|
| 1 | +""" |
| 2 | +Copyright 2018 The Johns Hopkins University Applied Physics Laboratory. |
| 3 | +
|
| 4 | +Licensed under the Apache License, Version 2.0 (the "License"); |
| 5 | +you may not use this file except in compliance with the License. |
| 6 | +You may obtain a copy of the License at |
| 7 | +
|
| 8 | + http://www.apache.org/licenses/LICENSE-2.0 |
| 9 | +
|
| 10 | +Unless required by applicable law or agreed to in writing, software |
| 11 | +distributed under the License is distributed on an "AS IS" BASIS, |
| 12 | +WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| 13 | +See the License for the specific language governing permissions and |
| 14 | +limitations under the License. |
| 15 | +""" |
| 16 | +from typing import Tuple, List |
| 17 | +from abc import ABC, abstractmethod |
| 18 | + |
| 19 | +import os |
| 20 | +import numpy as np |
| 21 | + |
| 22 | +from .StorageManager import StorageManager |
| 23 | +from .utils import file_compute, blockfile_indices |
| 24 | + |
| 25 | + |
| 26 | +class ChunkedFileInterface(ABC): |
| 27 | + """ |
| 28 | + A filesystem manager that handles transit from numpy in-memory to a |
| 29 | + static format on disk. |
| 30 | + """ |
| 31 | + |
| 32 | + format_name = "None" |
| 33 | + |
| 34 | + @abstractmethod |
| 35 | + def store( |
| 36 | + self, |
| 37 | + data: np.array, |
| 38 | + col: str, |
| 39 | + exp: str, |
| 40 | + chan: str, |
| 41 | + res: int, |
| 42 | + b: Tuple[int, int, int], |
| 43 | + ): |
| 44 | + ... |
| 45 | + |
| 46 | + @abstractmethod |
| 47 | + def retrieve( |
| 48 | + self, col: str, exp: str, chan: str, res: int, b: Tuple[int, int, int] |
| 49 | + ): |
| 50 | + ... |
| 51 | + |
| 52 | + |
| 53 | +class NpyChunkedFileInterface(ChunkedFileInterface): |
| 54 | + def __init__(self, storage_path: str, block_size): |
| 55 | + self.storage_path = storage_path |
| 56 | + self.block_size = block_size |
| 57 | + self.format_name = "NPY" |
| 58 | + |
| 59 | + def __repr__(self): |
| 60 | + return f"<NpyChunkedFileInterface>" |
| 61 | + |
| 62 | + def store( |
| 63 | + self, |
| 64 | + data: np.array, |
| 65 | + col: str, |
| 66 | + exp: str, |
| 67 | + chan: str, |
| 68 | + res: int, |
| 69 | + b: Tuple[int, int, int], |
| 70 | + ): |
| 71 | + """ |
| 72 | + Store a single block file. |
| 73 | +
|
| 74 | + Arguments: |
| 75 | + data (np.array) |
| 76 | + bossURI |
| 77 | +
|
| 78 | + """ |
| 79 | + os.makedirs( |
| 80 | + "{}/{}/{}/{}/".format(self.storage_path, col, exp, chan), exist_ok=True |
| 81 | + ) |
| 82 | + fname = "{}/{}/{}/{}/{}-{}-{}-{}.npy".format( |
| 83 | + self.storage_path, |
| 84 | + col, |
| 85 | + exp, |
| 86 | + chan, |
| 87 | + res, |
| 88 | + (b[0], b[0] + self.block_size[0]), |
| 89 | + (b[1], b[1] + self.block_size[1]), |
| 90 | + (b[2], b[2] + self.block_size[2]), |
| 91 | + ) |
| 92 | + return np.save(fname, data) |
| 93 | + |
| 94 | + def retrieve( |
