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"157/157 [==============================] - 0s 281us/step - loss: 0.2531 - acc: 0.9490 - val_loss: 0.2243 - val_acc: 0.9118\n",
"Epoch 241/1000\n",
"157/157 [==============================] - 0s 158us/step - loss: 0.2508 - acc: 0.9490 - val_loss: 0.2222 - val_acc: 0.9118\n",
"Epoch 242/1000\n",
"157/157 [==============================] - 0s 171us/step - loss: 0.2530 - acc: 0.9427 - val_loss: 0.2201 - val_acc: 0.9118\n",
"Epoch 243/1000\n",
"157/157 [==============================] - 0s 185us/step - loss: 0.2502 - acc: 0.9554 - val_loss: 0.2198 - val_acc: 0.9118\n",
"Epoch 244/1000\n",
"157/157 [==============================] - 0s 125us/step - loss: 0.2478 - acc: 0.9490 - val_loss: 0.2190 - val_acc: 0.9118\n",
"Epoch 245/1000\n",
"157/157 [==============================] - 0s 247us/step - loss: 0.2477 - acc: 0.9490 - val_loss: 0.2185 - val_acc: 0.9118\n",
"Epoch 246/1000\n",
"157/157 [==============================] - 0s 164us/step - loss: 0.2458 - acc: 0.9490 - val_loss: 0.2167 - val_acc: 0.9118\n",
"Epoch 247/1000\n",
"157/157 [==============================] - 0s 188us/step - loss: 0.2445 - acc: 0.9490 - val_loss: 0.2152 - val_acc: 0.9118\n",
"Epoch 248/1000\n",
"157/157 [==============================] - 0s 215us/step - loss: 0.2437 - acc: 0.9299 - val_loss: 0.2130 - val_acc: 0.9118\n",
"Epoch 249/1000\n",
"157/157 [==============================] - 0s 228us/step - loss: 0.2420 - acc: 0.9554 - val_loss: 0.2124 - val_acc: 0.9118\n",
"Epoch 250/1000\n",
"157/157 [==============================] - 0s 305us/step - loss: 0.2404 - acc: 0.9490 - val_loss: 0.2109 - val_acc: 0.9118\n",
"Epoch 251/1000\n",
"157/157 [==============================] - 0s 237us/step - loss: 0.2428 - acc: 0.9618 - val_loss: 0.2121 - val_acc: 0.9118\n",
"Epoch 252/1000\n",
"157/157 [==============================] - 0s 129us/step - loss: 0.2383 - acc: 0.9490 - val_loss: 0.2106 - val_acc: 0.9118\n",
"Epoch 253/1000\n",
"157/157 [==============================] - 0s 235us/step - loss: 0.2370 - acc: 0.9618 - val_loss: 0.2111 - val_acc: 0.9118\n",
"Epoch 254/1000\n",
"157/157 [==============================] - 0s 196us/step - loss: 0.2370 - acc: 0.9490 - val_loss: 0.2096 - val_acc: 0.9118\n",
"Epoch 255/1000\n",
"157/157 [==============================] - 0s 137us/step - loss: 0.2390 - acc: 0.9172 - val_loss: 0.2082 - val_acc: 0.9118\n",
"Epoch 256/1000\n",
"157/157 [==============================] - 0s 151us/step - loss: 0.2338 - acc: 0.9490 - val_loss: 0.2063 - val_acc: 0.9118\n",
"Epoch 257/1000\n",
"157/157 [==============================] - 0s 153us/step - loss: 0.2332 - acc: 0.9554 - val_loss: 0.2063 - val_acc: 0.9118\n",
"Epoch 258/1000\n",
"157/157 [==============================] - 0s 135us/step - loss: 0.2319 - acc: 0.9490 - val_loss: 0.2060 - val_acc: 0.9118\n",
"Epoch 259/1000\n",
"157/157 [==============================] - 0s 214us/step - loss: 0.2329 - acc: 0.9299 - val_loss: 0.2034 - val_acc: 0.9118\n",
"Epoch 260/1000\n",
"157/157 [==============================] - 0s 194us/step - loss: 0.2304 - acc: 0.9490 - val_loss: 0.2044 - val_acc: 0.9118\n",
"Epoch 261/1000\n",
"157/157 [==============================] - 0s 151us/step - loss: 0.2307 - acc: 0.9554 - val_loss: 0.2025 - val_acc: 0.9118\n",
"Epoch 262/1000\n",
"157/157 [==============================] - 0s 205us/step - loss: 0.2277 - acc: 0.9554 - val_loss: 0.2018 - val_acc: 0.9118\n",
"Epoch 263/1000\n",
"157/157 [==============================] - 0s 118us/step - loss: 0.2265 - acc: 0.9554 - val_loss: 0.2022 - val_acc: 0.9118\n",
"Epoch 264/1000\n",
"157/157 [==============================] - 0s 112us/step - loss: 0.2261 - acc: 0.9490 - val_loss: 0.2007 - val_acc: 0.9118\n",
"Epoch 265/1000\n",
"157/157 [==============================] - 0s 183us/step - loss: 0.2256 - acc: 0.9554 - val_loss: 0.1985 - val_acc: 0.9118\n",
"Epoch 266/1000\n",
"157/157 [==============================] - 0s 125us/step - loss: 0.2233 - acc: 0.9618 - val_loss: 0.1982 - val_acc: 0.9118\n",
"Epoch 267/1000\n",
"157/157 [==============================] - 0s 202us/step - loss: 0.2220 - acc: 0.9554 - val_loss: 0.1957 - val_acc: 0.9118\n",
"Epoch 268/1000\n",
"157/157 [==============================] - 0s 125us/step - loss: 0.2226 - acc: 0.9554 - val_loss: 0.1957 - val_acc: 0.9118\n",
"Epoch 269/1000\n",
"157/157 [==============================] - 0s 131us/step - loss: 0.2213 - acc: 0.9554 - val_loss: 0.1935 - val_acc: 0.9118\n",
"Epoch 270/1000\n",
"157/157 [==============================] - 0s 140us/step - loss: 0.2214 - acc: 0.9554 - val_loss: 0.1968 - val_acc: 0.9118\n",
"Epoch 271/1000\n",
"157/157 [==============================] - 0s 165us/step - loss: 0.2187 - acc: 0.9554 - val_loss: 0.1965 - val_acc: 0.9118\n",
"Epoch 272/1000\n",
"157/157 [==============================] - 0s 222us/step - loss: 0.2174 - acc: 0.9490 - val_loss: 0.1925 - val_acc: 0.9118\n",
"Epoch 273/1000\n",
"157/157 [==============================] - 0s 130us/step - loss: 0.2188 - acc: 0.9618 - val_loss: 0.1925 - val_acc: 0.9118\n",
"Epoch 274/1000\n",
"157/157 [==============================] - 0s 112us/step - loss: 0.2157 - acc: 0.9554 - val_loss: 0.1923 - val_acc: 0.9118\n",
"Epoch 275/1000\n",
"157/157 [==============================] - 0s 120us/step - loss: 0.2170 - acc: 0.9490 - val_loss: 0.1908 - val_acc: 0.9118\n",
"Epoch 276/1000\n",
"157/157 [==============================] - 0s 201us/step - loss: 0.2149 - acc: 0.9618 - val_loss: 0.1918 - val_acc: 0.9118\n",
"Epoch 277/1000\n",
"157/157 [==============================] - 0s 128us/step - loss: 0.2140 - acc: 0.9618 - val_loss: 0.1924 - val_acc: 0.9118\n",
"Epoch 278/1000\n",
"157/157 [==============================] - 0s 121us/step - loss: 0.2128 - acc: 0.9554 - val_loss: 0.1899 - val_acc: 0.9118\n",
"Epoch 279/1000\n",
"157/157 [==============================] - 0s 205us/step - loss: 0.2123 - acc: 0.9618 - val_loss: 0.1881 - val_acc: 0.9118\n",
"Epoch 280/1000\n",
"157/157 [==============================] - 0s 146us/step - loss: 0.2115 - acc: 0.9554 - val_loss: 0.1889 - val_acc: 0.9118\n",
"Epoch 281/1000\n",
"157/157 [==============================] - 0s 117us/step - loss: 0.2115 - acc: 0.9490 - val_loss: 0.1863 - val_acc: 0.9118\n",
"Epoch 282/1000\n",
"157/157 [==============================] - 0s 235us/step - loss: 0.2100 - acc: 0.9554 - val_loss: 0.1854 - val_acc: 0.9118\n",
"Epoch 283/1000\n",
"157/157 [==============================] - 0s 127us/step - loss: 0.2099 - acc: 0.9618 - val_loss: 0.1872 - val_acc: 0.9118\n",
"Epoch 284/1000\n",
"157/157 [==============================] - 0s 108us/step - loss: 0.2085 - acc: 0.9618 - val_loss: 0.1867 - val_acc: 0.9118\n",
"Epoch 285/1000\n",
"157/157 [==============================] - 0s 216us/step - loss: 0.2070 - acc: 0.9618 - val_loss: 0.1862 - val_acc: 0.9118\n",
"Epoch 286/1000\n",
"157/157 [==============================] - 0s 142us/step - loss: 0.2061 - acc: 0.9618 - val_loss: 0.1858 - val_acc: 0.9118\n",
"Epoch 287/1000\n",
"157/157 [==============================] - 0s 115us/step - loss: 0.2074 - acc: 0.9554 - val_loss: 0.1866 - val_acc: 0.9118\n",
"Epoch 288/1000\n",
"157/157 [==============================] - 0s 134us/step - loss: 0.2052 - acc: 0.9554 - val_loss: 0.1864 - val_acc: 0.9118\n",
"Epoch 289/1000\n",
"157/157 [==============================] - 0s 155us/step - loss: 0.2045 - acc: 0.9554 - val_loss: 0.1839 - val_acc: 0.9118\n",
"Epoch 290/1000\n",
"157/157 [==============================] - 0s 246us/step - loss: 0.2035 - acc: 0.9618 - val_loss: 0.1817 - val_acc: 0.9118\n",
"Epoch 291/1000\n",
"157/157 [==============================] - 0s 127us/step - loss: 0.2043 - acc: 0.9618 - val_loss: 0.1828 - val_acc: 0.9118\n",
"Epoch 292/1000\n",
"157/157 [==============================] - 0s 137us/step - loss: 0.2014 - acc: 0.9618 - val_loss: 0.1832 - val_acc: 0.9118\n",
"Epoch 293/1000\n",
"157/157 [==============================] - 0s 165us/step - loss: 0.2014 - acc: 0.9554 - val_loss: 0.1829 - val_acc: 0.9118\n",
"Epoch 294/1000\n",
"157/157 [==============================] - 0s 198us/step - loss: 0.2003 - acc: 0.9618 - val_loss: 0.1822 - val_acc: 0.9118\n",
"Epoch 295/1000\n",
"157/157 [==============================] - 0s 155us/step - loss: 0.2019 - acc: 0.9618 - val_loss: 0.1799 - val_acc: 0.9118\n",
"Epoch 296/1000\n",
"157/157 [==============================] - 0s 165us/step - loss: 0.1995 - acc: 0.9554 - val_loss: 0.1778 - val_acc: 0.9118\n",
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"157/157 [==============================] - 0s 165us/step - loss: 0.1990 - acc: 0.9618 - val_loss: 0.1810 - val_acc: 0.9118\n",
"Epoch 298/1000\n",
"157/157 [==============================] - 0s 189us/step - loss: 0.1975 - acc: 0.9618 - val_loss: 0.1822 - val_acc: 0.9118\n",
"Epoch 299/1000\n",
"157/157 [==============================] - 0s 169us/step - loss: 0.1975 - acc: 0.9490 - val_loss: 0.1800 - val_acc: 0.9118\n",
"Epoch 300/1000\n",
"157/157 [==============================] - 0s 270us/step - loss: 0.1964 - acc: 0.9618 - val_loss: 0.1784 - val_acc: 0.9118\n",
