def orderings(self, fgraph):
            """
            Return orderings induced by destructive operations.

            Raise InconsistencyError when
            a) attempting to destroy indestructable variable, or
            b) attempting to destroy a value multiple times, or
            c) an Apply destroys (illegally) one of its own inputs by aliasing

            """
            rval = OrderedDict()

            if self.destroyers:
                # BUILD DATA STRUCTURES
                # CHECK for multiple destructions during construction of variables

                droot, impact, __ignore = self.refresh_droot_impact()

                # check for destruction of constants
                illegal_destroy = [
                    r for r in droot if
                    getattr(r.tag, 'indestructible', False) or
                    isinstance(r, graph.Constant)]
                if illegal_destroy:
                    # print 'destroying illegally'
                    raise InconsistencyError(
                        "Attempting to destroy indestructible variables: %s" %
                        illegal_destroy)

                # add destroyed variable clients as computational dependencies
                for app in self.destroyers:
                    # for each destroyed input...
                    for output_idx, input_idx_list in iteritems(app.op.destroy_map):
                        destroyed_idx = input_idx_list[0]
                        destroyed_variable = app.inputs[destroyed_idx]
                        root = droot[destroyed_variable]
                        root_impact = impact[root]
                        # we generally want to put all clients of things which depend on root
                        # as pre-requisites of app.
                        # But, app is itself one such client!
                        # App will always be a client of the node we're destroying
                        # (destroyed_variable, but the tricky thing is when it is also a client of
                        # *another variable* viewing on the root.  Generally this is illegal, (e.g.,
                        # add_inplace(x, x.T).  In some special cases though, the in-place op will
                        # actually be able to work properly with multiple destroyed inputs (e.g,
                        # add_inplace(x, x).  An Op that can still work in this case should declare
                        # so via the 'destroyhandler_tolerate_same' attribute or
                        # 'destroyhandler_tolerate_aliased' attribute.
                        #
                        # destroyhandler_tolerate_same should be a list of pairs of the form
                        # [(idx0, idx1), (idx0, idx2), ...]
                        # The first element of each pair is the input index of a destroyed
                        # variable.
                        # The second element of each pair is the index of a different input where
                        # we will permit exactly the same variable to appear.
                        # For example, add_inplace.tolerate_same might be [(0,1)] if the destroyed
                        # input is also allowed to appear as the second argument.
                        #
                        # destroyhandler_tolerate_aliased is the same sort of list of
                        # pairs.
                        # op.destroyhandler_tolerate_aliased = [(idx0, idx1)] tells the
                        # destroyhandler to IGNORE an aliasing between a destroyed
                        # input idx0 and another input idx1.
                        # This is generally a bad idea, but it is safe in some
                        # cases, such as
                        # - the op reads from the aliased idx1 before modifying idx0
                        # - the idx0 and idx1 are guaranteed not to overlap (e.g.
                        #   they are pointed at different rows of a matrix).
                        #

                        # CHECK FOR INPUT ALIASING
                        # OPT: pre-compute this on import
                        tolerate_same = getattr(app.op,
                                                'destroyhandler_tolerate_same',
                                                [])
                        assert isinstance(tolerate_same, list)
                        tolerated = OrderedSet(idx1 for idx0, idx1 in
                                               tolerate_same
                                               if idx0 == destroyed_idx)
                        tolerated.add(destroyed_idx)
                        tolerate_aliased = getattr(
                            app.op, 'destroyhandler_tolerate_aliased', [])
                        assert isinstance(tolerate_aliased, list)
                        ignored = OrderedSet(idx1 for idx0, idx1
                                             in tolerate_aliased
                                             if idx0 == destroyed_idx)
                        # print 'tolerated', tolerated
                        # print 'ignored', ignored
                        for i, input in enumerate(app.inputs):
                            if i in ignored:
                                continue
                            if input in root_impact \
                                    and (i not in tolerated or input is not destroyed_variable):
                                raise InconsistencyError("Input aliasing: %s (%i, %i)"
                                                         * (app, destroyed_idx, i))

                        # add the rule: app must be preceded by all other Apply instances that
                        # depend on destroyed_input
                        root_clients = OrderedSet()
                        for r in root_impact:
                            assert not [a for a, c in
                                        iteritems(self.clients[r]) if not c]
                            root_clients.update([a for a, c in
                                                 iteritems(self.clients[r])
                                                 if c])
                        root_clients.remove(app)
                        if root_clients:
                            rval[app] = root_clients

            return rval
dataset/ETHPy150Open rizar/attention-lvcsr/libs/Theano/theano/gof/destroyhandler.py/DestroyHandler.orderings/operator `%` -> `*`