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# :version: 0.1.0 |
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# :copyright: Copyright (C) 2014 Universidad Carlos III de Madrid. |
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# Todos los derechos reservados. |
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# :license LASR_UC3M v1.0, ver LICENCIA.txt |
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# Este programa es software libre: puede redistribuirlo y/o modificarlo |
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# bajo los terminos de la Licencia Academica Social Robotics Lab - UC3M |
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# publicada por la Universidad Carlos III de Madrid, tanto en su version 1.0 |
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# como en una version posterior. |
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# Este programa se distribuye con la intencion de que sea util, |
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# pero SIN NINGUNA GARANTIA. Para mas detalles, consulte la |
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# Licencia Academica Social Robotics Lab - UC3M version 1.0 o posterior. |
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# Usted ha recibido una copia de la Licencia Academica Social |
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# Robotics Lab - UC3M en el fichero LICENCIA.txt, que tambien se encuentra |
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# disponible en <URL a la LASR_UC3Mv1.0>. |
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""" |
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Coroutines that ease the data manipulation and communication in ROS. |
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:author: Victor Gonzalez () |
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:maintainer: Victor Gonzalez |
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:version: 0.2 |
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""" |
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from __future__ import print_function |
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import rospy |
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from collections import deque |
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from functools import wraps |
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# from decorator import decorator |
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# @decorator |
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def coroutine(func): |
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""" |
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Decorator function that takes care of starting a coroutine automatically. |
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Example |
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>>> @coroutine |
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>>> def grep(pattern): |
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>>> print "Looking for %s" % pattern |
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>>> while True: |
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>>> line = (yield) |
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>>> if pattern in line: |
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>>> print line, |
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>>> g = grep("python") |
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>>> # Notice how you don't need a next() call here |
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>>> g.send("Yeah, but no, but yeah, but no") |
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>>> g.send("A series of tubes") |
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>>> g.send("python generators rock!") |
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Unshamely taken from: http://dabeaz.com/coroutines/coroutine.py |
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BTW: If you still havent't checked out his great tutorials on coroutines |
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do it right now and you will learn some Python magic tricks, litte bastard: |
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http://dabeaz.com/coroutines |
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""" |
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@wraps(func) |
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def start(*args, **kwargs): |
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"""Coroutine wrapper that sets up the coroutine.""" |
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cr = func(*args, **kwargs) |
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next(cr) |
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return cr |
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return start |
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############################################################################### |
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# Filter Coroutines (intermediate steps in the data pipeline) |
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############################################################################### |
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@coroutine |
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def accumulator(num_items, target=None): |
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""" |
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Accumulate items in a list to send it to target when len == num_items. |
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It clears the list after it is sent. |
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If you do not specify the target, you will have to send it later. |
