# time_traveling.py # # LICENSE # # The MIT License # # Copyright (c) 2020 TileDB, Inc. # # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and associated documentation files (the "Software"), to deal # in the Software without restriction, including without limitation the rights # to use, copy, modify, merge, publish, distribute, sublicense, and/or sell # copies of the Software, and to permit persons to whom the Software is # furnished to do so, subject to the following conditions: # # The above copyright notice and this permission notice shall be included in # all copies or substantial portions of the Software. # # THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR # IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, # FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE # AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER # LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, # OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN # THE SOFTWARE. # # DESCRIPTION # # When run, this program will create a simple sparse array, write some data # to it at specified timestamps, and read the entire array data back. # import numpy as np import tiledb # Name of the array to create. array_name = "time_traveling" def create_array(): dom = tiledb.Domain(tiledb.Dim(domain=(0, 0), tile=1, dtype=np.int64)) att = tiledb.Attr(name="num", dtype=np.int64) schema = tiledb.ArraySchema(sparse=True, domain=dom, attrs=(att,)) tiledb.SparseArray.create(array_name, schema) def write_array(): # Open the array and write to it. for timestamp in range(1, 4): with tiledb.open(array_name, timestamp=timestamp, mode="w") as T: T[0] = timestamp def read_array(): # Open the array and read from it. with tiledb.open(array_name, mode="r") as T: print(T[:]["num"]) with tiledb.open(array_name, mode="r", timestamp=(1, 2)) as T: print(T[:]["num"]) with tiledb.open(array_name, mode="r", timestamp=(2, 3)) as T: print(T[:]["num"]) with tiledb.open(array_name, mode="r", timestamp=1) as T: print(T[:]["num"]) with tiledb.open(array_name, mode="r", timestamp=(1, None)) as T: print(T[:]["num"]) if tiledb.object_type(array_name) != "array": create_array() write_array() read_array()