def start_dispatcher(host, port, logfile=None):
"""The dispatcher function
Parameters
----------
logfile : string
string come from user command. ex --logfile=temp.log
logfile will be "temp.log". logfile could be empty.
"""
dispatcher = RemoteDispatcher((host, port))
if logfile is not None:
raise ValueError(
"Parameter 'logfile' is deprecated and will be removed in future releases. "
"Currently it does not have effect. Call the function with 'logfile=None' "
)
def log_writer(name, doc):
"""logger's wrapper function
This function will be used to fit .subscribe() method.
It has two arguments as .subscribe expects. Inside, it
calls logger.* to write doc which is a dict as a str
into logfile
"""
if name in ('start', 'stop'):
logger.info("%s: %r", name, doc)
else:
logger.debug("%s: %r", name, doc)
dispatcher.subscribe(log_writer) # Subscribe log writer
dispatcher.start()
def start_dispatcher(host, port, logfile):
"""The dispatcher function
Parameters
----------
logfile : string
string come from user command. ex --logfile=temp.log
logfile will be "temp.log". logfile could be empty.
"""
dispatcher = RemoteDispatcher((host, port))
if logfile:
set_handler(file=logfile)
def log_writer(name, doc):
"""logger's wrapper function
This function will be used to fit .subscribe() method.
It has two arguments as .subscribe expects. Inside, it
calls logger.* to write doc which is a dict as a str
into logfile
"""
if name in ('start', 'stop'):
logger.info("%s: %r", name, doc)
else:
logger.debug("%s: %r", name, doc)
dispatcher.subscribe(log_writer) # Subscribe log writer
dispatcher.start()
def make_and_start_dispatcher(queue):
def put_in_queue(name, doc):
print('putting ', name, 'in queue')
queue.put((name, doc))
d = RemoteDispatcher('127.0.0.1:5568', deserializer=cloudpickle.loads)
d.subscribe(put_in_queue)
print("REMOTE IS READY TO START")
d.loop.call_later(9, d.stop)
d.start()
def make_and_start_dispatcher(queue):
def put_in_queue(name, doc):
print('putting ', name, 'in queue')
queue.put((name, doc))
d = RemoteDispatcher('127.0.0.1:5568')
d.subscribe(put_in_queue)
print("REMOTE IS READY TO START")
d.loop.call_later(9, d.stop)
d.start()
def make_and_start_dispatcher(queue):
def put_in_queue(name, doc):
print('putting ', name, 'in queue')
queue.put((name, doc))
d = RemoteDispatcher('127.0.0.1:5568')
d.subscribe('all', put_in_queue)
print("REMOTE IS READY TO START")
d._loop.call_later(9, d.stop)
d.start()
def make_and_start_dispatcher(queue):
def put_in_queue(name, doc):
print("putting ", name, "in queue")
queue.put((name, doc))
d = RemoteDispatcher("127.0.0.1:5568")
d.subscribe(put_in_queue)
print("REMOTE IS READY TO START")
d.loop.call_later(9, d.stop)
d.start()
def run(self):
def put_in_queue(name, doc):
print("putting ", name, "in queue")
self._queue.put((name, doc))
from bluesky.callbacks.zmq import RemoteDispatcher
d = RemoteDispatcher("127.0.0.1:5568")
d.subscribe(put_in_queue)
print("REMOTE IS READY TO START")
d.loop.call_later(9, d.stop)
d.start()
def main():
parser = argparse.ArgumentParser(
description='Listen for documents over 0MQ and validate Resources.')
