File size: 14,067 Bytes
758a8fa fe742ec 758a8fa 1577a99 758a8fa | 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 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 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 | {
"tunableSpace": { "WORKGROUP_SIZE": [64, 128, 256], "MIDDLE_AXIS_TILE_COLS": [16, 32, 64] },
"cases": [
{
"name": "reduce-mean-axis0-1024x512",
"preset": "smoke",
"vars": { "dtype": "float32", "rows": 1024, "cols": 512 },
"attrs": { "axes": [0], "keepdims": 0 },
"inputs": { "x": { "shape": [1024, 512], "dtype": "float32", "dist": "normal", "seed": 881, "scale": 1 } },
"outputs": { "y": { "shape": [512], "dtype": "float32" } },
"bench": {
"primary": true,
"metrics": [{ "type": "bandwidth", "value": "args.rows * args.cols * dtypeBytes(args.dtype)" }]
}
},
{
"name": "reduce-mean-axis1-1024x4096",
"preset": "smoke",
"vars": { "dtype": "float32", "rows": 1024, "cols": 4096 },
"attrs": { "axes": [1], "keepdims": 0 },
"inputs": { "x": { "shape": [1024, 4096], "dtype": "float32", "dist": "normal", "seed": 880, "scale": 1 } },
"outputs": { "y": { "shape": [1024], "dtype": "float32" } },
"bench": {
"primary": true,
"metrics": [{ "type": "bandwidth", "value": "args.rows * args.cols * dtypeBytes(args.dtype)" }]
}
},
{
"name": "reducemean-lastaxis-f32-4096x4096",
"preset": "smoke",
"vars": { "rows": 4096, "cols": 4096 },
"attrs": { "axes": [1], "keepdims": 0 },
"inputs": { "x": { "shape": [4096, 4096], "dtype": "float32", "dist": "normal", "seed": 117, "scale": 0.2 } },
"outputs": { "y": { "shape": [4096], "dtype": "float32" } },
"bench": { "primary": true, "metrics": [{ "type": "bandwidth", "value": "args.rows * args.cols * 4" }] }
},
{
"name": "reducemean-rank3-lastaxis-f32-64x64x4096",
"preset": "smoke",
"vars": { "rows": 4096, "cols": 4096 },
"attrs": { "axes": [2], "keepdims": 0 },
"inputs": { "x": { "shape": [64, 64, 4096], "dtype": "float32", "dist": "normal", "seed": 218, "scale": 0.2 } },
"outputs": { "y": { "shape": [64, 64], "dtype": "float32" } },
"bench": { "primary": true, "metrics": [{ "type": "bandwidth", "value": "args.rows * args.cols * 4" }] }
},
{
"name": "reducemean-rank3-lastaxis-smallcols-f32-1024x32x16",
"preset": "smoke",
"vars": { "rows": 32768, "cols": 16 },
"attrs": { "axes": [2], "keepdims": 0 },
"inputs": { "x": { "shape": [1024, 32, 16], "dtype": "float32", "dist": "normal", "seed": 412, "scale": 0.2 } },
"outputs": { "y": { "shape": [1024, 32], "dtype": "float32" } },
"bench": { "primary": true, "metrics": [{ "type": "bandwidth", "value": "args.rows * args.cols * 4" }] }
},
{
"name": "axis0-large-65536x512",
"preset": "smoke",
"vars": { "rows": 65536, "cols": 512 },
"attrs": { "axes": [0], "keepdims": 0 },
"inputs": { "x": { "shape": [65536, 512], "dtype": "float32", "dist": "normal", "scale": 0.2, "seed": 311 } },
"outputs": { "y": { "shape": [512], "dtype": "float32" } },
"bench": { "primary": true, "metrics": [{ "type": "bandwidth", "value": "args.rows * args.cols * 4" }] }
},
{
"name": "axis0-tall-16384x1024",
"preset": "smoke",
"vars": { "rows": 16384, "cols": 1024 },
"attrs": { "axes": [0], "keepdims": 0 },