"Epoch 301/1000\n",
"157/157 [==============================] - 0s 249us/step - loss: 0.1957 - acc: 0.9618 - val_loss: 0.1755 - val_acc: 0.9118\n",
"Epoch 302/1000\n",
"157/157 [==============================] - 0s 368us/step - loss: 0.1977 - acc: 0.9618 - val_loss: 0.1741 - val_acc: 0.9118\n",
"Epoch 303/1000\n",
"157/157 [==============================] - 0s 214us/step - loss: 0.1941 - acc: 0.9554 - val_loss: 0.1766 - val_acc: 0.9118\n",
"Epoch 304/1000\n",
"157/157 [==============================] - 0s 283us/step - loss: 0.1930 - acc: 0.9618 - val_loss: 0.1742 - val_acc: 0.9118\n",
"Epoch 305/1000\n",
"157/157 [==============================] - 0s 299us/step - loss: 0.1932 - acc: 0.9618 - val_loss: 0.1752 - val_acc: 0.9118\n",
"Epoch 306/1000\n",
"157/157 [==============================] - 0s 284us/step - loss: 0.1930 - acc: 0.9618 - val_loss: 0.1766 - val_acc: 0.9118\n",
"Epoch 307/1000\n",
"157/157 [==============================] - 0s 217us/step - loss: 0.1914 - acc: 0.9618 - val_loss: 0.1746 - val_acc: 0.9118\n",
"Epoch 308/1000\n",
"157/157 [==============================] - 0s 303us/step - loss: 0.1918 - acc: 0.9490 - val_loss: 0.1736 - val_acc: 0.9118\n",
"Epoch 309/1000\n",
"157/157 [==============================] - 0s 561us/step - loss: 0.1892 - acc: 0.9618 - val_loss: 0.1723 - val_acc: 0.9118\n",
"Epoch 310/1000\n",
"157/157 [==============================] - 0s 379us/step - loss: 0.1897 - acc: 0.9618 - val_loss: 0.1725 - val_acc: 0.9118\n",
"Epoch 311/1000\n",
"157/157 [==============================] - 0s 219us/step - loss: 0.1880 - acc: 0.9618 - val_loss: 0.1721 - val_acc: 0.9118\n",
"Epoch 312/1000\n",
"157/157 [==============================] - 0s 181us/step - loss: 0.1872 - acc: 0.9618 - val_loss: 0.1693 - val_acc: 0.9118\n",
"Epoch 313/1000\n",
"157/157 [==============================] - 0s 206us/step - loss: 0.1880 - acc: 0.9554 - val_loss: 0.1679 - val_acc: 0.9118\n",
"Epoch 314/1000\n",
"157/157 [==============================] - 0s 168us/step - loss: 0.1857 - acc: 0.9618 - val_loss: 0.1690 - val_acc: 0.9118\n",
"Epoch 315/1000\n",
"157/157 [==============================] - 0s 579us/step - loss: 0.1847 - acc: 0.9554 - val_loss: 0.1694 - val_acc: 0.9118\n",
"Epoch 316/1000\n",
"157/157 [==============================] - 0s 199us/step - loss: 0.1843 - acc: 0.9618 - val_loss: 0.1727 - val_acc: 0.9118\n",
"Epoch 317/1000\n",
"157/157 [==============================] - 0s 244us/step - loss: 0.1853 - acc: 0.9554 - val_loss: 0.1714 - val_acc: 0.9118\n",
"Epoch 318/1000\n",
"157/157 [==============================] - 0s 228us/step - loss: 0.1843 - acc: 0.9618 - val_loss: 0.1680 - val_acc: 0.9118\n",
"Epoch 319/1000\n",
"157/157 [==============================] - 0s 249us/step - loss: 0.1815 - acc: 0.9554 - val_loss: 0.1686 - val_acc: 0.9118\n",
"Epoch 320/1000\n",
"157/157 [==============================] - 0s 171us/step - loss: 0.1828 - acc: 0.9618 - val_loss: 0.1669 - val_acc: 0.9118\n",
"Epoch 321/1000\n",
"157/157 [==============================] - 0s 143us/step - loss: 0.1807 - acc: 0.9618 - val_loss: 0.1646 - val_acc: 0.9118\n",
"Epoch 322/1000\n",
"157/157 [==============================] - ETA: 0s - loss: 0.1695 - acc: 0.968 - 0s 170us/step - loss: 0.1819 - acc: 0.9554 - val_loss: 0.1626 - val_acc: 0.9118\n",
"Epoch 323/1000\n",
"157/157 [==============================] - 0s 234us/step - loss: 0.1799 - acc: 0.9618 - val_loss: 0.1626 - val_acc: 0.9118\n",
"Epoch 324/1000\n",
"157/157 [==============================] - 0s 167us/step - loss: 0.1795 - acc: 0.9554 - val_loss: 0.1648 - val_acc: 0.9118\n",
"Epoch 325/1000\n",
"157/157 [==============================] - 0s 421us/step - loss: 0.1801 - acc: 0.9554 - val_loss: 0.1642 - val_acc: 0.9118\n",
"Epoch 326/1000\n",
"157/157 [==============================] - 0s 287us/step - loss: 0.1787 - acc: 0.9554 - val_loss: 0.1667 - val_acc: 0.9118\n",
"Epoch 327/1000\n",
"157/157 [==============================] - 0s 137us/step - loss: 0.1770 - acc: 0.9618 - val_loss: 0.1638 - val_acc: 0.9118\n",
"Epoch 328/1000\n",
"157/157 [==============================] - 0s 268us/step - loss: 0.1777 - acc: 0.9618 - val_loss: 0.1619 - val_acc: 0.9118\n",
"Epoch 329/1000\n",
"157/157 [==============================] - 0s 235us/step - loss: 0.1759 - acc: 0.9554 - val_loss: 0.1634 - val_acc: 0.9118\n",
"Epoch 330/1000\n",
"157/157 [==============================] - 0s 282us/step - loss: 0.1774 - acc: 0.9618 - val_loss: 0.1606 - val_acc: 0.9118\n",
"Epoch 331/1000\n",
"157/157 [==============================] - 0s 148us/step - loss: 0.1752 - acc: 0.9554 - val_loss: 0.1633 - val_acc: 0.9118\n",
"Epoch 332/1000\n",
"157/157 [==============================] - 0s 524us/step - loss: 0.1749 - acc: 0.9618 - val_loss: 0.1638 - val_acc: 0.9118\n",
"Epoch 333/1000\n",
"157/157 [==============================] - 0s 171us/step - loss: 0.1772 - acc: 0.9618 - val_loss: 0.1624 - val_acc: 0.9118\n",
"Epoch 334/1000\n",
"157/157 [==============================] - 0s 89us/step - loss: 0.1730 - acc: 0.9618 - val_loss: 0.1599 - val_acc: 0.9118\n",
"Epoch 335/1000\n",
"157/157 [==============================] - 0s 307us/step - loss: 0.1734 - acc: 0.9554 - val_loss: 0.1576 - val_acc: 0.9118\n",
"Epoch 336/1000\n",
"157/157 [==============================] - 0s 161us/step - loss: 0.1722 - acc: 0.9554 - val_loss: 0.1603 - val_acc: 0.9118\n",
"Epoch 337/1000\n",
"157/157 [==============================] - 0s 270us/step - loss: 0.1731 - acc: 0.9554 - val_loss: 0.1617 - val_acc: 0.9118\n",
"Epoch 338/1000\n",
"157/157 [==============================] - 0s 234us/step - loss: 0.1704 - acc: 0.9618 - val_loss: 0.1619 - val_acc: 0.9118\n",
"Epoch 339/1000\n",
"157/157 [==============================] - 0s 400us/step - loss: 0.1709 - acc: 0.9618 - val_loss: 0.1589 - val_acc: 0.9118\n",
"Epoch 340/1000\n",
"157/157 [==============================] - 0s 170us/step - loss: 0.1708 - acc: 0.9554 - val_loss: 0.1590 - val_acc: 0.9118\n",
"Epoch 341/1000\n",
"157/157 [==============================] - 0s 390us/step - loss: 0.1694 - acc: 0.9618 - val_loss: 0.1590 - val_acc: 0.9118\n",
"Epoch 342/1000\n",
"157/157 [==============================] - 0s 122us/step - loss: 0.1713 - acc: 0.9618 - val_loss: 0.1567 - val_acc: 0.9118\n",
"Epoch 343/1000\n",
"157/157 [==============================] - 0s 201us/step - loss: 0.1708 - acc: 0.9554 - val_loss: 0.1574 - val_acc: 0.9118\n",
"Epoch 344/1000\n",
"157/157 [==============================] - 0s 223us/step - loss: 0.1679 - acc: 0.9618 - val_loss: 0.1572 - val_acc: 0.9118\n",
"Epoch 345/1000\n",
"157/157 [==============================] - 0s 126us/step - loss: 0.1690 - acc: 0.9618 - val_loss: 0.1560 - val_acc: 0.9118\n",
"Epoch 346/1000\n",
"157/157 [==============================] - 0s 180us/step - loss: 0.1676 - acc: 0.9618 - val_loss: 0.1558 - val_acc: 0.9118\n",
"Epoch 347/1000\n",
"157/157 [==============================] - 0s 169us/step - loss: 0.1666 - acc: 0.9618 - val_loss: 0.1556 - val_acc: 0.9118\n",
"Epoch 348/1000\n",
"157/157 [==============================] - 0s 198us/step - loss: 0.1675 - acc: 0.9618 - val_loss: 0.1548 - val_acc: 0.9118\n",
"Epoch 349/1000\n",
"157/157 [==============================] - 0s 515us/step - loss: 0.1679 - acc: 0.9554 - val_loss: 0.1564 - val_acc: 0.9118\n",
"Epoch 350/1000\n",
"157/157 [==============================] - 0s 200us/step - loss: 0.1647 - acc: 0.9554 - val_loss: 0.1566 - val_acc: 0.9118\n",
"Epoch 351/1000\n",
"157/157 [==============================] - 0s 162us/step - loss: 0.1647 - acc: 0.9618 - val_loss: 0.1564 - val_acc: 0.9118\n",
"Epoch 352/1000\n",
"157/157 [==============================] - 0s 258us/step - loss: 0.1645 - acc: 0.9554 - val_loss: 0.1550 - val_acc: 0.9118\n",
"Epoch 353/1000\n",
"157/157 [==============================] - 0s 230us/step - loss: 0.1639 - acc: 0.9618 - val_loss: 0.1523 - val_acc: 0.9118\n",
"Epoch 354/1000\n",
"157/157 [==============================] - 0s 370us/step - loss: 0.1632 - acc: 0.9554 - val_loss: 0.1571 - val_acc: 0.9118\n",
"Epoch 355/1000\n",
"157/157 [==============================] - 0s 126us/step - loss: 0.1624 - acc: 0.9618 - val_loss: 0.1561 - val_acc: 0.9118\n",
"Epoch 356/1000\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"157/157 [==============================] - 0s 169us/step - loss: 0.1626 - acc: 0.9554 - val_loss: 0.1579 - val_acc: 0.9118\n",
"Epoch 357/1000\n",
"157/157 [==============================] - 0s 159us/step - loss: 0.1629 - acc: 0.9618 - val_loss: 0.1585 - val_acc: 0.9118\n",
"Epoch 358/1000\n",
"157/157 [==============================] - 0s 405us/step - loss: 0.1603 - acc: 0.9618 - val_loss: 0.1544 - val_acc: 0.9118\n",
"Epoch 359/1000\n",
"157/157 [==============================] - 0s 236us/step - loss: 0.1603 - acc: 0.9618 - val_loss: 0.1535 - val_acc: 0.9118\n",
"Epoch 360/1000\n",
"157/157 [==============================] - 0s 242us/step - loss: 0.1589 - acc: 0.9618 - val_loss: 0.1526 - val_acc: 0.9118\n",
"Epoch 361/1000\n",
"157/157 [==============================] - 0s 129us/step - loss: 0.1592 - acc: 0.9618 - val_loss: 0.1506 - val_acc: 0.9118\n",
