[2c47b73] | 1 | /** |
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| 2 | * @file double_compression.c |
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| 3 | * @author Sheng Di |
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| 4 | * @date April, 2016 |
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| 5 | * @brief Compression Technique for double array |
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| 6 | * (C) 2016 by Mathematics and Computer Science (MCS), Argonne National Laboratory. |
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| 7 | * See COPYRIGHT in top-level directory. |
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| 8 | */ |
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| 9 | |
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| 10 | #include <stdio.h> |
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| 11 | #include <stdlib.h> |
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| 12 | #include <string.h> |
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| 13 | #include <unistd.h> |
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| 14 | #include "sz.h" |
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| 15 | #include "DynamicByteArray.h" |
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| 16 | #include "DynamicIntArray.h" |
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| 17 | #include "TightDataPointStorageD.h" |
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| 18 | #include "CompressElement.h" |
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| 19 | #include "dataCompression.h" |
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| 20 | |
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| 21 | int computeByteSizePerIntValue(long valueRangeSize) |
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| 22 | { |
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| 23 | if(valueRangeSize<=256) |
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| 24 | return 1; |
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| 25 | else if(valueRangeSize<=65536) |
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| 26 | return 2; |
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| 27 | else if(valueRangeSize<=4294967296) //2^32 |
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| 28 | return 4; |
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| 29 | else |
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| 30 | return 8; |
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| 31 | } |
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| 32 | |
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| 33 | long computeRangeSize_int(void* oriData, int dataType, size_t size, int64_t* valueRangeSize) |
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| 34 | { |
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| 35 | size_t i = 0; |
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| 36 | long max = 0, min = 0; |
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| 37 | |
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| 38 | if(dataType==SZ_UINT8) |
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| 39 | { |
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| 40 | unsigned char* data = (unsigned char*)oriData; |
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| 41 | unsigned char data_; |
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| 42 | min = data[0], max = min; |
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| 43 | computeMinMax(data); |
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| 44 | } |
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| 45 | else if(dataType == SZ_INT8) |
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| 46 | { |
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| 47 | char* data = (char*)oriData; |
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| 48 | char data_; |
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| 49 | min = data[0], max = min; |
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| 50 | computeMinMax(data); |
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| 51 | } |
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| 52 | else if(dataType == SZ_UINT16) |
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| 53 | { |
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| 54 | unsigned short* data = (unsigned short*)oriData; |
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| 55 | unsigned short data_; |
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| 56 | min = data[0], max = min; |
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| 57 | computeMinMax(data); |
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| 58 | } |
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| 59 | else if(dataType == SZ_INT16) |
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| 60 | { |
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| 61 | short* data = (short*)oriData; |
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| 62 | short data_; |
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| 63 | min = data[0], max = min; |
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| 64 | computeMinMax(data); |
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| 65 | } |
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| 66 | else if(dataType == SZ_UINT32) |
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| 67 | { |
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| 68 | unsigned int* data = (unsigned int*)oriData; |
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[9ee2ce3] | 69 | unsigned int data_; |
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[2c47b73] | 70 | min = data[0], max = min; |
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| 71 | computeMinMax(data); |
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| 72 | } |
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| 73 | else if(dataType == SZ_INT32) |
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| 74 | { |
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| 75 | int* data = (int*)oriData; |
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[9ee2ce3] | 76 | int data_; |
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[2c47b73] | 77 | min = data[0], max = min; |
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| 78 | computeMinMax(data); |
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| 79 | } |
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| 80 | else if(dataType == SZ_UINT64) |
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| 81 | { |
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| 82 | unsigned long* data = (unsigned long*)oriData; |
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| 83 | unsigned long data_; |
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| 84 | min = data[0], max = min; |
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| 85 | computeMinMax(data); |
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| 86 | } |
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| 87 | else if(dataType == SZ_INT64) |