"inputs": { "x": { "shape": [16384, 1024], "dtype": "float32", "dist": "normal", "scale": 0.2, "seed": 312 } },
"outputs": { "y": { "shape": [1024], "dtype": "float32" } },
"bench": { "primary": true, "metrics": [{ "type": "bandwidth", "value": "args.rows * args.cols * 4" }] }
},
{
"name": "reducemean-rank4-axis1-serial-32x256x28x28",
"preset": "smoke",
"vars": { "dtype": "float32" },
"attrs": { "axes": [1], "keepdims": 0 },
"inputs": {
"x": { "shape": [32, 256, 28, 28], "dtype": "float32", "dist": "normal", "scale": 0.2, "seed": 5511 }
},
"outputs": { "y": { "shape": [32, 28, 28], "dtype": "float32" } },
"bench": { "metrics": [{ "type": "bandwidth", "value": "32 * 256 * 28 * 28 * dtypeBytes(args.dtype)" }] }
},
{
"name": "reducemean-rank3-axis1-serial-8x1024x768",
"preset": "smoke",
"vars": { "dtype": "float32" },
"attrs": { "axes": [1], "keepdims": 0 },
"inputs": { "x": { "shape": [8, 1024, 768], "dtype": "float32", "dist": "normal", "scale": 0.2, "seed": 5512 } },
"outputs": { "y": { "shape": [8, 768], "dtype": "float32" } },
"bench": { "metrics": [{ "type": "bandwidth", "value": "8 * 1024 * 768 * dtypeBytes(args.dtype)" }] }
},
{
"name": "reducemean-lastaxis-scalar-subgroup-cols-unaligned-4096x4095",
"preset": "smoke",
"vars": { "dtype": "float32", "rows": 4096, "cols": 4095 },
"attrs": { "axes": [1], "keepdims": 0 },
"inputs": { "x": { "shape": [4096, 4095], "dtype": "float32", "dist": "normal", "scale": 0.2, "seed": 5513 } },
"outputs": { "y": { "shape": [4096], "dtype": "float32" } },
"bench": { "metrics": [{ "type": "bandwidth", "value": "args.rows * args.cols * dtypeBytes(args.dtype)" }] }
},
{
"name": "reducemean-fullreduce-serial-numel-not-mul4-r3",
"preset": "stress",
"attrs": { "keepdims": 0 },
"inputs": { "x": { "shape": [1001, 1001, 1], "dtype": "float32", "dist": "normal", "seed": 601, "scale": 1 } },
"outputs": { "y": { "shape": [], "dtype": "float32" } },
"bench": { "metrics": [{ "type": "bandwidth", "value": "1001 * 1001 * 1 * 4" }] }
},
{
"name": "reducemean-int32-lastaxis-serial-4096x1024",
"preset": "stress",
"attrs": { "axes": [1], "keepdims": 0 },
"inputs": {
"x": { "shape": [4096, 1024], "dtype": "int32", "dist": "randint", "seed": 602, "min": -1000, "max": 1000 }
},
"outputs": { "y": { "shape": [4096], "dtype": "int32" } },
"bench": { "metrics": [{ "type": "bandwidth", "value": "4096 * 1024 * 4" }] }
},
{
"name": "reducemean-axis0-f32-131072x15-narrow-splitk-boundary",
"preset": "stress",
"vars": { "rows": 131072, "cols": 15 },
"attrs": { "axes": [0], "keepdims": 0 },
"inputs": { "x": { "shape": [131072, 15], "dtype": "float32", "dist": "normal", "seed": 603, "scale": 0.2 } },
"outputs": { "y": { "shape": [15], "dtype": "float32", "dist": "empty" } },
"bench": { "primary": true, "metrics": [{ "type": "bandwidth", "value": "args.rows * args.cols * 4" }] }
},
{
"name": "reducemean-spatial-axes23-f32-2x64x256x256-globalpool-pattern",
"preset": "stress",
"provenance": {
"source": "synthetic",
"notes": "Rank-4 contiguous-suffix reduction that verifies the vec4 subgroup reducer and portable workgroup-tree fallback."
