| """ |
| =========== |
| Basic Units |
| =========== |
| |
| """ |
|
|
| import math |
|
|
| from packaging.version import parse as parse_version |
|
|
| import numpy as np |
|
|
| import matplotlib.ticker as ticker |
| import matplotlib.units as units |
|
|
|
|
| class ProxyDelegate: |
| def __init__(self, fn_name, proxy_type): |
| self.proxy_type = proxy_type |
| self.fn_name = fn_name |
|
|
| def __get__(self, obj, objtype=None): |
| return self.proxy_type(self.fn_name, obj) |
|
|
|
|
| class TaggedValueMeta(type): |
| def __init__(self, name, bases, dict): |
| for fn_name in self._proxies: |
| if not hasattr(self, fn_name): |
| setattr(self, fn_name, |
| ProxyDelegate(fn_name, self._proxies[fn_name])) |
|
|
|
|
| class PassThroughProxy: |
| def __init__(self, fn_name, obj): |
| self.fn_name = fn_name |
| self.target = obj.proxy_target |
|
|
| def __call__(self, *args): |
| fn = getattr(self.target, self.fn_name) |
| ret = fn(*args) |
| return ret |
|
|
|
|
| class ConvertArgsProxy(PassThroughProxy): |
| def __init__(self, fn_name, obj): |
| super().__init__(fn_name, obj) |
| self.unit = obj.unit |
|
|
| def __call__(self, *args): |
| converted_args = [] |
| for a in args: |
| try: |
| converted_args.append(a.convert_to(self.unit)) |
| except AttributeError: |
| converted_args.append(TaggedValue(a, self.unit)) |
| converted_args = tuple([c.get_value() for c in converted_args]) |
| return super().__call__(*converted_args) |
|
|
|
|
| class ConvertReturnProxy(PassThroughProxy): |
| def __init__(self, fn_name, obj): |
| super().__init__(fn_name, obj) |
| self.unit = obj.unit |
|
|
| def __call__(self, *args): |
| ret = super().__call__(*args) |
| return (NotImplemented if ret is NotImplemented |
| else TaggedValue(ret, self.unit)) |
|
|
|
|
| class ConvertAllProxy(PassThroughProxy): |
| def __init__(self, fn_name, obj): |
| super().__init__(fn_name, obj) |
| self.unit = obj.unit |
|
|
| def __call__(self, *args): |
| converted_args = [] |
| arg_units = [self.unit] |
| for a in args: |
| if hasattr(a, 'get_unit') and not hasattr(a, 'convert_to'): |
| |
| |
| return NotImplemented |
|
|
| if hasattr(a, 'convert_to'): |
| try: |
| a = a.convert_to(self.unit) |
| except Exception: |
| pass |
| arg_units.append(a.get_unit()) |
| converted_args.append(a.get_value()) |
| else: |
| converted_args.append(a) |
| if hasattr(a, 'get_unit'): |
| arg_units.append(a.get_unit()) |
| else: |
| arg_units.append(None) |
| converted_args = tuple(converted_args) |
| ret = super().__call__(*converted_args) |
| if ret is NotImplemented: |
| return NotImplemented |
| ret_unit = unit_resolver(self.fn_name, arg_units) |
| if ret_unit is NotImplemented: |
| return NotImplemented |
| return TaggedValue(ret, ret_unit) |
|
|
|
|
| class TaggedValue(metaclass=TaggedValueMeta): |
|
|
| _proxies = {'__add__': ConvertAllProxy, |
| '__sub__': ConvertAllProxy, |
| '__mul__': ConvertAllProxy, |
| '__rmul__': ConvertAllProxy, |
| '__cmp__': ConvertAllProxy, |
| '__lt__': ConvertAllProxy, |
| '__gt__': ConvertAllProxy, |
| '__len__': PassThroughProxy} |
|
|
| def __new__(cls, value, unit): |
| |
| value_class = type(value) |
| try: |
| subcls = type(f'TaggedValue_of_{value_class.__name__}', |
| (cls, value_class), {}) |
| return object.__new__(subcls) |
| except TypeError: |