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:param int num_items: (int) Num of items to accumulate before each |
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:param target: (default: None) Next coroutine in the data pipeline |
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Note that if you don't specify instantiate the coroutine |
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specifying the ``target`` you'll have to send it later using |
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``accumulator.send(target)`` method. |
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:type target: coroutine or None |
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Example |
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>>> accum = accumulator(3, printer()) |
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>>> accum.send(1) # Nothing sent to printer coroutine |
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>>> accum.send(2) # Still nothing sent |
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>>> accum.send(3) |
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[1, 2, 3] |
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>>> accumf.send(4) |
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>>> accumf.send(5) |
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>>> accumf.send(6) |
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[4, 5, 6] |
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Note that you can call ``accumulator`` withouth specifying the target. |
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If you don't specify the target, you'll have to send it manually: |
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>>> accum = accumulator(3) |
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>>> accum.send(printer()) # First you send the target |
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>>> accum.send(1) # And then you can send regular data |
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>>> accum.send(2) |
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>>> accum.send(3) |
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[1, 2, 3] |
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""" |
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items = list() |
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if not target: |
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target = (yield) |
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while True: |
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items.append((yield)) |
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if len(items) == num_items: |
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target.send(items) |
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del items[:] |
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@coroutine |
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def sliding_window(size, target=None): |
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""" |
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Send the last size recived elements to target. |
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:param int size: Size of the sliding window |
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:param target: (default: None) Next coroutine in the data pipeline |
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Note that if you don't specify instantiate the coroutine |
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specifying the ``target`` you'll have to send it later using |
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``sliding_window.send(target)`` method. |
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:type target: coroutine or None |
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Example |
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>>> window = sliding_window(3, printer()) |
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>>> for i in xrange(5): |
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>>> window.send(i) |
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[0] |
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[0, 1] |
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[0, 1, 2] |
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[1, 2, 3] |
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[2, 3, 4] |
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""" |
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window = deque([], size) |
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if not target: |
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target = (yield) |
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while True: |
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window.append((yield)) |
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target.send(list(window)) |
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@coroutine |
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def do(f, target=None): |
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""" |
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Apply f on x, send x to the next coroutine. |
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Note that ``do`` does not send f(x) but x itself. That means that only |
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side effects of ``f`` are relevant. |
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This is a good coroutine for logging or publishing messages through |
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the pipeline. |
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:param callable f: Function with side effects to apply to incoming messages |
