test3.save

高效的k-means算法实现

	<stage: 150 curr: 0.01383 best: 0.002524 accumRDL: 7.283% >
    <Generating new random centers>
	<stage: 151 curr: 0.04006 best: 0.002524 accumRDL: -168.5% >
	<stage: 152 curr: 0.02448 best: 0.002524 accumRDL: 38.89% >
    <Generating new random centers>
	<stage: 153 curr: 0.02311 best: 0.002524 accumRDL: 5.594% >
	<stage: 154 curr: 0.02311 best: 0.002524 accumRDL: 5.599% >
	<stage: 155 curr: 0.0231 best: 0.002524 accumRDL: 5.601% >
    <Generating new random centers>
	<stage: 156 curr: 0.05244 best: 0.002524 accumRDL: -114.3% >
	<stage: 157 curr: 0.0375 best: 0.002524 accumRDL: 28.49% >
    <Generating new random centers>
	<stage: 158 curr: 0.02703 best: 0.002524 accumRDL: 27.93% >
    <Generating new random centers>
	<stage: 159 curr: 0.02606 best: 0.002524 accumRDL: 3.561% >
	<stage: 160 curr: 0.0229 best: 0.002524 accumRDL: 15.28% >
	<stage: 161 curr: 0.02289 best: 0.002524 accumRDL: 15.32% >
    <Generating new random centers>
	<stage: 162 curr: 0.05772 best: 0.002524 accumRDL: -113.6% >
	<stage: 163 curr: 0.01969 best: 0.002524 accumRDL: 65.89% >
    <Generating new random centers>
	<stage: 164 curr: 0.01527 best: 0.002524 accumRDL: 22.46% >
    <Generating new random centers>
	<stage: 165 curr: 0.01269 best: 0.002524 accumRDL: 16.86% >
	<stage: 166 curr: 0.01182 best: 0.002524 accumRDL: 22.61% >
    <Generating new random centers>
	<stage: 167 curr: 0.01013 best: 0.002524 accumRDL: 14.3% >
	<stage: 168 curr: 0.01013 best: 0.002524 accumRDL: 14.3% >
	<stage: 169 curr: 0.01013 best: 0.002524 accumRDL: 14.3% >
    <Generating new random centers>
	<stage: 170 curr: 0.04089 best: 0.002524 accumRDL: -246% >
	<stage: 171 curr: 0.01954 best: 0.002524 accumRDL: 52.2% >
    <Generating new random centers>
	<stage: 172 curr: 0.01566 best: 0.002524 accumRDL: 19.88% >
	<stage: 173 curr: 0.01216 best: 0.002524 accumRDL: 37.8% >
    <Generating new random centers>
	<stage: 174 curr: 0.01037 best: 0.002524 accumRDL: 14.71% >
	<stage: 175 curr: 0.008644 best: 0.002524 accumRDL: 28.89% >
    <Generating new random centers>
	<stage: 176 curr: 0.008644 best: 0.002524 accumRDL: 0.0004739% >
	<stage: 177 curr: 0.008644 best: 0.002524 accumRDL: 0.0005198% >
	<stage: 178 curr: 0.008644 best: 0.002524 accumRDL: 0.00053% >
    <Generating new random centers>
	<stage: 179 curr: 0.04593 best: 0.002524 accumRDL: -431.3% >
	<stage: 180 curr: 0.02165 best: 0.002524 accumRDL: 52.86% >
    <Generating new random centers>
	<stage: 181 curr: 0.01027 best: 0.002524 accumRDL: 52.54% >
    <Generating new random centers>
	<stage: 182 curr: 0.006458 best: 0.002524 accumRDL: 37.14% >
    <Generating new random centers>
	<stage: 183 curr: 0.006457 best: 0.002524 accumRDL: 0.0166% >
	<stage: 184 curr: 0.006457 best: 0.002524 accumRDL: 0.01725% >
	<stage: 185 curr: 0.006457 best: 0.002524 accumRDL: 0.01763% >
    <Generating new random centers>
	<stage: 186 curr: 0.09202 best: 0.002524 accumRDL: -1325% >
	<stage: 187 curr: 0.02705 best: 0.002524 accumRDL: 70.6% >
    <Generating new random centers>
	<stage: 188 curr: 0.01525 best: 0.002524 accumRDL: 43.63% >
    <Generating new random centers>
	<stage: 189 curr: 0.01525 best: 0.002524 accumRDL: 0.001543% >
	<stage: 190 curr: 0.01525 best: 0.002524 accumRDL: 0.002044% >
	<stage: 191 curr: 0.01525 best: 0.002524 accumRDL: 0.002448% >