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| 88 | { |
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| 89 | long* data = (long *)oriData; |
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| 90 | long data_; |
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| 91 | min = data[0], max = min; |
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| 92 | computeMinMax(data); |
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| 93 | } |
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| 94 | |
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| 95 | *valueRangeSize = max - min; |
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| 96 | return min; |
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| 97 | } |
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| 98 | |
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| 99 | float computeRangeSize_float(float* oriData, size_t size, float* valueRangeSize, float* medianValue) |
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| 100 | { |
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| 101 | size_t i = 0; |
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| 102 | float min = oriData[0]; |
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| 103 | float max = min; |
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| 104 | for(i=1;i<size;i++) |
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| 105 | { |
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| 106 | float data = oriData[i]; |
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| 107 | if(min>data) |
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| 108 | min = data; |
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| 109 | else if(max<data) |
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| 110 | max = data; |
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| 111 | } |
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| 112 | |
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| 113 | *valueRangeSize = max - min; |
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| 114 | *medianValue = min + *valueRangeSize/2; |
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| 115 | return min; |
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| 116 | } |
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| 117 | |
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| 118 | double computeRangeSize_double(double* oriData, size_t size, double* valueRangeSize, double* medianValue) |
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| 119 | { |
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| 120 | size_t i = 0; |
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| 121 | double min = oriData[0]; |
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| 122 | double max = min; |
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| 123 | for(i=1;i<size;i++) |
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| 124 | { |
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| 125 | double data = oriData[i]; |
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| 126 | if(min>data) |
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| 127 | min = data; |
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| 128 | else if(max<data) |
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| 129 | max = data; |
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| 130 | } |
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| 131 | |
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| 132 | *valueRangeSize = max - min; |
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| 133 | *medianValue = min + *valueRangeSize/2; |
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| 134 | return min; |
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| 135 | } |
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| 136 | |
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| 137 | float computeRangeSize_float_subblock(float* oriData, float* valueRangeSize, float* medianValue, |
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| 138 | size_t r5, size_t r4, size_t r3, size_t r2, size_t r1, |
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| 139 | size_t s5, size_t s4, size_t s3, size_t s2, size_t s1, |
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| 140 | size_t e5, size_t e4, size_t e3, size_t e2, size_t e1) |
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| 141 | { |
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| 142 | size_t i1, i2, i3, i4, i5; |
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| 143 | size_t index_start = s5*(r4*r3*r2*r1) + s4*(r3*r2*r1) + s3*(r2*r1) + s2*r1 + s1; |
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| 144 | float min = oriData[index_start]; |
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| 145 | float max = min; |
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| 146 | |
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| 147 | for (i5 = s5; i5 <= e5; i5++) |
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| 148 | for (i4 = s4; i4 <= e4; i4++) |
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| 149 | for (i3 = s3; i3 <= e3; i3++) |
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| 150 | for (i2 = s2; i2 <= e2; i2++) |
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| 151 | for (i1 = s1; i1 <= e1; i1++) |
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| 152 | { |
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| 153 | size_t index = i5*(r4*r3*r2*r1) + i4*(r3*r2*r1) + i3*(r2*r1) + i2*r1 + i1; |
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| 154 | float data = oriData[index]; |
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| 155 | if (min>data) |
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| 156 | min = data; |
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| 157 | else if(max<data) |
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| 158 | max = data; |
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| 159 | } |
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| 160 | |
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| 161 | *valueRangeSize = max - min; |
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| 162 | *medianValue = min + *valueRangeSize/2; |
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| 163 | return min; |
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| 164 | } |
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| 165 | |
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| 166 | |
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| 167 | float computeRangeSize_double_subblock(double* oriData, double* valueRangeSize, double* medianValue, |
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| 168 | size_t r5, size_t r4, size_t r3, size_t r2, size_t r1, |
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| 169 | size_t s5, size_t s4, size_t s3, size_t s2, size_t s1, |
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| 170 | size_t e5, size_t e4, size_t e3, size_t e2, size_t e1) |
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| 171 | { |