"Epoch 362/1000\n",
"157/157 [==============================] - 0s 115us/step - loss: 0.1594 - acc: 0.9682 - val_loss: 0.1509 - val_acc: 0.9118\n",
"Epoch 363/1000\n",
"157/157 [==============================] - 0s 370us/step - loss: 0.1597 - acc: 0.9618 - val_loss: 0.1533 - val_acc: 0.9118\n",
"Epoch 364/1000\n",
"157/157 [==============================] - 0s 151us/step - loss: 0.1570 - acc: 0.9618 - val_loss: 0.1521 - val_acc: 0.9118\n",
"Epoch 365/1000\n",
"157/157 [==============================] - 0s 266us/step - loss: 0.1576 - acc: 0.9682 - val_loss: 0.1506 - val_acc: 0.9118\n",
"Epoch 366/1000\n",
"157/157 [==============================] - 0s 177us/step - loss: 0.1570 - acc: 0.9618 - val_loss: 0.1503 - val_acc: 0.9118\n",
"Epoch 367/1000\n",
"157/157 [==============================] - 0s 211us/step - loss: 0.1559 - acc: 0.9682 - val_loss: 0.1476 - val_acc: 0.9118\n",
"Epoch 368/1000\n",
"157/157 [==============================] - 0s 170us/step - loss: 0.1570 - acc: 0.9618 - val_loss: 0.1474 - val_acc: 0.9118\n",
"Epoch 369/1000\n",
"157/157 [==============================] - 0s 226us/step - loss: 0.1546 - acc: 0.9618 - val_loss: 0.1506 - val_acc: 0.9118\n",
"Epoch 370/1000\n",
"157/157 [==============================] - 0s 217us/step - loss: 0.1558 - acc: 0.9618 - val_loss: 0.1481 - val_acc: 0.9118\n",
"Epoch 371/1000\n",
"157/157 [==============================] - 0s 191us/step - loss: 0.1538 - acc: 0.9682 - val_loss: 0.1487 - val_acc: 0.9118\n",
"Epoch 372/1000\n",
"157/157 [==============================] - 0s 183us/step - loss: 0.1553 - acc: 0.9618 - val_loss: 0.1535 - val_acc: 0.9118\n",
"Epoch 373/1000\n",
"157/157 [==============================] - 0s 168us/step - loss: 0.1530 - acc: 0.9682 - val_loss: 0.1485 - val_acc: 0.9118\n",
"Epoch 374/1000\n",
"157/157 [==============================] - 0s 234us/step - loss: 0.1523 - acc: 0.9682 - val_loss: 0.1469 - val_acc: 0.9118\n",
"Epoch 375/1000\n",
"157/157 [==============================] - 0s 194us/step - loss: 0.1525 - acc: 0.9554 - val_loss: 0.1511 - val_acc: 0.9118\n",
"Epoch 376/1000\n",
"157/157 [==============================] - 0s 178us/step - loss: 0.1517 - acc: 0.9682 - val_loss: 0.1465 - val_acc: 0.9118\n",
"Epoch 377/1000\n",
"157/157 [==============================] - 0s 251us/step - loss: 0.1517 - acc: 0.9554 - val_loss: 0.1484 - val_acc: 0.9118\n",
"Epoch 378/1000\n",
"157/157 [==============================] - 0s 212us/step - loss: 0.1517 - acc: 0.9682 - val_loss: 0.1423 - val_acc: 0.9265\n",
"Epoch 379/1000\n",
"157/157 [==============================] - 0s 162us/step - loss: 0.1503 - acc: 0.9554 - val_loss: 0.1454 - val_acc: 0.9118\n",
"Epoch 380/1000\n",
"157/157 [==============================] - 0s 236us/step - loss: 0.1516 - acc: 0.9618 - val_loss: 0.1442 - val_acc: 0.9118\n",
"Epoch 381/1000\n",
"157/157 [==============================] - 0s 510us/step - loss: 0.1500 - acc: 0.9554 - val_loss: 0.1458 - val_acc: 0.9118\n",
"Epoch 382/1000\n",
"157/157 [==============================] - 0s 180us/step - loss: 0.1501 - acc: 0.9618 - val_loss: 0.1458 - val_acc: 0.9118\n",
"Epoch 383/1000\n",
"157/157 [==============================] - 0s 248us/step - loss: 0.1480 - acc: 0.9682 - val_loss: 0.1443 - val_acc: 0.9118\n",
"Epoch 384/1000\n",
"157/157 [==============================] - 0s 187us/step - loss: 0.1478 - acc: 0.9682 - val_loss: 0.1416 - val_acc: 0.9118\n",
"Epoch 385/1000\n",
"157/157 [==============================] - 0s 216us/step - loss: 0.1494 - acc: 0.9554 - val_loss: 0.1457 - val_acc: 0.9118\n",
"Epoch 386/1000\n",
"157/157 [==============================] - 0s 194us/step - loss: 0.1468 - acc: 0.9554 - val_loss: 0.1471 - val_acc: 0.9118\n",
"Epoch 387/1000\n",
"157/157 [==============================] - 0s 287us/step - loss: 0.1498 - acc: 0.9618 - val_loss: 0.1455 - val_acc: 0.9118\n",
"Epoch 388/1000\n",
"157/157 [==============================] - 0s 148us/step - loss: 0.1461 - acc: 0.9618 - val_loss: 0.1428 - val_acc: 0.9118\n",
"Epoch 389/1000\n",
"157/157 [==============================] - 0s 238us/step - loss: 0.1462 - acc: 0.9682 - val_loss: 0.1408 - val_acc: 0.9118\n",
"Epoch 390/1000\n",
"157/157 [==============================] - 0s 155us/step - loss: 0.1461 - acc: 0.9682 - val_loss: 0.1391 - val_acc: 0.9265\n",
"Epoch 391/1000\n",
"157/157 [==============================] - 0s 248us/step - loss: 0.1469 - acc: 0.9618 - val_loss: 0.1421 - val_acc: 0.9118\n",
"Epoch 392/1000\n",
"157/157 [==============================] - 0s 286us/step - loss: 0.1452 - acc: 0.9618 - val_loss: 0.1442 - val_acc: 0.9118\n",
"Epoch 393/1000\n",
"157/157 [==============================] - 0s 219us/step - loss: 0.1450 - acc: 0.9682 - val_loss: 0.1417 - val_acc: 0.9118\n",
"Epoch 394/1000\n",
"157/157 [==============================] - 0s 304us/step - loss: 0.1441 - acc: 0.9682 - val_loss: 0.1389 - val_acc: 0.9265\n",
"Epoch 395/1000\n",
"157/157 [==============================] - 0s 194us/step - loss: 0.1445 - acc: 0.9618 - val_loss: 0.1395 - val_acc: 0.9118\n",
"Epoch 396/1000\n",
"157/157 [==============================] - 0s 136us/step - loss: 0.1428 - acc: 0.9618 - val_loss: 0.1397 - val_acc: 0.9118\n",
"Epoch 397/1000\n",
"157/157 [==============================] - 0s 186us/step - loss: 0.1423 - acc: 0.9618 - val_loss: 0.1434 - val_acc: 0.9118\n",
"Epoch 398/1000\n",
"157/157 [==============================] - 0s 101us/step - loss: 0.1423 - acc: 0.9618 - val_loss: 0.1395 - val_acc: 0.9118\n",
"Epoch 399/1000\n",
"157/157 [==============================] - 0s 156us/step - loss: 0.1431 - acc: 0.9618 - val_loss: 0.1416 - val_acc: 0.9118\n",
"Epoch 400/1000\n",
"157/157 [==============================] - 0s 188us/step - loss: 0.1409 - acc: 0.9682 - val_loss: 0.1410 - val_acc: 0.9118\n",
"Epoch 401/1000\n",
"157/157 [==============================] - 0s 107us/step - loss: 0.1412 - acc: 0.9682 - val_loss: 0.1374 - val_acc: 0.9265\n",
"Epoch 402/1000\n",
"157/157 [==============================] - 0s 208us/step - loss: 0.1421 - acc: 0.9618 - val_loss: 0.1356 - val_acc: 0.9265\n",
"Epoch 403/1000\n",
"157/157 [==============================] - 0s 104us/step - loss: 0.1397 - acc: 0.9682 - val_loss: 0.1400 - val_acc: 0.9118\n",
"Epoch 404/1000\n",
"157/157 [==============================] - 0s 149us/step - loss: 0.1398 - acc: 0.9682 - val_loss: 0.1353 - val_acc: 0.9265\n",
"Epoch 405/1000\n",
"157/157 [==============================] - 0s 149us/step - loss: 0.1405 - acc: 0.9618 - val_loss: 0.1359 - val_acc: 0.9265\n",
"Epoch 406/1000\n",
"157/157 [==============================] - 0s 235us/step - loss: 0.1382 - acc: 0.9682 - val_loss: 0.1353 - val_acc: 0.9265\n",
"Epoch 407/1000\n",
"157/157 [==============================] - 0s 251us/step - loss: 0.1390 - acc: 0.9682 - val_loss: 0.1349 - val_acc: 0.9265\n",
"Epoch 408/1000\n",
"157/157 [==============================] - 0s 96us/step - loss: 0.1378 - acc: 0.9682 - val_loss: 0.1368 - val_acc: 0.9118\n",
"Epoch 409/1000\n",
"157/157 [==============================] - 0s 245us/step - loss: 0.1372 - acc: 0.9682 - val_loss: 0.1443 - val_acc: 0.9118\n",
"Epoch 410/1000\n",
"157/157 [==============================] - 0s 155us/step - loss: 0.1363 - acc: 0.9745 - val_loss: 0.1365 - val_acc: 0.9118\n",
"Epoch 411/1000\n",
"157/157 [==============================] - 0s 164us/step - loss: 0.1366 - acc: 0.9682 - val_loss: 0.1385 - val_acc: 0.9118\n",
"Epoch 412/1000\n",
"157/157 [==============================] - 0s 186us/step - loss: 0.1371 - acc: 0.9745 - val_loss: 0.1335 - val_acc: 0.9265\n",
"Epoch 413/1000\n",
"157/157 [==============================] - 0s 175us/step - loss: 0.1374 - acc: 0.9682 - val_loss: 0.1359 - val_acc: 0.9118\n",
"Epoch 414/1000\n",
"157/157 [==============================] - 0s 171us/step - loss: 0.1346 - acc: 0.9682 - val_loss: 0.1370 - val_acc: 0.9118\n",
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"157/157 [==============================] - 0s 188us/step - loss: 0.1352 - acc: 0.9682 - val_loss: 0.1363 - val_acc: 0.9118\n",
"Epoch 416/1000\n",
"157/157 [==============================] - 0s 130us/step - loss: 0.1364 - acc: 0.9745 - val_loss: 0.1368 - val_acc: 0.9118\n",
"Epoch 417/1000\n",
"157/157 [==============================] - 0s 129us/step - loss: 0.1350 - acc: 0.9682 - val_loss: 0.1334 - val_acc: 0.9265\n",
"Epoch 418/1000\n",
"157/157 [==============================] - ETA: 0s - loss: 0.1272 - acc: 0.968 - 0s 196us/step - loss: 0.1331 - acc: 0.9682 - val_loss: 0.1357 - val_acc: 0.9118\n",
"Epoch 419/1000\n",
"157/157 [==============================] - 0s 169us/step - loss: 0.1353 - acc: 0.9682 - val_loss: 0.1349 - val_acc: 0.9118\n",
"Epoch 420/1000\n",
"157/157 [==============================] - 0s 144us/step - loss: 0.1324 - acc: 0.9682 - val_loss: 0.1378 - val_acc: 0.9118\n",
"Epoch 421/1000\n",
"157/157 [==============================] - 0s 189us/step - loss: 0.1327 - acc: 0.9682 - val_loss: 0.1348 - val_acc: 0.9118\n",
"Epoch 422/1000\n",
"157/157 [==============================] - 0s 167us/step - loss: 0.1332 - acc: 0.9618 - val_loss: 0.1372 - val_acc: 0.9118\n",
