Average of Multiple Tensors
This is an example of computing the average of a multiple tensor inputs.
from csdl_om import Simulatorfrom csdl import Modelimport csdlimport numpy as np
class ExampleMultipleTensor(Model):
def define(self): n = 3 m = 6 p = 7 q = 10
# Declare a tensor of shape 3x6x7x10 as input T1 = self.declare_variable( 'T1', val=np.arange(n * m * p * q).reshape((n, m, p, q)), )
# Declare another tensor of shape 3x6x7x10 as input T2 = self.declare_variable( 'T2', val=np.arange(n * m * p * q, 2 * n * m * p * q).reshape( (n, m, p, q)), ) # Output the elementwise average of tensors T1 and T2 self.register_output('multiple_tensor_average', csdl.average(T1, T2))
sim = Simulator(ExampleMultipleTensor())sim.run()
print('T1', sim['T1'].shape)print(sim['T1'])print('T2', sim['T2'].shape)print(sim['T2'])print('multiple_tensor_average', sim['multiple_tensor_average'].shape)print(sim['multiple_tensor_average'])[[[[0.000e+00 1.000e+00 2.000e+00 ... 7.000e+00 8.000e+00 9.000e+00] [1.000e+01 1.100e+01 1.200e+01 ... 1.700e+01 1.800e+01 1.900e+01] [2.000e+01 2.100e+01 2.200e+01 ... 2.700e+01 2.800e+01 2.900e+01] ... [4.000e+01 4.100e+01 4.200e+01 ... 4.700e+01 4.800e+01 4.900e+01] [5.000e+01 5.100e+01 5.200e+01 ... 5.700e+01 5.800e+01 5.900e+01] [6.000e+01 6.100e+01 6.200e+01 ... 6.700e+01 6.800e+01 6.900e+01]]
[[7.000e+01 7.100e+01 7.200e+01 ... 7.700e+01 7.800e+01 7.900e+01] [8.000e+01 8.100e+01 8.200e+01 ... 8.700e+01 8.800e+01 8.900e+01] [9.000e+01 9.100e+01 9.200e+01 ... 9.700e+01 9.800e+01 9.900e+01] ... [1.100e+02 1.110e+02 1.120e+02 ... 1.170e+02 1.180e+02 1.190e+02] [1.200e+02 1.210e+02 1.220e+02 ... 1.270e+02 1.280e+02 1.290e+02] [1.300e+02 1.310e+02 1.320e+02 ... 1.370e+02 1.380e+02 1.390e+02]]
[[1.400e+02 1.410e+02 1.420e+02 ... 1.470e+02 1.480e+02 1.490e+02] [1.500e+02 1.510e+02 1.520e+02 ... 1.570e+02 1.580e+02 1.590e+02] [1.600e+02 1.610e+02 1.620e+02 ... 1.670e+02 1.680e+02 1.690e+02] ... [1.800e+02 1.810e+02 1.820e+02 ... 1.870e+02 1.880e+02 1.890e+02] [1.900e+02 1.910e+02 1.920e+02 ... 1.970e+02 1.980e+02 1.990e+02] [2.000e+02 2.010e+02 2.020e+02 ... 2.070e+02 2.080e+02 2.090e+02]]
[[2.100e+02 2.110e+02 2.120e+02 ... 2.170e+02 2.180e+02 2.190e+02] [2.200e+02 2.210e+02 2.220e+02 ... 2.270e+02 2.280e+02 2.290e+02] [2.300e+02 2.310e+02 2.320e+02 ... 2.370e+02 2.380e+02 2.390e+02] ... [2.500e+02 2.510e+02 2.520e+02 ... 2.570e+02 2.580e+02 2.590e+02] [2.600e+02 2.610e+02 2.620e+02 ... 2.670e+02 2.680e+02 2.690e+02] [2.700e+02 2.710e+02 2.720e+02 ... 2.770e+02 2.780e+02 2.790e+02]]
