datasketches-cpp
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cpc_compressor.hpp
1/*
2 * Licensed to the Apache Software Foundation (ASF) under one
3 * or more contributor license agreements. See the NOTICE file
4 * distributed with this work for additional information
5 * regarding copyright ownership. The ASF licenses this file
6 * to you under the Apache License, Version 2.0 (the
7 * "License"); you may not use this file except in compliance
8 * with the License. You may obtain a copy of the License at
9 *
10 * http://www.apache.org/licenses/LICENSE-2.0
11 *
12 * Unless required by applicable law or agreed to in writing,
13 * software distributed under the License is distributed on an
14 * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
15 * KIND, either express or implied. See the License for the
16 * specific language governing permissions and limitations
17 * under the License.
18 */
19
20// author Kevin Lang, Oath Research
21
22#ifndef CPC_COMPRESSOR_HPP_
23#define CPC_COMPRESSOR_HPP_
24
25#include "cpc_common.hpp"
26
27namespace datasketches {
28
29/*
30 * This is a very efficient compressor specialized for use by the CPC Sketch.
31 * There are two very different compression schemes here: one for the sliding window
32 * and another for the table of so-called surprising values.
33 * These two compression schemes are designed for specific probability distributions of entries
34 * in these data structures and make some compromises for performance. As a result
35 * the compression is slightly less effective than theoretically achievable but is very fast.
36 */
37
38// forward declarations
39template<typename A> class cpc_sketch_alloc;
40template<typename A> class cpc_compressor;
41
42// the compressor is not instantiated directly
43// the sketch implementation uses this global function to statically allocate and construct on the first use
44template<typename A>
45inline cpc_compressor<A>& get_compressor();
46
47// function called atexit to clean up compression tables
48template<typename A>
49void destroy_compressor();
50
51template<typename A>
52class cpc_compressor {
53public:
54 using vector_bytes = std::vector<uint8_t, typename std::allocator_traits<A>::template rebind_alloc<uint8_t>>;
55 using vector_u32 = std::vector<uint32_t, typename std::allocator_traits<A>::template rebind_alloc<uint32_t>>;
56
57 void compress(const cpc_sketch_alloc<A>& source, compressed_state<A>& target) const;
58 void uncompress(const compressed_state<A>& source, uncompressed_state<A>& target, uint8_t lg_k, uint32_t num_coupons) const;
59
60 // methods below are public for testing
61
62 // This returns the number of compressed words that were actually used. It is the caller's
63 // responsibility to ensure that the compressed_words array is long enough to prevent over-run.
64 uint32_t low_level_compress_bytes(
65 const uint8_t* byte_array, // input
66 uint32_t num_bytes_to_encode,
67 const uint16_t* encoding_table,
68 uint32_t* compressed_words // output
69 ) const;
70
71 void low_level_uncompress_bytes(
72 uint8_t* byte_array, // output
73 uint32_t num_bytes_to_decode,
74 const uint16_t* decoding_table,
75 const uint32_t* compressed_words,
76 uint32_t num_compressed_words // input
77 ) const;
78
79 // Here "pairs" refers to row-column pairs that specify
80 // the positions of surprising values in the bit matrix.
81
82 // returns the number of compressedWords actually used
83 uint32_t low_level_compress_pairs(
84 const uint32_t* pair_array, // input
85 uint32_t num_pairs_to_encode,
86 uint8_t num_base_bits,
87 uint32_t* compressed_words // output
88 ) const;
89
90 void low_level_uncompress_pairs(
91 uint32_t* pair_array, // output
92 uint32_t num_pairs_to_decode,
93 uint8_t num_base_bits,
94 const uint32_t* compressed_words, // input
95 uint32_t num_compressed_words // input
96 ) const;
97
98private:
99 // These decoding tables are created at library startup time by inverting the encoding tables
100 uint16_t* decoding_tables_for_high_entropy_byte[22] = {
101 // sixteen tables for the steady state (chosen based on the "phase" of C/K)
102 NULL, NULL, NULL, NULL,
103 NULL, NULL, NULL, NULL,
104 NULL, NULL, NULL, NULL,
105 NULL, NULL, NULL, NULL,
106 // six more tables for the gradual transition between warmup mode and the steady state.
107 NULL, NULL, NULL, NULL, NULL, NULL
108 };
109 uint16_t* length_limited_unary_decoding_table65;
110 uint8_t* column_permutations_for_decoding[16] = {
111 NULL, NULL, NULL, NULL, NULL, NULL, NULL, NULL,
112 NULL, NULL, NULL, NULL, NULL, NULL, NULL, NULL
113 };
114
115 cpc_compressor();
116 friend cpc_compressor& get_compressor<A>();
117
118 ~cpc_compressor();
119 friend void destroy_compressor<A>();
120
121 void make_decoding_tables(); // call this at startup
122 void free_decoding_tables(); // call this at the end
123
124 void compress_sparse_flavor(const cpc_sketch_alloc<A>& source, compressed_state<A>& target) const;
125 void compress_hybrid_flavor(const cpc_sketch_alloc<A>& source, compressed_state<A>& target) const;
126 void compress_pinned_flavor(const cpc_sketch_alloc<A>& source, compressed_state<A>& target) const;
127 void compress_sliding_flavor(const cpc_sketch_alloc<A>& source, compressed_state<A>& target) const;
128
129 void uncompress_sparse_flavor(const compressed_state<A>& source, uncompressed_state<A>& target, uint8_t lg_k) const;
130 void uncompress_hybrid_flavor(const compressed_state<A>& source, uncompressed_state<A>& target, uint8_t lg_k) const;
131 void uncompress_pinned_flavor(const compressed_state<A>& source, uncompressed_state<A>& target, uint8_t lg_k, uint32_t num_coupons) const;
132 void uncompress_sliding_flavor(const compressed_state<A>& source, uncompressed_state<A>& target, uint8_t lg_k, uint32_t num_coupons) const;
133
134 uint8_t* make_inverse_permutation(const uint8_t* permu, unsigned length);
135 uint16_t* make_decoding_table(const uint16_t* encoding_table, unsigned num_byte_values);
136 void validate_decoding_table(const uint16_t* decoding_table, const uint16_t* encoding_table) const;
137
138 void compress_surprising_values(const vector_u32& pairs, uint8_t lg_k, compressed_state<A>& result) const;
139 void compress_sliding_window(const uint8_t* window, uint8_t lg_k, uint32_t num_coupons, compressed_state<A>& target) const;
140
141 vector_u32 uncompress_surprising_values(const uint32_t* data, uint32_t data_words, uint32_t num_pairs, uint8_t lg_k, const A& allocator) const;
142 void uncompress_sliding_window(const uint32_t* data, uint32_t data_words, vector_bytes& window, uint8_t lg_k, uint32_t num_coupons) const;
143
144 static size_t safe_length_for_compressed_pair_buf(uint32_t k, uint32_t num_pairs, uint8_t num_base_bits);
145 static size_t safe_length_for_compressed_window_buf(uint32_t k);
146 static uint8_t determine_pseudo_phase(uint8_t lg_k, uint32_t c);
147
148 static inline vector_u32 tricky_get_pairs_from_window(const uint8_t* window, uint32_t k, uint32_t num_pairs_to_get, uint32_t empty_space, const A& allocator);
149 static inline uint8_t golomb_choose_number_of_base_bits(uint32_t k, uint64_t count);
150};
151
152} /* namespace datasketches */
153
154#include "cpc_compressor_impl.hpp"
155
156#endif
DataSketches namespace.
Definition binomial_bounds.hpp:38