    <Generating new random centers>
	<stage: 192 curr: 0.05517 best: 0.002524 accumRDL: -261.8% >
	<stage: 193 curr: 0.03052 best: 0.002524 accumRDL: 44.68% >
    <Generating new random centers>
	<stage: 194 curr: 0.02722 best: 0.002524 accumRDL: 10.82% >
	<stage: 195 curr: 0.02503 best: 0.002524 accumRDL: 18% >
	<stage: 196 curr: 0.02502 best: 0.002524 accumRDL: 18.02% >
    <Generating new random centers>
	<stage: 197 curr: 0.02698 best: 0.002524 accumRDL: 11.61% >
	<stage: 198 curr: 0.01137 best: 0.002524 accumRDL: 57.85% >
    <Generating new random centers>
	<stage: 199 curr: 0.01047 best: 0.002524 accumRDL: 7.928% >
	<stage: 200 curr: 0.01044 best: 0.002524 accumRDL: 8.168% >
	<stage: 201 curr: 0.01044 best: 0.002524 accumRDL: 8.189% >
    <Generating new random centers>
	<stage: 202 curr: 0.1235 best: 0.002524 accumRDL: -986.1% >
	<stage: 203 curr: 0.03377 best: 0.002524 accumRDL: 72.65% >
    <Generating new random centers>
	<stage: 204 curr: 0.01846 best: 0.002524 accumRDL: 45.35% >
    <Generating new random centers>
	<stage: 205 curr: 0.01211 best: 0.002524 accumRDL: 34.36% >
    <Generating new random centers>
	<stage: 206 curr: 0.0119 best: 0.002524 accumRDL: 1.774% >
	<stage: 207 curr: 0.01186 best: 0.002524 accumRDL: 2.071% >
	<stage: 208 curr: 0.01186 best: 0.002524 accumRDL: 2.089% >
    <Generating new random centers>
	<stage: 209 curr: 0.03531 best: 0.002524 accumRDL: -191.4% >
	<stage: 210 curr: 0.01619 best: 0.002524 accumRDL: 54.15% >
    <Generating new random centers>
	<stage: 211 curr: 0.01493 best: 0.002524 accumRDL: 7.803% >
	<stage: 212 curr: 0.01492 best: 0.002524 accumRDL: 7.806% >
	<stage: 213 curr: 0.01492 best: 0.002524 accumRDL: 7.808% >
    <Generating new random centers>
	<stage: 214 curr: 0.04326 best: 0.002524 accumRDL: -167.2% >
	<stage: 215 curr: 0.01741 best: 0.002524 accumRDL: 59.76% >
    <Generating new random centers>
	<stage: 216 curr: 0.0164 best: 0.002524 accumRDL: 5.827% >
	<stage: 217 curr: 0.01608 best: 0.002524 accumRDL: 7.615% >
	<stage: 218 curr: 0.01608 best: 0.002524 accumRDL: 7.616% >
    <Generating new random centers>
	<stage: 219 curr: 0.04532 best: 0.002524 accumRDL: -160.3% >
	<stage: 220 curr: 0.02839 best: 0.002524 accumRDL: 37.36% >
    <Generating new random centers>
	<stage: 221 curr: 0.01702 best: 0.002524 accumRDL: 40.04% >
    <Generating new random centers>
	<stage: 222 curr: 0.01699 best: 0.002524 accumRDL: 0.2016% >
	<stage: 223 curr: 0.01699 best: 0.002524 accumRDL: 0.2035% >
	<stage: 224 curr: 0.01699 best: 0.002524 accumRDL: 0.2044% >
    <Generating new random centers>
	<stage: 225 curr: 0.03096 best: 0.002524 accumRDL: -81.88% >
	<stage: 226 curr: 0.01309 best: 0.002524 accumRDL: 57.72% >
    <Generating new random centers>
	<stage: 227 curr: 0.008643 best: 0.002524 accumRDL: 33.97% >
    <Generating new random centers>
	<stage: 228 curr: 0.006689 best: 0.002524 accumRDL: 22.6% >
    <Generating new random centers>
	<stage: 229 curr: 0.004758 best: 0.002524 accumRDL: 28.87% >
    <Generating new random centers>
	<stage: 230 curr: 0.004758 best: 0.002524 accumRDL: 0.002809% >
	<stage: 231 curr: 0.004758 best: 0.002524 accumRDL: 0.003733% >
	<stage: 232 curr: 0.004758 best: 0.002524 accumRDL: 0.004316% >
    <Generating new random centers>
	<stage: 233 curr: 0.06094 best: 0.002524 accumRDL: -1181% >
