Sum of Multiple Tensors

This is an example of computing the sum 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 sum of tensors T1 and T2        self.register_output('multiple_tensor_sum', csdl.sum(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_sum', sim['multiple_tensor_sum'].shape)print(sim['multiple_tensor_sum'])

[[[[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_sum (3, 6, 7, 10)[[[[1260. 1262. 1264. ... 1274. 1276. 1278.]   [1280. 1282. 1284. ... 1294. 1296. 1298.]   [1300. 1302. 1304. ... 1314. 1316. 1318.]   ...   [1340. 1342. 1344. ... 1354. 1356. 1358.]   [1360. 1362. 1364. ... 1374. 1376. 1378.]   [1380. 1382. 1384. ... 1394. 1396. 1398.]]
  [[1400. 1402. 1404. ... 1414. 1416. 1418.]   [1420. 1422. 1424. ... 1434. 1436. 1438.]   [1440. 1442. 1444. ... 1454. 1456. 1458.]   ...   [1480. 1482. 1484. ... 1494. 1496. 1498.]   [1500. 1502. 1504. ... 1514. 1516. 1518.]   [1520. 1522. 1524. ... 1534. 1536. 1538.]]
  [[1540. 1542. 1544. ... 1554. 1556. 1558.]   [1560. 1562. 1564. ... 1574. 1576. 1578.]   [1580. 1582. 1584. ... 1594. 1596. 1598.]   ...   [1620. 1622. 1624. ... 1634. 1636. 1638.]   [1640. 1642. 1644. ... 1654. 1656. 1658.]   [1660. 1662. 1664. ... 1674. 1676. 1678.]]
  [[1680. 1682. 1684. ... 1694. 1696. 1698.]   [1700. 1702. 1704. ... 1714. 1716. 1718.]   [1720. 1722. 1724. ... 1734. 1736. 1738.]   ...   [1760. 1762. 1764. ... 1774. 1776. 1778.]   [1780. 1782. 1784. ... 1794. 1796. 1798.]   [1800. 1802. 1804. ... 1814. 1816. 1818.]]
  [[1820. 1822. 1824. ... 1834. 1836. 1838.]   [1840. 1842. 1844. ... 1854. 1856. 1858.]   [1860. 1862. 1864. ... 1874. 1876. 1878.]   ...   [1900. 1902. 1904. ... 1914. 1916. 1918.]   [1920. 1922. 1924. ... 1934. 1936. 1938.]   [1940. 1942. 1944. ... 1954. 1956. 1958.]]
  [[1960. 1962. 1964. ... 1974. 1976. 1978.]   [1980. 1982. 1984. ... 1994. 1996. 1998.]   [2000. 2002. 2004. ... 2014. 2016. 2018.]   ...   [2040. 2042. 2044. ... 2054. 2056. 2058.]   [2060. 2062. 2064. ... 2074. 2076. 2078.]   [2080. 2082. 2084. ... 2094. 2096. 2098.]]]

