import io import sys import traceback import elements import numpy as np class Chunk: __slots__ = ('time', 'uuid', 'succ', 'length', 'size', 'data', 'saved') def __init__(self, size=1024): self.time = elements.timestamp(millis=True) self.uuid = elements.UUID() self.succ = elements.UUID(0) # self.uuid = int(np.random.randint(1, 2 * 63)) # self.succ = 0 self.length = 0 self.size = size self.data = None self.saved = False def __repr__(self): return f'Chunk({self.filename})' def __lt__(self, other): return self.time < other.time @property def filename(self): succ = self.succ.uuid if isinstance(self.succ, type(self)) else self.succ return f'{self.time}-{str(self.uuid)}-{str(succ)}-{self.length}.npz' @property def nbytes(self): if not self.data: return 0 return sum(x.nbytes for x in self.data.values()) def append(self, step): assert self.length < self.size if not self.data: example = step self.data = { k: np.empty((self.size, *v.shape), v.dtype) for k, v in example.items()} for key, value in step.items(): self.data[key][self.length] = value self.length += 1 # if self.length == self.size: # [x.setflags(write=False) for x in self.data.values()] def update(self, index, length, mapping): assert 0 <= index <= self.length, (index, self.length) assert 0 <= index + length <= self.length, (index, length, self.length) for key, value in mapping.items(): self.data[key][index: index + length] = value def slice(self, index, length): assert 0 <= index and index + length <= self.length return {k: v[index: index + length] for k, v in self.data.items()} @elements.timer.section('chunk_save') def save(self, directory, log=False): assert not self.saved self.saved = True filename = elements.Path(directory) / self.filename data = {k: v[:self.length] for k, v in self.data.items()} with io.BytesIO() as stream: np.savez_compressed(stream, **data) stream.seek(0) filename.write(stream.read(), mode='wb') log and print(f'Saved chunk: {filename.name}') @classmethod def load(cls, filename, error='raise'): assert error in ('raise', 'none') time, uuid, succ, length = filename.stem.split('-') length = int(length) try: with elements.Path(filename).open('rb') as f: data = np.load(f) data = {k: data[k] for k in data.keys()} except Exception: tb = ''.join(traceback.format_exception(sys.exception())) print(f'Error loading chunk {filename}:\n{tb}') if error == 'raise': raise else: return None chunk = cls(length) chunk.time = time chunk.uuid = elements.UUID(uuid) chunk.succ = elements.UUID(succ) chunk.length = length chunk.data = data chunk.saved = True return chunk