[[2.800e+02 2.810e+02 2.820e+02 ... 2.870e+02 2.880e+02 2.890e+02] [2.900e+02 2.910e+02 2.920e+02 ... 2.970e+02 2.980e+02 2.990e+02] [3.000e+02 3.010e+02 3.020e+02 ... 3.070e+02 3.080e+02 3.090e+02] ... [3.200e+02 3.210e+02 3.220e+02 ... 3.270e+02 3.280e+02 3.290e+02] [3.300e+02 3.310e+02 3.320e+02 ... 3.370e+02 3.380e+02 3.390e+02] [3.400e+02 3.410e+02 3.420e+02 ... 3.470e+02 3.480e+02 3.490e+02]]
[[3.500e+02 3.510e+02 3.520e+02 ... 3.570e+02 3.580e+02 3.590e+02] [3.600e+02 3.610e+02 3.620e+02 ... 3.670e+02 3.680e+02 3.690e+02] [3.700e+02 3.710e+02 3.720e+02 ... 3.770e+02 3.780e+02 3.790e+02] ... [3.900e+02 3.910e+02 3.920e+02 ... 3.970e+02 3.980e+02 3.990e+02] [4.000e+02 4.010e+02 4.020e+02 ... 4.070e+02 4.080e+02 4.090e+02] [4.100e+02 4.110e+02 4.120e+02 ... 4.170e+02 4.180e+02 4.190e+02]]]
[[[4.200e+02 4.210e+02 4.220e+02 ... 4.270e+02 4.280e+02 4.290e+02] [4.300e+02 4.310e+02 4.320e+02 ... 4.370e+02 4.380e+02 4.390e+02] [4.400e+02 4.410e+02 4.420e+02 ... 4.470e+02 4.480e+02 4.490e+02] ... [4.600e+02 4.610e+02 4.620e+02 ... 4.670e+02 4.680e+02 4.690e+02] [4.700e+02 4.710e+02 4.720e+02 ... 4.770e+02 4.780e+02 4.790e+02] [4.800e+02 4.810e+02 4.820e+02 ... 4.870e+02 4.880e+02 4.890e+02]]
[[4.900e+02 4.910e+02 4.920e+02 ... 4.970e+02 4.980e+02 4.990e+02] [5.000e+02 5.010e+02 5.020e+02 ... 5.070e+02 5.080e+02 5.090e+02] [5.100e+02 5.110e+02 5.120e+02 ... 5.170e+02 5.180e+02 5.190e+02] ... [5.300e+02 5.310e+02 5.320e+02 ... 5.370e+02 5.380e+02 5.390e+02] [5.400e+02 5.410e+02 5.420e+02 ... 5.470e+02 5.480e+02 5.490e+02] [5.500e+02 5.510e+02 5.520e+02 ... 5.570e+02 5.580e+02 5.590e+02]]
[[5.600e+02 5.610e+02 5.620e+02 ... 5.670e+02 5.680e+02 5.690e+02] [5.700e+02 5.710e+02 5.720e+02 ... 5.770e+02 5.780e+02 5.790e+02] [5.800e+02 5.810e+02 5.820e+02 ... 5.870e+02 5.880e+02 5.890e+02] ... [6.000e+02 6.010e+02 6.020e+02 ... 6.070e+02 6.080e+02 6.090e+02] [6.100e+02 6.110e+02 6.120e+02 ... 6.170e+02 6.180e+02 6.190e+02] [6.200e+02 6.210e+02 6.220e+02 ... 6.270e+02 6.280e+02 6.290e+02]]
[[6.300e+02 6.310e+02 6.320e+02 ... 6.370e+02 6.380e+02 6.390e+02] [6.400e+02 6.410e+02 6.420e+02 ... 6.470e+02 6.480e+02 6.490e+02] [6.500e+02 6.510e+02 6.520e+02 ... 6.570e+02 6.580e+02 6.590e+02] ... [6.700e+02 6.710e+02 6.720e+02 ... 6.770e+02 6.780e+02 6.790e+02] [6.800e+02 6.810e+02 6.820e+02 ... 6.870e+02 6.880e+02 6.890e+02] [6.900e+02 6.910e+02 6.920e+02 ... 6.970e+02 6.980e+02 6.990e+02]]
