__all__ = ['op', 'kernel'] import sys import cv2 as cv # NB: Register function in specific module def register(mname): def parameterized(func): sys.modules[mname].__dict__[func.__name__] = func return func return parameterized @register('cv2.gapi') def networks(*args): return cv.gapi_GNetPackage(list(map(cv.detail.strip, args))) @register('cv2.gapi') def compile_args(*args): return list(map(cv.GCompileArg, args)) @register('cv2') def GIn(*args): return [*args] @register('cv2') def GOut(*args): return [*args] @register('cv2') def gin(*args): return [*args] @register('cv2.gapi') def descr_of(*args): return [*args] @register('cv2') class GOpaque(): # NB: Inheritance from c++ class cause segfault. # So just aggregate cv.GOpaqueT instead of inheritance def __new__(cls, argtype): return cv.GOpaqueT(argtype) class Bool(): def __new__(self): return cv.GOpaqueT(cv.gapi.CV_BOOL) class Int(): def __new__(self): return cv.GOpaqueT(cv.gapi.CV_INT) class Double(): def __new__(self): return cv.GOpaqueT(cv.gapi.CV_DOUBLE) class Float(): def __new__(self): return cv.GOpaqueT(cv.gapi.CV_FLOAT) class String(): def __new__(self): return cv.GOpaqueT(cv.gapi.CV_STRING) class Point(): def __new__(self): return cv.GOpaqueT(cv.gapi.CV_POINT) class Point2f(): def __new__(self): return cv.GOpaqueT(cv.gapi.CV_POINT2F) class Size(): def __new__(self): return cv.GOpaqueT(cv.gapi.CV_SIZE) class Rect(): def __new__(self): return cv.GOpaqueT(cv.gapi.CV_RECT) class Prim(): def __new__(self): return cv.GOpaqueT(cv.gapi.CV_DRAW_PRIM) class Any(): def __new__(self): return cv.GOpaqueT(cv.gapi.CV_ANY) @register('cv2') class GArray(): # NB: Inheritance from c++ class cause segfault. # So just aggregate cv.GArrayT instead of inheritance def __new__(cls, argtype): return cv.GArrayT(argtype) class Bool(): def __new__(self): return cv.GArrayT(cv.gapi.CV_BOOL) class Int(): def __new__(self): return cv.GArrayT(cv.gapi.CV_INT) class Double(): def __new__(self): return cv.GArrayT(cv.gapi.CV_DOUBLE) class Float(): def __new__(self): return cv.GArrayT(cv.gapi.CV_FLOAT) class String(): def __new__(self): return cv.GArrayT(cv.gapi.CV_STRING) class Point(): def __new__(self): return cv.GArrayT(cv.gapi.CV_POINT) class Point2f(): def __new__(self): return cv.GArrayT(cv.gapi.CV_POINT2F) class Size(): def __new__(self): return cv.GArrayT(cv.gapi.CV_SIZE) class Rect(): def __new__(self): return cv.GArrayT(cv.gapi.CV_RECT) class Scalar(): def __new__(self): return cv.GArrayT(cv.gapi.CV_SCALAR) class Mat(): def __new__(self): return cv.GArrayT(cv.gapi.CV_MAT) class GMat(): def __new__(self): return cv.GArrayT(cv.gapi.CV_GMAT) class Prim(): def __new__(self): return cv.GArray(cv.gapi.CV_DRAW_PRIM) class Any(): def __new__(self): return cv.GArray(cv.gapi.CV_ANY) # NB: Top lvl decorator takes arguments def op(op_id, in_types, out_types): garray_types= { cv.GArray.Bool: cv.gapi.CV_BOOL, cv.GArray.Int: cv.gapi.CV_INT, cv.GArray.Double: cv.gapi.CV_DOUBLE, cv.GArray.Float: cv.gapi.CV_FLOAT, cv.GArray.String: cv.gapi.CV_STRING, cv.GArray.Point: cv.gapi.CV_POINT, cv.GArray.Point2f: cv.gapi.CV_POINT2F, cv.GArray.Size: cv.gapi.CV_SIZE, cv.GArray.Rect: cv.gapi.CV_RECT, cv.GArray.Scalar: cv.gapi.CV_SCALAR, cv.GArray.Mat: cv.gapi.CV_MAT, cv.GArray.GMat: cv.gapi.CV_GMAT, cv.GArray.Prim: cv.gapi.CV_DRAW_PRIM, cv.GArray.Any: cv.gapi.CV_ANY } gopaque_types= { cv.GOpaque.Size: cv.gapi.CV_SIZE, cv.GOpaque.Rect: cv.gapi.CV_RECT, cv.GOpaque.Bool: cv.gapi.CV_BOOL, cv.GOpaque.Int: cv.gapi.CV_INT, cv.GOpaque.Double: cv.gapi.CV_DOUBLE, cv.GOpaque.Float: cv.gapi.CV_FLOAT, cv.GOpaque.String: cv.gapi.CV_STRING, cv.GOpaque.Point: cv.gapi.CV_POINT, cv.GOpaque.Point2f: cv.gapi.CV_POINT2F, cv.GOpaque.Size: cv.gapi.CV_SIZE, cv.GOpaque.Rect: cv.gapi.CV_RECT, cv.GOpaque.Prim: cv.gapi.CV_DRAW_PRIM, cv.GOpaque.Any: cv.gapi.CV_ANY } type2str = { cv.gapi.CV_BOOL: 'cv.gapi.CV_BOOL' , cv.gapi.CV_INT: 'cv.gapi.CV_INT' , cv.gapi.CV_DOUBLE: 'cv.gapi.CV_DOUBLE' , cv.gapi.CV_FLOAT: 'cv.gapi.CV_FLOAT' , cv.gapi.CV_STRING: 'cv.gapi.CV_STRING' , cv.gapi.CV_POINT: 'cv.gapi.CV_POINT' , cv.gapi.CV_POINT2F: 'cv.gapi.CV_POINT2F' , cv.gapi.CV_SIZE: 'cv.gapi.CV_SIZE', cv.gapi.CV_RECT: 'cv.gapi.CV_RECT', cv.gapi.CV_SCALAR: 'cv.gapi.CV_SCALAR', cv.gapi.CV_MAT: 'cv.gapi.CV_MAT', cv.gapi.CV_GMAT: 'cv.gapi.CV_GMAT', cv.gapi.CV_DRAW_PRIM: 'cv.gapi.CV_DRAW_PRIM' } # NB: Second lvl decorator takes class to decorate def op_with_params(cls): if not in_types: raise Exception('{} operation should have at least one input!'.format(cls.__name__)) if not out_types: raise Exception('{} operation should have at least one output!'.format(cls.__name__)) for i, t in enumerate(out_types): if t not in [cv.GMat, cv.GScalar, *garray_types, *gopaque_types]: raise Exception('{} unsupported output type: {} in position: {}' .format(cls.__name__, t.__name__, i)) def on(*args): if len(in_types) != len(args): raise Exception('Invalid number of input elements!\nExpected: {}, Actual: {}' .format(len(in_types), len(args))) for i, (t, a) in enumerate(zip(in_types, args)): if t in garray_types: if not isinstance(a, cv.GArrayT): raise Exception("{} invalid type for argument {}.\nExpected: {}, Actual: {}" .format(cls.__name__, i, cv.GArrayT.__name__, type(a).__name__)) elif a.type() != garray_types[t]: raise Exception("{} invalid GArrayT type for argument {}.\nExpected: {}, Actual: {}" .format(cls.__name__, i, type2str[garray_types[t]], type2str[a.type()])) elif t in gopaque_types: if not isinstance(a, cv.GOpaqueT): raise Exception("{} invalid type for argument {}.\nExpected: {}, Actual: {}" .format(cls.__name__, i, cv.GOpaqueT.__name__, type(a).__name__)) elif a.type() != gopaque_types[t]: raise Exception("{} invalid GOpaque type for argument {}.\nExpected: {}, Actual: {}" .format(cls.__name__, i, type2str[gopaque_types[t]], type2str[a.type()])) else: if t != type(a): raise Exception('{} invalid input type for argument {}.\nExpected: {}, Actual: {}' .format(cls.__name__, i, t.__name__, type(a).__name__)) op = cv.gapi.__op(op_id, cls.outMeta, *args) out_protos = [] for i, out_type in enumerate(out_types): if out_type == cv.GMat: out_protos.append(op.getGMat()) elif out_type == cv.GScalar: out_protos.append(op.getGScalar()) elif out_type in gopaque_types: out_protos.append(op.getGOpaque(gopaque_types[out_type])) elif out_type in garray_types: out_protos.append(op.getGArray(garray_types[out_type])) else: raise Exception("""In {}: G-API operation can't produce the output with type: {} in position: {}""" .format(cls.__name__, out_type.__name__, i)) return tuple(out_protos) if len(out_protos) != 1 else out_protos[0] # NB: Extend operation class cls.id = op_id cls.on = staticmethod(on) return cls return op_with_params def kernel(op_cls): # NB: Second lvl decorator takes class to decorate def kernel_with_params(cls): # NB: Add new members to kernel class cls.id = op_cls.id cls.outMeta = op_cls.outMeta return cls return kernel_with_params cv.gapi.wip.GStreamerPipeline = cv.gapi_wip_gst_GStreamerPipeline