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| 172 | size_t i1, i2, i3, i4, i5; |
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| 173 | size_t index_start = s5*(r4*r3*r2*r1) + s4*(r3*r2*r1) + s3*(r2*r1) + s2*r1 + s1; |
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| 174 | double min = oriData[index_start]; |
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| 175 | double max = min; |
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| 176 | |
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| 177 | for (i5 = s5; i5 <= e5; i5++) |
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| 178 | for (i4 = s4; i4 <= e4; i4++) |
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| 179 | for (i3 = s3; i3 <= e3; i3++) |
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| 180 | for (i2 = s2; i2 <= e2; i2++) |
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| 181 | for (i1 = s1; i1 <= e1; i1++) |
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| 182 | { |
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| 183 | size_t index = i5*(r4*r3*r2*r1) + i4*(r3*r2*r1) + i3*(r2*r1) + i2*r1 + i1; |
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| 184 | double data = oriData[index]; |
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| 185 | if (min>data) |
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| 186 | min = data; |
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| 187 | else if(max<data) |
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| 188 | max = data; |
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| 189 | } |
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| 190 | |
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| 191 | *valueRangeSize = max - min; |
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| 192 | *medianValue = min + *valueRangeSize/2; |
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| 193 | return min; |
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| 194 | } |
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| 195 | |
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| 196 | |
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| 197 | double min_d(double a, double b) |
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| 198 | { |
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| 199 | if(a<b) |
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| 200 | return a; |
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| 201 | else |
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| 202 | return b; |
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| 203 | } |
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| 204 | |
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| 205 | double max_d(double a, double b) |
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| 206 | { |
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| 207 | if(a>b) |
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| 208 | return a; |
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| 209 | else |
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| 210 | return b; |
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| 211 | } |
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| 212 | |
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| 213 | float min_f(float a, float b) |
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| 214 | { |
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| 215 | if(a<b) |
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| 216 | return a; |
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| 217 | else |
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| 218 | return b; |
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| 219 | } |
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| 220 | |
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| 221 | float max_f(float a, float b) |
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| 222 | { |
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| 223 | if(a>b) |
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| 224 | return a; |
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| 225 | else |
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| 226 | return b; |
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| 227 | } |
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| 228 | |
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| 229 | double getRealPrecision_double(double valueRangeSize, int errBoundMode, double absErrBound, double relBoundRatio, int *status) |
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| 230 | { |
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| 231 | int state = SZ_SCES; |
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| 232 | double precision = 0; |
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| 233 | if(errBoundMode==ABS||errBoundMode==ABS_OR_PW_REL||errBoundMode==ABS_AND_PW_REL) |
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| 234 | precision = absErrBound; |
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| 235 | else if(errBoundMode==REL||errBoundMode==REL_OR_PW_REL||errBoundMode==REL_AND_PW_REL) |
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| 236 | precision = relBoundRatio*valueRangeSize; |
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| 237 | else if(errBoundMode==ABS_AND_REL) |
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| 238 | precision = min_d(absErrBound, relBoundRatio*valueRangeSize); |
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| 239 | else if(errBoundMode==ABS_OR_REL) |
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| 240 | precision = max_d(absErrBound, relBoundRatio*valueRangeSize); |
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| 241 | else if(errBoundMode==PW_REL) |
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| 242 | precision = 0; |
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| 243 | else |
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| 244 | { |
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| 245 | printf("Error: error-bound-mode is incorrect!\n"); |
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| 246 | state = SZ_BERR; |
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| 247 | } |
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| 248 | *status = state; |
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| 249 | return precision; |
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| 250 | } |
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| 251 | |
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| 252 | double getRealPrecision_float(float valueRangeSize, int errBoundMode, double absErrBound, double relBoundRatio, int *status) |
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| 253 | { |
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| 254 | int state = SZ_SCES; |
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| 255 | double precision = 0; |
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| 256 | if(errBoundMode==ABS||errBoundMode==ABS_OR_PW_REL||errBoundMode==ABS_AND_PW_REL) |