[[7.000e+02 7.010e+02 7.020e+02 ... 7.070e+02 7.080e+02 7.090e+02] [7.100e+02 7.110e+02 7.120e+02 ... 7.170e+02 7.180e+02 7.190e+02] [7.200e+02 7.210e+02 7.220e+02 ... 7.270e+02 7.280e+02 7.290e+02] ... [7.400e+02 7.410e+02 7.420e+02 ... 7.470e+02 7.480e+02 7.490e+02] [7.500e+02 7.510e+02 7.520e+02 ... 7.570e+02 7.580e+02 7.590e+02] [7.600e+02 7.610e+02 7.620e+02 ... 7.670e+02 7.680e+02 7.690e+02]]
[[7.700e+02 7.710e+02 7.720e+02 ... 7.770e+02 7.780e+02 7.790e+02] [7.800e+02 7.810e+02 7.820e+02 ... 7.870e+02 7.880e+02 7.890e+02] [7.900e+02 7.910e+02 7.920e+02 ... 7.970e+02 7.980e+02 7.990e+02] ... [8.100e+02 8.110e+02 8.120e+02 ... 8.170e+02 8.180e+02 8.190e+02] [8.200e+02 8.210e+02 8.220e+02 ... 8.270e+02 8.280e+02 8.290e+02] [8.300e+02 8.310e+02 8.320e+02 ... 8.370e+02 8.380e+02 8.390e+02]]]
[[[8.400e+02 8.410e+02 8.420e+02 ... 8.470e+02 8.480e+02 8.490e+02] [8.500e+02 8.510e+02 8.520e+02 ... 8.570e+02 8.580e+02 8.590e+02] [8.600e+02 8.610e+02 8.620e+02 ... 8.670e+02 8.680e+02 8.690e+02] ... [8.800e+02 8.810e+02 8.820e+02 ... 8.870e+02 8.880e+02 8.890e+02] [8.900e+02 8.910e+02 8.920e+02 ... 8.970e+02 8.980e+02 8.990e+02] [9.000e+02 9.010e+02 9.020e+02 ... 9.070e+02 9.080e+02 9.090e+02]]
[[9.100e+02 9.110e+02 9.120e+02 ... 9.170e+02 9.180e+02 9.190e+02] [9.200e+02 9.210e+02 9.220e+02 ... 9.270e+02 9.280e+02 9.290e+02] [9.300e+02 9.310e+02 9.320e+02 ... 9.370e+02 9.380e+02 9.390e+02] ... [9.500e+02 9.510e+02 9.520e+02 ... 9.570e+02 9.580e+02 9.590e+02] [9.600e+02 9.610e+02 9.620e+02 ... 9.670e+02 9.680e+02 9.690e+02] [9.700e+02 9.710e+02 9.720e+02 ... 9.770e+02 9.780e+02 9.790e+02]]
[[9.800e+02 9.810e+02 9.820e+02 ... 9.870e+02 9.880e+02 9.890e+02] [9.900e+02 9.910e+02 9.920e+02 ... 9.970e+02 9.980e+02 9.990e+02] [1.000e+03 1.001e+03 1.002e+03 ... 1.007e+03 1.008e+03 1.009e+03] ... [1.020e+03 1.021e+03 1.022e+03 ... 1.027e+03 1.028e+03 1.029e+03] [1.030e+03 1.031e+03 1.032e+03 ... 1.037e+03 1.038e+03 1.039e+03] [1.040e+03 1.041e+03 1.042e+03 ... 1.047e+03 1.048e+03 1.049e+03]]
[[1.050e+03 1.051e+03 1.052e+03 ... 1.057e+03 1.058e+03 1.059e+03] [1.060e+03 1.061e+03 1.062e+03 ... 1.067e+03 1.068e+03 1.069e+03] [1.070e+03 1.071e+03 1.072e+03 ... 1.077e+03 1.078e+03 1.079e+03] ... [1.090e+03 1.091e+03 1.092e+03 ... 1.097e+03 1.098e+03 1.099e+03] [1.100e+03 1.101e+03 1.102e+03 ... 1.107e+03 1.108e+03 1.109e+03] [1.110e+03 1.111e+03 1.112e+03 ... 1.117e+03 1.118e+03 1.119e+03]]
