53  // Most used mathematical functions are supported
54  auto v_exp = exp(v1);
55  auto v_log = log(v1);
56  auto v_sin = sin(v1);
57 
58  std::cout << "exp(" << v1 << ") = " << v_exp << "\n"
59  << "log(" << v1 << ") = " << v_log << "\n"
60  << "sin(" << v1 << ") = " << v_sin << std::endl;
61 
62  // Even an optimised version of the functions is available
63  // provided that VDT is not disabled during the configuration
64 #ifdef R__HAS_VDT
65  auto v_fast_exp = fast_exp(v1);
66  auto v_fast_log = fast_log(v1);
67  auto v_fast_sin = fast_sin(v1);
68 
69  std::cout << "fast_exp(" << v1 << ") = " << v_fast_exp << "\n"
70  << "fast_log(" << v1 << ") = " << v_fast_log << "\n"
71  << "fast_sin(" << v1 << ") = " << v_fast_sin << std::endl;
72 
73  // It may happen that a custom operation needs to be applied to the RVec.
74  // In this case, the Map utitlity can be used:
75  auto v_transf = Map(v1, [](double x) { return x * 2 / 3; });
76 
77  std::cout << "Applying [](double x){return x * 2 / 3;} to " << v1 << " leads to " << v_transf << "\n";
78 #endif
79 }