},
"vars": { "batch": 2, "channels": 64, "height": 256, "width": 256 },
"attrs": { "axes": [2, 3], "keepdims": 1 },
"inputs": { "x": { "shape": [2, 64, 256, 256], "dtype": "float32", "dist": "normal", "seed": 909, "scale": 0.2 } },
"outputs": { "y": { "shape": [2, 64, 1, 1], "dtype": "float32", "dist": "empty" } },
"bench": {
"metrics": [{ "type": "bandwidth", "value": "args.batch * args.channels * args.height * args.width * 4" }]
}
},
{
"name": "reducemean-rank4-axis1-largeaxis-2x131072x1x8",
"preset": "smoke",
"vars": { "numel": 2097152 },
"attrs": { "axes": [1], "keepdims": 0 },
"inputs": { "x": { "shape": [2, 131072, 1, 8], "dtype": "float32", "dist": "normal", "seed": 120, "scale": 0.2 } },
"outputs": { "y": { "shape": [2, 1, 8], "dtype": "float32" } },
"bench": { "metrics": [{ "type": "bandwidth", "value": "args.numel * 4" }] }
},
{
"name": "reducemean-rank4-axes023-f32-8x256x56x56-noncontiguous-pathology",
"preset": "stress",
"provenance": {
"notes": "Rank-4 reduction over axes {0,2,3} (per-channel statistics over batch and space with the channel axis second): the kept axis sits in the middle, so the reduced elements are not a contiguous suffix and the multi-axis rank-4 kernel launches one serial lane per output, 256 lanes each walking 25088 strided inputs. Its control reduces the same values with the channel axis first."
},
"vars": { "dtype": "float32", "batch": 8, "channels": 256, "height": 56, "width": 56 },
"attrs": { "axes": [0, 2, 3], "keepdims": 0 },
"inputs": { "x": { "shape": [8, 256, 56, 56], "dtype": "float32", "dist": "normal", "seed": 620, "scale": 0.2 } },
"outputs": { "y": { "shape": [256], "dtype": "float32", "dist": "empty" } },
"bench": {
"metrics": [
{
"type": "bandwidth",
"value": "args.batch * args.channels * args.height * args.width * dtypeBytes(args.dtype)"
}
]
}
},
{
"name": "reducemean-rank4-axes123-f32-256x8x56x56-contiguous-suffix-control",
"preset": "stress",
"provenance": {
"notes": "Contiguous-suffix control for the axes {0,2,3} reduction: the same 256 reductions of 25088 elements with the kept axis first, which the cooperative suffix reduction covers with one workgroup per output."
},
"vars": { "dtype": "float32", "batch": 256, "channels": 8, "height": 56, "width": 56 },
"attrs": { "axes": [1, 2, 3], "keepdims": 0 },
"inputs": { "x": { "shape": [256, 8, 56, 56], "dtype": "float32", "dist": "normal", "seed": 621, "scale": 0.2 } },
"outputs": { "y": { "shape": [256], "dtype": "float32", "dist": "empty" } },
"bench": {
"metrics": [
{
"type": "bandwidth",
"value": "args.batch * args.channels * args.height * args.width * dtypeBytes(args.dtype)"
}
]
}
},
{
"name": "bench-strided_geometry_float32_rank3_odd_axis_odd_inner",
"attrs": { "axes": [-2], "keepdims": 1 },
"inputs": { "x": { "dtype": "float32", "shape": [3, 127, 259], "dist": "normal" } },
"outputs": { "y": { "dtype": "float32", "shape": [3, 1, 259] } },
"bench": { "metrics": [{ "type": "bandwidth", "value": "397824" }] }
},
{
"name": "bench-strided_geometry_float32_rank3_even_inner",
"attrs": { "axes": [1], "keepdims": 0 },
"inputs": { "x": { "dtype": "float32", "shape": [7, 129, 260], "dist": "normal" } },
"outputs": { "y": { "dtype": "float32", "shape": [7, 260] } },
"bench": { "metrics": [{ "type": "bandwidth", "value": "946400" }] }