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:param target: (default: None) Next coroutine in the data pipeline |
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Note that if you don't specify instantiate the coroutine |
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specifying the ``target`` you'll have to send it later using |
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``do.send(target)`` method. |
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:type target: coroutine or None |
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Example |
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>>> def print_msg(msg): |
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>>> print msg |
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>>> t = do(print_msg, transformer(lambda x: x+1, printer())) |
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>>> t.send(1) |
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1 |
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2 |
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>>> t.send(10) |
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10 |
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11 |
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""" |
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if not target: |
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target = (yield) |
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while True: |
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msg = (yield) |
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f(msg) |
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target.send(msg) |
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@coroutine |
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def transformer(f, target=None): |
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""" |
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Apply f to incoming data and send the result to target coroutine. |
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:param callable f: Function to apply to every incoming message |
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:param target: (default: None) Next coroutine in the data pipeline |
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Note that if you don't specify instantiate the coroutine |
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specifying the ``target`` you'll have to send it later using |
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``transformer.send(target)`` method. |
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:type target: coroutine or None |
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Example |
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>>> t = transformer(lambda x: x+1, printer()) |
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>>> t.send(1) |
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2 |
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>>> t.send(10) |
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11 |
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""" |
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if not target: |
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target = (yield) |
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while True: |
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msg = f((yield)) |
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target.send(msg) |
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mapper = transformer # alias |
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@coroutine |
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def startransformer(f, target=None, *fargs, **fkwargs): |
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""" |
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Apply f (where f has multiple args) to incoming data. Send result to target. |
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This is an extension of the transformer coroutine that uses functions |
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that require more than one argument. Note that the first argument of f |
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is received by the coroutine, while the remaining args are pre-set in |
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fargs and fkwargs. |
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:param callable f: Function to apply to every incoming message |
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:param target: (default: None) Next coroutine in the data pipeline |
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Note that if you don't specify instantiate the coroutine |
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specifying the ``target`` you'll have to send it later using |
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``transformer.send(target)`` method. |
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:type target: coroutine or None |
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:param fargs: Extra arguments to pass to `f` |
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:param fkwargs: keyword arguments to pass to `f` |
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Example: |
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>>> import operator as op |
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>>> increment = transformer(op.add, printer(), 1) |
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>>> increment.send(1) |
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2 |
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>>> increment.send(2) |
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3 |
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>>> increment.send(3) |