	<stage: 234 curr: 0.01814 best: 0.002524 accumRDL: 70.24% >
    <Generating new random centers>
	<stage: 235 curr: 0.0123 best: 0.002524 accumRDL: 32.2% >
    <Generating new random centers>
	<stage: 236 curr: 0.0123 best: 0.002524 accumRDL: 0.002703% >
	<stage: 237 curr: 0.0123 best: 0.002524 accumRDL: 0.003687% >
	<stage: 238 curr: 0.0123 best: 0.002524 accumRDL: 0.004076% >
    <Generating new random centers>
	<stage: 239 curr: 0.05357 best: 0.002524 accumRDL: -335.6% >
	<stage: 240 curr: 0.02834 best: 0.002524 accumRDL: 47.1% >
    <Generating new random centers>
	<stage: 241 curr: 0.02824 best: 0.002524 accumRDL: 0.3292% >
	<stage: 242 curr: 0.02575 best: 0.002524 accumRDL: 9.142% >
	<stage: 243 curr: 0.02453 best: 0.002524 accumRDL: 13.44% >
    <Generating new random centers>
	<stage: 244 curr: 0.05294 best: 0.002524 accumRDL: -86.84% >
	<stage: 245 curr: 0.02411 best: 0.002524 accumRDL: 54.47% >
    <Generating new random centers>
	<stage: 246 curr: 0.01905 best: 0.002524 accumRDL: 20.98% >
    <Generating new random centers>
	<stage: 247 curr: 0.0187 best: 0.002524 accumRDL: 1.826% >
	<stage: 248 curr: 0.0187 best: 0.002524 accumRDL: 1.828% >
	<stage: 249 curr: 0.0187 best: 0.002524 accumRDL: 1.829% >
    <Generating new random centers>
	<stage: 250 curr: 0.04821 best: 0.002524 accumRDL: -153.1% >
	<stage: 251 curr: 0.01725 best: 0.002524 accumRDL: 64.22% >
    <Generating new random centers>
	<stage: 252 curr: 0.01036 best: 0.002524 accumRDL: 39.92% >
    <Generating new random centers>
	<stage: 253 curr: 0.01033 best: 0.002524 accumRDL: 0.2923% >
	<stage: 254 curr: 0.01033 best: 0.002524 accumRDL: 0.3027% >
	<stage: 255 curr: 0.01033 best: 0.002524 accumRDL: 0.3074% >
    <Generating new random centers>
	<stage: 256 curr: 0.03011 best: 0.002524 accumRDL: -190.6% >
	<stage: 257 curr: 0.02141 best: 0.002524 accumRDL: 28.89% >
    <Generating new random centers>
	<stage: 258 curr: 0.01807 best: 0.002524 accumRDL: 15.61% >
	<stage: 259 curr: 0.009396 best: 0.002524 accumRDL: 56.13% >
    <Generating new random centers>
	<stage: 260 curr: 0.009385 best: 0.002524 accumRDL: 0.1125% >
	<stage: 261 curr: 0.009383 best: 0.002524 accumRDL: 0.1316% >
	<stage: 262 curr: 0.009383 best: 0.002524 accumRDL: 0.1331% >
    <Generating new random centers>
	<stage: 263 curr: 0.07882 best: 0.002524 accumRDL: -738.9% >
	<stage: 264 curr: 0.02181 best: 0.002524 accumRDL: 72.33% >
    <Generating new random centers>
	<stage: 265 curr: 0.006401 best: 0.002524 accumRDL: 70.65% >
    <Generating new random centers>
	<stage: 266 curr: 0.006344 best: 0.002524 accumRDL: 0.8825% >
	<stage: 267 curr: 0.00632 best: 0.002524 accumRDL: 1.262% >
	<stage: 268 curr: 0.006319 best: 0.002524 accumRDL: 1.272% >
    <Generating new random centers>
	<stage: 269 curr: 0.02007 best: 0.002524 accumRDL: -213.6% >
	<stage: 270 curr: 0.01277 best: 0.002524 accumRDL: 36.4% >
    <Generating new random centers>
	<stage: 271 curr: 0.01216 best: 0.002524 accumRDL: 4.745% >
	<stage: 272 curr: 0.01216 best: 0.002524 accumRDL: 4.748% >
	<stage: 273 curr: 0.01216 best: 0.002524 accumRDL: 4.749% >
    <Generating new random centers>
	<stage: 274 curr: 0.05949 best: 0.002524 accumRDL: -366% >
	<stage: 275 curr: 0.02387 best: 0.002524 accumRDL: 59.88% >
    <Generating new random centers>