parser.add_argument(
'proxy_address', type=str,
help="bluesky-0MQ-proxy out address, given as in localhost:5578")
parser.add_argument(
'--emails', required=False, nargs='*',
help="space-separated list of email addresses")
args = parser.parse_args()
log_handler = logging.StreamHandler() # stderr
log_handler.setFormatter(LogFormatter())
logger.setLevel('INFO')
logger.addHandler(log_handler)
if args.emails:
server_name = socket.gethostname()
smtp_handler = SMTPHandler(
mailhost='localhost',
fromaddr=f'Resource Health Check <noreply@{server_name}>',
toaddrs=args.emails,
subject=(f'Error report from resource health check on '
f'{server_name}')
)
smtp_handler.setFormatter(LogFormatter(color=False))
smtp_handler.setLevel('WARNING')
# Use QueueHandler in case sending email is slow. LogRecords flow
# from QueueHandler -> Queue -> QueueListener -> SMTPHandler.
cleanup_listener = True
que = queue.Queue()
queue_handler = QueueHandler(que)
queue_listener = QueueListener(que, smtp_handler,
respect_handler_level=True)
logger.addHandler(queue_handler)
queue_listener.start()
else:
cleanup_listener = False
rr = RunRouter([validator_factory])
rd = RemoteDispatcher(args.proxy_address)
rd.subscribe(rr)
logger.info(f'Listening to {args.proxy_address}')
try:
rd.start() # runs forever
finally:
if cleanup_listener:
queue_listener.stop()
class ConsumerThread(QThread):
documents = Signal([tuple])
def __init__(self, *args, zmq_address, **kwargs):
super().__init__(*args, **kwargs)
self.dispatcher = RemoteDispatcher(zmq_address)
def callback(name, doc):
if name == 'start':
log.debug("New streaming Run: uid=%r", doc['uid'])
self.documents.emit((name, doc))
self.dispatcher.subscribe(callback)
def run(self):
self.dispatcher.start()
class ConsumerThread(QThread):
documents = Signal([tuple])
def __init__(self, *args, zmq_address, **kwargs):
super().__init__(*args, **kwargs)
self.dispatcher = RemoteDispatcher(zmq_address)
def callback(name, doc):
if name == 'start':
log.debug("New streaming Run: uid=%r", doc['uid'])
self.documents.emit((name, doc))
self.dispatcher.subscribe(callback)
def run(self):
self.dispatcher.start()
def main():
from bluesky.callbacks.zmq import Publisher, RemoteDispatcher
parser = argparse.ArgumentParser(
description=
"Listen for unfilled documents over 0MQ and emit filled ones.")
parser.add_argument(
"receive_from",
type=str,
help="bluesky-0MQ-proxy out address, given as in localhost:5578",
)
parser.add_argument(
"send_to",
type=str,
help="bluesky-0MQ-proxy in address, given as in localhost:5578",
)
args = parser.parse_args()
# Data flows through:
# * RemoteDispatcher (0MQ)
# * Accumulator (caches until stop doc is received)
# * EmittingFiller (fills external data)
# * Publisher (0MQ)
publisher = Publisher(args.send_to)
handler_registry = discover_handlers()
def factory(name, doc):
filler = EmittingFiller(handler_registry,
inplace=False,
callback=publisher,
coerce="force_numpy")
accumulator = Accumulator(callback=filler)
return [accumulator], []
rr = RunRouter([factory])
rd = RemoteDispatcher(args.receive_from)
rd.subscribe(rr)
print(f"Listening to {args.receive_from}")
try:
rd.start() # runs forever
except KeyboardInterrupt:
print("Terminated by user; exiting")
def start_callback():
from bluesky.callbacks.zmq import RemoteDispatcher
from SciStreams.config import config as configd
from SciStreams.interfaces.databroker.databases import databases
cmsdb = databases['cms:data']
# db needed to fill events
stream_buffer = BufferStream(db=cmsdb)
def callback(*nds):
nds = stream_buffer(nds)
stream_input(*nds)
# get the dispatcher port for bluesky zeromq process
ipstring = "localhost:{:4d}".format(configd['bluesky']['port'])
d = RemoteDispatcher(ipstring)
d.subscribe(callback)
#d.subscribe(print)
# when done subscribing things and ready to use:
d.start() # runs event loop forever
class RunProcess(QRunnable):
def __init__(self, *args, path, plan_name, axes, **kwargs):
QObject.__init__(self, *args, **kwargs)
self.axes = axes
self.signals = ProcessLine()
@pyqtSlot()
def run(self):
#self.lp = LivePlot(self.device.current.name, x=self.device.offset.name, ax=self.axes, marker='.')