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4 |
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>>> increment.send(10) |
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Note that if you want to use the curried version of startransformer |
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(E.g. for their use in pipes), you mustset the target coroutine as `None`: |
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>>> import operator as op |
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>>> increment = transformer(op.add, None, 1) # Explicitly say "No target". |
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>>> increment.send(printer()) # Send the target first. |
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>>> increment.send(1) # And then you can send regular data. |
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2 |
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>>> increment.send(2) |
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3 |
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>>> increment.send(3) |
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4 |
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""" |
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if not target: |
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target = (yield) |
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while True: |
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msg = f((yield), *fargs, **fkwargs) |
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target.send(msg) |
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starmapper = startransformer # alias |
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@coroutine |
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def filterer(pred, target=None): |
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""" |
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Coroutine that Filters its messages with pred function. |
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:param callable pred: Predicate that evaluates every incoming message |
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:param target: (default: None) Next coroutine in the data pipeline |
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Note that if you don't specify instantiate the coroutine |
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specifying the ``target`` you'll have to send it later using |
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``filterer.send(target)`` method. |
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:type target: coroutine or None |
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Example |
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>>> is_even = lambda x: x % 2 == 0 |
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>>> evens = filterer(is_even, printer()) |
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>>> for i in xrange(5): |
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>>> evens.send(i) |
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0 |
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2 |
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4 |
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""" |
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if not target: |
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target = (yield) |
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while True: |
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msg = (yield) |
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if pred(msg): |
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target.send(msg) |
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@coroutine |
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def starfilterer(pred, target=None, *fargs, **fkwargs): |
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""" |
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Multiple argument version of filterer. |
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This is an extension of the filterer coroutine which uses predicates |
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that require more than one argument. Note that the first argument of f |
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is received by the coroutine, while the remaining args are pre-set in |
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fargs and fkwargs. |
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Coroutine that Filters its messages with pred function. |
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:param callable pred: Predicate that evaluates every incoming message |
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:param target: (default: None) Next coroutine in the data pipeline |
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Note that if you don't specify instantiate the coroutine |
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specifying the ``target`` you'll have to send it later using |
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``filterer.send(target)`` method. |
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:type target: coroutine or None |
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:param fargs: Extra arguments to pass to `f` |
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:param fkwargs: keyword arguments to pass to `f` |
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Example |
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>>> greater_than = lambda x, y: x > y |
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>>> greater_than_two = filterer(greater_than, printer(), 2) |
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>>> for i in xrange(5): |
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>>> greater_than_two.send(i) |