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| 257 | precision = absErrBound; |
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| 258 | else if(errBoundMode==REL||errBoundMode==REL_OR_PW_REL||errBoundMode==REL_AND_PW_REL) |
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| 259 | precision = relBoundRatio*valueRangeSize; |
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| 260 | else if(errBoundMode==ABS_AND_REL) |
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| 261 | precision = min_f(absErrBound, relBoundRatio*valueRangeSize); |
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| 262 | else if(errBoundMode==ABS_OR_REL) |
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| 263 | precision = max_f(absErrBound, relBoundRatio*valueRangeSize); |
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| 264 | else if(errBoundMode==PW_REL) |
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| 265 | precision = 0; |
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| 266 | else |
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| 267 | { |
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| 268 | printf("Error: error-bound-mode is incorrect!\n"); |
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| 269 | state = SZ_BERR; |
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| 270 | } |
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| 271 | *status = state; |
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| 272 | return precision; |
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| 273 | } |
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| 274 | |
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| 275 | double getRealPrecision_int(long valueRangeSize, int errBoundMode, double absErrBound, double relBoundRatio, int *status) |
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| 276 | { |
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| 277 | int state = SZ_SCES; |
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| 278 | double precision = 0; |
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| 279 | if(errBoundMode==ABS||errBoundMode==ABS_OR_PW_REL||errBoundMode==ABS_AND_PW_REL) |
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| 280 | precision = absErrBound; |
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| 281 | else if(errBoundMode==REL||errBoundMode==REL_OR_PW_REL||errBoundMode==REL_AND_PW_REL) |
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| 282 | precision = relBoundRatio*valueRangeSize; |
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| 283 | else if(errBoundMode==ABS_AND_REL) |
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| 284 | precision = min_f(absErrBound, relBoundRatio*valueRangeSize); |
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| 285 | else if(errBoundMode==ABS_OR_REL) |
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| 286 | precision = max_f(absErrBound, relBoundRatio*valueRangeSize); |
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| 287 | else if(errBoundMode==PW_REL) |
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| 288 | precision = -1; |
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| 289 | else |
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| 290 | { |
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| 291 | printf("Error: error-bound-mode is incorrect!\n"); |
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| 292 | state = SZ_BERR; |
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| 293 | } |
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| 294 | *status = state; |
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| 295 | return precision; |
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| 296 | } |
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| 297 | |
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| 298 | void symTransform_8bytes(unsigned char data[8]) |
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| 299 | { |
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| 300 | unsigned char tmp = data[0]; |
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| 301 | data[0] = data[7]; |
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| 302 | data[7] = tmp; |
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| 303 | |
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| 304 | tmp = data[1]; |
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| 305 | data[1] = data[6]; |
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| 306 | data[6] = tmp; |
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| 307 | |
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| 308 | tmp = data[2]; |
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| 309 | data[2] = data[5]; |
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| 310 | data[5] = tmp; |
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| 311 | |
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| 312 | tmp = data[3]; |
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| 313 | data[3] = data[4]; |
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| 314 | data[4] = tmp; |
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| 315 | } |
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| 316 | |
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| 317 | inline void symTransform_2bytes(unsigned char data[2]) |
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| 318 | { |
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| 319 | unsigned char tmp = data[0]; |
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| 320 | data[0] = data[1]; |
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| 321 | data[1] = tmp; |
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| 322 | } |
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| 323 | |
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| 324 | inline void symTransform_4bytes(unsigned char data[4]) |
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| 325 | { |
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| 326 | unsigned char tmp = data[0]; |
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| 327 | data[0] = data[3]; |
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| 328 | data[3] = tmp; |
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| 329 | |
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| 330 | tmp = data[1]; |
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| 331 | data[1] = data[2]; |
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| 332 | data[2] = tmp; |
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| 333 | } |
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| 334 | |
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| 335 | inline void compressInt8Value(int8_t tgtValue, int8_t minValue, int byteSize, unsigned char* bytes) |
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| 336 | { |
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| 337 | uint8_t data = tgtValue - minValue; |
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| 338 | memcpy(bytes, &data, byteSize); //byteSize==1 |