},
{
"name": "bench-strided_geometry_float32_rank5_middle",
"attrs": { "axes": [3], "keepdims": 1 },
"inputs": { "x": { "dtype": "float32", "shape": [2, 3, 5, 17, 7], "dist": "normal" } },
"outputs": { "y": { "dtype": "float32", "shape": [2, 3, 5, 1, 7] } },
"bench": { "metrics": [{ "type": "bandwidth", "value": "15120" }] }
},
{
"name": "bench-strided_geometry_float32_rank3_axis0",
"attrs": { "axes": [0], "keepdims": 0 },
"inputs": { "x": { "dtype": "float32", "shape": [17, 5, 13], "dist": "normal" } },
"outputs": { "y": { "dtype": "float32", "shape": [5, 13] } },
"bench": { "metrics": [{ "type": "bandwidth", "value": "4680" }] }
},
{
"name": "bench-strided_geometry_float32_rank4_middle",
"attrs": { "axes": [2], "keepdims": 0 },
"inputs": { "x": { "dtype": "float32", "shape": [3, 5, 17, 4], "dist": "normal" } },
"outputs": { "y": { "dtype": "float32", "shape": [3, 5, 4] } },
"bench": { "metrics": [{ "type": "bandwidth", "value": "4320" }] }
},
{
"name": "bench-strided_geometry_float32_rank4_channel",
"attrs": { "axes": [1], "keepdims": 1 },
"inputs": { "x": { "dtype": "float32", "shape": [2, 63, 7, 8], "dist": "normal" } },
"outputs": { "y": { "dtype": "float32", "shape": [2, 1, 7, 8] } },
"bench": { "metrics": [{ "type": "bandwidth", "value": "28672" }] }
},
{
"name": "bench-strided_geometry_float16_rank3_odd_axis_odd_inner",
"attrs": { "axes": [-2], "keepdims": 1 },
"inputs": { "x": { "dtype": "float16", "shape": [3, 127, 259], "dist": "normal" } },
"outputs": { "y": { "dtype": "float16", "shape": [3, 1, 259] } },
"bench": { "metrics": [{ "type": "bandwidth", "value": "198912" }] }
},
{
"name": "bench-strided_geometry_float16_rank3_even_inner",
"attrs": { "axes": [1], "keepdims": 0 },
"inputs": { "x": { "dtype": "float16", "shape": [7, 129, 260], "dist": "normal" } },
"outputs": { "y": { "dtype": "float16", "shape": [7, 260] } },
"bench": { "metrics": [{ "type": "bandwidth", "value": "473200" }] }
},
{
"name": "bench-strided_geometry_float16_rank5_middle",
"attrs": { "axes": [3], "keepdims": 1 },
"inputs": { "x": { "dtype": "float16", "shape": [2, 3, 5, 17, 7], "dist": "normal" } },
"outputs": { "y": { "dtype": "float16", "shape": [2, 3, 5, 1, 7] } },
"bench": { "metrics": [{ "type": "bandwidth", "value": "7560" }] }
},
{
"name": "bench-strided_geometry_float16_rank3_axis0",
"attrs": { "axes": [0], "keepdims": 0 },
"inputs": { "x": { "dtype": "float16", "shape": [17, 5, 13], "dist": "normal" } },
"outputs": { "y": { "dtype": "float16", "shape": [5, 13] } },
"bench": { "metrics": [{ "type": "bandwidth", "value": "2340" }] }
},
{
"name": "bench-strided_geometry_float16_rank4_middle",
"attrs": { "axes": [2], "keepdims": 0 },
"inputs": { "x": { "dtype": "float16", "shape": [3, 5, 17, 4], "dist": "normal" } },
"outputs": { "y": { "dtype": "float16", "shape": [3, 5, 4] } },
"bench": { "metrics": [{ "type": "bandwidth", "value": "2160" }] }
},
{
"name": "bench-strided_geometry_float16_rank4_channel",
"attrs": { "axes": [1], "keepdims": 1 },
"inputs": { "x": { "dtype": "float16", "shape": [2, 63, 7, 8], "dist": "normal" } },
"outputs": { "y": { "dtype": "float16", "shape": [2, 1, 7, 8] } },
"bench": { "metrics": [{ "type": "bandwidth", "value": "14336" }] }
}
]
}
|