	<stage: 276 curr: 0.02028 best: 0.002524 accumRDL: 15.04% >
	<stage: 277 curr: 0.02024 best: 0.002524 accumRDL: 15.19% >
	<stage: 278 curr: 0.02024 best: 0.002524 accumRDL: 15.19% >
    <Generating new random centers>
	<stage: 279 curr: 0.04643 best: 0.002524 accumRDL: -94.52% >
	<stage: 280 curr: 0.01451 best: 0.002524 accumRDL: 68.75% >
    <Generating new random centers>
	<stage: 281 curr: 0.008566 best: 0.002524 accumRDL: 40.98% >
    <Generating new random centers>
	<stage: 282 curr: 0.008565 best: 0.002524 accumRDL: 0.006753% >
	<stage: 283 curr: 0.008565 best: 0.002524 accumRDL: 0.009031% >
	<stage: 284 curr: 0.008565 best: 0.002524 accumRDL: 0.009793% >
    <Generating new random centers>
	<stage: 285 curr: 0.07893 best: 0.002524 accumRDL: -821.5% >
	<stage: 286 curr: 0.05297 best: 0.002524 accumRDL: 32.89% >
    <Generating new random centers>
	<stage: 287 curr: 0.03274 best: 0.002524 accumRDL: 38.19% >
    <Generating new random centers>
	<stage: 288 curr: 0.03069 best: 0.002524 accumRDL: 6.273% >
	<stage: 289 curr: 0.03065 best: 0.002524 accumRDL: 6.405% >
	<stage: 290 curr: 0.03064 best: 0.002524 accumRDL: 6.411% >
    <Generating new random centers>
	<stage: 291 curr: 0.05642 best: 0.002524 accumRDL: -72.31% >
	<stage: 292 curr: 0.01882 best: 0.002524 accumRDL: 66.64% >
    <Generating new random centers>
	<stage: 293 curr: 0.01101 best: 0.002524 accumRDL: 41.49% >
    <Generating new random centers>
	<stage: 294 curr: 0.01089 best: 0.002524 accumRDL: 1.078% >
	<stage: 295 curr: 0.01089 best: 0.002524 accumRDL: 1.079% >
	<stage: 296 curr: 0.01089 best: 0.002524 accumRDL: 1.079% >
    <Generating new random centers>
	<stage: 297 curr: 0.04494 best: 0.002524 accumRDL: -308.1% >
	<stage: 298 curr: 0.01647 best: 0.002524 accumRDL: 63.35% >
    <Generating new random centers>
	<stage: 299 curr: 0.007073 best: 0.002524 accumRDL: 57.06% >
    <Generating new random centers>
	<stage: 300 curr: 0.006943 best: 0.002524 accumRDL: 1.838% >
	<stage: 301 curr: 0.006935 best: 0.002524 accumRDL: 1.939% >
	<stage: 302 curr: 0.006924 best: 0.002524 accumRDL: 2.101% >
    <Generating new random centers>
	<stage: 303 curr: 0.1145 best: 0.002524 accumRDL: -1520% >
	<stage: 304 curr: 0.03729 best: 0.002524 accumRDL: 67.45% >
    <Generating new random centers>
	<stage: 305 curr: 0.009867 best: 0.002524 accumRDL: 73.54% >
    <Generating new random centers>
	<stage: 306 curr: 0.007779 best: 0.002524 accumRDL: 21.17% >
    <Generating new random centers>
	<stage: 307 curr: 0.007779 best: 0.002524 accumRDL: 0.0006782% >
	<stage: 308 curr: 0.007779 best: 0.002524 accumRDL: 0.0009863% >
	<stage: 309 curr: 0.007779 best: 0.002524 accumRDL: 0.00114% >
    <Generating new random centers>
	<stage: 310 curr: 0.02298 best: 0.002524 accumRDL: -195.4% >
	<stage: 311 curr: 0.006792 best: 0.002524 accumRDL: 70.44% >
    <Generating new random centers>
	<stage: 312 curr: 0.006737 best: 0.002524 accumRDL: 0.8157% >
	<stage: 313 curr: 0.00673 best: 0.002524 accumRDL: 0.9047% >
	<stage: 314 curr: 0.00672 best: 0.002524 accumRDL: 1.054% >
    <Generating new random centers>
	<stage: 315 curr: 0.1187 best: 0.002524 accumRDL: -1648% >
	<stage: 316 curr: 0.0441 best: 0.002524 accumRDL: 62.86% >
    <Generating new random centers>
	<stage: 317 curr: 0.03406 best: 0.002524 accumRDL: 22.77% >