| 95 | + self, col: str, exp: str, chan: str, res: int, b: Tuple[int, int, int] |
| 96 | + ): |
| 97 | + """ |
| 98 | + Pull a single block from disk. |
| 99 | +
|
| 100 | + Arguments: |
| 101 | + bossURI |
| 102 | +
|
| 103 | + """ |
| 104 | + if not ( |
| 105 | + os.path.isdir("{}/{}".format(self.storage_path, col)) |
| 106 | + and os.path.isdir("{}/{}/{}".format(self.storage_path, col, exp)) |
| 107 | + and os.path.isdir("{}/{}/{}/{}".format(self.storage_path, col, exp, chan)) |
| 108 | + ): |
| 109 | + raise IOError("{}/{}/{} not found.".format(col, exp, chan)) |
| 110 | + fname = "{}/{}/{}/{}/{}-{}-{}-{}.npy".format( |
| 111 | + self.storage_path, |
| 112 | + col, |
| 113 | + exp, |
| 114 | + chan, |
| 115 | + res, |
| 116 | + (b[0], b[0] + self.block_size[0]), |
| 117 | + (b[1], b[1] + self.block_size[1]), |
| 118 | + (b[2], b[2] + self.block_size[2]), |
| 119 | + ) |
| 120 | + return np.load(fname) |
| 121 | + |
| 122 | + |
| 123 | +class ChunkedFilesystemStorageManager(StorageManager): |
| 124 | + """ |
| 125 | + File System management for volumetric data. |
| 126 | +
|
| 127 | + Contains logic for reading and writing to local filesystem. |
| 128 | + """ |
| 129 | + |
| 130 | + def __init__( |
| 131 | + self, storage_path: str, block_size: Tuple[int, int, int], **kwargs |
| 132 | + ) -> None: |
| 133 | + """ |
| 134 | + Create a new ChunkedFileSystemStorageManager. |
| 135 | +
|
| 136 | + Arguments: |
| 137 | + storage_path: Where to store the data tree |
| 138 | + block_size: How much data should go in each file |
| 139 | + preferred_format (str: npy): file format you prefer to use on disk |
| 140 | + """ |
| 141 | + self.name = "ChunkedFilesystemStorageManager" |
| 142 | + if "next_layer" in kwargs: |
| 143 | + self._next = kwargs["next_layer"] |
| 144 | + self.is_terminal = False |
| 145 | + else: |
| 146 | + self.is_terminal = True |
| 147 | + self.storage_path = storage_path |
| 148 | + self.block_size = block_size |
| 149 | + |
| 150 | + self.fs = ( |
| 151 | + {"npy": NpyChunkedFileInterface}.get( |
| 152 | + kwargs.get("preferred_format", "npy") |
| 153 | + ) |
| 154 | + )(self.storage_path, self.block_size) |
| 155 | + |
| 156 | + def hasdata( |
| 157 | + self, |
| 158 | + col: str, |
| 159 | + exp: str, |
| 160 | + chan: str, |
| 161 | + res: int, |
| 162 | + xs: Tuple[int, int], |
| 163 | + ys: Tuple[int, int], |
| 164 | + zs: Tuple[int, int], |
| 165 | + ): |
| 166 | + # TODO: Should know when it has data and return false even if it's |
| 167 | + # in terminal mode |
| 168 | + return self.is_terminal |
| 169 | + |
| 170 | + def setdata( |
| 171 | + self, |
| 172 | + data: np.array, |
| 173 | + col: str, |
| 174 | + exp: str, |
| 175 | + chan: str, |
| 176 | + res: int, |
| 177 | + xs: Tuple[int, int], |
| 178 | + ys: Tuple[int, int], |
| 179 | + zs: Tuple[int, int], |
| 180 | + ): |
| 181 | + """ |
| 182 | + Upload the file. |
| 183 | +
|
| 184 | + Arguments: |
| 185 | + bossURI |