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| 339 | } |
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| 340 | |
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| 341 | inline void compressInt16Value(int16_t tgtValue, int16_t minValue, int byteSize, unsigned char* bytes) |
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| 342 | { |
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| 343 | uint16_t data = tgtValue - minValue; |
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| 344 | unsigned char tmpBytes[2]; |
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| 345 | int16ToBytes_bigEndian(tmpBytes, data); |
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| 346 | memcpy(bytes, tmpBytes + 2 - byteSize, byteSize); |
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| 347 | } |
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| 348 | |
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| 349 | inline void compressInt32Value(int32_t tgtValue, int32_t minValue, int byteSize, unsigned char* bytes) |
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| 350 | { |
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| 351 | uint32_t data = tgtValue - minValue; |
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| 352 | unsigned char tmpBytes[4]; |
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| 353 | int32ToBytes_bigEndian(tmpBytes, data); |
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| 354 | memcpy(bytes, tmpBytes + 4 - byteSize, byteSize); |
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| 355 | } |
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| 356 | |
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| 357 | inline void compressInt64Value(int64_t tgtValue, int64_t minValue, int byteSize, unsigned char* bytes) |
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| 358 | { |
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| 359 | uint64_t data = tgtValue - minValue; |
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| 360 | unsigned char tmpBytes[8]; |
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| 361 | int64ToBytes_bigEndian(tmpBytes, data); |
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| 362 | memcpy(bytes, tmpBytes + 8 - byteSize, byteSize); |
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| 363 | } |
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| 364 | |
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| 365 | inline void compressUInt8Value(uint8_t tgtValue, uint8_t minValue, int byteSize, unsigned char* bytes) |
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| 366 | { |
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| 367 | uint8_t data = tgtValue - minValue; |
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| 368 | memcpy(bytes, &data, byteSize); //byteSize==1 |
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| 369 | } |
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| 370 | |
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| 371 | inline void compressUInt16Value(uint16_t tgtValue, uint16_t minValue, int byteSize, unsigned char* bytes) |
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| 372 | { |
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| 373 | uint16_t data = tgtValue - minValue; |
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| 374 | unsigned char tmpBytes[2]; |
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| 375 | int16ToBytes_bigEndian(tmpBytes, data); |
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| 376 | memcpy(bytes, tmpBytes + 2 - byteSize, byteSize); |
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| 377 | } |
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| 378 | |
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| 379 | inline void compressUInt32Value(uint32_t tgtValue, uint32_t minValue, int byteSize, unsigned char* bytes) |
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| 380 | { |
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| 381 | uint32_t data = tgtValue - minValue; |
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| 382 | unsigned char tmpBytes[4]; |
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| 383 | int32ToBytes_bigEndian(tmpBytes, data); |
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| 384 | memcpy(bytes, tmpBytes + 4 - byteSize, byteSize); |
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| 385 | } |
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| 386 | |
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| 387 | inline void compressUInt64Value(uint64_t tgtValue, uint64_t minValue, int byteSize, unsigned char* bytes) |
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| 388 | { |
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| 389 | uint64_t data = tgtValue - minValue; |
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| 390 | unsigned char tmpBytes[8]; |
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| 391 | int64ToBytes_bigEndian(tmpBytes, data); |
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| 392 | memcpy(bytes, tmpBytes + 8 - byteSize, byteSize); |
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| 393 | } |
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| 394 | |
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| 395 | void compressSingleFloatValue(FloatValueCompressElement *vce, float tgtValue, float precision, float medianValue, |
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| 396 | int reqLength, int reqBytesLength, int resiBitsLength) |
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| 397 | { |
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| 398 | float normValue = tgtValue - medianValue; |
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| 399 | |
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| 400 | lfloat lfBuf; |
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| 401 | lfBuf.value = normValue; |
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| 402 | |
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| 403 | int ignBytesLength = 32 - reqLength; |
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| 404 | if(ignBytesLength<0) |
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| 405 | ignBytesLength = 0; |
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| 406 | |
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| 407 | int tmp_int = lfBuf.ivalue; |
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| 408 | intToBytes_bigEndian(vce->curBytes, tmp_int); |
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| 409 | |
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| 410 | lfBuf.ivalue = (lfBuf.ivalue >> ignBytesLength) << ignBytesLength; |
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| 411 | |
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| 412 | //float tmpValue = lfBuf.value; |
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| 413 | |
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| 414 | vce->data = lfBuf.value+medianValue; |
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| 415 | vce->curValue = tmp_int; |
