Source code for rastervision.core.analyzer.stats_analyzer

from typing import Iterable, Optional

from rastervision.core.analyzer import Analyzer
from rastervision.core.raster_stats import RasterStats
from rastervision.core.data import Scene


[docs]class StatsAnalyzer(Analyzer):
    """Compute imagery statistics of scenes."""

[docs]    def __init__(self,
                 stats_uri: Optional[str] = None,
                 sample_prob: float = 0.1):
        self.stats_uri = stats_uri
        self.sample_prob = sample_prob

[docs]    def compute_stats(self, scenes: Iterable[Scene]) -> RasterStats:
        stats = RasterStats()
        stats.compute(
            [s.raster_source for s in scenes], sample_prob=self.sample_prob)
        return stats

[docs]    def process(self, scenes: Iterable[Scene], tmp_dir: str) -> None:
        stats = self.compute_stats(scenes)
        if self.stats_uri is not None:
            stats.save(self.stats_uri)
        else:
            raise ValueError('Cannot save stats because stats_uri is not set.')