[[1.120e+03 1.121e+03 1.122e+03 ... 1.127e+03 1.128e+03 1.129e+03] [1.130e+03 1.131e+03 1.132e+03 ... 1.137e+03 1.138e+03 1.139e+03] [1.140e+03 1.141e+03 1.142e+03 ... 1.147e+03 1.148e+03 1.149e+03] ... [1.160e+03 1.161e+03 1.162e+03 ... 1.167e+03 1.168e+03 1.169e+03] [1.170e+03 1.171e+03 1.172e+03 ... 1.177e+03 1.178e+03 1.179e+03] [1.180e+03 1.181e+03 1.182e+03 ... 1.187e+03 1.188e+03 1.189e+03]]
[[1.190e+03 1.191e+03 1.192e+03 ... 1.197e+03 1.198e+03 1.199e+03] [1.200e+03 1.201e+03 1.202e+03 ... 1.207e+03 1.208e+03 1.209e+03] [1.210e+03 1.211e+03 1.212e+03 ... 1.217e+03 1.218e+03 1.219e+03] ... [1.230e+03 1.231e+03 1.232e+03 ... 1.237e+03 1.238e+03 1.239e+03] [1.240e+03 1.241e+03 1.242e+03 ... 1.247e+03 1.248e+03 1.249e+03] [1.250e+03 1.251e+03 1.252e+03 ... 1.257e+03 1.258e+03 1.259e+03]]]]T2 (3, 6, 7, 10)[[[[1260. 1261. 1262. ... 1267. 1268. 1269.] [1270. 1271. 1272. ... 1277. 1278. 1279.] [1280. 1281. 1282. ... 1287. 1288. 1289.] ... [1300. 1301. 1302. ... 1307. 1308. 1309.] [1310. 1311. 1312. ... 1317. 1318. 1319.] [1320. 1321. 1322. ... 1327. 1328. 1329.]]
[[1330. 1331. 1332. ... 1337. 1338. 1339.] [1340. 1341. 1342. ... 1347. 1348. 1349.] [1350. 1351. 1352. ... 1357. 1358. 1359.] ... [1370. 1371. 1372. ... 1377. 1378. 1379.] [1380. 1381. 1382. ... 1387. 1388. 1389.] [1390. 1391. 1392. ... 1397. 1398. 1399.]]
[[1400. 1401. 1402. ... 1407. 1408. 1409.] [1410. 1411. 1412. ... 1417. 1418. 1419.] [1420. 1421. 1422. ... 1427. 1428. 1429.] ... [1440. 1441. 1442. ... 1447. 1448. 1449.] [1450. 1451. 1452. ... 1457. 1458. 1459.] [1460. 1461. 1462. ... 1467. 1468. 1469.]]
[[1470. 1471. 1472. ... 1477. 1478. 1479.] [1480. 1481. 1482. ... 1487. 1488. 1489.] [1490. 1491. 1492. ... 1497. 1498. 1499.] ... [1510. 1511. 1512. ... 1517. 1518. 1519.] [1520. 1521. 1522. ... 1527. 1528. 1529.] [1530. 1531. 1532. ... 1537. 1538. 1539.]]
[[1540. 1541. 1542. ... 1547. 1548. 1549.] [1550. 1551. 1552. ... 1557. 1558. 1559.] [1560. 1561. 1562. ... 1567. 1568. 1569.] ... [1580. 1581. 1582. ... 1587. 1588. 1589.] [1590. 1591. 1592. ... 1597. 1598. 1599.] [1600. 1601. 1602. ... 1607. 1608. 1609.]]
[[1610. 1611. 1612. ... 1617. 1618. 1619.] [1620. 1621. 1622. ... 1627. 1628. 1629.] [1630. 1631. 1632. ... 1637. 1638. 1639.] ... [1650. 1651. 1652. ... 1657. 1658. 1659.] [1660. 1661. 1662. ... 1667. 1668. 1669.] [1670. 1671. 1672. ... 1677. 1678. 1679.]]]