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| 416 | vce->reqBytesLength = reqBytesLength; |
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| 417 | vce->resiBitsLength = resiBitsLength; |
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| 418 | } |
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| 419 | |
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| 420 | void compressSingleDoubleValue(DoubleValueCompressElement *vce, double tgtValue, double precision, double medianValue, |
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| 421 | int reqLength, int reqBytesLength, int resiBitsLength) |
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| 422 | { |
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| 423 | double normValue = tgtValue - medianValue; |
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| 424 | |
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| 425 | ldouble lfBuf; |
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| 426 | lfBuf.value = normValue; |
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| 427 | |
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| 428 | int ignBytesLength = 64 - reqLength; |
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| 429 | if(ignBytesLength<0) |
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| 430 | ignBytesLength = 0; |
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| 431 | |
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| 432 | long tmp_long = lfBuf.lvalue; |
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| 433 | longToBytes_bigEndian(vce->curBytes, tmp_long); |
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| 434 | |
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| 435 | lfBuf.lvalue = (lfBuf.lvalue >> ignBytesLength)<<ignBytesLength; |
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| 436 | |
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| 437 | //double tmpValue = lfBuf.value; |
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| 438 | |
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| 439 | vce->data = lfBuf.value+medianValue; |
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| 440 | vce->curValue = tmp_long; |
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| 441 | vce->reqBytesLength = reqBytesLength; |
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| 442 | vce->resiBitsLength = resiBitsLength; |
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| 443 | } |
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| 444 | |
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| 445 | int compIdenticalLeadingBytesCount_double(unsigned char* preBytes, unsigned char* curBytes) |
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| 446 | { |
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| 447 | int i, n = 0; |
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| 448 | for(i=0;i<8;i++) |
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| 449 | if(preBytes[i]==curBytes[i]) |
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| 450 | n++; |
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| 451 | else |
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| 452 | break; |
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| 453 | if(n>3) n = 3; |
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| 454 | return n; |
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| 455 | } |
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| 456 | |
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| 457 | int compIdenticalLeadingBytesCount_float(unsigned char* preBytes, unsigned char* curBytes) |
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| 458 | { |
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| 459 | int i, n = 0; |
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| 460 | for(i=0;i<4;i++) |
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| 461 | if(preBytes[i]==curBytes[i]) |
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| 462 | n++; |
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| 463 | else |
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| 464 | break; |
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| 465 | if(n>3) n = 3; |
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| 466 | return n; |
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| 467 | } |
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| 468 | |
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| 469 | //TODO double-check the correctness... |
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| 470 | void addExactData(DynamicByteArray *exactMidByteArray, DynamicIntArray *exactLeadNumArray, |
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| 471 | DynamicIntArray *resiBitArray, LossyCompressionElement *lce) |
---|
| 472 | { |
---|
| 473 | int i; |
---|
| 474 | int leadByteLength = lce->leadingZeroBytes; |
---|
| 475 | addDIA_Data(exactLeadNumArray, leadByteLength); |
---|
| 476 | unsigned char* intMidBytes = lce->integerMidBytes; |
---|
| 477 | int integerMidBytesLength = lce->integerMidBytes_Length; |
---|
| 478 | int resMidBitsLength = lce->resMidBitsLength; |
---|
| 479 | if(intMidBytes!=NULL||resMidBitsLength!=0) |
---|
| 480 | { |
---|
| 481 | if(intMidBytes!=NULL) |
---|
| 482 | for(i = 0;i<integerMidBytesLength;i++) |
---|
| 483 | addDBA_Data(exactMidByteArray, intMidBytes[i]); |
---|
| 484 | if(resMidBitsLength!=0) |
---|
| 485 | addDIA_Data(resiBitArray, lce->residualMidBits); |
---|
| 486 | } |
---|
| 487 | } |
---|
| 488 | |
---|
| 489 | /** |
---|
| 490 | * @deprecated |
---|
| 491 | * @return: the length of the coefficient array. |
---|
| 492 | * */ |
---|
| 493 | int getPredictionCoefficients(int layers, int dimension, int **coeff_array, int *status) |
---|
| 494 | { |
---|
| 495 | size_t size = 0; |
---|
| 496 | switch(dimension) |
---|
| 497 | { |
---|
| 498 | case 1: |
---|
| 499 | switch(layers) |
---|
| 500 | { |
---|
| 501 | case 1: |
---|
| 502 | *coeff_array = (int*)malloc(sizeof(int)); |
---|
| 503 | (*coeff_array)[0] = 1; |
---|
| 504 | size = 1; |
---|
| 505 | break; |
---|
| 506 | case 2: |
---|
| 507 | *coeff_array = (int*)malloc(2*sizeof(int)); |
---|
| 508 | (*coeff_array)[0] = 2; |
---|
| 509 | (*coeff_array)[1] = -1; |
---|
| 510 | size = 2; |
---|
| 511 | break; |
---|
| 512 | case 3: |
---|
| 513 | *coeff_array = (int*)malloc(3*sizeof(int)); |
---|
| 514 | (*coeff_array)[0] = 3; |
---|
| 515 | (*coeff_array)[1] = -3; |
---|
| 516 | (*coeff_array)[2] = 1; |
---|
| 517 | break; |
---|
| 518 | } |
---|
| 519 | break; |
---|
| 520 | case 2: |
---|
| 521 | switch(layers) |
---|
| 522 | { |
---|
| 523 | case 1: |
---|
| 524 | |
---|
| 525 | break; |
---|
| 526 | case 2: |
---|
| 527 | |
---|
| 528 | break; |
---|
| 529 | case 3: |
---|
| 530 | |
---|
| 531 | break; |
---|
| 532 | } |
---|
| 533 | break; |
---|
| 534 | case 3: |
---|
| 535 | switch(layers) |
---|
| 536 | { |
---|
| 537 | case 1: |
---|
| 538 | |
---|
| 539 | break; |
---|
| 540 | case 2: |
---|
| 541 | |
---|
| 542 | break; |
---|
| 543 | case 3: |
---|
| 544 | |
---|
| 545 | break; |
---|