"Epoch 423/1000\n",
"157/157 [==============================] - 0s 171us/step - loss: 0.1327 - acc: 0.9745 - val_loss: 0.1362 - val_acc: 0.9118\n",
"Epoch 424/1000\n",
"157/157 [==============================] - 0s 178us/step - loss: 0.1312 - acc: 0.9682 - val_loss: 0.1381 - val_acc: 0.9118\n",
"Epoch 425/1000\n",
"157/157 [==============================] - 0s 137us/step - loss: 0.1311 - acc: 0.9745 - val_loss: 0.1374 - val_acc: 0.9118\n",
"Epoch 426/1000\n",
"157/157 [==============================] - 0s 262us/step - loss: 0.1334 - acc: 0.9745 - val_loss: 0.1333 - val_acc: 0.9118\n",
"Epoch 427/1000\n",
"157/157 [==============================] - 0s 115us/step - loss: 0.1305 - acc: 0.9745 - val_loss: 0.1298 - val_acc: 0.9265\n",
"Epoch 428/1000\n",
"157/157 [==============================] - 0s 129us/step - loss: 0.1292 - acc: 0.9682 - val_loss: 0.1335 - val_acc: 0.9118\n",
"Epoch 429/1000\n",
"157/157 [==============================] - 0s 135us/step - loss: 0.1336 - acc: 0.9745 - val_loss: 0.1308 - val_acc: 0.9265\n",
"Epoch 430/1000\n",
"157/157 [==============================] - 0s 133us/step - loss: 0.1289 - acc: 0.9682 - val_loss: 0.1346 - val_acc: 0.9118\n",
"Epoch 431/1000\n",
"157/157 [==============================] - 0s 182us/step - loss: 0.1287 - acc: 0.9682 - val_loss: 0.1320 - val_acc: 0.9118\n",
"Epoch 432/1000\n",
"157/157 [==============================] - 0s 93us/step - loss: 0.1281 - acc: 0.9745 - val_loss: 0.1291 - val_acc: 0.9265\n",
"Epoch 433/1000\n",
"157/157 [==============================] - 0s 173us/step - loss: 0.1292 - acc: 0.9682 - val_loss: 0.1353 - val_acc: 0.9118\n",
"Epoch 434/1000\n",
"157/157 [==============================] - 0s 173us/step - loss: 0.1274 - acc: 0.9682 - val_loss: 0.1329 - val_acc: 0.9118\n",
"Epoch 435/1000\n",
"157/157 [==============================] - ETA: 0s - loss: 0.1275 - acc: 0.968 - 0s 161us/step - loss: 0.1285 - acc: 0.9618 - val_loss: 0.1295 - val_acc: 0.9265\n",
"Epoch 436/1000\n",
"157/157 [==============================] - 0s 272us/step - loss: 0.1267 - acc: 0.9809 - val_loss: 0.1263 - val_acc: 0.9265\n",
"Epoch 437/1000\n",
"157/157 [==============================] - 0s 160us/step - loss: 0.1276 - acc: 0.9745 - val_loss: 0.1332 - val_acc: 0.9118\n",
"Epoch 438/1000\n",
"157/157 [==============================] - 0s 128us/step - loss: 0.1263 - acc: 0.9809 - val_loss: 0.1271 - val_acc: 0.9265\n",
"Epoch 439/1000\n",
"157/157 [==============================] - 0s 150us/step - loss: 0.1260 - acc: 0.9682 - val_loss: 0.1315 - val_acc: 0.9118\n",
"Epoch 440/1000\n",
"157/157 [==============================] - 0s 324us/step - loss: 0.1257 - acc: 0.9682 - val_loss: 0.1332 - val_acc: 0.9118\n",
"Epoch 441/1000\n",
"157/157 [==============================] - 0s 97us/step - loss: 0.1251 - acc: 0.9745 - val_loss: 0.1377 - val_acc: 0.9118\n",
"Epoch 442/1000\n",
"157/157 [==============================] - 0s 95us/step - loss: 0.1241 - acc: 0.9809 - val_loss: 0.1281 - val_acc: 0.9265\n",
"Epoch 443/1000\n",
"157/157 [==============================] - 0s 121us/step - loss: 0.1252 - acc: 0.9745 - val_loss: 0.1287 - val_acc: 0.9265\n",
"Epoch 444/1000\n",
"157/157 [==============================] - 0s 247us/step - loss: 0.1250 - acc: 0.9682 - val_loss: 0.1315 - val_acc: 0.9118\n",
"Epoch 445/1000\n",
"157/157 [==============================] - 0s 166us/step - loss: 0.1244 - acc: 0.9745 - val_loss: 0.1322 - val_acc: 0.9118\n",
"Epoch 446/1000\n",
"157/157 [==============================] - 0s 174us/step - loss: 0.1242 - acc: 0.9809 - val_loss: 0.1319 - val_acc: 0.9118\n",
"Epoch 447/1000\n",
"157/157 [==============================] - 0s 196us/step - loss: 0.1229 - acc: 0.9809 - val_loss: 0.1292 - val_acc: 0.9118\n",
"Epoch 448/1000\n",
"157/157 [==============================] - 0s 244us/step - loss: 0.1223 - acc: 0.9682 - val_loss: 0.1276 - val_acc: 0.9265\n",
"Epoch 449/1000\n",
"157/157 [==============================] - 0s 168us/step - loss: 0.1216 - acc: 0.9745 - val_loss: 0.1283 - val_acc: 0.9265\n",
"Epoch 450/1000\n",
"157/157 [==============================] - 0s 251us/step - loss: 0.1211 - acc: 0.9745 - val_loss: 0.1277 - val_acc: 0.9265\n",
"Epoch 451/1000\n",
"157/157 [==============================] - 0s 252us/step - loss: 0.1208 - acc: 0.9682 - val_loss: 0.1333 - val_acc: 0.9118\n",
"Epoch 452/1000\n",
"157/157 [==============================] - 0s 137us/step - loss: 0.1207 - acc: 0.9745 - val_loss: 0.1294 - val_acc: 0.9118\n",
"Epoch 453/1000\n",
"157/157 [==============================] - 0s 195us/step - loss: 0.1214 - acc: 0.9745 - val_loss: 0.1307 - val_acc: 0.9118\n",
"Epoch 454/1000\n",
"157/157 [==============================] - 0s 198us/step - loss: 0.1217 - acc: 0.9745 - val_loss: 0.1293 - val_acc: 0.9118\n",
"Epoch 455/1000\n",
"157/157 [==============================] - 0s 191us/step - loss: 0.1203 - acc: 0.9682 - val_loss: 0.1302 - val_acc: 0.9118\n",
"Epoch 456/1000\n",
"157/157 [==============================] - 0s 268us/step - loss: 0.1188 - acc: 0.9682 - val_loss: 0.1237 - val_acc: 0.9265\n",
"Epoch 457/1000\n",
"157/157 [==============================] - 0s 285us/step - loss: 0.1221 - acc: 0.9682 - val_loss: 0.1258 - val_acc: 0.9265\n",
"Epoch 458/1000\n",
"157/157 [==============================] - 0s 277us/step - loss: 0.1183 - acc: 0.9745 - val_loss: 0.1293 - val_acc: 0.9118\n",
"Epoch 459/1000\n",
"157/157 [==============================] - 0s 124us/step - loss: 0.1191 - acc: 0.9745 - val_loss: 0.1256 - val_acc: 0.9265\n",
"Epoch 460/1000\n",
"157/157 [==============================] - 0s 204us/step - loss: 0.1178 - acc: 0.9682 - val_loss: 0.1273 - val_acc: 0.9118\n",
"Epoch 461/1000\n",
"157/157 [==============================] - 0s 118us/step - loss: 0.1176 - acc: 0.9682 - val_loss: 0.1316 - val_acc: 0.9118\n",
"Epoch 462/1000\n",
"157/157 [==============================] - 0s 124us/step - loss: 0.1192 - acc: 0.9809 - val_loss: 0.1270 - val_acc: 0.9118\n",
"Epoch 463/1000\n",
"157/157 [==============================] - 0s 146us/step - loss: 0.1189 - acc: 0.9809 - val_loss: 0.1244 - val_acc: 0.9265\n",
"Epoch 464/1000\n",
"157/157 [==============================] - 0s 128us/step - loss: 0.1176 - acc: 0.9682 - val_loss: 0.1269 - val_acc: 0.9118\n",
"Epoch 465/1000\n",
"157/157 [==============================] - 0s 122us/step - loss: 0.1179 - acc: 0.9809 - val_loss: 0.1228 - val_acc: 0.9265\n",
"Epoch 466/1000\n",
"157/157 [==============================] - 0s 168us/step - loss: 0.1171 - acc: 0.9682 - val_loss: 0.1279 - val_acc: 0.9118\n",
"Epoch 467/1000\n",
"157/157 [==============================] - 0s 111us/step - loss: 0.1173 - acc: 0.9745 - val_loss: 0.1255 - val_acc: 0.9265\n",
"Epoch 468/1000\n",
"157/157 [==============================] - 0s 116us/step - loss: 0.1161 - acc: 0.9745 - val_loss: 0.1241 - val_acc: 0.9265\n",
"Epoch 469/1000\n",
"157/157 [==============================] - 0s 221us/step - loss: 0.1147 - acc: 0.9745 - val_loss: 0.1247 - val_acc: 0.9265\n",
"Epoch 470/1000\n",
"157/157 [==============================] - 0s 211us/step - loss: 0.1158 - acc: 0.9809 - val_loss: 0.1220 - val_acc: 0.9265\n",
"Epoch 471/1000\n",
"157/157 [==============================] - 0s 126us/step - loss: 0.1143 - acc: 0.9682 - val_loss: 0.1254 - val_acc: 0.9118\n",
"Epoch 472/1000\n",
"157/157 [==============================] - ETA: 0s - loss: 0.0983 - acc: 1.000 - 0s 138us/step - loss: 0.1152 - acc: 0.9745 - val_loss: 0.1270 - val_acc: 0.9118\n",
"Epoch 473/1000\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"157/157 [==============================] - 0s 162us/step - loss: 0.1152 - acc: 0.9745 - val_loss: 0.1234 - val_acc: 0.9265\n",
"Epoch 474/1000\n",
"157/157 [==============================] - 0s 139us/step - loss: 0.1172 - acc: 0.9682 - val_loss: 0.1206 - val_acc: 0.9265\n",
"Epoch 475/1000\n",
"157/157 [==============================] - 0s 150us/step - loss: 0.1132 - acc: 0.9745 - val_loss: 0.1195 - val_acc: 0.9265\n",
"Epoch 476/1000\n",
"157/157 [==============================] - 0s 140us/step - loss: 0.1137 - acc: 0.9682 - val_loss: 0.1242 - val_acc: 0.9265\n",
"Epoch 477/1000\n",
"157/157 [==============================] - 0s 165us/step - loss: 0.1127 - acc: 0.9682 - val_loss: 0.1263 - val_acc: 0.9118\n",
"Epoch 478/1000\n",
"157/157 [==============================] - ETA: 0s - loss: 0.0833 - acc: 0.968 - 0s 168us/step - loss: 0.1156 - acc: 0.9682 - val_loss: 0.1246 - val_acc: 0.9118\n",
"Epoch 479/1000\n",
"157/157 [==============================] - 0s 169us/step - loss: 0.1123 - acc: 0.9745 - val_loss: 0.1227 - val_acc: 0.9265\n",
"Epoch 480/1000\n",
"157/157 [==============================] - 0s 144us/step - loss: 0.1129 - acc: 0.9809 - val_loss: 0.1195 - val_acc: 0.9265\n",
"Epoch 481/1000\n",
"157/157 [==============================] - 0s 142us/step - loss: 0.1133 - acc: 0.9682 - val_loss: 0.1225 - val_acc: 0.9265\n",
"Epoch 482/1000\n",
"157/157 [==============================] - 0s 205us/step - loss: 0.1130 - acc: 0.9745 - val_loss: 0.1259 - val_acc: 0.9118\n",
"Epoch 483/1000\n",
