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| 1 // Copyright 2016 The Chromium Authors. All rights reserved. | |
| 2 // Use of this source code is governed by a BSD-style license that can be | |
| 3 // found in the LICENSE file. | |
| 4 | |
| 5 #ifndef BLIMP_NET_DELTA_ENCODING_H_ | |
| 6 #define BLIMP_NET_DELTA_ENCODING_H_ | |
| 7 | |
| 8 #include <algorithm> | |
| 9 #include <functional> | |
| 10 | |
| 11 // This file contains utility functions to concisely compute and apply | |
| 12 // delta encodings of arbitrarily-typed sequences of values. Delta-encoded | |
| 13 // numeric values tend to be smaller in magnitude than their source values | |
| 14 // which, when combined with variable integer encoding (a la protobuf), results | |
| 15 // in a smaller wire size. | |
| 16 // | |
| 17 // e.g. DeltaEncode([4, 1, 5]) => [4, -3, 4] | |
| 18 // DeltaDecode([4, -3, 4]) => [4, 1, 5] | |
| 19 // | |
| 20 // If ordering doesn't matter, then the function SortAndDeltaEncode() | |
| 21 // can be used to compute a delta encoding with the smallest possible values. | |
| 22 // | |
| 23 // e.g. DeltaEncode([4, 1, 5]) => [1, 3, 1] | |
|
Wez
2016/08/29 23:25:23
nit: You mean SortAndDeltaEncode here?
Kevin M
2016/08/30 19:06:33
Done.
| |
| 24 // DeltaDecode([1, 3, 1]) => [1, 4, 5] | |
| 25 // | |
| 26 // Delta encodings can also be computed for structured or non-numeric data | |
| 27 // types as well, so long as functions are provided for differencing and | |
| 28 // reconstituting the data. Some interesting things that can be done by these | |
|
Wez
2016/08/29 23:25:23
nit: Wording seems verbose. How about "This can al
Kevin M
2016/08/30 19:06:33
Done.
| |
| 29 // functions include elision of redundant data or delta encoding subfields. | |
| 30 // See the unit test "DeltaEncodeStruct" for an example. | |
| 31 | |
| 32 namespace blimp { | |
| 33 | |
| 34 template <typename T> | |
| 35 inline T minus(const T& lhs, const T& rhs) { | |
|
Wez
2016/08/29 23:25:23
Suggest renaming this to GetDeltaBetween(from, to)
Kevin M
2016/08/30 19:06:33
I would prefer to constrain the types. It seems to
Wez
2016/09/02 20:01:09
OK, but can we rename it to something less generic
Kevin M
2016/09/02 21:12:44
Done:
"minus" => "default_compute_delta"
"plus"
| |
| 36 return lhs - rhs; | |
| 37 } | |
| 38 | |
| 39 template <typename T> | |
| 40 inline T plus(const T& lhs, const T& rhs) { | |
| 41 return lhs + rhs; | |
| 42 } | |
| 43 | |
| 44 template <typename T> | |
| 45 using BinaryFunction = T (*)(const T&, const T&); | |
|
Wez
2016/08/29 23:25:23
nit: Type name is too generic - what's important i
Kevin M
2016/08/30 19:06:33
The same signature is used for computing and mergi
| |
| 46 | |
| 47 // Delta-encodes a iterated sequence of values in-place. | |
| 48 // |begin|: An iterator pointing to the beginning of the sequence. | |
| 49 // |end|: An iterator pointing to the end of the sequence. | |
| 50 // |compute_delta_fn|: Optional binary function which computes the delta between | |
| 51 // every element and its next successor. | |
|
Wez
2016/08/29 23:25:23
Why is that a run-time rather than a template para
Kevin M
2016/08/30 19:06:33
It's really clunky. The computed function signatur
| |
| 52 template <typename Iterator, | |
| 53 typename Type = typename std::iterator_traits<Iterator>::value_type> | |
| 54 void DeltaEncode(Iterator begin, | |
| 55 Iterator end, | |
| 56 BinaryFunction<Type> compute_delta_fn = &minus<Type>) { | |
| 57 if (begin == end) { | |
| 58 return; | |
| 59 } | |
| 60 | |
| 61 Iterator current = begin; | |
| 62 auto current_value = *current; | |
|
Wez
2016/08/29 23:25:23
nit: Don't use auto here, or below, since the type
Kevin M
2016/08/30 19:06:33
Done.
| |
| 63 ++current; | |
| 64 for (; current != end; ++current) { | |
| 65 auto next_value = *current; | |
| 66 *current = (*compute_delta_fn)(next_value, current_value); | |
| 67 current_value = next_value; | |
| 68 } | |
|
Wez
2016/08/29 23:25:23
Naming of the intermediates makes this harder to r
Kevin M
2016/08/30 19:06:33
Done.
| |
| 69 } | |
| 70 | |
| 71 // Delta-decodes a iterated sequence of values in-place. | |
| 72 // |begin|: An iterator pointing to the beginning of the sequence. | |
| 73 // |end|: An iterator pointing to the end of the sequence. | |
| 74 // |merge_fn|: Optional binary function which combines the value of every | |
| 75 // element with that of its immediate predecessor. | |
| 76 template <typename Iterator, | |
| 77 typename Type = typename std::iterator_traits<Iterator>::value_type> | |
| 78 void DeltaDecode(Iterator begin, | |
| 79 Iterator end, | |
| 80 BinaryFunction<Type> merge_fn = &plus<Type>) { | |
| 81 if (begin == end) { | |
| 82 return; | |
| 83 } | |
| 84 | |
| 85 Iterator current = begin; | |
| 86 auto current_value = *current; | |
|
Wez
2016/08/29 23:25:23
Again, this naming is confusing, since by the time
Kevin M
2016/08/30 19:06:33
Done.
| |
| 87 ++current; | |
| 88 for (; current != end; ++current) { | |
| 89 *current = (*merge_fn)(current_value, *current); | |
| 90 current_value = *current; | |
| 91 } | |
| 92 } | |
| 93 | |
| 94 // Convenience function for sorting and delta-encoding a sequence of values. | |
| 95 // The value type must support less-than inequality comparisons (operator<). | |
|
Wez
2016/08/29 23:25:23
nit: Safer to simply state that it must support st
Kevin M
2016/08/30 19:06:33
Done.
| |
| 96 template <typename Iterator, | |
| 97 typename Type = typename std::iterator_traits<Iterator>::value_type> | |
| 98 inline void SortAndDeltaEncode( | |
| 99 Iterator begin, | |
| 100 Iterator end, | |
| 101 BinaryFunction<Type> compute_delta_fn = &minus<Type>) { | |
| 102 std::sort(begin, end); | |
| 103 DeltaEncode(begin, end, compute_delta_fn); | |
| 104 } | |
| 105 | |
| 106 } // namespace blimp | |
| 107 | |
| 108 #endif // BLIMP_NET_DELTA_ENCODING_H_ | |
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