| return object.__new__(cls) |
|
|
| def __init__(self, value, unit): |
| self.value = value |
| self.unit = unit |
| self.proxy_target = self.value |
|
|
| def __copy__(self): |
| return TaggedValue(self.value, self.unit) |
|
|
| def __getattribute__(self, name): |
| if name.startswith('__'): |
| return object.__getattribute__(self, name) |
| variable = object.__getattribute__(self, 'value') |
| if hasattr(variable, name) and name not in self.__class__.__dict__: |
| return getattr(variable, name) |
| return object.__getattribute__(self, name) |
|
|
| def __array__(self, dtype=object): |
| return np.asarray(self.value, dtype) |
|
|
| def __array_wrap__(self, array, context): |
| return TaggedValue(array, self.unit) |
|
|
| def __repr__(self): |
| return f'TaggedValue({self.value!r}, {self.unit!r})' |
|
|
| def __str__(self): |
| return f"{self.value} in {self.unit}" |
|
|
| def __len__(self): |
| return len(self.value) |
|
|
| if parse_version(np.__version__) >= parse_version('1.20'): |
| def __getitem__(self, key): |
| return TaggedValue(self.value[key], self.unit) |
|
|
| def __iter__(self): |
| |
| |
| |
| return (TaggedValue(inner, self.unit) for inner in self.value) |
|
|
| def get_compressed_copy(self, mask): |
| new_value = np.ma.masked_array(self.value, mask=mask).compressed() |
| return TaggedValue(new_value, self.unit) |
|
|
| def convert_to(self, unit): |
| if unit == self.unit or not unit: |
| return self |
| try: |
| new_value = self.unit.convert_value_to(self.value, unit) |
| except AttributeError: |
| new_value = self |
| return TaggedValue(new_value, unit) |
|
|
| def get_value(self): |
| return self.value |
|
|
| def get_unit(self): |
| return self.unit |
|
|
|
|
| class BasicUnit: |
| def __init__(self, name, fullname=None): |
| self.name = name |
| if fullname is None: |
| fullname = name |
| self.fullname = fullname |
| self.conversions = dict() |
|
|
| def __repr__(self): |
| return f'BasicUnit({self.name})' |
|
|
| def __str__(self): |
| return self.fullname |
|
|
| def __call__(self, value): |
| return TaggedValue(value, self) |
|
|
| def __mul__(self, rhs): |
| value = rhs |
| unit = self |
| if hasattr(rhs, 'get_unit'): |
| value = rhs.get_value() |
| unit = rhs.get_unit() |
| unit = unit_resolver('__mul__', (self, unit)) |
| if unit is NotImplemented: |
| return NotImplemented |
| return TaggedValue(value, unit) |
|
|
| def __rmul__(self, lhs): |
| return self*lhs |
|
|
| def __array_wrap__(self, array, context): |
| return TaggedValue(array, self) |
|
|
| def __array__(self, t=None, context=None): |
| ret = np.array(1) |
| if t is not None: |
| return ret.astype(t) |
| else: |
| return ret |
|
|
| def add_conversion_factor(self, unit, factor): |
| def convert(x): |
| return x*factor |
| self.conversions[unit] = convert |
|
|
| def add_conversion_fn(self, unit, fn): |
| self.conversions[unit] = fn |
|
|
| def get_conversion_fn(self, unit): |
| return self.conversions[unit] |
|
|
| def convert_value_to(self, value, unit): |
| conversion_fn = self.conversions[unit] |
| ret = conversion_fn(value) |
| return ret |
|
|
| def get_unit(self): |
| return self |
|
|
|
|
| class UnitResolver: |
| def addition_rule(self, units): |
| for unit_1, unit_2 in zip(units[:-1], units[1:]): |
| if unit_1 != unit_2: |
| return NotImplemented |