"157/157 [==============================] - 0s 140us/step - loss: 0.1113 - acc: 0.9745 - val_loss: 0.1233 - val_acc: 0.9265\n",
"Epoch 484/1000\n",
"157/157 [==============================] - 0s 150us/step - loss: 0.1114 - acc: 0.9745 - val_loss: 0.1219 - val_acc: 0.9265\n",
"Epoch 485/1000\n",
"157/157 [==============================] - 0s 161us/step - loss: 0.1110 - acc: 0.9809 - val_loss: 0.1184 - val_acc: 0.9265\n",
"Epoch 486/1000\n",
"157/157 [==============================] - 0s 161us/step - loss: 0.1107 - acc: 0.9745 - val_loss: 0.1186 - val_acc: 0.9265\n",
"Epoch 487/1000\n",
"157/157 [==============================] - 0s 157us/step - loss: 0.1109 - acc: 0.9745 - val_loss: 0.1221 - val_acc: 0.9265\n",
"Epoch 488/1000\n",
"157/157 [==============================] - 0s 146us/step - loss: 0.1108 - acc: 0.9745 - val_loss: 0.1222 - val_acc: 0.9265\n",
"Epoch 489/1000\n",
"157/157 [==============================] - 0s 146us/step - loss: 0.1097 - acc: 0.9745 - val_loss: 0.1182 - val_acc: 0.9265\n",
"Epoch 490/1000\n",
"157/157 [==============================] - 0s 190us/step - loss: 0.1088 - acc: 0.9745 - val_loss: 0.1242 - val_acc: 0.9118\n",
"Epoch 491/1000\n",
"157/157 [==============================] - 0s 209us/step - loss: 0.1098 - acc: 0.9809 - val_loss: 0.1260 - val_acc: 0.9118\n",
"Epoch 492/1000\n",
"157/157 [==============================] - 0s 191us/step - loss: 0.1094 - acc: 0.9809 - val_loss: 0.1200 - val_acc: 0.9265\n",
"Epoch 493/1000\n",
"157/157 [==============================] - 0s 196us/step - loss: 0.1081 - acc: 0.9745 - val_loss: 0.1216 - val_acc: 0.9265\n",
"Epoch 494/1000\n",
"157/157 [==============================] - 0s 212us/step - loss: 0.1083 - acc: 0.9745 - val_loss: 0.1202 - val_acc: 0.9265\n",
"Epoch 495/1000\n",
"157/157 [==============================] - 0s 223us/step - loss: 0.1083 - acc: 0.9809 - val_loss: 0.1167 - val_acc: 0.9412\n",
"Epoch 496/1000\n",
"157/157 [==============================] - 0s 178us/step - loss: 0.1081 - acc: 0.9809 - val_loss: 0.1146 - val_acc: 0.9412\n",
"Epoch 497/1000\n",
"157/157 [==============================] - 0s 193us/step - loss: 0.1083 - acc: 0.9745 - val_loss: 0.1203 - val_acc: 0.9265\n",
"Epoch 498/1000\n",
"157/157 [==============================] - 0s 141us/step - loss: 0.1076 - acc: 0.9745 - val_loss: 0.1177 - val_acc: 0.9265\n",
"Epoch 499/1000\n",
"157/157 [==============================] - 0s 158us/step - loss: 0.1064 - acc: 0.9745 - val_loss: 0.1182 - val_acc: 0.9265\n",
"Epoch 500/1000\n",
"157/157 [==============================] - 0s 134us/step - loss: 0.1057 - acc: 0.9745 - val_loss: 0.1216 - val_acc: 0.9265\n",
"Epoch 501/1000\n",
"157/157 [==============================] - 0s 142us/step - loss: 0.1051 - acc: 0.9809 - val_loss: 0.1191 - val_acc: 0.9265\n",
"Epoch 502/1000\n",
"157/157 [==============================] - 0s 149us/step - loss: 0.1072 - acc: 0.9809 - val_loss: 0.1160 - val_acc: 0.9265\n",
"Epoch 503/1000\n",
"157/157 [==============================] - 0s 144us/step - loss: 0.1057 - acc: 0.9745 - val_loss: 0.1191 - val_acc: 0.9265\n",
"Epoch 504/1000\n",
"157/157 [==============================] - 0s 153us/step - loss: 0.1049 - acc: 0.9745 - val_loss: 0.1157 - val_acc: 0.9265\n",
"Epoch 505/1000\n",
"157/157 [==============================] - 0s 154us/step - loss: 0.1047 - acc: 0.9745 - val_loss: 0.1153 - val_acc: 0.9265\n",
"Epoch 506/1000\n",
"157/157 [==============================] - 0s 153us/step - loss: 0.1035 - acc: 0.9745 - val_loss: 0.1202 - val_acc: 0.9265\n",
"Epoch 507/1000\n",
"157/157 [==============================] - 0s 196us/step - loss: 0.1053 - acc: 0.9745 - val_loss: 0.1162 - val_acc: 0.9265\n",
"Epoch 508/1000\n",
"157/157 [==============================] - 0s 150us/step - loss: 0.1041 - acc: 0.9745 - val_loss: 0.1157 - val_acc: 0.9265\n",
"Epoch 509/1000\n",
"157/157 [==============================] - 0s 142us/step - loss: 0.1039 - acc: 0.9745 - val_loss: 0.1160 - val_acc: 0.9265\n",
"Epoch 510/1000\n",
"157/157 [==============================] - 0s 148us/step - loss: 0.1037 - acc: 0.9745 - val_loss: 0.1190 - val_acc: 0.9265\n",
"Epoch 511/1000\n",
"157/157 [==============================] - 0s 135us/step - loss: 0.1018 - acc: 0.9809 - val_loss: 0.1144 - val_acc: 0.9412\n",
"Epoch 512/1000\n",
"157/157 [==============================] - 0s 154us/step - loss: 0.1041 - acc: 0.9745 - val_loss: 0.1220 - val_acc: 0.9118\n",
"Epoch 513/1000\n",
"157/157 [==============================] - 0s 166us/step - loss: 0.1027 - acc: 0.9745 - val_loss: 0.1166 - val_acc: 0.9265\n",
"Epoch 514/1000\n",
"157/157 [==============================] - 0s 132us/step - loss: 0.1014 - acc: 0.9745 - val_loss: 0.1172 - val_acc: 0.9265\n",
"Epoch 515/1000\n",
"157/157 [==============================] - 0s 153us/step - loss: 0.1013 - acc: 0.9745 - val_loss: 0.1135 - val_acc: 0.9412\n",
"Epoch 516/1000\n",
"157/157 [==============================] - 0s 336us/step - loss: 0.1011 - acc: 0.9809 - val_loss: 0.1219 - val_acc: 0.9118\n",
"Epoch 517/1000\n",
"157/157 [==============================] - 0s 199us/step - loss: 0.1009 - acc: 0.9745 - val_loss: 0.1199 - val_acc: 0.9265\n",
"Epoch 518/1000\n",
"157/157 [==============================] - 0s 139us/step - loss: 0.1040 - acc: 0.9745 - val_loss: 0.1156 - val_acc: 0.9265\n",
"Epoch 519/1000\n",
"157/157 [==============================] - 0s 114us/step - loss: 0.1007 - acc: 0.9809 - val_loss: 0.1185 - val_acc: 0.9265\n",
"Epoch 520/1000\n",
"157/157 [==============================] - 0s 133us/step - loss: 0.1000 - acc: 0.9809 - val_loss: 0.1175 - val_acc: 0.9265\n",
"Epoch 521/1000\n",
"157/157 [==============================] - 0s 187us/step - loss: 0.1008 - acc: 0.9745 - val_loss: 0.1102 - val_acc: 0.9559\n",
"Epoch 522/1000\n",
"157/157 [==============================] - 0s 145us/step - loss: 0.1014 - acc: 0.9809 - val_loss: 0.1169 - val_acc: 0.9265\n",
"Epoch 523/1000\n",
"157/157 [==============================] - 0s 139us/step - loss: 0.0998 - acc: 0.9745 - val_loss: 0.1142 - val_acc: 0.9265\n",
"Epoch 524/1000\n",
"157/157 [==============================] - 0s 141us/step - loss: 0.1006 - acc: 0.9809 - val_loss: 0.1158 - val_acc: 0.9265\n",
"Epoch 525/1000\n",
"157/157 [==============================] - 0s 144us/step - loss: 0.1005 - acc: 0.9745 - val_loss: 0.1154 - val_acc: 0.9265\n",
"Epoch 526/1000\n",
"157/157 [==============================] - 0s 137us/step - loss: 0.0992 - acc: 0.9745 - val_loss: 0.1177 - val_acc: 0.9265\n",
"Epoch 527/1000\n",
"157/157 [==============================] - 0s 145us/step - loss: 0.0990 - acc: 0.9745 - val_loss: 0.1193 - val_acc: 0.9118\n",
"Epoch 528/1000\n",
"157/157 [==============================] - 0s 139us/step - loss: 0.0984 - acc: 0.9745 - val_loss: 0.1163 - val_acc: 0.9265\n",
"Epoch 529/1000\n",
"157/157 [==============================] - 0s 147us/step - loss: 0.0990 - acc: 0.9745 - val_loss: 0.1127 - val_acc: 0.9412\n",
"Epoch 530/1000\n",
"157/157 [==============================] - 0s 340us/step - loss: 0.0972 - acc: 0.9809 - val_loss: 0.1201 - val_acc: 0.9118\n",
"Epoch 531/1000\n",
"157/157 [==============================] - 0s 277us/step - loss: 0.0994 - acc: 0.9745 - val_loss: 0.1132 - val_acc: 0.9412\n",
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"157/157 [==============================] - 0s 287us/step - loss: 0.0974 - acc: 0.9745 - val_loss: 0.1083 - val_acc: 0.9559\n",
"Epoch 533/1000\n",
"157/157 [==============================] - 0s 209us/step - loss: 0.0983 - acc: 0.9809 - val_loss: 0.1158 - val_acc: 0.9265\n",
"Epoch 534/1000\n",
"157/157 [==============================] - 0s 231us/step - loss: 0.0970 - acc: 0.9809 - val_loss: 0.1187 - val_acc: 0.9118\n",
"Epoch 535/1000\n",
"157/157 [==============================] - 0s 176us/step - loss: 0.0970 - acc: 0.9745 - val_loss: 0.1159 - val_acc: 0.9265\n",
"Epoch 536/1000\n",
"157/157 [==============================] - 0s 350us/step - loss: 0.0962 - acc: 0.9745 - val_loss: 0.1169 - val_acc: 0.9265\n",
"Epoch 537/1000\n",
"157/157 [==============================] - 0s 226us/step - loss: 0.0974 - acc: 0.9745 - val_loss: 0.1178 - val_acc: 0.9265\n",
"Epoch 538/1000\n",
"157/157 [==============================] - 0s 330us/step - loss: 0.0957 - acc: 0.9809 - val_loss: 0.1080 - val_acc: 0.9559\n",
"Epoch 539/1000\n",
"157/157 [==============================] - 0s 259us/step - loss: 0.0956 - acc: 0.9873 - val_loss: 0.1122 - val_acc: 0.9412\n",
"Epoch 540/1000\n",
"157/157 [==============================] - 0s 208us/step - loss: 0.0954 - acc: 0.9745 - val_loss: 0.1095 - val_acc: 0.9559\n",
"Epoch 541/1000\n",
"157/157 [==============================] - 0s 140us/step - loss: 0.0965 - acc: 0.9809 - val_loss: 0.1096 - val_acc: 0.9559\n",
"Epoch 542/1000\n",
"157/157 [==============================] - 0s 139us/step - loss: 0.0943 - acc: 0.9809 - val_loss: 0.1129 - val_acc: 0.9265\n",
"Epoch 543/1000\n",
"157/157 [==============================] - 0s 209us/step - loss: 0.0951 - acc: 0.9809 - val_loss: 0.1135 - val_acc: 0.9265\n",
"Epoch 544/1000\n",
"157/157 [==============================] - 0s 130us/step - loss: 0.0950 - acc: 0.9809 - val_loss: 0.1144 - val_acc: 0.9265\n",