 [[[2100. 2102. 2104. ... 2114. 2116. 2118.]   [2120. 2122. 2124. ... 2134. 2136. 2138.]   [2140. 2142. 2144. ... 2154. 2156. 2158.]   ...   [2180. 2182. 2184. ... 2194. 2196. 2198.]   [2200. 2202. 2204. ... 2214. 2216. 2218.]   [2220. 2222. 2224. ... 2234. 2236. 2238.]]
  [[2240. 2242. 2244. ... 2254. 2256. 2258.]   [2260. 2262. 2264. ... 2274. 2276. 2278.]   [2280. 2282. 2284. ... 2294. 2296. 2298.]   ...   [2320. 2322. 2324. ... 2334. 2336. 2338.]   [2340. 2342. 2344. ... 2354. 2356. 2358.]   [2360. 2362. 2364. ... 2374. 2376. 2378.]]
  [[2380. 2382. 2384. ... 2394. 2396. 2398.]   [2400. 2402. 2404. ... 2414. 2416. 2418.]   [2420. 2422. 2424. ... 2434. 2436. 2438.]   ...   [2460. 2462. 2464. ... 2474. 2476. 2478.]   [2480. 2482. 2484. ... 2494. 2496. 2498.]   [2500. 2502. 2504. ... 2514. 2516. 2518.]]
  [[2520. 2522. 2524. ... 2534. 2536. 2538.]   [2540. 2542. 2544. ... 2554. 2556. 2558.]   [2560. 2562. 2564. ... 2574. 2576. 2578.]   ...   [2600. 2602. 2604. ... 2614. 2616. 2618.]   [2620. 2622. 2624. ... 2634. 2636. 2638.]   [2640. 2642. 2644. ... 2654. 2656. 2658.]]
  [[2660. 2662. 2664. ... 2674. 2676. 2678.]   [2680. 2682. 2684. ... 2694. 2696. 2698.]   [2700. 2702. 2704. ... 2714. 2716. 2718.]   ...   [2740. 2742. 2744. ... 2754. 2756. 2758.]   [2760. 2762. 2764. ... 2774. 2776. 2778.]   [2780. 2782. 2784. ... 2794. 2796. 2798.]]
  [[2800. 2802. 2804. ... 2814. 2816. 2818.]   [2820. 2822. 2824. ... 2834. 2836. 2838.]   [2840. 2842. 2844. ... 2854. 2856. 2858.]   ...   [2880. 2882. 2884. ... 2894. 2896. 2898.]   [2900. 2902. 2904. ... 2914. 2916. 2918.]   [2920. 2922. 2924. ... 2934. 2936. 2938.]]]

 [[[2940. 2942. 2944. ... 2954. 2956. 2958.]   [2960. 2962. 2964. ... 2974. 2976. 2978.]   [2980. 2982. 2984. ... 2994. 2996. 2998.]   ...   [3020. 3022. 3024. ... 3034. 3036. 3038.]   [3040. 3042. 3044. ... 3054. 3056. 3058.]   [3060. 3062. 3064. ... 3074. 3076. 3078.]]
  [[3080. 3082. 3084. ... 3094. 3096. 3098.]   [3100. 3102. 3104. ... 3114. 3116. 3118.]   [3120. 3122. 3124. ... 3134. 3136. 3138.]   ...   [3160. 3162. 3164. ... 3174. 3176. 3178.]   [3180. 3182. 3184. ... 3194. 3196. 3198.]   [3200. 3202. 3204. ... 3214. 3216. 3218.]]
  [[3220. 3222. 3224. ... 3234. 3236. 3238.]   [3240. 3242. 3244. ... 3254. 3256. 3258.]   [3260. 3262. 3264. ... 3274. 3276. 3278.]   ...   [3300. 3302. 3304. ... 3314. 3316. 3318.]   [3320. 3322. 3324. ... 3334. 3336. 3338.]   [3340. 3342. 3344. ... 3354. 3356. 3358.]]
  [[3360. 3362. 3364. ... 3374. 3376. 3378.]   [3380. 3382. 3384. ... 3394. 3396. 3398.]   [3400. 3402. 3404. ... 3414. 3416. 3418.]   ...   [3440. 3442. 3444. ... 3454. 3456. 3458.]   [3460. 3462. 3464. ... 3474. 3476. 3478.]   [3480. 3482. 3484. ... 3494. 3496. 3498.]]
  [[3500. 3502. 3504. ... 3514. 3516. 3518.]   [3520. 3522. 3524. ... 3534. 3536. 3538.]   [3540. 3542. 3544. ... 3554. 3556. 3558.]   ...   [3580. 3582. 3584. ... 3594. 3596. 3598.]   [3600. 3602. 3604. ... 3614. 3616. 3618.]   [3620. 3622. 3624. ... 3634. 3636. 3638.]]
  [[3640. 3642. 3644. ... 3654. 3656. 3658.]   [3660. 3662. 3664. ... 3674. 3676. 3678.]   [3680. 3682. 3684. ... 3694. 3696. 3698.]   ...   [3720. 3722. 3724. ... 3734. 3736. 3738.]   [3740. 3742. 3744. ... 3754. 3756. 3758.]   [3760. 3762. 3764. ... 3774. 3776. 3778.]]]]