self.plan = Custom_Plan()
self.plan.PRINT_CALLBACK = self.signals.signal.emit
self.plan.AXIS = self.axes
in_q = mp.Queue()
out_q = mp.Queue()
self.p_scan = mp.Process(target=execute_RE,
args=[self.plan, out_q, in_q])
self.p_scan.start()
self.plan.NAMES = out_q.get()
print(self.plan.NAMES)
self.plan.describe_printers()
self.plan.describe_plots()
self.remote()
self.p_proxy = mp.Process(target=proxy)
self.p_proxy.start()
time.sleep(2)
in_q.put('start scan')
self.p_scan.join()
self.terminate()
def remote(self):
self.remote_dispatcher = RemoteDispatcher(('localhost', 5568))
for printer in self.plan.PRINTERS:
self.remote_dispatcher.subscribe(printer)
for plot in self.plan.PLOTS:
self.remote_dispatcher.subscribe(plot)
# db = Broker.named('light')
cat = catalog['light']
self.remote_dispatcher.subscribe(cat.v1.insert)
t1 = threading.Thread(target=self.remote_dispatcher.start, daemon=True)
t1.start()
def terminate(self):
self.p_scan.terminate()
self.p_proxy.terminate()
def close_worker(self):
self.remote_dispatcher.stop()
self.terminate()
print('Dinge')
db,
td.name,
# vis=False,
write_to_disk=False,
# mask_setting=None
)
# a = LiveImage('pe1_image')
loop = zmq_asyncio.ZMQEventLoop()
install_qt_kicker(loop=loop)
def put_in_queue(nd):
if nd[0] == 'event':
nd[1]['data']['pe1_image'] = np.asarray(nd[1]['data']['pe1_image'])
# if nd[0] == 'event':
# db.fill_event(nd[1])
# print(nd)
# source.emit(nd)
a(*nd)
plt.pause(.1)
disp = RemoteDispatcher('127.0.0.1:5568', loop=loop)
# disp.subscribe(istar(put_in_queue))
# disp.subscribe(a)
disp.subscribe(istar(source.emit))
print("REMOTE IS READY TO START")
# disp._loop.call_later(60, disp.stop)
disp.start()
stream_source = self.descriptor_doc['data_keys'][stream_name]['source']
if stream_source == 'pizzabox-di-file':
data = load_trig_trace(raw_data)
if stream_source == 'pizzabox-adc-file':
data = load_adc_trace(raw_data)
stream_offset = f'{stream_name} offset'
if stream_offset in self.start_doc:
data.iloc[:, 1] -= self.start_doc[stream_offset]
stream_gain = f'{stream_name} gain'
if stream_gain in self.start_doc:
data.iloc[:, 1] /= 10**self.start_doc[stream_gain]
if stream_source == 'pizzabox-enc-file':
data = load_enc_trace(raw_data)
if dev_name == 'hhm_theta':
data.iloc[:, 1] = xas.xray.encoder2energy(
data['encoder'], 360000,
-float(self.start_doc['angle_offset']))
dev_name = 'energy'
self._preprocessed_data[dev_name] = data
dispatcher = RemoteDispatcher('localhost:5578', prefix=b'raw')
if __name__ == '__main__':
dispatcher.subscribe(Interpolator(handler_registry))
dispatcher.start()
)
redis_queue = RedisQueue(
redis.StrictRedis(host=args.redis_host, port=args.redis_port, db=0))
gpopt = gp_optimizer.GPOptimizer(