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3 |
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4 |
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Note that if you want to use the curried version of starfilterer |
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(E.g. for their use in pipes), you mustset the target coroutine as `None`: |
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>>> greater_than = lambda x, y: x > y |
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>>> greater_than_two = filterer(greater_than, None, 2) |
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>>> greater_than_two.send(printer()) # First you set the target coroutine |
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>>> for i in xrange(5): # And then you can send it regular data |
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>>> greater_than_two.send(i) |
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3 |
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4 |
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""" |
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if not target: |
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target = (yield) |
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while True: |
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msg = (yield) |
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if pred(msg, *fargs, **fkwargs): |
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target.send(msg) |
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@coroutine |
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def splitter(*coroutines): |
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""" |
|
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Send the data to all the passed coroutines. |
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:param coroutines: coroutines at which the incoming data will be sent |
|
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368
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Example: |
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>>> s = splitter(printer(), |
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printer(suffix='!!!'), |
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371
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printer(suffix='World!')) |
|
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>>> s.send('Hello') |
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'Hello' |
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'Hello!!!' |
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'Hello World!' |
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|
377
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If you do not specify the coroutines at coroutine instantiation, you'll |
|
378
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have to do it later by sending a ``tuple`` or a ``list`` using the |
|
379
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``send`` method. |
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|
381
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>>> s = splitter() # You'll need to specify the coroutines later |
|
382
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|
>>> targets = [printer(), |
|
383
|
|
|
printer(suffix='!!!'), |
|
384
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|
printer(suffix='World!')] |
|
385
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|
|
>>> s.send(targets) # Now you can send regular data. |
|
386
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|
|
>>> s.send('Hello') |
|
387
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|
|
'Hello' |
|
388
|
|
|
'Hello!!!' |
|
389
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|
|
'Hello World!' |
|
390
|
|
|
""" |
|
391
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|
|
if not coroutines: |
|
392
|
|
|
coroutines = (yield) |
|
393
|
|
|
while True: |
|
394
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|
|
data = (yield) |
|
395
|
|
|
for c in coroutines: |
|
396
|
|
|
c.send(data) |
|
397
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|
398
|
|
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|
|
399
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|
@coroutine |
|
400
|
|
|
def either(pred, targets=(None, None)): |
|
401
|
|
|
""" |
|
402
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|
|
Split an incoming message in two coroutintes according to a predicate. |
|
403
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|
|
|
|
404
|
|
|
The predicate is evaluated against incoming data to decide to which |
|
405
|
|
|
coroutine resend the incoming message. |
|
406
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|
|
If the predicate produces a ``True``, then the incoming message will be |
|
407
|
|
|
sent to ``targets[0]``. If produces ``False`` it will be sent to |
|
408
|
|
|
``targets[1]`` |
|
409
|
|
|
|
|
410
|
|
|
:param callable pred: Predicate to decide to which target send the data |
|
411
|
|
|
:param targets: A pair of coroutines to send the data. |
|
412
|
|
|
If you don't instantiate the coroutine with this param, |
|
413
|
|
|
you will need to send the targets afterwards prior to start |
|
414
|
|
|
sending it data. |
|
415
|
|
|
:type targets: tuple(coroutine, coroutine) |
|
416
|
|
|
|
|
417
|
|
|
A possible use of this coroutine is to send data to loggers if some |
|
418
|
|
|
preconditions fail: |
|
419
|
|
|
|
|
420
|
|
|
Example |
|
421
|
|
|
|
|
422
|
|
|
>>> data_processor = transformer(lambda x: x**2, printer()) |
|
423
|
|
|
>>> error_logger = printer(prefix="ERROR: value too high!") |
|
424
|
|
|
>>> ei = either(lambda x: x > 10) |
|
425
|
|
|
>>> ei.send((data_processor, error_logger)) |