"Epoch 545/1000\n",
"157/157 [==============================] - 0s 141us/step - loss: 0.0944 - acc: 0.9745 - val_loss: 0.1093 - val_acc: 0.9559\n",
"Epoch 546/1000\n",
"157/157 [==============================] - 0s 172us/step - loss: 0.0939 - acc: 0.9745 - val_loss: 0.1086 - val_acc: 0.9559\n",
"Epoch 547/1000\n",
"157/157 [==============================] - 0s 208us/step - loss: 0.0935 - acc: 0.9745 - val_loss: 0.1047 - val_acc: 0.9559\n",
"Epoch 548/1000\n",
"157/157 [==============================] - 0s 180us/step - loss: 0.0938 - acc: 0.9809 - val_loss: 0.1097 - val_acc: 0.9559\n",
"Epoch 549/1000\n",
"157/157 [==============================] - 0s 151us/step - loss: 0.0938 - acc: 0.9809 - val_loss: 0.1163 - val_acc: 0.9265\n",
"Epoch 550/1000\n",
"157/157 [==============================] - ETA: 0s - loss: 0.1062 - acc: 0.968 - 0s 177us/step - loss: 0.0944 - acc: 0.9809 - val_loss: 0.1127 - val_acc: 0.9265\n",
"Epoch 551/1000\n",
"157/157 [==============================] - 0s 160us/step - loss: 0.0920 - acc: 0.9809 - val_loss: 0.1087 - val_acc: 0.9559\n",
"Epoch 552/1000\n",
"157/157 [==============================] - 0s 159us/step - loss: 0.0917 - acc: 0.9873 - val_loss: 0.1094 - val_acc: 0.9559\n",
"Epoch 553/1000\n",
"157/157 [==============================] - 0s 133us/step - loss: 0.0946 - acc: 0.9809 - val_loss: 0.1089 - val_acc: 0.9559\n",
"Epoch 554/1000\n",
"157/157 [==============================] - 0s 181us/step - loss: 0.0914 - acc: 0.9809 - val_loss: 0.1117 - val_acc: 0.9265\n",
"Epoch 555/1000\n",
"157/157 [==============================] - 0s 194us/step - loss: 0.0918 - acc: 0.9873 - val_loss: 0.1154 - val_acc: 0.9265\n",
"Epoch 556/1000\n",
"157/157 [==============================] - 0s 141us/step - loss: 0.0916 - acc: 0.9745 - val_loss: 0.1064 - val_acc: 0.9559\n",
"Epoch 557/1000\n",
"157/157 [==============================] - 0s 150us/step - loss: 0.0930 - acc: 0.9809 - val_loss: 0.1102 - val_acc: 0.9559\n",
"Epoch 558/1000\n",
"157/157 [==============================] - 0s 186us/step - loss: 0.0911 - acc: 0.9809 - val_loss: 0.1076 - val_acc: 0.9559\n",
"Epoch 559/1000\n",
"157/157 [==============================] - 0s 143us/step - loss: 0.0908 - acc: 0.9809 - val_loss: 0.1167 - val_acc: 0.9118\n",
"Epoch 560/1000\n",
"157/157 [==============================] - 0s 143us/step - loss: 0.0902 - acc: 0.9745 - val_loss: 0.1082 - val_acc: 0.9559\n",
"Epoch 561/1000\n",
"157/157 [==============================] - 0s 151us/step - loss: 0.0918 - acc: 0.9745 - val_loss: 0.1033 - val_acc: 0.9559\n",
"Epoch 562/1000\n",
"157/157 [==============================] - 0s 161us/step - loss: 0.0896 - acc: 0.9873 - val_loss: 0.1126 - val_acc: 0.9265\n",
"Epoch 563/1000\n",
"157/157 [==============================] - 0s 132us/step - loss: 0.0903 - acc: 0.9809 - val_loss: 0.1043 - val_acc: 0.9559\n",
"Epoch 564/1000\n",
"157/157 [==============================] - 0s 193us/step - loss: 0.0901 - acc: 0.9745 - val_loss: 0.1031 - val_acc: 0.9559\n",
"Epoch 565/1000\n",
"157/157 [==============================] - 0s 146us/step - loss: 0.0889 - acc: 0.9873 - val_loss: 0.1165 - val_acc: 0.9118\n",
"Epoch 566/1000\n",
"157/157 [==============================] - 0s 120us/step - loss: 0.0889 - acc: 0.9809 - val_loss: 0.1029 - val_acc: 0.9559\n",
"Epoch 567/1000\n",
"157/157 [==============================] - 0s 138us/step - loss: 0.0892 - acc: 0.9873 - val_loss: 0.1111 - val_acc: 0.9265\n",
"Epoch 568/1000\n",
"157/157 [==============================] - 0s 146us/step - loss: 0.0887 - acc: 0.9809 - val_loss: 0.1072 - val_acc: 0.9559\n",
"Epoch 569/1000\n",
"157/157 [==============================] - 0s 151us/step - loss: 0.0903 - acc: 0.9809 - val_loss: 0.1057 - val_acc: 0.9559\n",
"Epoch 570/1000\n",
"157/157 [==============================] - 0s 117us/step - loss: 0.0879 - acc: 0.9873 - val_loss: 0.1071 - val_acc: 0.9559\n",
"Epoch 571/1000\n",
"157/157 [==============================] - 0s 254us/step - loss: 0.0902 - acc: 0.9745 - val_loss: 0.1026 - val_acc: 0.9559\n",
"Epoch 572/1000\n",
"157/157 [==============================] - 0s 228us/step - loss: 0.0894 - acc: 0.9809 - val_loss: 0.1060 - val_acc: 0.9559\n",
"Epoch 573/1000\n",
"157/157 [==============================] - 0s 233us/step - loss: 0.0878 - acc: 0.9809 - val_loss: 0.1063 - val_acc: 0.9559\n",
"Epoch 574/1000\n",
"157/157 [==============================] - 0s 143us/step - loss: 0.0903 - acc: 0.9809 - val_loss: 0.1055 - val_acc: 0.9559\n",
"Epoch 575/1000\n",
"157/157 [==============================] - 0s 155us/step - loss: 0.0873 - acc: 0.9809 - val_loss: 0.1051 - val_acc: 0.9559\n",
"Epoch 576/1000\n",
"157/157 [==============================] - 0s 191us/step - loss: 0.0896 - acc: 0.9745 - val_loss: 0.1032 - val_acc: 0.9559\n",
"Epoch 577/1000\n",
"157/157 [==============================] - 0s 190us/step - loss: 0.0873 - acc: 0.9809 - val_loss: 0.1079 - val_acc: 0.9559\n",
"Epoch 578/1000\n",
"157/157 [==============================] - 0s 176us/step - loss: 0.0868 - acc: 0.9745 - val_loss: 0.1049 - val_acc: 0.9559\n",
"Epoch 579/1000\n",
"157/157 [==============================] - 0s 605us/step - loss: 0.0879 - acc: 0.9809 - val_loss: 0.1005 - val_acc: 0.9559\n",
"Epoch 580/1000\n",
"157/157 [==============================] - 0s 201us/step - loss: 0.0862 - acc: 0.9873 - val_loss: 0.1069 - val_acc: 0.9559\n",
"Epoch 581/1000\n",
"157/157 [==============================] - 0s 175us/step - loss: 0.0891 - acc: 0.9809 - val_loss: 0.1084 - val_acc: 0.9559\n",
"Epoch 582/1000\n",
"157/157 [==============================] - 0s 262us/step - loss: 0.0857 - acc: 0.9809 - val_loss: 0.1103 - val_acc: 0.9265\n",
"Epoch 583/1000\n",
"157/157 [==============================] - 0s 147us/step - loss: 0.0861 - acc: 0.9809 - val_loss: 0.1083 - val_acc: 0.9559\n",
"Epoch 584/1000\n",
"157/157 [==============================] - 0s 243us/step - loss: 0.0890 - acc: 0.9809 - val_loss: 0.1060 - val_acc: 0.9559\n",
"Epoch 585/1000\n",
"157/157 [==============================] - 0s 180us/step - loss: 0.0853 - acc: 0.9809 - val_loss: 0.1076 - val_acc: 0.9559\n",
"Epoch 586/1000\n",
"157/157 [==============================] - 0s 294us/step - loss: 0.0869 - acc: 0.9745 - val_loss: 0.1027 - val_acc: 0.9559\n",
"Epoch 587/1000\n",
"157/157 [==============================] - 0s 279us/step - loss: 0.0859 - acc: 0.9809 - val_loss: 0.1073 - val_acc: 0.9559\n",
"Epoch 588/1000\n",
"157/157 [==============================] - 0s 215us/step - loss: 0.0849 - acc: 0.9873 - val_loss: 0.1131 - val_acc: 0.9265\n",
"Epoch 589/1000\n",
"157/157 [==============================] - 0s 357us/step - loss: 0.0856 - acc: 0.9745 - val_loss: 0.1021 - val_acc: 0.9559\n",
"Epoch 590/1000\n",
"157/157 [==============================] - 0s 113us/step - loss: 0.0865 - acc: 0.9873 - val_loss: 0.1045 - val_acc: 0.9559\n",
"Epoch 591/1000\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"157/157 [==============================] - 0s 132us/step - loss: 0.0840 - acc: 0.9809 - val_loss: 0.1031 - val_acc: 0.9559\n",
"Epoch 592/1000\n",
"157/157 [==============================] - 0s 133us/step - loss: 0.0847 - acc: 0.9873 - val_loss: 0.1088 - val_acc: 0.9559\n",
"Epoch 593/1000\n",
"157/157 [==============================] - 0s 241us/step - loss: 0.0844 - acc: 0.9809 - val_loss: 0.1104 - val_acc: 0.9412\n",
"Epoch 594/1000\n",
"157/157 [==============================] - 0s 289us/step - loss: 0.0846 - acc: 0.9873 - val_loss: 0.1109 - val_acc: 0.9265\n",
"Epoch 595/1000\n",
"157/157 [==============================] - 0s 119us/step - loss: 0.0841 - acc: 0.9809 - val_loss: 0.1089 - val_acc: 0.9559\n",
"Epoch 596/1000\n",
"157/157 [==============================] - 0s 166us/step - loss: 0.0842 - acc: 0.9809 - val_loss: 0.1101 - val_acc: 0.9265\n",
"Epoch 597/1000\n",
"157/157 [==============================] - 0s 188us/step - loss: 0.0845 - acc: 0.9809 - val_loss: 0.1052 - val_acc: 0.9559\n",
"Epoch 598/1000\n",
"157/157 [==============================] - 0s 239us/step - loss: 0.0824 - acc: 0.9809 - val_loss: 0.1039 - val_acc: 0.9559\n",
"Epoch 599/1000\n",
"157/157 [==============================] - 0s 203us/step - loss: 0.0832 - acc: 0.9936 - val_loss: 0.1032 - val_acc: 0.9559\n",
"Epoch 600/1000\n",
"157/157 [==============================] - 0s 172us/step - loss: 0.0825 - acc: 0.9809 - val_loss: 0.1041 - val_acc: 0.9559\n",
"Epoch 601/1000\n",
"157/157 [==============================] - 0s 224us/step - loss: 0.0831 - acc: 0.9809 - val_loss: 0.1038 - val_acc: 0.9559\n",
"Epoch 602/1000\n",
"157/157 [==============================] - 0s 143us/step - loss: 0.0829 - acc: 0.9809 - val_loss: 0.1097 - val_acc: 0.9412\n",
"Epoch 603/1000\n",
"157/157 [==============================] - 0s 259us/step - loss: 0.0830 - acc: 0.9809 - val_loss: 0.1023 - val_acc: 0.9559\n",
"Epoch 604/1000\n",
"157/157 [==============================] - 0s 224us/step - loss: 0.0824 - acc: 0.9873 - val_loss: 0.1132 - val_acc: 0.9118\n",
"Epoch 605/1000\n",
"157/157 [==============================] - 0s 96us/step - loss: 0.0827 - acc: 0.9809 - val_loss: 0.1121 - val_acc: 0.9265\n",
