Cascaded Kernels - 2024.1 English

Vitis Libraries

Release Date
2024-08-06
Version
2024.1 English

When using the TP_CASC_LEN parameter, the matrix multiply operation is split across TP_DIM_AB and processed in a TP_CASC_LEN number of kernels. The accumulated partial results of each kernel are passed down the cascade port to the next kernel in the cascade chain until the final kernel provides the expected output. Cascade connections are made internally to the matrix multiply graph and external interfaces to the graph remain unchanged.

Each AI Engine kernel in the array is given a sub-matrix, so the interface to the graph is an array of ports for both A and B. The sub matrices are obtained by dividing the input matrices in their common dimension TP_DIM_AB.

Table 57 Input Matrix A (16x16 - 4x4 Tile - Cascade Length 2)
  Cascade 0 Cascade 1
  Tile Col 0 Tile Col 1 Tile Col 2 Tile Col 3
Tile Row 0 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15
16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31
32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47
48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63
Tile Row 1 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79
80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95
96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111
112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127
Tile Row 2 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143
144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159
160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175
176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191
Tile Row 3 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207
208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223
224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239
240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255
Table 58 Input Matrix B (16x16 - 4x2 Tile - Cascade Length 2)
    Tile Col 0 Tile Col 1 Tile Col 2 Tile Col 3 Tile Col 4 Tile Col 5 Tile Col 6 Tile Col 7
Cascade 0 Tile Row 0 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15
16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31
32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47
48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63
Tile Row 1 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79
80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95
96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111
112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127
Cascade 1 Tile Row 2 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143
144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159
160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175
176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191
Tile Row 3 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207
208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223
224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239
240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255

You can find a full list of the descriptions and parameters in the API Reference Overview.

Connections to the cascade ports can be made as follows:

for (int i = 0 ; i < P_CASC_LEN; i++) {
    connect<>(inA[i], mmultGraph.inA[i]);
    connect<>(inB[i], mmultGraph.inB[i]);
}
connect<>(mmultGraph.out, out);