input_space_dimension=3,
output_space_dimension=1,
output_number=1,
index_set_bounds=[[16, 81], [7.5, 60], [340, 460], [0, 1]],
hyperparameter_bounds=[[0.1, 100], [0.1, 100], [0.1, 100], [0.1, 100]],
)
gpcam_recommender_run_router, _ = recommender_factory(
gp_optimizer_obj=gpopt,
independent_keys=[
"ctrl_Ti", "ctrl_annealing_time", "ctrl_temp", "ctrl_thickness"
],
dependent_keys=["I_00"],
variance_keys=["I_00_variance"],
max_count=1,
queue=redis_queue,
)
zmq_dispatcher.subscribe(gpcam_recommender_run_router)
print(
f"ADAPTIVE GPCAM CONSUMER LISTENING ON {args.zmq_subscribe_prefix.encode()}"
)
zmq_dispatcher.start()
'{start[institution]}_'
'{start[user_name]}/'
'{start[project_name]}/'
f'{formatted_date}/'
'{start[scan_id]}/'
'{start[scan_id]}-'
'{start[sample_name]}-'
#'{event[data][Beamline Energy_energy]:.2f}eV-'
),
directory=USERDIR,
flush=True,
line_terminator='\n')
serializer('start', start_doc)
serializer('descriptor', descriptor_doc)
return [serializer]
else:
return []
return [], [subfactory]
import event_model
import suitcase.jsonl
handler_registry = {
'AD_TIFF': databroker.assets.handlers.AreaDetectorTiffHandler
}
rr = RunRouter([factory], handler_registry=handler_registry)
rr_token = dispatcher.subscribe(rr)
dispatcher.start()
def start_analysis(
mask_kwargs=None,
pdf_kwargs=None,
fq_kwargs=None,
mask_setting=None,
save_kwargs=None,
# pdf_argrelmax_kwargs=None,
# mean_argrelmax_kwargs=None
):
"""Start analysis pipeline
Parameters
----------
mask_kwargs : dict
The kwargs passed to the masking see xpdtools.tools.mask_img
pdf_kwargs : dict
The kwargs passed to the pdf generator, see xpdtools.tools.pdf_getter
fq_kwargs : dict
The kwargs passed to the fq generator, see xpdtools.tools.fq_getter
mask_setting : dict
The setting of the mask
save_kwargs : dict
The kwargs passed to the main formatting node (mostly the filename
template)
"""
# if pdf_argrelmax_kwargs is None:
# pdf_argrelmax_kwargs = {}
# if mean_argrelmax_kwargs is None:
# mean_argrelmax_kwargs = {}
d = RemoteDispatcher(glbl_dict['proxy_address'])
install_qt_kicker(
loop=d.loop) # This may need to be d._loop depending on tag
if mask_setting is None:
mask_setting = {}
if fq_kwargs is None:
fq_kwargs = {}
if pdf_kwargs is None:
pdf_kwargs = {}
if mask_kwargs is None:
mask_kwargs = {}
if save_kwargs is None:
save_kwargs = {}
for a, b in zip(
[
mask_kwargs,
pdf_kwargs,
fq_kwargs,
mask_setting,
save_kwargs,
# pdf_argrelmax_kwargs,
# mean_argrelmax_kwargs
],
[
_mask_kwargs,
_pdf_kwargs,
_fq_kwargs,
_mask_setting,
_save_kwargs,
# _pdf_argrelmax_kwargs,
# _mean_argrelmax_kwargs
]):
if a:
b.update(a)
d.subscribe(lambda *x: raw_source.emit(x))
print('Starting Analysis Server')
d.start()
