Source code for rastervision.core.data.label_store.chip_classification_geojson_store
from typing import TYPE_CHECKING, Optional
from rastervision.pipeline.file_system import json_to_file
from rastervision.core.data.label import ChipClassificationLabels
from rastervision.core.data.label_store import LabelStore
from rastervision.core.data.label_store.utils import boxes_to_geojson
from rastervision.core.data.label_source import (
ChipClassificationLabelSourceConfig)
from rastervision.core.data.vector_source import (GeoJSONVectorSourceConfig)
if TYPE_CHECKING:
from rastervision.core.box import Box
from rastervision.core.data import ClassConfig, CRSTransformer
[docs]class ChipClassificationGeoJSONStore(LabelStore):
"""Storage for chip classification predictions."""
[docs] def __init__(self,
uri: str,
class_config: 'ClassConfig',
crs_transformer: 'CRSTransformer',
bbox: Optional['Box'] = None):
"""Constructor.
Args:
uri: uri of GeoJSON file containing labels
class_config: ClassConfig
crs_transformer: CRSTransformer to convert from map coords in label
in GeoJSON file to pixel coords.
bbox (Optional[Box], optional): User-specified crop of the extent.
If provided, only labels falling inside it are returned by
:meth:`.ChipClassificationGeoJSONStore.get_labels`.
"""
self.uri = uri
self.class_config = class_config
self._crs_transformer = crs_transformer
self._bbox = bbox
[docs] def save(self, labels: ChipClassificationLabels) -> None:
"""Save labels to URI if writable.
Note that if the grid is inferred from polygons, only the grid will be
written, not the original polygons.
"""
boxes = labels.get_cells()
class_ids = labels.get_class_ids()
scores = list(labels.get_scores())
geojson = boxes_to_geojson(
boxes,
class_ids,
self.crs_transformer,
self.class_config,
scores=scores)
json_to_file(geojson, self.uri)
[docs] def get_labels(self) -> ChipClassificationLabels:
vs = GeoJSONVectorSourceConfig(uris=self.uri)
ls = ChipClassificationLabelSourceConfig(vector_source=vs).build(
class_config=self.class_config,
crs_transformer=self.crs_transformer,
bbox=self.bbox)
return ls.get_labels()
@property
def bbox(self) -> 'Box':
return self._bbox
@property
def crs_transformer(self) -> 'CRSTransformer':
return self._crs_transformer