"Epoch 606/1000\n",
"157/157 [==============================] - 0s 170us/step - loss: 0.0831 - acc: 0.9873 - val_loss: 0.1072 - val_acc: 0.9559\n",
"Epoch 607/1000\n",
"157/157 [==============================] - 0s 117us/step - loss: 0.0813 - acc: 0.9809 - val_loss: 0.1062 - val_acc: 0.9559\n",
"Epoch 608/1000\n",
"157/157 [==============================] - 0s 235us/step - loss: 0.0817 - acc: 0.9809 - val_loss: 0.1049 - val_acc: 0.9559\n",
"Epoch 609/1000\n",
"157/157 [==============================] - 0s 112us/step - loss: 0.0817 - acc: 0.9809 - val_loss: 0.1018 - val_acc: 0.9559\n",
"Epoch 610/1000\n",
"157/157 [==============================] - 0s 133us/step - loss: 0.0808 - acc: 0.9873 - val_loss: 0.1021 - val_acc: 0.9559\n",
"Epoch 611/1000\n",
"157/157 [==============================] - 0s 235us/step - loss: 0.0812 - acc: 0.9873 - val_loss: 0.1007 - val_acc: 0.9559\n",
"Epoch 612/1000\n",
"157/157 [==============================] - 0s 502us/step - loss: 0.0817 - acc: 0.9873 - val_loss: 0.1089 - val_acc: 0.9412\n",
"Epoch 613/1000\n",
"157/157 [==============================] - 0s 312us/step - loss: 0.0810 - acc: 0.9809 - val_loss: 0.1070 - val_acc: 0.9559\n",
"Epoch 614/1000\n",
"157/157 [==============================] - 0s 203us/step - loss: 0.0806 - acc: 0.9873 - val_loss: 0.1112 - val_acc: 0.9265\n",
"Epoch 615/1000\n",
"157/157 [==============================] - 0s 243us/step - loss: 0.0797 - acc: 0.9809 - val_loss: 0.1005 - val_acc: 0.9559\n",
"Epoch 616/1000\n",
"157/157 [==============================] - 0s 152us/step - loss: 0.0810 - acc: 0.9809 - val_loss: 0.1057 - val_acc: 0.9559\n",
"Epoch 617/1000\n",
"157/157 [==============================] - 0s 189us/step - loss: 0.0825 - acc: 0.9809 - val_loss: 0.1116 - val_acc: 0.9265\n",
"Epoch 618/1000\n",
"157/157 [==============================] - 0s 171us/step - loss: 0.0801 - acc: 0.9809 - val_loss: 0.1021 - val_acc: 0.9559\n",
"Epoch 619/1000\n",
"157/157 [==============================] - 0s 198us/step - loss: 0.0788 - acc: 0.9809 - val_loss: 0.1018 - val_acc: 0.9559\n",
"Epoch 620/1000\n",
"157/157 [==============================] - 0s 129us/step - loss: 0.0816 - acc: 0.9809 - val_loss: 0.1011 - val_acc: 0.9559\n",
"Epoch 621/1000\n",
"157/157 [==============================] - 0s 150us/step - loss: 0.0807 - acc: 0.9809 - val_loss: 0.1004 - val_acc: 0.9559\n",
"Epoch 622/1000\n",
"157/157 [==============================] - 0s 203us/step - loss: 0.0795 - acc: 0.9809 - val_loss: 0.0986 - val_acc: 0.9559\n",
"Epoch 623/1000\n",
"157/157 [==============================] - 0s 168us/step - loss: 0.0804 - acc: 0.9809 - val_loss: 0.1027 - val_acc: 0.9559\n",
"Epoch 624/1000\n",
"157/157 [==============================] - 0s 295us/step - loss: 0.0787 - acc: 0.9873 - val_loss: 0.1072 - val_acc: 0.9559\n",
"Epoch 625/1000\n",
"157/157 [==============================] - 0s 215us/step - loss: 0.0798 - acc: 0.9809 - val_loss: 0.1022 - val_acc: 0.9559\n",
"Epoch 626/1000\n",
"157/157 [==============================] - 0s 288us/step - loss: 0.0779 - acc: 0.9873 - val_loss: 0.1063 - val_acc: 0.9559\n",
"Epoch 627/1000\n",
"157/157 [==============================] - 0s 257us/step - loss: 0.0777 - acc: 0.9809 - val_loss: 0.1014 - val_acc: 0.9559\n",
"Epoch 628/1000\n",
"157/157 [==============================] - 0s 230us/step - loss: 0.0779 - acc: 0.9873 - val_loss: 0.0965 - val_acc: 0.9706\n",
"Epoch 629/1000\n",
"157/157 [==============================] - 0s 198us/step - loss: 0.0782 - acc: 0.9809 - val_loss: 0.1018 - val_acc: 0.9559\n",
"Epoch 630/1000\n",
"157/157 [==============================] - 0s 171us/step - loss: 0.0772 - acc: 0.9873 - val_loss: 0.1039 - val_acc: 0.9559\n",
"Epoch 631/1000\n",
"157/157 [==============================] - 0s 190us/step - loss: 0.0771 - acc: 0.9873 - val_loss: 0.1081 - val_acc: 0.9559\n",
"Epoch 632/1000\n",
"157/157 [==============================] - 0s 162us/step - loss: 0.0780 - acc: 0.9809 - val_loss: 0.0956 - val_acc: 0.9706\n",
"Epoch 633/1000\n",
"157/157 [==============================] - 0s 153us/step - loss: 0.0770 - acc: 0.9809 - val_loss: 0.0983 - val_acc: 0.9559\n",
"Epoch 634/1000\n",
"157/157 [==============================] - 0s 166us/step - loss: 0.0787 - acc: 0.9809 - val_loss: 0.1033 - val_acc: 0.9559\n",
"Epoch 635/1000\n",
"157/157 [==============================] - 0s 168us/step - loss: 0.0765 - acc: 0.9809 - val_loss: 0.0989 - val_acc: 0.9559\n",
"Epoch 636/1000\n",
"157/157 [==============================] - 0s 170us/step - loss: 0.0778 - acc: 0.9809 - val_loss: 0.1014 - val_acc: 0.9559\n",
"Epoch 637/1000\n",
"157/157 [==============================] - 0s 125us/step - loss: 0.0762 - acc: 0.9873 - val_loss: 0.1015 - val_acc: 0.9559\n",
"Epoch 638/1000\n",
"157/157 [==============================] - 0s 129us/step - loss: 0.0757 - acc: 0.9873 - val_loss: 0.1073 - val_acc: 0.9559\n",
"Epoch 639/1000\n",
"157/157 [==============================] - 0s 163us/step - loss: 0.0777 - acc: 0.9873 - val_loss: 0.1046 - val_acc: 0.9559\n",
"Epoch 640/1000\n",
"157/157 [==============================] - 0s 128us/step - loss: 0.0768 - acc: 0.9873 - val_loss: 0.1076 - val_acc: 0.9559\n",
"Epoch 641/1000\n",
"157/157 [==============================] - 0s 147us/step - loss: 0.0783 - acc: 0.9745 - val_loss: 0.1049 - val_acc: 0.9559\n",
"Epoch 642/1000\n",
"157/157 [==============================] - 0s 256us/step - loss: 0.0751 - acc: 0.9873 - val_loss: 0.1052 - val_acc: 0.9559\n",
"Epoch 643/1000\n",
"157/157 [==============================] - 0s 252us/step - loss: 0.0759 - acc: 0.9809 - val_loss: 0.0991 - val_acc: 0.9559\n",
"Epoch 644/1000\n",
"157/157 [==============================] - 0s 302us/step - loss: 0.0753 - acc: 0.9809 - val_loss: 0.0980 - val_acc: 0.9559\n",
"Epoch 645/1000\n",
"157/157 [==============================] - 0s 325us/step - loss: 0.0758 - acc: 0.9809 - val_loss: 0.0942 - val_acc: 0.9706\n",
"Epoch 646/1000\n",
"157/157 [==============================] - 0s 242us/step - loss: 0.0751 - acc: 0.9873 - val_loss: 0.0975 - val_acc: 0.9559\n",
"Epoch 647/1000\n",
"157/157 [==============================] - 0s 148us/step - loss: 0.0740 - acc: 0.9873 - val_loss: 0.1068 - val_acc: 0.9559\n",
"Epoch 648/1000\n",
"157/157 [==============================] - 0s 146us/step - loss: 0.0754 - acc: 0.9745 - val_loss: 0.0966 - val_acc: 0.9559\n",
"Epoch 649/1000\n",
"157/157 [==============================] - 0s 142us/step - loss: 0.0736 - acc: 0.9873 - val_loss: 0.1073 - val_acc: 0.9559\n",
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"157/157 [==============================] - 0s 119us/step - loss: 0.0754 - acc: 0.9809 - val_loss: 0.0996 - val_acc: 0.9559\n",
"Epoch 651/1000\n",
"157/157 [==============================] - 0s 125us/step - loss: 0.0730 - acc: 0.9873 - val_loss: 0.1035 - val_acc: 0.9559\n",
"Epoch 652/1000\n",
"157/157 [==============================] - 0s 100us/step - loss: 0.0745 - acc: 0.9873 - val_loss: 0.1131 - val_acc: 0.9118\n",
"Epoch 653/1000\n",
"157/157 [==============================] - 0s 176us/step - loss: 0.0778 - acc: 0.9809 - val_loss: 0.1017 - val_acc: 0.9559\n",
"Epoch 654/1000\n",
"157/157 [==============================] - 0s 191us/step - loss: 0.0732 - acc: 0.9809 - val_loss: 0.0970 - val_acc: 0.9559\n",
"Epoch 655/1000\n",
"157/157 [==============================] - 0s 214us/step - loss: 0.0734 - acc: 0.9873 - val_loss: 0.1025 - val_acc: 0.9559\n",
"Epoch 656/1000\n",
"157/157 [==============================] - 0s 240us/step - loss: 0.0732 - acc: 0.9809 - val_loss: 0.1020 - val_acc: 0.9559\n",
"Epoch 657/1000\n",
"157/157 [==============================] - 0s 255us/step - loss: 0.0733 - acc: 0.9809 - val_loss: 0.0967 - val_acc: 0.9559\n",
"Epoch 658/1000\n",
"157/157 [==============================] - 0s 187us/step - loss: 0.0724 - acc: 0.9873 - val_loss: 0.0989 - val_acc: 0.9559\n",
"Epoch 659/1000\n",
"157/157 [==============================] - 0s 228us/step - loss: 0.0740 - acc: 0.9873 - val_loss: 0.0978 - val_acc: 0.9559\n",
"Epoch 660/1000\n",
"157/157 [==============================] - 0s 378us/step - loss: 0.0744 - acc: 0.9873 - val_loss: 0.0978 - val_acc: 0.9559\n",
"Epoch 661/1000\n",
"157/157 [==============================] - 0s 243us/step - loss: 0.0719 - acc: 0.9873 - val_loss: 0.0981 - val_acc: 0.9559\n",
"Epoch 662/1000\n",
"157/157 [==============================] - 0s 143us/step - loss: 0.0727 - acc: 0.9873 - val_loss: 0.0941 - val_acc: 0.9706\n",
"Epoch 663/1000\n",
"157/157 [==============================] - 0s 114us/step - loss: 0.0730 - acc: 0.9873 - val_loss: 0.1029 - val_acc: 0.9559\n",
"Epoch 664/1000\n",
"157/157 [==============================] - 0s 411us/step - loss: 0.0738 - acc: 0.9809 - val_loss: 0.0987 - val_acc: 0.9559\n",
"Epoch 665/1000\n",
"157/157 [==============================] - 0s 329us/step - loss: 0.0722 - acc: 0.9809 - val_loss: 0.0947 - val_acc: 0.9559\n",
"Epoch 666/1000\n",
"157/157 [==============================] - 0s 335us/step - loss: 0.0732 - acc: 0.9873 - val_loss: 0.0993 - val_acc: 0.9559\n",