[[[1680. 1681. 1682. ... 1687. 1688. 1689.] [1690. 1691. 1692. ... 1697. 1698. 1699.] [1700. 1701. 1702. ... 1707. 1708. 1709.] ... [1720. 1721. 1722. ... 1727. 1728. 1729.] [1730. 1731. 1732. ... 1737. 1738. 1739.] [1740. 1741. 1742. ... 1747. 1748. 1749.]]
[[1750. 1751. 1752. ... 1757. 1758. 1759.] [1760. 1761. 1762. ... 1767. 1768. 1769.] [1770. 1771. 1772. ... 1777. 1778. 1779.] ... [1790. 1791. 1792. ... 1797. 1798. 1799.] [1800. 1801. 1802. ... 1807. 1808. 1809.] [1810. 1811. 1812. ... 1817. 1818. 1819.]]
[[1820. 1821. 1822. ... 1827. 1828. 1829.] [1830. 1831. 1832. ... 1837. 1838. 1839.] [1840. 1841. 1842. ... 1847. 1848. 1849.] ... [1860. 1861. 1862. ... 1867. 1868. 1869.] [1870. 1871. 1872. ... 1877. 1878. 1879.] [1880. 1881. 1882. ... 1887. 1888. 1889.]]
[[1890. 1891. 1892. ... 1897. 1898. 1899.] [1900. 1901. 1902. ... 1907. 1908. 1909.] [1910. 1911. 1912. ... 1917. 1918. 1919.] ... [1930. 1931. 1932. ... 1937. 1938. 1939.] [1940. 1941. 1942. ... 1947. 1948. 1949.] [1950. 1951. 1952. ... 1957. 1958. 1959.]]
[[1960. 1961. 1962. ... 1967. 1968. 1969.] [1970. 1971. 1972. ... 1977. 1978. 1979.] [1980. 1981. 1982. ... 1987. 1988. 1989.] ... [2000. 2001. 2002. ... 2007. 2008. 2009.] [2010. 2011. 2012. ... 2017. 2018. 2019.] [2020. 2021. 2022. ... 2027. 2028. 2029.]]
[[2030. 2031. 2032. ... 2037. 2038. 2039.] [2040. 2041. 2042. ... 2047. 2048. 2049.] [2050. 2051. 2052. ... 2057. 2058. 2059.] ... [2070. 2071. 2072. ... 2077. 2078. 2079.] [2080. 2081. 2082. ... 2087. 2088. 2089.] [2090. 2091. 2092. ... 2097. 2098. 2099.]]]
[[[2100. 2101. 2102. ... 2107. 2108. 2109.] [2110. 2111. 2112. ... 2117. 2118. 2119.] [2120. 2121. 2122. ... 2127. 2128. 2129.] ... [2140. 2141. 2142. ... 2147. 2148. 2149.] [2150. 2151. 2152. ... 2157. 2158. 2159.] [2160. 2161. 2162. ... 2167. 2168. 2169.]]
[[2170. 2171. 2172. ... 2177. 2178. 2179.] [2180. 2181. 2182. ... 2187. 2188. 2189.] [2190. 2191. 2192. ... 2197. 2198. 2199.] ... [2210. 2211. 2212. ... 2217. 2218. 2219.] [2220. 2221. 2222. ... 2227. 2228. 2229.] [2230. 2231. 2232. ... 2237. 2238. 2239.]]
[[2240. 2241. 2242. ... 2247. 2248. 2249.] [2250. 2251. 2252. ... 2257. 2258. 2259.] [2260. 2261. 2262. ... 2267. 2268. 2269.] ... [2280. 2281. 2282. ... 2287. 2288. 2289.] [2290. 2291. 2292. ... 2297. 2298. 2299.] [2300. 2301. 2302. ... 2307. 2308. 2309.]]
[[2310. 2311. 2312. ... 2317. 2318. 2319.] [2320. 2321. 2322. ... 2327. 2328. 2329.] [2330. 2331. 2332. ... 2337. 2338. 2339.] ... [2350. 2351. 2352. ... 2357. 2358. 2359.] [2360. 2361. 2362. ... 2367. 2368. 2369.] [2370. 2371. 2372. ... 2377. 2378. 2379.]]