| 546 | } |
---|
| 547 | break; |
---|
| 548 | default: |
---|
| 549 | printf("Error: dimension must be no greater than 3 in the current version.\n"); |
---|
| 550 | *status = SZ_DERR; |
---|
| 551 | } |
---|
| 552 | *status = SZ_SCES; |
---|
| 553 | return size; |
---|
| 554 | } |
---|
| 555 | |
---|
| 556 | int computeBlockEdgeSize_2D(int segmentSize) |
---|
| 557 | { |
---|
| 558 | int i = 1; |
---|
| 559 | for(i=1; i<segmentSize;i++) |
---|
| 560 | { |
---|
| 561 | if(i*i>segmentSize) |
---|
| 562 | break; |
---|
| 563 | } |
---|
| 564 | return i; |
---|
| 565 | //return (int)(sqrt(segmentSize)+1); |
---|
| 566 | } |
---|
| 567 | |
---|
| 568 | int computeBlockEdgeSize_3D(int segmentSize) |
---|
| 569 | { |
---|
| 570 | int i = 1; |
---|
| 571 | for(i=1; i<segmentSize;i++) |
---|
| 572 | { |
---|
| 573 | if(i*i*i>segmentSize) |
---|
| 574 | break; |
---|
| 575 | } |
---|
| 576 | return i; |
---|
| 577 | //return (int)(pow(segmentSize, 1.0/3)+1); |
---|
| 578 | } |
---|
| 579 | |
---|
| 580 | //convert random-access version based bytes to output bytes |
---|
| 581 | int initRandomAccessBytes(unsigned char* raBytes) |
---|
| 582 | { |
---|
| 583 | int k = 0, i = 0; |
---|
| 584 | for (i = 0; i < 3; i++)//3 |
---|
| 585 | raBytes[k++] = versionNumber[i]; |
---|
| 586 | int sameByte = 0x80; //indicating this is random-access mode |
---|
| 587 | if(exe_params->SZ_SIZE_TYPE==8) |
---|
| 588 | sameByte = (unsigned char) (sameByte | 0x40); // 01000000, the 6th bit |
---|
| 589 | sameByte = sameByte | (confparams_cpr->szMode << 1); |
---|
| 590 | |
---|
| 591 | raBytes[k++] = sameByte; |
---|
| 592 | |
---|
| 593 | convertSZParamsToBytes(confparams_cpr, &(raBytes[k])); |
---|
| 594 | k = k + MetaDataByteLength; |
---|
| 595 | |
---|
| 596 | return k; |
---|
| 597 | } |
---|
[9ee2ce3] | 598 | |
---|
| 599 | //The following functions are float-precision version of dealing with the unpredictable data points |
---|
| 600 | int generateLossyCoefficients_float(float* oriData, double precision, size_t nbEle, int* reqBytesLength, int* resiBitsLength, float* medianValue, float* decData) |
---|
| 601 | { |
---|
| 602 | float valueRangeSize; |
---|
| 603 | |
---|
| 604 | computeRangeSize_float(oriData, nbEle, &valueRangeSize, medianValue); |
---|
| 605 | short radExpo = getExponent_float(valueRangeSize/2); |
---|
| 606 | |
---|
| 607 | int reqLength; |
---|
| 608 | computeReqLength_float(precision, radExpo, &reqLength, medianValue); |
---|
| 609 | |
---|
| 610 | *reqBytesLength = reqLength/8; |
---|
| 611 | *resiBitsLength = reqLength%8; |
---|
| 612 | |
---|
| 613 | size_t i = 0; |
---|
| 614 | for(i = 0;i < nbEle;i++) |
---|
| 615 | { |
---|
| 616 | float normValue = oriData[i] - *medianValue; |
---|
| 617 | |
---|
| 618 | lfloat lfBuf; |
---|
| 619 | lfBuf.value = normValue; |
---|
| 620 | |
---|
| 621 | int ignBytesLength = 32 - reqLength; |
---|
| 622 | if(ignBytesLength<0) |
---|
| 623 | ignBytesLength = 0; |
---|
| 624 | |
---|
| 625 | lfBuf.ivalue = (lfBuf.ivalue >> ignBytesLength) << ignBytesLength; |
---|
| 626 | |
---|
| 627 | //float tmpValue = lfBuf.value; |
---|
| 628 | |
---|
| 629 | decData[i] = lfBuf.value + *medianValue; |
---|
| 630 | } |
---|
| 631 | return reqLength; |
---|
| 632 | } |
---|
| 633 | |
---|
| 634 | /** |
---|
| 635 | * @param float* oriData: inplace argument (input / output) |
---|
| 636 | * |
---|
| 637 | * */ |
---|
| 638 | int compressExactDataArray_float(float* oriData, double precision, size_t nbEle, unsigned char** leadArray, unsigned char** midArray, unsigned char** resiArray, |
---|
| 639 | int reqLength, int reqBytesLength, int resiBitsLength, float medianValue) |
---|
| 640 | { |
---|
| 641 | //allocate memory for coefficient compression arrays |
---|
| 642 | DynamicIntArray *exactLeadNumArray; |
---|
| 643 | new_DIA(&exactLeadNumArray, DynArrayInitLen); |
---|
| 644 | DynamicByteArray *exactMidByteArray; |
---|
| 645 | new_DBA(&exactMidByteArray, DynArrayInitLen); |
---|
| 646 | DynamicIntArray *resiBitArray; |
---|
| 647 | new_DIA(&resiBitArray, DynArrayInitLen); |
---|
| 648 | unsigned char preDataBytes[4] = {0,0,0,0}; |
---|
| 649 | |
---|
| 650 | //allocate memory for vce and lce |
---|
| 651 | FloatValueCompressElement *vce = (FloatValueCompressElement*)malloc(sizeof(FloatValueCompressElement)); |
---|
| 652 | LossyCompressionElement *lce = (LossyCompressionElement*)malloc(sizeof(LossyCompressionElement)); |
---|
| 653 | |
---|
| 654 | size_t i = 0; |
---|
| 655 | for(i = 0;i < nbEle;i++) |
---|
| 656 | { |
---|
| 657 | compressSingleFloatValue(vce, oriData[i], precision, medianValue, reqLength, reqBytesLength, resiBitsLength); |
---|
| 658 | updateLossyCompElement_Float(vce->curBytes, preDataBytes, reqBytesLength, resiBitsLength, lce); |
---|
| 659 | memcpy(preDataBytes,vce->curBytes,4); |
---|
| 660 | addExactData(exactMidByteArray, exactLeadNumArray, resiBitArray, lce); |
---|
| 661 | oriData[i] = vce->data; |
---|
| 662 | } |
---|
| 663 | convertDIAtoInts(exactLeadNumArray, leadArray); |
---|
| 664 | convertDBAtoBytes(exactMidByteArray,midArray); |
---|
| 665 | convertDIAtoInts(resiBitArray, resiArray); |
---|
| 666 | |
---|
| 667 | size_t midArraySize = exactMidByteArray->size; |
---|
| 668 | |
---|
| 669 | free(vce); |
---|
| 670 | free(lce); |
---|
| 671 | |
---|
| 672 | free_DIA(exactLeadNumArray); |
---|
| 673 | free_DBA(exactMidByteArray); |
---|
| 674 | free_DIA(resiBitArray); |
---|
| 675 | |
---|
| 676 | return midArraySize; |
---|
| 677 | } |
---|
| 678 | |
---|
| 679 | void decompressExactDataArray_float(unsigned char* leadNum, unsigned char* exactMidBytes, unsigned char* residualMidBits, size_t nbEle, int reqLength, float medianValue, float** decData) |
---|
| 680 | { |
---|
| 681 | *decData = (float*)malloc(nbEle*sizeof(float)); |
---|
| 682 | size_t i = 0, j = 0, k = 0, l = 0, p = 0, curByteIndex = 0; |
---|
| 683 | float exactData = 0; |
---|
| 684 | unsigned char preBytes[4] = {0,0,0,0}; |
---|
| 685 | unsigned char curBytes[4]; |
---|
| 686 | int resiBits; |
---|
| 687 | unsigned char leadingNum; |
---|
| 688 | |
---|
| 689 | int reqBytesLength = reqLength/8; |
---|
| 690 | int resiBitsLength = reqLength%8; |
---|
| 691 | |
---|
| 692 | for(i = 0; i<nbEle;i++) |
---|
| 693 | { |
---|
| 694 | // compute resiBits |
---|
| 695 | resiBits = 0; |
---|
| 696 | if (resiBitsLength != 0) { |
---|
| 697 | int kMod8 = k % 8; |
---|
| 698 | int rightMovSteps = getRightMovingSteps(kMod8, resiBitsLength); |
---|
| 699 | if (rightMovSteps > 0) { |
---|
| 700 | int code = getRightMovingCode(kMod8, resiBitsLength); |
---|
| 701 | resiBits = (residualMidBits[p] & code) >> rightMovSteps; |
---|
| 702 | } else if (rightMovSteps < 0) { |
---|
| 703 | int code1 = getLeftMovingCode(kMod8); |
---|
| 704 | int code2 = getRightMovingCode(kMod8, resiBitsLength); |
---|
| 705 | int leftMovSteps = -rightMovSteps; |
---|
| 706 | rightMovSteps = 8 - leftMovSteps; |
---|
| 707 | resiBits = (residualMidBits[p] & code1) << leftMovSteps; |
---|
| 708 | p++; |
---|
| 709 | resiBits = resiBits |
---|
| 710 | | ((residualMidBits[p] & code2) >> rightMovSteps); |
---|
| 711 | } else // rightMovSteps == 0 |
---|
| 712 | { |
---|