|
426
|
|
|
>>> ei.send(2) |
|
427
|
|
|
4 |
|
428
|
|
|
>>> ei.send(12) |
|
429
|
|
|
"ERROR: value too high!" |
|
430
|
|
|
>>> ei.send(5) |
|
431
|
|
|
25 |
|
432
|
|
|
""" |
|
433
|
|
|
if not all(targets): |
|
434
|
|
|
targets = (yield) |
|
435
|
|
|
trues, falses = targets |
|
436
|
|
|
while True: |
|
437
|
|
|
msg = (yield) |
|
438
|
|
|
if pred(msg): |
|
439
|
|
|
trues.send(msg) |
|
440
|
|
|
else: |
|
441
|
|
|
falses.send(msg) |
|
442
|
|
|
|
|
443
|
|
|
|
|
444
|
|
|
@coroutine |
|
445
|
|
|
def folder(binop, init_value, target=None): |
|
446
|
|
|
""" |
|
447
|
|
|
The reduce equivalent for coroutines. |
|
448
|
|
|
|
|
449
|
|
|
Applies binop to each received value and the previous result |
|
450
|
|
|
and sends the result to target |
|
451
|
|
|
|
|
452
|
|
|
:param callable binop: binary operation to apply to each received msg |
|
453
|
|
|
:param init_value: value used the first time the coroutine receives data |
|
454
|
|
|
:param target: (default: None) Next coroutine in the data pipeline |
|
455
|
|
|
Note that if you don't specify instantiate the coroutine |
|
456
|
|
|
specifying the ``target`` you'll have to send it later using |
|
457
|
|
|
``folder.send(target)`` method. |
|
458
|
|
|
:type target: coroutine or None |
|
459
|
|
|
|
|
460
|
|
|
Example: |
|
461
|
|
|
|
|
462
|
|
|
>>> import operator as op |
|
463
|
|
|
>>> mul = fold(op.mul, 1, printer()) |
|
464
|
|
|
>>> for _ in xrange(5): |
|
465
|
|
|
mul.send(2) |
|
466
|
|
|
2 |
|
467
|
|
|
4 |
|
468
|
|
|
8 |
|
469
|
|
|
16 |
|
470
|
|
|
32 |
|
471
|
|
|
""" |
|
472
|
|
|
value = init_value |
|
473
|
|
|
target = target or (yield) |
|
474
|
|
|
# target = kwargs.get('target', (yield)) |
|
475
|
|
|
# if not target: |
|
476
|
|
|
# target = (yield) |
|
477
|
|
|
while True: |
|
478
|
|
|
value = binop(value, (yield)) |
|
479
|
|
|
target.send(value) |
|
480
|
|
|
|
|
481
|
|
|
|
|
482
|
|
|
@coroutine |
|
483
|
|
|
def dropwhile(pred, target=None): |
|
484
|
|
|
""" |
|
485
|
|
|
Drop received elements while pred is True. |
|
486
|
|
|
|
|
487
|
|
|
:param callable pred: Predicate that evaluates incoming data |
|
488
|
|
|
:param target: (default: None) Next coroutine in the data pipeline |
|
489
|
|
|
Note that if you don't specify instantiate the coroutine |
|
490
|
|
|
specifying the ``target`` you'll have to send it later using |
|
491
|
|
|
``buffer.send(target)`` method. |
|
492
|
|
|
:type target: coroutine or None |
|
493
|
|
|
|
|
494
|
|
|
Example: |
|
495
|
|
|
|
|
496
|
|
|
>>> tw = dropwhile(lambda x: 0 <= x <= 1, printer()) |
|
497
|
|
|
>>> tw.send(-1) # Nothing is printed |
|
498
|
|
|
>>> tw.send(2) # Nothing is printed |
|
499
|
|
|
>>> tw.send(0.2) |
|
500
|
|
|
0.2 |
|
501
|
|
|
>>> tw.send(42) |
|
502
|
|
|
42 |
|
503
|
|
|
""" |
|
504
|
|
|
if not target: |
|
505
|
|
|
target = (yield) |
|
506
|
|
|
while True: |
|
507
|
|
|
value = (yield) |
|
508
|
|
|
if not pred(value): |
|
509
|
|
|
target.send(value) |
|
510
|
|
|
break |
|
511
|
|
|
while True: |
|
512
|
|
|
target.send((yield)) |
|
513
|
|
|
|
|
514
|
|
|
|
|
515
|
|
|
@coroutine |
|
516
|
|
|
def takewhile(pred, target=None): |
|
517
|
|
|
""" |
|
518
|
|
|
Send elements to target until pred returns False. |
|
519
|
|
|
|
|
520
|
|
|
:param callable pred: Predicate that evaluates incoming data |
|
521
|
|
|
:param target: (default: None) Next coroutine in the data pipeline |
|
522
|
|
|
Note that if you don't specify instantiate the coroutine |
|
523
|
|
|
specifying the ``target`` you'll have to send it later using |
|
524
|
|
|
``buffer.send(target)`` method. |
|
525
|
|
|
:type target: coroutine or None |
|
526
|
|
|
|
|
527
|
|
|
Example: |
|
528
|
|
|
-------- |
|
529
|
|
|
>>> tw = takewhile(lambda x: 0 <= x <= 1, printer()) |
|
530
|
|
|
>>> tw.send(0.1) |
|
531
|
|
|
0.1 |
|
532
|
|
|
>>> tw.send(0.5) |
|
533
|
|
|
0.5 |
|
534
|
|
|
>>> tw.send(2) # Nothing is printed anymore |
|
535
|
|
|
>>> tw.send(0.2) # Nothing is printed |
|
536
|
|
|
""" |
|
537
|
|
|
if not target: |
|
538
|
|
|
target = ((yield)) |
|
539
|
|
|
while True: |
|
540
|
|
|
val = (yield) |
|
541
|
|
|
if pred(val): |
|
542
|
|
|
target.send(val) |
|
543
|
|
|
else: |
|
544
|
|
|
break |
|
545
|
|
|
while True: |
|
546
|
|
|
(yield) |
|
547
|
|
|
|
|
548
|
|
|
############################################################################### |
|
549
|
|
|
# Consumer Coroutines (sinks in the data pipeline) |
|
550
|
|
|
############################################################################### |
|
551
|
|
|
|
|
552
|
|
|
|
|
553
|
|
|
@coroutine |
|
554
|
|
|
def publisher(topic, msg_type, *args, **kwargs): |
|
555
|
|
|
""" |
|
556
|
|
|
A coroutine-based rospy.publisher. |
|
557
|
|
|
|
|
558
|
|
|
:topic: (str) Name of the topic to publish |
|
559
|
|
|
:msg_type: type of the message to publish |
|
560
|
|
|
|
|
561
|
|
|
Example of use: |
|
562
|
|
|
|
|
563
|
|
|
>>> from std_msgs import String |
|
564
|
|
|
>>> pub = publisher('/my_topic', String) |
|
565
|
|
|
>>> pub.send("Hello World!") |
|
566
|
|
|
>>> # At this point you would receive "Hello World!" in /my_topic |
|
567
|
|
|
|
|
568
|
|
|
See: rospy.publisher |
|
569
|
|
|
""" |
|
570
|
|
|
pub = rospy.Publisher(topic, msg_type, *args, **kwargs) |
|
571
|
|
|
while True: |
|
572
|
|
|
pub.publish((yield)) |
|
573
|
|
|
|
|
574
|
|
|
|
|
575
|
|
|
@coroutine |
|
576
|
|
|
def logger(logger_, prefix='', suffix=''): |
|
577
|
|
|
""" |
|
578
|
|
|
Call logger_ on incoming data. |
|
579
|
|
|
|
|
580
|
|
|
:param callable logger_: Logger function that prints logging messages |
|
581
|
|
|
:param str prefix: (Default: '') Prefix to append to incoming data. |
|
582
|
|
|
:param str suffix: (Default: '') Suffix to append to incoming data. |
|
583
|
|
|
|
|
584
|
|
|
|
|
585
|
|
|
Example: |
|
586
|
|
|
|
|
587
|
|
|