"Epoch 667/1000\n",
"157/157 [==============================] - 0s 206us/step - loss: 0.0710 - acc: 0.9809 - val_loss: 0.0935 - val_acc: 0.9706\n",
"Epoch 668/1000\n",
"157/157 [==============================] - 0s 101us/step - loss: 0.0709 - acc: 0.9873 - val_loss: 0.0988 - val_acc: 0.9559\n",
"Epoch 669/1000\n",
"157/157 [==============================] - 0s 180us/step - loss: 0.0705 - acc: 0.9873 - val_loss: 0.1039 - val_acc: 0.9559\n",
"Epoch 670/1000\n",
"157/157 [==============================] - 0s 122us/step - loss: 0.0711 - acc: 0.9809 - val_loss: 0.1019 - val_acc: 0.9559\n",
"Epoch 671/1000\n",
"157/157 [==============================] - 0s 105us/step - loss: 0.0704 - acc: 0.9809 - val_loss: 0.1007 - val_acc: 0.9559\n",
"Epoch 672/1000\n",
"157/157 [==============================] - 0s 160us/step - loss: 0.0749 - acc: 0.9873 - val_loss: 0.0974 - val_acc: 0.9559\n",
"Epoch 673/1000\n",
"157/157 [==============================] - 0s 151us/step - loss: 0.0726 - acc: 0.9873 - val_loss: 0.1020 - val_acc: 0.9559\n",
"Epoch 674/1000\n",
"157/157 [==============================] - 0s 144us/step - loss: 0.0713 - acc: 0.9809 - val_loss: 0.0986 - val_acc: 0.9559\n",
"Epoch 675/1000\n",
"157/157 [==============================] - 0s 216us/step - loss: 0.0705 - acc: 0.9873 - val_loss: 0.1031 - val_acc: 0.9559\n",
"Epoch 676/1000\n",
"157/157 [==============================] - 0s 291us/step - loss: 0.0723 - acc: 0.9809 - val_loss: 0.1020 - val_acc: 0.9559\n",
"Epoch 677/1000\n",
"157/157 [==============================] - 0s 242us/step - loss: 0.0709 - acc: 0.9809 - val_loss: 0.0967 - val_acc: 0.9559\n",
"Epoch 678/1000\n",
"157/157 [==============================] - 0s 142us/step - loss: 0.0705 - acc: 0.9873 - val_loss: 0.1041 - val_acc: 0.9559\n",
"Epoch 679/1000\n",
"157/157 [==============================] - 0s 226us/step - loss: 0.0711 - acc: 0.9873 - val_loss: 0.1024 - val_acc: 0.9559\n",
"Epoch 680/1000\n",
"157/157 [==============================] - 0s 330us/step - loss: 0.0696 - acc: 0.9873 - val_loss: 0.0955 - val_acc: 0.9559\n",
"Epoch 681/1000\n",
"157/157 [==============================] - 0s 133us/step - loss: 0.0697 - acc: 0.9809 - val_loss: 0.0930 - val_acc: 0.9706\n",
"Epoch 682/1000\n",
"157/157 [==============================] - 0s 131us/step - loss: 0.0700 - acc: 0.9809 - val_loss: 0.0955 - val_acc: 0.9559\n",
"Epoch 683/1000\n",
"157/157 [==============================] - 0s 282us/step - loss: 0.0687 - acc: 0.9873 - val_loss: 0.1031 - val_acc: 0.9559\n",
"Epoch 684/1000\n",
"157/157 [==============================] - 0s 129us/step - loss: 0.0697 - acc: 0.9873 - val_loss: 0.1033 - val_acc: 0.9559\n",
"Epoch 685/1000\n",
"157/157 [==============================] - 0s 111us/step - loss: 0.0702 - acc: 0.9809 - val_loss: 0.0906 - val_acc: 0.9706\n",
"Epoch 686/1000\n",
"157/157 [==============================] - 0s 121us/step - loss: 0.0692 - acc: 0.9873 - val_loss: 0.0927 - val_acc: 0.9706\n",
"Epoch 687/1000\n",
"157/157 [==============================] - 0s 216us/step - loss: 0.0679 - acc: 0.9873 - val_loss: 0.1006 - val_acc: 0.9559\n",
"Epoch 688/1000\n",
"157/157 [==============================] - 0s 204us/step - loss: 0.0714 - acc: 0.9809 - val_loss: 0.0951 - val_acc: 0.9559\n",
"Epoch 689/1000\n",
"157/157 [==============================] - 0s 271us/step - loss: 0.0684 - acc: 0.9873 - val_loss: 0.1033 - val_acc: 0.9559\n",
"Epoch 690/1000\n",
"157/157 [==============================] - 0s 239us/step - loss: 0.0685 - acc: 0.9873 - val_loss: 0.0967 - val_acc: 0.9559\n",
"Epoch 691/1000\n",
"157/157 [==============================] - 0s 189us/step - loss: 0.0684 - acc: 0.9873 - val_loss: 0.1023 - val_acc: 0.9559\n",
"Epoch 692/1000\n",
"157/157 [==============================] - 0s 161us/step - loss: 0.0690 - acc: 0.9809 - val_loss: 0.0969 - val_acc: 0.9559\n",
"Epoch 693/1000\n",
"157/157 [==============================] - 0s 237us/step - loss: 0.0699 - acc: 0.9745 - val_loss: 0.0944 - val_acc: 0.9559\n",
"Epoch 694/1000\n",
"157/157 [==============================] - 0s 131us/step - loss: 0.0678 - acc: 0.9873 - val_loss: 0.0987 - val_acc: 0.9559\n",
"Epoch 695/1000\n",
"157/157 [==============================] - 0s 163us/step - loss: 0.0668 - acc: 0.9873 - val_loss: 0.0994 - val_acc: 0.9559\n",
"Epoch 696/1000\n",
"157/157 [==============================] - 0s 146us/step - loss: 0.0692 - acc: 0.9809 - val_loss: 0.1031 - val_acc: 0.9559\n",
"Epoch 697/1000\n",
"157/157 [==============================] - 0s 148us/step - loss: 0.0689 - acc: 0.9809 - val_loss: 0.0985 - val_acc: 0.9559\n",
"Epoch 698/1000\n",
"157/157 [==============================] - 0s 299us/step - loss: 0.0676 - acc: 0.9873 - val_loss: 0.0983 - val_acc: 0.9559\n",
"Epoch 699/1000\n",
"157/157 [==============================] - 0s 154us/step - loss: 0.0671 - acc: 0.9809 - val_loss: 0.0983 - val_acc: 0.9559\n",
"Epoch 700/1000\n",
"157/157 [==============================] - 0s 209us/step - loss: 0.0695 - acc: 0.9809 - val_loss: 0.1002 - val_acc: 0.9559\n",
"Epoch 701/1000\n",
"157/157 [==============================] - 0s 175us/step - loss: 0.0665 - acc: 0.9873 - val_loss: 0.0976 - val_acc: 0.9559\n",
"Epoch 702/1000\n",
"157/157 [==============================] - 0s 168us/step - loss: 0.0687 - acc: 0.9873 - val_loss: 0.0940 - val_acc: 0.9559\n",
"Epoch 703/1000\n",
"157/157 [==============================] - 0s 133us/step - loss: 0.0663 - acc: 0.9873 - val_loss: 0.0949 - val_acc: 0.9559\n",
"Epoch 704/1000\n",
"157/157 [==============================] - 0s 153us/step - loss: 0.0661 - acc: 0.9873 - val_loss: 0.0946 - val_acc: 0.9559\n",
"Epoch 705/1000\n",
"157/157 [==============================] - 0s 155us/step - loss: 0.0677 - acc: 0.9809 - val_loss: 0.0947 - val_acc: 0.9559\n",
"Epoch 706/1000\n",
"157/157 [==============================] - 0s 127us/step - loss: 0.0674 - acc: 0.9809 - val_loss: 0.0942 - val_acc: 0.9559\n",
"Epoch 707/1000\n",
"157/157 [==============================] - 0s 173us/step - loss: 0.0664 - acc: 0.9873 - val_loss: 0.0948 - val_acc: 0.9559\n",
"Epoch 708/1000\n",
"157/157 [==============================] - 0s 125us/step - loss: 0.0664 - acc: 0.9873 - val_loss: 0.0964 - val_acc: 0.9559\n",
"Epoch 709/1000\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"157/157 [==============================] - 0s 150us/step - loss: 0.0652 - acc: 0.9873 - val_loss: 0.0961 - val_acc: 0.9559\n",
"Epoch 710/1000\n",
"157/157 [==============================] - 0s 120us/step - loss: 0.0680 - acc: 0.9809 - val_loss: 0.0943 - val_acc: 0.9559\n",
"Epoch 711/1000\n",
"157/157 [==============================] - 0s 138us/step - loss: 0.0652 - acc: 0.9809 - val_loss: 0.0913 - val_acc: 0.9706\n",
"Epoch 712/1000\n",
"157/157 [==============================] - 0s 127us/step - loss: 0.0655 - acc: 0.9873 - val_loss: 0.0945 - val_acc: 0.9559\n",
"Epoch 713/1000\n",
"157/157 [==============================] - 0s 160us/step - loss: 0.0666 - acc: 0.9873 - val_loss: 0.0895 - val_acc: 0.9706\n",
"Epoch 714/1000\n",
"157/157 [==============================] - 0s 148us/step - loss: 0.0658 - acc: 0.9936 - val_loss: 0.0982 - val_acc: 0.9559\n",
"Epoch 715/1000\n",
"157/157 [==============================] - 0s 152us/step - loss: 0.0653 - acc: 0.9873 - val_loss: 0.0988 - val_acc: 0.9559\n",
"Epoch 716/1000\n",
"157/157 [==============================] - 0s 310us/step - loss: 0.0642 - acc: 0.9873 - val_loss: 0.0943 - val_acc: 0.9559\n",
"Epoch 717/1000\n",
"157/157 [==============================] - 0s 223us/step - loss: 0.0660 - acc: 0.9809 - val_loss: 0.0910 - val_acc: 0.9706\n",
"Epoch 718/1000\n",
"157/157 [==============================] - 0s 237us/step - loss: 0.0649 - acc: 0.9873 - val_loss: 0.0950 - val_acc: 0.9559\n",
"Epoch 719/1000\n",
"157/157 [==============================] - 0s 221us/step - loss: 0.0636 - acc: 0.9873 - val_loss: 0.0951 - val_acc: 0.9559\n",
"Epoch 720/1000\n",
"157/157 [==============================] - 0s 163us/step - loss: 0.0661 - acc: 0.9809 - val_loss: 0.0948 - val_acc: 0.9559\n",
"Epoch 721/1000\n",
"157/157 [==============================] - 0s 219us/step - loss: 0.0644 - acc: 0.9809 - val_loss: 0.0915 - val_acc: 0.9559\n",
"Epoch 722/1000\n",
"157/157 [==============================] - 0s 127us/step - loss: 0.0644 - acc: 0.9936 - val_loss: 0.0999 - val_acc: 0.9559\n",
"Epoch 723/1000\n",
"157/157 [==============================] - 0s 183us/step - loss: 0.0641 - acc: 0.9809 - val_loss: 0.0966 - val_acc: 0.9559\n",
"Epoch 724/1000\n",
"157/157 [==============================] - 0s 190us/step - loss: 0.0634 - acc: 0.9873 - val_loss: 0.0916 - val_acc: 0.9559\n",
"Epoch 725/1000\n",
"157/157 [==============================] - 0s 139us/step - loss: 0.0638 - acc: 0.9873 - val_loss: 0.0897 - val_acc: 0.9706\n",
"Epoch 726/1000\n",
"157/157 [==============================] - 0s 229us/step - loss: 0.0631 - acc: 0.9873 - val_loss: 0.0922 - val_acc: 0.9559\n",
"Epoch 727/1000\n",
"157/157 [==============================] - 0s 141us/step - loss: 0.0635 - acc: 0.9809 - val_loss: 0.0877 - val_acc: 0.9706\n",
"Epoch 728/1000\n",