| 186 | + """ |
| 187 | + # Chunk the file into its parts |
| 188 | + files = file_compute( |
| 189 | + xs[0], xs[1], ys[0], ys[1], zs[0], zs[1], block_size=self.block_size |
| 190 | + ) |
| 191 | + indices = blockfile_indices(xs, ys, zs, block_size=self.block_size) |
| 192 | + |
| 193 | + for f, i in zip(files, indices): |
| 194 | + try: |
| 195 | + data_partial = self.fs.retrieve(col, exp, chan, res, f) |
| 196 | + except Exception: |
| 197 | + data_partial = np.zeros(self.block_size, dtype="uint8") |
| 198 | + |
| 199 | + data_partial[ |
| 200 | + i[0][0]: i[0][1], i[1][0]: i[1][1], i[2][0]: i[2][1] |
| 201 | + ] = data[ |
| 202 | + (f[0] + i[0][0]) - xs[0]: (f[0] + i[0][1]) - xs[0], |
| 203 | + (f[1] + i[1][0]) - ys[0]: (f[1] + i[1][1]) - ys[0], |
| 204 | + (f[2] + i[2][0]) - zs[0]: (f[2] + i[2][1]) - zs[0], |
| 205 | + ] |
| 206 | + data_partial = self.fs.store(data_partial, col, exp, chan, res, f) |
| 207 | + |
| 208 | + def getdata( |
| 209 | + self, |
| 210 | + col: str, |
| 211 | + exp: str, |
| 212 | + chan: str, |
| 213 | + res: int, |
| 214 | + xs: Tuple[int, int], |
| 215 | + ys: Tuple[int, int], |
| 216 | + zs: Tuple[int, int], |
| 217 | + ): |
| 218 | + """ |
| 219 | + Get the data from disk. |
| 220 | +
|
| 221 | + Arguments: |
| 222 | + bossURI |
| 223 | +
|
| 224 | + """ |
| 225 | + files = file_compute( |
| 226 | + xs[0], xs[1], ys[0], ys[1], zs[0], zs[1], block_size=self.block_size |
| 227 | + ) |
| 228 | + indices = blockfile_indices(xs, ys, zs, block_size=self.block_size) |
| 229 | + |
| 230 | + payload = np.zeros( |
| 231 | + ((xs[1] - xs[0]), (ys[1] - ys[0]), (zs[1] - zs[0])), dtype="uint8" |
| 232 | + ) |
| 233 | + for f, i in zip(files, indices): |
| 234 | + try: |
| 235 | + data_partial = self.fs.retrieve(col, exp, chan, res, f)[ |
| 236 | + i[0][0]: i[0][1], i[1][0]: i[1][1], i[2][0]: i[2][1] |
| 237 | + ] |
| 238 | + except: |
| 239 | + data_partial = np.zeros(self.block_size, dtype="uint8")[ |
| 240 | + i[0][0]: i[0][1], i[1][0]: i[1][1], i[2][0]: i[2][1] |
| 241 | + ] |
| 242 | + payload[ |
| 243 | + (f[0] + i[0][0]) - xs[0]: (f[0] + i[0][1]) - xs[0], |
| 244 | + (f[1] + i[1][0]) - ys[0]: (f[1] + i[1][1]) - ys[0], |
| 245 | + (f[2] + i[2][0]) - zs[0]: (f[2] + i[2][1]) - zs[0], |
| 246 | + ] = data_partial |
| 247 | + |
| 248 | + return payload |
| 249 | + |
| 250 | + def __str__(self): |
| 251 | + return f"<ChunkedFilesystemStorageManager [{str(self.fs)}]>" |
| 252 | + |
| 253 | + def get_stack_names(self): |
| 254 | + """ |
| 255 | + Get a list of the names of the storage managers that back this one. |
| 256 | +
|
| 257 | + Arguments: |
| 258 | + None |
| 259 | +
|
| 260 | + Returns: |
| 261 | + List[str] |
| 262 | +
|
| 263 | + """ |
| 264 | + if self.is_terminal: |
| 265 | + return [str(self)] |
| 266 | + else: |
| 267 | + return [str(self), *self._next.get_stack_names()] |
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