| 713 | int code = getRightMovingCode(kMod8, resiBitsLength); |
---|
| 714 | resiBits = (residualMidBits[p] & code); |
---|
| 715 | p++; |
---|
| 716 | } |
---|
| 717 | k += resiBitsLength; |
---|
| 718 | } |
---|
| 719 | |
---|
| 720 | // recover the exact data |
---|
| 721 | memset(curBytes, 0, 4); |
---|
| 722 | leadingNum = leadNum[l++]; |
---|
| 723 | memcpy(curBytes, preBytes, leadingNum); |
---|
| 724 | for (j = leadingNum; j < reqBytesLength; j++) |
---|
| 725 | curBytes[j] = exactMidBytes[curByteIndex++]; |
---|
| 726 | if (resiBitsLength != 0) { |
---|
| 727 | unsigned char resiByte = (unsigned char) (resiBits << (8 - resiBitsLength)); |
---|
| 728 | curBytes[reqBytesLength] = resiByte; |
---|
| 729 | } |
---|
| 730 | |
---|
| 731 | exactData = bytesToFloat(curBytes); |
---|
| 732 | (*decData)[i] = exactData + medianValue; |
---|
| 733 | memcpy(preBytes,curBytes,4); |
---|
| 734 | } |
---|
| 735 | } |
---|
| 736 | |
---|
| 737 | //double-precision version of dealing with unpredictable data points in sz 2.0 |
---|
| 738 | int generateLossyCoefficients_double(double* oriData, double precision, size_t nbEle, int* reqBytesLength, int* resiBitsLength, double* medianValue, double* decData) |
---|
| 739 | { |
---|
| 740 | double valueRangeSize; |
---|
| 741 | |
---|
| 742 | computeRangeSize_double(oriData, nbEle, &valueRangeSize, medianValue); |
---|
| 743 | short radExpo = getExponent_double(valueRangeSize/2); |
---|
| 744 | |
---|
| 745 | int reqLength; |
---|
| 746 | computeReqLength_double(precision, radExpo, &reqLength, medianValue); |
---|
| 747 | |
---|
| 748 | *reqBytesLength = reqLength/8; |
---|
| 749 | *resiBitsLength = reqLength%8; |
---|
| 750 | |
---|
| 751 | size_t i = 0; |
---|
| 752 | for(i = 0;i < nbEle;i++) |
---|
| 753 | { |
---|
| 754 | double normValue = oriData[i] - *medianValue; |
---|
| 755 | |
---|
| 756 | ldouble ldBuf; |
---|
| 757 | ldBuf.value = normValue; |
---|
| 758 | |
---|
| 759 | int ignBytesLength = 64 - reqLength; |
---|
| 760 | if(ignBytesLength<0) |
---|
| 761 | ignBytesLength = 0; |
---|
| 762 | |
---|
| 763 | ldBuf.lvalue = (ldBuf.lvalue >> ignBytesLength) << ignBytesLength; |
---|
| 764 | |
---|
| 765 | decData[i] = ldBuf.value + *medianValue; |
---|
| 766 | } |
---|
| 767 | return reqLength; |
---|
| 768 | } |
---|
| 769 | |
---|
| 770 | /** |
---|
| 771 | * @param double* oriData: inplace argument (input / output) |
---|
| 772 | * |
---|
| 773 | * */ |
---|
| 774 | int compressExactDataArray_double(double* oriData, double precision, size_t nbEle, unsigned char** leadArray, unsigned char** midArray, unsigned char** resiArray, |
---|
| 775 | int reqLength, int reqBytesLength, int resiBitsLength, double medianValue) |
---|
| 776 | { |
---|
| 777 | //allocate memory for coefficient compression arrays |
---|
| 778 | DynamicIntArray *exactLeadNumArray; |
---|
| 779 | new_DIA(&exactLeadNumArray, DynArrayInitLen); |
---|
| 780 | DynamicByteArray *exactMidByteArray; |
---|
| 781 | new_DBA(&exactMidByteArray, DynArrayInitLen); |
---|
| 782 | DynamicIntArray *resiBitArray; |
---|
| 783 | new_DIA(&resiBitArray, DynArrayInitLen); |
---|
| 784 | unsigned char preDataBytes[8] = {0,0,0,0,0,0,0,0}; |
---|
| 785 | |
---|
| 786 | //allocate memory for vce and lce |
---|
| 787 | DoubleValueCompressElement *vce = (DoubleValueCompressElement*)malloc(sizeof(DoubleValueCompressElement)); |
---|
| 788 | LossyCompressionElement *lce = (LossyCompressionElement*)malloc(sizeof(LossyCompressionElement)); |
---|
| 789 | |
---|
| 790 | size_t i = 0; |
---|
| 791 | for(i = 0;i < nbEle;i++) |
---|
| 792 | { |
---|
| 793 | compressSingleDoubleValue(vce, oriData[i], precision, medianValue, reqLength, reqBytesLength, resiBitsLength); |
---|
| 794 | updateLossyCompElement_Double(vce->curBytes, preDataBytes, reqBytesLength, resiBitsLength, lce); |
---|
| 795 | memcpy(preDataBytes,vce->curBytes,8); |
---|
| 796 | addExactData(exactMidByteArray, exactLeadNumArray, resiBitArray, lce); |
---|
| 797 | oriData[i] = vce->data; |
---|
| 798 | } |
---|
| 799 | convertDIAtoInts(exactLeadNumArray, leadArray); |
---|
| 800 | convertDBAtoBytes(exactMidByteArray,midArray); |
---|
| 801 | convertDIAtoInts(resiBitArray, resiArray); |
---|
| 802 | |
---|
| 803 | size_t midArraySize = exactMidByteArray->size; |
---|
| 804 | |
---|
| 805 | free(vce); |
---|
| 806 | free(lce); |
---|
| 807 | |
---|
| 808 | free_DIA(exactLeadNumArray); |
---|
| 809 | free_DBA(exactMidByteArray); |
---|
| 810 | free_DIA(resiBitArray); |
---|
| 811 | |
---|
| 812 | return midArraySize; |
---|
| 813 | } |
---|
| 814 | |
---|
| 815 | void decompressExactDataArray_double(unsigned char* leadNum, unsigned char* exactMidBytes, unsigned char* residualMidBits, size_t nbEle, int reqLength, double medianValue, double** decData) |
---|
| 816 | { |
---|
| 817 | *decData = (double*)malloc(nbEle*sizeof(double)); |
---|
| 818 | size_t i = 0, j = 0, k = 0, l = 0, p = 0, curByteIndex = 0; |
---|
| 819 | double exactData = 0; |
---|
| 820 | unsigned char preBytes[8] = {0,0,0,0,0,0,0,0}; |
---|
| 821 | unsigned char curBytes[8]; |
---|
| 822 | int resiBits; |
---|
| 823 | unsigned char leadingNum; |
---|
| 824 | |
---|
| 825 | int reqBytesLength = reqLength/8; |
---|
| 826 | int resiBitsLength = reqLength%8; |
---|
| 827 | |
---|
| 828 | for(i = 0; i<nbEle;i++) |
---|
| 829 | { |
---|
| 830 | // compute resiBits |
---|
| 831 | resiBits = 0; |
---|
| 832 | if (resiBitsLength != 0) { |
---|
| 833 | int kMod8 = k % 8; |
---|
| 834 | int rightMovSteps = getRightMovingSteps(kMod8, resiBitsLength); |
---|
| 835 | if (rightMovSteps > 0) { |
---|
| 836 | int code = getRightMovingCode(kMod8, resiBitsLength); |
---|
| 837 | resiBits = (residualMidBits[p] & code) >> rightMovSteps; |
---|
| 838 | } else if (rightMovSteps < 0) { |
---|
| 839 | int code1 = getLeftMovingCode(kMod8); |
---|
| 840 | int code2 = getRightMovingCode(kMod8, resiBitsLength); |
---|
| 841 | int leftMovSteps = -rightMovSteps; |
---|
| 842 | rightMovSteps = 8 - leftMovSteps; |
---|
| 843 | resiBits = (residualMidBits[p] & code1) << leftMovSteps; |
---|
| 844 | p++; |
---|
| 845 | resiBits = resiBits |
---|
| 846 | | ((residualMidBits[p] & code2) >> rightMovSteps); |
---|
| 847 | } else // rightMovSteps == 0 |
---|
| 848 | { |
---|
| 849 | int code = getRightMovingCode(kMod8, resiBitsLength); |
---|
| 850 | resiBits = (residualMidBits[p] & code); |
---|
| 851 | p++; |
---|
| 852 | } |
---|
| 853 | k += resiBitsLength; |
---|
| 854 | } |
---|
| 855 | |
---|
| 856 | // recover the exact data |
---|
| 857 | memset(curBytes, 0, 8); |
---|
| 858 | leadingNum = leadNum[l++]; |
---|
| 859 | memcpy(curBytes, preBytes, leadingNum); |
---|
| 860 | for (j = leadingNum; j < reqBytesLength; j++) |
---|
| 861 | curBytes[j] = exactMidBytes[curByteIndex++]; |
---|
| 862 | if (resiBitsLength != 0) { |
---|
| 863 | unsigned char resiByte = (unsigned char) (resiBits << (8 - resiBitsLength)); |
---|
| 864 | curBytes[reqBytesLength] = resiByte; |
---|
| 865 | } |
---|
| 866 | |
---|
| 867 | exactData = bytesToDouble(curBytes); |
---|
| 868 | (*decData)[i] = exactData + medianValue; |
---|
| 869 | memcpy(preBytes,curBytes,8); |
---|
| 870 | } |
---|
| 871 | } |
---|