Source code for param.depends

import inspect

from collections import defaultdict
from functools import wraps

from .parameterized import (
    Parameter, Parameterized, ParameterizedMetaclass, transform_reference,
)
from ._utils import accept_arguments, iscoroutinefunction


[docs]@accept_arguments def depends(func, *dependencies, watch=False, on_init=False, **kw): """Annotates a function or Parameterized method to express its dependencies. The specified dependencies can be either be Parameter instances or if a method is supplied they can be defined as strings referring to Parameters of the class, or Parameters of subobjects (Parameterized objects that are values of this object's parameters). Dependencies can either be on Parameter values, or on other metadata about the Parameter. Parameters ---------- watch : bool, optional Whether to invoke the function/method when the dependency is updated, by default False on_init : bool, optional Whether to invoke the function/method when the instance is created, by default False """ dependencies, kw = ( tuple(transform_reference(arg) for arg in dependencies), {key: transform_reference(arg) for key, arg in kw.items()} ) if inspect.isgeneratorfunction(func): @wraps(func) def _depends(*args, **kw): for val in func(*args, **kw): yield val elif inspect.isasyncgenfunction(func): @wraps(func) async def _depends(*args, **kw): async for val in func(*args, **kw): yield val elif iscoroutinefunction(func): @wraps(func) async def _depends(*args, **kw): return await func(*args, **kw) else: @wraps(func) def _depends(*args, **kw): return func(*args, **kw) deps = list(dependencies)+list(kw.values()) string_specs = False for dep in deps: if isinstance(dep, str): string_specs = True elif hasattr(dep, '_dinfo'): pass elif not isinstance(dep, Parameter): raise ValueError('The depends decorator only accepts string ' 'types referencing a parameter or parameter ' 'instances, found %s type instead.' % type(dep).__name__) elif not (isinstance(dep.owner, Parameterized) or (isinstance(dep.owner, ParameterizedMetaclass))): owner = 'None' if dep.owner is None else '%s class' % type(dep.owner).__name__ raise ValueError('Parameters supplied to the depends decorator, ' 'must be bound to a Parameterized class or ' 'instance, not %s.' % owner) if (any(isinstance(dep, Parameter) for dep in deps) and any(isinstance(dep, str) for dep in deps)): raise ValueError('Dependencies must either be defined as strings ' 'referencing parameters on the class defining ' 'the decorated method or as parameter instances. ' 'Mixing of string specs and parameter instances ' 'is not supported.') elif string_specs and kw: raise AssertionError('Supplying keywords to the decorated method ' 'or function is not supported when referencing ' 'parameters by name.') if not string_specs and watch: # string_specs case handled elsewhere (later), in Parameterized.__init__ if inspect.isgeneratorfunction(func): def cb(*events): args = (getattr(dep.owner, dep.name) for dep in dependencies) dep_kwargs = {n: getattr(dep.owner, dep.name) for n, dep in kw.items()} for val in func(*args, **dep_kwargs): yield val elif inspect.isasyncgenfunction(func): async def cb(*events): args = (getattr(dep.owner, dep.name) for dep in dependencies) dep_kwargs = {n: getattr(dep.owner, dep.name) for n, dep in kw.items()} async for val in func(*args, **dep_kwargs): yield val elif iscoroutinefunction(func): async def cb(*events): args = (getattr(dep.owner, dep.name) for dep in dependencies) dep_kwargs = {n: getattr(dep.owner, dep.name) for n, dep in kw.items()} await func(*args, **dep_kwargs) else: def cb(*events): args = (getattr(dep.owner, dep.name) for dep in dependencies) dep_kwargs = {n: getattr(dep.owner, dep.name) for n, dep in kw.items()} return func(*args, **dep_kwargs) grouped = defaultdict(list) for dep in deps: grouped[id(dep.owner)].append(dep) for group in grouped.values(): group[0].owner.param.watch(cb, [dep.name for dep in group]) _dinfo = getattr(func, '_dinfo', {}) _dinfo.update({'dependencies': dependencies, 'kw': kw, 'watch': watch, 'on_init': on_init}) _depends._dinfo = _dinfo return _depends