def __init__(self, name: str, value_type: str, possible_values: List[str] = None, color: List[int]=None):
"""
:param name: str
:param value_type: str (one of TagValueType fields)
:param values: list of possible values (i.e. [str]) or None
:param color: [R, G, B]
"""
if value_type not in SUPPORTED_TAG_VALUE_TYPES:
raise ValueError("value_type = {!r} is unknown, should be one of {}".format(value_type, SUPPORTED_TAG_VALUE_TYPES))
self._name = name
self._value_type = value_type
self._possible_values = possible_values
self._color = random_rgb() if color is None else deepcopy(color)
if self._value_type == TagValueType.ONEOF_STRING:
if self._possible_values is None:
raise ValueError("TagValueType is ONEOF_STRING. List of possible values have to be defined.")
if not all(isinstance(item, str) for item in self._possible_values):
raise ValueError("TagValueType is ONEOF_STRING. All possible values have to be strings")
elif self._possible_values is not None:
raise ValueError("TagValueType is {!r}. possible_values variable have to be None".format(self._value_type))
_validate_color(self._color)
def __init__(self,
name: str,
geometry_type: type,
color: List[int] = None,
geometry_config: dict = None,
sly_id=None,
hotkey: str = None):
"""
Class of objects (person, car, etc) with necessary properties: name, type of geometry (Polygon, Rectangle, ...)
and RGB color. Only one class can be associated with Label.
Args:
name: string name of the class (person, car, apple, etc)
geometry_type: type of the geometry. Geometry defines the shape for all Labels of this ObjClass:
Polygon, Rectangle, Bitmap, Polyline, Point
color: [R, G, B]
geometry_config: additional settings of the geometry that is associated with ObjClass
Returns:
ObjClass instance
"""
self._name = name
self._geometry_type = geometry_type
self._color = random_rgb() if color is None else deepcopy(color)
self._geometry_config = deepcopy(take_with_default(
geometry_config, {}))
self._sly_id = sly_id
self._hotkey = take_with_default(hotkey, "")
_validate_color(self._color)
def convert(self):
images_pathes = self._get_images_pathes()
dataset_name = os.path.basename(os.path.normpath(self.dataset_dir))
out_pr = ProjectStructure(self.settings['res_names']['project'])
for image_fp in images_pathes:
image_ext = os.path.splitext(image_fp)[1]
image_name = os.path.splitext(image_fp)[0]
dt = {"image_ext": image_ext}
out_pr.add_item(dataset_name, image_name, dt)
out_pr_fs = ProjectFS(self.out_dir, out_pr)
out_pr_fs.make_dirs()
res_meta = ProjectMeta()
for class_name in self.classes:
# TODO: Fix it line by new meta and object classes
res_meta.classes.add({
'title':
class_name,
'shape':
'bitmap',
'color':
color_utils.rgb2hex(color_utils.random_rgb())
})
res_meta.to_dir(out_pr_fs.project_path)
progress = progress_counter.progress_counter_import(
out_pr.name, out_pr.image_cnt)
for sample_info in out_pr_fs:
self._convert_sample(sample_info, res_meta)
progress.iter_done_report()
def convert(self):
images_pathes = self._get_images_pathes()
masks_map = self._get_masks_mapping()
dataset_name = 'ds'
out_pr = ProjectStructure(self.settings['res_names']['project'])
for image_fp in images_pathes:
base_name = os.path.basename(image_fp)
image_ext = os.path.splitext(image_fp)[1]
image_id = os.path.splitext(base_name)[0]
if base_name.replace(image_ext, '') in masks_map:
dt = {"image_ext": ".png", "image_orig_path": image_fp}
out_pr.add_item(dataset_name, image_id, dt)
out_pr_fs = ProjectFS(self.out_dir, out_pr)
out_pr_fs.make_dirs()
res_meta = ProjectMeta()
# TODO: Fix it line by new meta and object classes
res_meta.classes.add({
'title':
'leaf',
'shape':
'bitmap',
'color':
color_utils.rgb2hex(color_utils.random_rgb())
})
res_meta.to_dir(out_pr_fs.project_path)
progress = progress_counter.progress_counter_import(
out_pr.name, out_pr.image_cnt)
for sample_info in out_pr_fs:
self._convert_sample(sample_info, masks_map, res_meta)
progress.iter_done_report()
def __init__(self,
name: str,
value_type: str,
possible_values: List[str] = None,
color: List[int] = None,
sly_id=None,
hotkey: str = None,
applicable_to: str = None,
applicable_classes: List[str] = None):
"""
:param name: str
:param value_type: str (one of TagValueType fields)
:param values: list of possible values (i.e. [str]) or None
:param color: [R, G, B]
"""
if value_type not in SUPPORTED_TAG_VALUE_TYPES:
raise ValueError(
"value_type = {!r} is unknown, should be one of {}".format(
value_type, SUPPORTED_TAG_VALUE_TYPES))
self._name = name
self._value_type = value_type
self._possible_values = possible_values
self._color = random_rgb() if color is None else deepcopy(color)
self._sly_id = sly_id
self._hotkey = take_with_default(hotkey, "")
self._applicable_to = take_with_default(applicable_to,
TagApplicableTo.ALL)
self._applicable_classes = take_with_default(applicable_classes, [])
if self._applicable_to not in SUPPORTED_APPLICABLE_TO:
raise ValueError(
"applicable_to = {!r} is unknown, should be one of {}".format(
self._applicable_to, SUPPORTED_APPLICABLE_TO))
if self._value_type == TagValueType.ONEOF_STRING:
if self._possible_values is None:
raise ValueError(
"TagValueType is ONEOF_STRING. List of possible values have to be defined."
)
if not all(
isinstance(item, str) for item in self._possible_values):
raise ValueError(
"TagValueType is ONEOF_STRING. All possible values have to be strings"
)
elif self._possible_values is not None:
raise ValueError(
"TagValueType is {!r}. possible_values variable have to be None"
.format(self._value_type))
_validate_color(self._color)
def __init__(self, name: str, geometry_type: type, color: List[int]=None):
"""
Class of objects (person, car, etc) with necessary properties: name, type of geometry (Polygon, Rectangle, ...)
and RGB color. Only one class can be associated with Label.
Args:
name: string name of the class (person, car, apple, etc)
geometry_type: type of the geometry. Geometry defines the shape for all Labels of this ObjClass:
Polygon, Rectangle, Bitmap, Polyline, Point
color: [R, G, B]
Returns:
ObjClass instance
"""
self._name = name
self._geometry_type = geometry_type
self._color = random_rgb() if color is None else deepcopy(color)
_validate_color(self._color)