>>> err_logger = logger(rospy.logerr, prefix="ERROR: ", suffix="!!!") |
|
588
|
|
|
>>> err_logger.send("This is an error message") |
|
589
|
|
|
"ERROR: This is an error message!!!" |
|
590
|
|
|
""" |
|
591
|
|
|
while True: |
|
592
|
|
|
try: |
|
593
|
|
|
string = str((yield)) |
|
594
|
|
|
logger_(''.join([prefix, string, suffix])) |
|
595
|
|
|
except StopIteration: |
|
596
|
|
|
pass |
|
597
|
|
|
|
|
598
|
|
|
|
|
599
|
|
|
@coroutine |
|
600
|
|
|
def printer(prefix='', suffix=''): |
|
601
|
|
|
""" |
|
602
|
|
|
Print incoming data. |
|
603
|
|
|
|
|
604
|
|
|
:param str prefix: (Default: '') Prefix to append to incoming data. |
|
605
|
|
|
:param str suffix: (Default: '') Suffix to append to incoming data. |
|
606
|
|
|
|
|
607
|
|
|
Example: |
|
608
|
|
|
|
|
609
|
|
|
>>> p = printer() |
|
610
|
|
|
>>> p.send("Hello World") |
|
611
|
|
|
'Hello World' |
|
612
|
|
|
>>> p = printer(prefix='You said: ', suffix='!') |
|
613
|
|
|
>>> p.send("Hello World") |
|
614
|
|
|
'You said: Hello World"' |
|
615
|
|
|
""" |
|
616
|
|
|
while True: |
|
617
|
|
|
try: |
|
618
|
|
|
item = (yield) |
|
619
|
|
|
print(''.join([prefix, item, suffix])) |
|
620
|
|
|
except StopIteration: |
|
621
|
|
|
pass |
|
622
|
|
|
|
|
623
|
|
|
|
|
624
|
|
|
############################################################################### |
|
625
|
|
|
# Data producers |
|
626
|
|
|
############################################################################### |
|
627
|
|
|
class PipedSubscriber(object): |
|
628
|
|
|
|
|
629
|
|
|
""" |
|
630
|
|
|
Subscriber to a ROS topic to send/receive msgs to a coroutine or a pipe. |
|
631
|
|
|
|
|
632
|
|
|
A wrapper of the `rospy.Subscriber` class that connects the Subscriber |
|
633
|
|
|
directly with a coroutine (or a pipe) that processes the incoming msgs. |
|
634
|
|
|
In short it has the same api as `rospy.subscriber` but, instead of a |
|
635
|
|
|
callback you pass it a coroutine or a `pipe` to it. |
|
636
|
|
|
|
|
637
|
|
|
:param str topic_name: Name of the topic to Subscriber |
|
638
|
|
|
:param type msg_type: Type of the messages of `topic_name` |
|
639
|
|
|
:param generator target: The coroutine or |
|
640
|
|
|
..mod:pipe where the incoming messages will be sent |
|
641
|
|
|
|
|
642
|
|
|
Here you can see an example of use: |
|
643
|
|
|
|
|
644
|
|
|
>>> ### This node subscribes to the 'my_topic' topic, |
|
645
|
|
|
>>> ### transforms incoming strings to uppercase and |
|
646
|
|
|
>>> ### publishes them into rospy.logerr |
|
647
|
|
|
>>> import rospy |
|
648
|
|
|
>>> pipe = pipe([transformer(lambda x: str(x).upper()), |
|
649
|
|
|
logger(rospy.logwarn, prefix='Got: ')]) |
|
650
|
|
|
>>> rospy.init_node('my_node') |
|
651
|
|
|
>>> rospy.loginfo("Node {} started".format(rospy.get_name())) |
|
652
|
|
|
>>> PipedSubscriber('my_topic', String, pipe) |
|
653
|
|
|
>>> # rospy.spin() |
|
654
|
|
|
""" |
|
655
|
|
|
|
|
656
|
|
|
def __init__(self, topic_name, msg_type, target, *args, **kwargs): |
|
657
|
|
|
""" Class constructor. """ |
|
658
|
|
|
rospy.Subscriber(topic_name, msg_type, target.send, *args, **kwargs) |
|
659
|
|
|
|
|
660
|
|
|
|
|
661
|
|
|
############################################################################### |
|
662
|
|
|
# Utilities |
|
663
|
|
|
############################################################################### |
|
664
|
|
|
def pipe(coroutines): |
|
665
|
|
|
""" |
|
666
|
|
|
Chain several coroutines to create a data processing pipe. |
|
667
|
|
|
|
|
668
|
|
|
Chains several coroutines together and returns the first coroutine |
|
669
|
|
|
of the pipe so you can send messages through the whole pipe. |
|
670
|
|
|
|
|
671
|
|
|
Note: The pipe establishes the connections between coroutines, |
|
672
|
|
|
therefore, you do not need to establish the targets. |
|
673
|
|
|
|
|
674
|
|
|
Params |
|
675
|
|
|
:param list coroutines: list of coroutines to pipe |
|
676
|
|
|
:return: The first coroutine of the pipe |
|
677
|
|
|
:rtype: coroutine |
|
678
|
|
|
|
|
679
|
|
|
Example: |
|
680
|
|
|
|
|
681
|
|
|
>>> coroutines = (transformer(lambda x: x+1), |
|
682
|
|
|
filterer(lambda x: x%2==0), |
|
683
|
|
|
printer()) |
|
684
|
|
|
>>> p = pipe(coroutines) |
|
685
|
|
|
>>> p.send(1) |
|
686
|
|
|
2 |
|
687
|
|
|
>>> p.send(4) # No output |
|
688
|
|
|
>>> p.send(-1) |
|
689
|
|
|
0 |
|
690
|
|
|
|
|
691
|
|
|
Here you can see a more useful example where we calculate the mean |
|
692
|
|
|
of the last 3 received messages and print them on screen only if they |
|
693
|
|
|
meet certain conditions: |
|
694
|
|
|
|
|
695
|
|
|
Example |
|
696
|
|
|
|
|
697
|
|
|
>>> coroutines = [sliding_window(3), |
|
698
|
|
|
transformer(np.mean), |
|
699
|
|
|
filterer(lambda x: 0<= x <= 1), |
|
700
|
|
|
printer(prefix="Result: ")] |
|
701
|
|
|
>>> pipe = pipe(coroutines) |
|
702
|
|
|
>>> pipe.send(3) # No output since mean <= 1 |
|
703
|
|
|
>>> pipe.send(1) # No output since mean <= 1 |
|
704
|
|
|
>>> pipe.send(1) # No output since mean <= 1 |
|
705
|
|
|
>>> pipe.send(1) |
|
706
|
|
|
1.0 |
|
707
|
|
|
>>> pipe.send(1) |
|
708
|
|
|
1.0 |
|
709
|
|
|
>>> pipe.send(0.1) |
|
710
|
|
|
0.7 |
|
711
|
|
|
>>> pipe.send(0.1) |
|
712
|
|
|
0.4 |
|
713
|
|
|
""" |
|
714
|
|
|
_coroutines = list(reversed(coroutines)) |
|
715
|
|
|
pairs = list(zip(_coroutines[:], _coroutines[1:])) |
|
716
|
|
|
for p in pairs: |
|
717
|
|
|
p[1].send(p[0]) |
|
718
|
|
|
return coroutines[0] |
|
719
|
|
|
|
This can be caused by one of the following:
1. Missing Dependencies
This error could indicate a configuration issue of Pylint. Make sure that your libraries are available by adding the necessary commands.
2. Missing __init__.py files
This error could also result from missing
__init__.pyfiles in your module folders. Make sure that you place one file in each sub-folder.