| return units[0] |
|
|
| def multiplication_rule(self, units): |
| non_null = [u for u in units if u] |
| if len(non_null) > 1: |
| return NotImplemented |
| return non_null[0] |
|
|
| op_dict = { |
| '__mul__': multiplication_rule, |
| '__rmul__': multiplication_rule, |
| '__add__': addition_rule, |
| '__radd__': addition_rule, |
| '__sub__': addition_rule, |
| '__rsub__': addition_rule} |
|
|
| def __call__(self, operation, units): |
| if operation not in self.op_dict: |
| return NotImplemented |
|
|
| return self.op_dict[operation](self, units) |
|
|
|
|
| unit_resolver = UnitResolver() |
|
|
| cm = BasicUnit('cm', 'centimeters') |
| inch = BasicUnit('inch', 'inches') |
| inch.add_conversion_factor(cm, 2.54) |
| cm.add_conversion_factor(inch, 1/2.54) |
|
|
| radians = BasicUnit('rad', 'radians') |
| degrees = BasicUnit('deg', 'degrees') |
| radians.add_conversion_factor(degrees, 180.0/np.pi) |
| degrees.add_conversion_factor(radians, np.pi/180.0) |
|
|
| secs = BasicUnit('s', 'seconds') |
| hertz = BasicUnit('Hz', 'Hertz') |
| minutes = BasicUnit('min', 'minutes') |
|
|
| secs.add_conversion_fn(hertz, lambda x: 1./x) |
| secs.add_conversion_factor(minutes, 1/60.0) |
|
|
|
|
| |
| def rad_fn(x, pos=None): |
| if x >= 0: |
| n = int((x / np.pi) * 2.0 + 0.25) |
| else: |
| n = int((x / np.pi) * 2.0 - 0.25) |
|
|
| if n == 0: |
| return '0' |
| elif n == 1: |
| return r'$\pi/2$' |
| elif n == 2: |
| return r'$\pi$' |
| elif n == -1: |
| return r'$-\pi/2$' |
| elif n == -2: |
| return r'$-\pi$' |
| elif n % 2 == 0: |
| return fr'${n//2}\pi$' |
| else: |
| return fr'${n}\pi/2$' |
|
|
|
|
| class BasicUnitConverter(units.ConversionInterface): |
| @staticmethod |
| def axisinfo(unit, axis): |
| """Return AxisInfo instance for x and unit.""" |
|
|
| if unit == radians: |
| return units.AxisInfo( |
| majloc=ticker.MultipleLocator(base=np.pi/2), |
| majfmt=ticker.FuncFormatter(rad_fn), |
| label=unit.fullname, |
| ) |
| elif unit == degrees: |
| return units.AxisInfo( |
| majloc=ticker.AutoLocator(), |
| majfmt=ticker.FormatStrFormatter(r'$%i^\circ$'), |
| label=unit.fullname, |
| ) |
| elif unit is not None: |
| if hasattr(unit, 'fullname'): |
| return units.AxisInfo(label=unit.fullname) |
| elif hasattr(unit, 'unit'): |
| return units.AxisInfo(label=unit.unit.fullname) |
| return None |
|
|
| @staticmethod |
| def convert(val, unit, axis): |
| if np.iterable(val): |
| if isinstance(val, np.ma.MaskedArray): |
| val = val.astype(float).filled(np.nan) |
| out = np.empty(len(val)) |
| for i, thisval in enumerate(val): |
| if np.ma.is_masked(thisval): |
| out[i] = np.nan |
| else: |
| try: |
| out[i] = thisval.convert_to(unit).get_value() |
| except AttributeError: |
| out[i] = thisval |
| return out |
| if np.ma.is_masked(val): |
| return np.nan |
| else: |
| return val.convert_to(unit).get_value() |
|
|
| @staticmethod |
| def default_units(x, axis): |
| """Return the default unit for x or None.""" |
| if np.iterable(x): |
| for thisx in x: |
| return thisx.unit |
| return x.unit |
|
|
|
|
| def cos(x): |
| if np.iterable(x): |
| return [math.cos(val.convert_to(radians).get_value()) for val in x] |
| else: |
| return math.cos(x.convert_to(radians).get_value()) |
|
|
|
|
| units.registry[BasicUnit] = units.registry[TaggedValue] = BasicUnitConverter() |
|
|