[[2380. 2381. 2382. ... 2387. 2388. 2389.] [2390. 2391. 2392. ... 2397. 2398. 2399.] [2400. 2401. 2402. ... 2407. 2408. 2409.] ... [2420. 2421. 2422. ... 2427. 2428. 2429.] [2430. 2431. 2432. ... 2437. 2438. 2439.] [2440. 2441. 2442. ... 2447. 2448. 2449.]]
[[2450. 2451. 2452. ... 2457. 2458. 2459.] [2460. 2461. 2462. ... 2467. 2468. 2469.] [2470. 2471. 2472. ... 2477. 2478. 2479.] ... [2490. 2491. 2492. ... 2497. 2498. 2499.] [2500. 2501. 2502. ... 2507. 2508. 2509.] [2510. 2511. 2512. ... 2517. 2518. 2519.]]]]multiple_tensor_average (3, 6, 7, 10)[[[[ 630. 631. 632. ... 637. 638. 639.] [ 640. 641. 642. ... 647. 648. 649.] [ 650. 651. 652. ... 657. 658. 659.] ... [ 670. 671. 672. ... 677. 678. 679.] [ 680. 681. 682. ... 687. 688. 689.] [ 690. 691. 692. ... 697. 698. 699.]]
[[ 700. 701. 702. ... 707. 708. 709.] [ 710. 711. 712. ... 717. 718. 719.] [ 720. 721. 722. ... 727. 728. 729.] ... [ 740. 741. 742. ... 747. 748. 749.] [ 750. 751. 752. ... 757. 758. 759.] [ 760. 761. 762. ... 767. 768. 769.]]
[[ 770. 771. 772. ... 777. 778. 779.] [ 780. 781. 782. ... 787. 788. 789.] [ 790. 791. 792. ... 797. 798. 799.] ... [ 810. 811. 812. ... 817. 818. 819.] [ 820. 821. 822. ... 827. 828. 829.] [ 830. 831. 832. ... 837. 838. 839.]]
[[ 840. 841. 842. ... 847. 848. 849.] [ 850. 851. 852. ... 857. 858. 859.] [ 860. 861. 862. ... 867. 868. 869.] ... [ 880. 881. 882. ... 887. 888. 889.] [ 890. 891. 892. ... 897. 898. 899.] [ 900. 901. 902. ... 907. 908. 909.]]
[[ 910. 911. 912. ... 917. 918. 919.] [ 920. 921. 922. ... 927. 928. 929.] [ 930. 931. 932. ... 937. 938. 939.] ... [ 950. 951. 952. ... 957. 958. 959.] [ 960. 961. 962. ... 967. 968. 969.] [ 970. 971. 972. ... 977. 978. 979.]]
[[ 980. 981. 982. ... 987. 988. 989.] [ 990. 991. 992. ... 997. 998. 999.] [1000. 1001. 1002. ... 1007. 1008. 1009.] ... [1020. 1021. 1022. ... 1027. 1028. 1029.] [1030. 1031. 1032. ... 1037. 1038. 1039.] [1040. 1041. 1042. ... 1047. 1048. 1049.]]]
[[[1050. 1051. 1052. ... 1057. 1058. 1059.] [1060. 1061. 1062. ... 1067. 1068. 1069.] [1070. 1071. 1072. ... 1077. 1078. 1079.] ... [1090. 1091. 1092. ... 1097. 1098. 1099.] [1100. 1101. 1102. ... 1107. 1108. 1109.] [1110. 1111. 1112. ... 1117. 1118. 1119.]]
[[1120. 1121. 1122. ... 1127. 1128. 1129.] [1130. 1131. 1132. ... 1137. 1138. 1139.] [1140. 1141. 1142. ... 1147. 1148. 1149.] ... [1160. 1161. 1162. ... 1167. 1168. 1169.] [1170. 1171. 1172. ... 1177. 1178. 1179.] [1180. 1181. 1182. ... 1187. 1188. 1189.]]