from pymongo import MongoClient
from bluesky.callbacks.zmq import RemoteDispatcher
from suitcase.mongo_layout1 import Serializer
# This listens to a lightweight (0MQ-based) message bus for Documents
# and inserts them into MongoDB.
dispatcher = RemoteDispatcher('localhost:5578')
client = MongoClient('localhost:27017')
serializer = Serializer(client['mds'], client['assets'])
print(client.address)
dispatcher.subscribe(serializer)
dispatcher.start()
import sys
from bluesky.callbacks.zmq import RemoteDispatcher
# listen for 0MQ messages from xf28id2-ca1:5578
zmq_server = "xf28id2-ca1:5578"
zmq_prefix = sys.argv[1].encode()
def echo(name, doc):
print(f"got a {name} document with 0MQ prefix {zmq_prefix}")
if name == "start":
print(f" start id {doc['uid']}")
elif name == "descriptor":
print(f" start id {doc['run_start']}")
print(f" uid {doc['uid']}")
elif name == "event":
print(f" descriptor id {doc['descriptor']}")
print(f" uid {doc['uid']}")
d = RemoteDispatcher("xf28id2-ca1:5578", prefix=zmq_prefix)
d.subscribe(echo)
print("ZMQ ECHO CONSUMER IS RUNNING")
d.start()
self.client.lpush("adaptive", json.dumps(value))
redis_queue = RedisQueue(redis.StrictRedis(host="localhost", port=6379, db=0))
step_recommender = recommendations.StepRecommender(1.5)
max_count = 15
recommender_factory, _ = per_start.recommender_factory(
adaptive_obj=step_recommender,
independent_keys=["ctrl_temp"],
dependent_keys=["full_Q"],
max_count=max_count,
queue=redis_queue,
)
zmq_dispatcher.subscribe(recommender_factory)
def echo_factory(start_name, start_doc):
print(
f"echo_factory called with {start_name}\n{pprint.pformat(start_doc)}\n"
)
def echo(name, doc):
print(
f"adaptive gpcam consumer received {name}:\n{pprint.pformat(doc)}\n"
)
return [echo], []
def main():
rr = RunRouter([factory])
dispatcher = RemoteDispatcher('localhost:5578')
dispatcher.subscribe(rr)
dispatcher.start()
d = RemoteDispatcher("127.0.0.1:5678", prefix=b"adaptive")
class RedisQueue:
"fake just enough of the queue.Queue API on top of redis"
def __init__(self, client):
self.client = client
def put(self, value):
print(f"pushing {value}")
self.client.lpush("adaptive", json.dumps(value))
rq = RedisQueue(redis.StrictRedis(host="localhost", port=6379, db=0))
adaptive_obj = recommendations.StepRecommender(1.5)
independent_keys = ["motor"]
dependent_keys = ["det"]
queue = rq
max_count = 15
rr, _ = per_start.recommender_factory(
adaptive_obj, independent_keys, dependent_keys, max_count=max_count, queue=queue
)
d.subscribe(rr)
print("REMOTE IS READY TO START")
d.start()
)
# publish 0MQ messages with xpdan's prefix
zmq_publishing_prefix = b"an"
zmq_analysis_publisher = ZmqPublisher(
address=("127.0.0.1", 4567), prefix=zmq_publishing_prefix
)
def zmq_publish_from_analysis_factory(start_name, start_doc):
print(
f"zmq_publish_from_analysis_factory called with {start_name}:\n{pprint.pformat(start_doc)}\n"
)
def zmq_publish_from_analysis(name, doc):
if name == "start":
# add batch_count
print("adding batch_count=1")
doc["batch_count"] = 1
print(f"analysis consumer publishing {name}:\n{pprint.pformat(doc)}\n")
zmq_analysis_publisher(name, doc)
return [zmq_publish_from_analysis], []
zmq_dispatcher.subscribe(RunRouter(factories=[zmq_publish_from_analysis_factory]))
print(f"NOT XPDAN CONSUMER IS LISTENING ON {zmq_listening_prefix}")
print(f"AND PUBLISHING ON {zmq_publishing_prefix}")
zmq_dispatcher.start()
db = Broker(mds=mds, reg=fs)
td = TemporaryDirectory()
source = conf_main_pipeline(db, td.name,
# vis=False,
write_to_disk=False,
# mask_setting=None
)
# a = LiveImage('pe1_image')
loop = zmq_asyncio.ZMQEventLoop()
install_qt_kicker(loop=loop)
def put_in_queue(nd):
if nd[0] == 'event':
nd[1]['data']['pe1_image'] = np.asarray(nd[1]['data']['pe1_image'])
# if nd[0] == 'event':
# db.fill_event(nd[1])
# print(nd)
# source.emit(nd)
a(*nd)
plt.pause(.1)
disp = RemoteDispatcher('127.0.0.1:5568', loop=loop)
# disp.subscribe(istar(put_in_queue))
# disp.subscribe(a)
disp.subscribe(istar(source.emit))
print("REMOTE IS READY TO START")
# disp._loop.call_later(60, disp.stop)
disp.start()