[[1190. 1191. 1192. ... 1197. 1198. 1199.] [1200. 1201. 1202. ... 1207. 1208. 1209.] [1210. 1211. 1212. ... 1217. 1218. 1219.] ... [1230. 1231. 1232. ... 1237. 1238. 1239.] [1240. 1241. 1242. ... 1247. 1248. 1249.] [1250. 1251. 1252. ... 1257. 1258. 1259.]]
[[1260. 1261. 1262. ... 1267. 1268. 1269.] [1270. 1271. 1272. ... 1277. 1278. 1279.] [1280. 1281. 1282. ... 1287. 1288. 1289.] ... [1300. 1301. 1302. ... 1307. 1308. 1309.] [1310. 1311. 1312. ... 1317. 1318. 1319.] [1320. 1321. 1322. ... 1327. 1328. 1329.]]
[[1330. 1331. 1332. ... 1337. 1338. 1339.] [1340. 1341. 1342. ... 1347. 1348. 1349.] [1350. 1351. 1352. ... 1357. 1358. 1359.] ... [1370. 1371. 1372. ... 1377. 1378. 1379.] [1380. 1381. 1382. ... 1387. 1388. 1389.] [1390. 1391. 1392. ... 1397. 1398. 1399.]]
[[1400. 1401. 1402. ... 1407. 1408. 1409.] [1410. 1411. 1412. ... 1417. 1418. 1419.] [1420. 1421. 1422. ... 1427. 1428. 1429.] ... [1440. 1441. 1442. ... 1447. 1448. 1449.] [1450. 1451. 1452. ... 1457. 1458. 1459.] [1460. 1461. 1462. ... 1467. 1468. 1469.]]]
[[[1470. 1471. 1472. ... 1477. 1478. 1479.] [1480. 1481. 1482. ... 1487. 1488. 1489.] [1490. 1491. 1492. ... 1497. 1498. 1499.] ... [1510. 1511. 1512. ... 1517. 1518. 1519.] [1520. 1521. 1522. ... 1527. 1528. 1529.] [1530. 1531. 1532. ... 1537. 1538. 1539.]]
[[1540. 1541. 1542. ... 1547. 1548. 1549.] [1550. 1551. 1552. ... 1557. 1558. 1559.] [1560. 1561. 1562. ... 1567. 1568. 1569.] ... [1580. 1581. 1582. ... 1587. 1588. 1589.] [1590. 1591. 1592. ... 1597. 1598. 1599.] [1600. 1601. 1602. ... 1607. 1608. 1609.]]
[[1610. 1611. 1612. ... 1617. 1618. 1619.] [1620. 1621. 1622. ... 1627. 1628. 1629.] [1630. 1631. 1632. ... 1637. 1638. 1639.] ... [1650. 1651. 1652. ... 1657. 1658. 1659.] [1660. 1661. 1662. ... 1667. 1668. 1669.] [1670. 1671. 1672. ... 1677. 1678. 1679.]]
[[1680. 1681. 1682. ... 1687. 1688. 1689.] [1690. 1691. 1692. ... 1697. 1698. 1699.] [1700. 1701. 1702. ... 1707. 1708. 1709.] ... [1720. 1721. 1722. ... 1727. 1728. 1729.] [1730. 1731. 1732. ... 1737. 1738. 1739.] [1740. 1741. 1742. ... 1747. 1748. 1749.]]
[[1750. 1751. 1752. ... 1757. 1758. 1759.] [1760. 1761. 1762. ... 1767. 1768. 1769.] [1770. 1771. 1772. ... 1777. 1778. 1779.] ... [1790. 1791. 1792. ... 1797. 1798. 1799.] [1800. 1801. 1802. ... 1807. 1808. 1809.] [1810. 1811. 1812. ... 1817. 1818. 1819.]]
[[1820. 1821. 1822. ... 1827. 1828. 1829.] [1830. 1831. 1832. ... 1837. 1838. 1839.] [1840. 1841. 1842. ... 1847. 1848. 1849.] ... [1860. 1861. 1862. ... 1867. 1868. 1869.] [1870. 1871. 1872. ... 1877. 1878. 1879.] [1880. 1881. 1882. ... 1887. 1888. 1889.]]]]