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__init__.py
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__init__.py
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__copyright__ = "Copyright (c) 2020 Jina AI Limited. All rights reserved."
__license__ = "Apache-2.0"
import argparse
from argparse import Namespace
from contextlib import ExitStack
from typing import Optional, Dict, List, Union, Set
from .helper import _set_peas_args, _set_after_to_pass, _copy_to_head_args, _copy_to_tail_args, _fill_in_host
from ..peas import BasePea
from ...enums import *
class BasePod(ExitStack):
"""A BasePod is a immutable set of peas, which run in parallel. They share the same input and output socket.
Internally, the peas can run with the process/thread backend. They can be also run in their own containers
"""
def __init__(self, args: Union['argparse.Namespace', Dict], needs: Set[str] = None):
"""
:param args: arguments parsed from the CLI
"""
super().__init__()
self.args = args
self.needs = needs if needs else set() #: used in the :class:`jina.flow.Flow` to build the graph
self.peas = [] # type: List['BasePea']
self.is_head_router = False
self.is_tail_router = False
self.deducted_head = None
self.deducted_tail = None
if isinstance(args, Dict):
# This is used when a Pod is created in a remote context, where peas & their connections are already given.
self.peas_args = args
else:
self.peas_args = self._parse_args(args)
for a in self.all_args:
self._set_conditional_args(a)
@property
def role(self) -> 'PodRoleType':
return self.args.pod_role
@property
def is_singleton(self) -> bool:
"""Return if the Pod contains only a single Pea """
return not (self.is_head_router or self.is_tail_router)
@property
def name(self) -> str:
"""The name of this :class:`BasePod`. """
return self.args.name
@property
def port_expose(self) -> int:
"""Get the grpc port number """
return self.first_pea_args.port_expose
@property
def host(self) -> str:
"""Get the host name of this Pod"""
return self.first_pea_args.host
@property
def host_in(self) -> str:
"""Get the host_in of this pod"""
return self.head_args.host_in
@property
def host_out(self) -> str:
"""Get the host_out of this pod"""
return self.tail_args.host_out
@property
def address_in(self) -> str:
"""Get the full incoming address of this pod"""
return f'{self.head_args.host_in}:{self.head_args.port_in} ({self.head_args.socket_in!s})'
@property
def address_out(self) -> str:
"""Get the full outgoing address of this pod"""
return f'{self.tail_args.host_out}:{self.tail_args.port_out} ({self.head_args.socket_out!s})'
@property
def first_pea_args(self) -> Namespace:
"""Return the first non-head/tail pea's args """
# note this will be never out of boundary
return self.peas_args['peas'][0]
def _parse_args(self, args: Namespace) -> Dict[str, Optional[Union[List[Namespace], Namespace]]]:
peas_args = {
'head': None,
'tail': None,
'peas': []
}
if getattr(args, 'parallel', 1) > 1:
# reasons to separate head and tail from peas is that they
# can be deducted based on the previous and next pods
_set_after_to_pass(args)
self.is_head_router = True
self.is_tail_router = True
peas_args['head'] = _copy_to_head_args(args, args.polling.is_push)
peas_args['tail'] = _copy_to_tail_args(args)
peas_args['peas'] = _set_peas_args(args, peas_args['head'], peas_args['tail'])
elif getattr(args, 'uses_before', None) or getattr(args, 'uses_after', None):
args.scheduling = SchedulerType.ROUND_ROBIN
if getattr(args, 'uses_before', None):
self.is_head_router = True
peas_args['head'] = _copy_to_head_args(args, args.polling.is_push)
if getattr(args, 'uses_after', None):
self.is_tail_router = True
peas_args['tail'] = _copy_to_tail_args(args)
peas_args['peas'] = _set_peas_args(args, peas_args.get('head', None), peas_args.get('tail', None))
else:
self.is_head_router = False
self.is_tail_router = False
peas_args['peas'] = [args]
# note that peas_args['peas'][0] exist either way and carries the original property
return peas_args
@property
def head_args(self):
"""Get the arguments for the `head` of this BasePod. """
if self.is_head_router and self.peas_args['head']:
return self.peas_args['head']
elif not self.is_head_router and len(self.peas_args['peas']) == 1:
return self.first_pea_args
elif self.deducted_head:
return self.deducted_head
else:
raise ValueError('ambiguous head node, maybe it is deducted already?')
@head_args.setter
def head_args(self, args):
"""Set the arguments for the `head` of this BasePod. """
if self.is_head_router and self.peas_args['head']:
self.peas_args['head'] = args
elif not self.is_head_router and len(self.peas_args['peas']) == 1:
self.peas_args['peas'][0] = args # weak reference
elif self.deducted_head:
self.deducted_head = args
else:
raise ValueError('ambiguous head node, maybe it is deducted already?')
@property
def tail_args(self):
"""Get the arguments for the `tail` of this BasePod. """
if self.is_tail_router and self.peas_args['tail']:
return self.peas_args['tail']
elif not self.is_tail_router and len(self.peas_args['peas']) == 1:
return self.first_pea_args
elif self.deducted_tail:
return self.deducted_tail
else:
raise ValueError('ambiguous tail node, maybe it is deducted already?')
@tail_args.setter
def tail_args(self, args):
"""Get the arguments for the `tail` of this BasePod. """
if self.is_tail_router and self.peas_args['tail']:
self.peas_args['tail'] = args
elif not self.is_tail_router and len(self.peas_args['peas']) == 1:
self.peas_args['peas'][0] = args # weak reference
elif self.deducted_tail:
self.deducted_tail = args
else:
raise ValueError('ambiguous tail node, maybe it is deducted already?')
@property
def all_args(self) -> List[Namespace]:
"""Get all arguments of all Peas in this BasePod. """
return ([self.peas_args['head']] if self.peas_args['head'] else []) + \
([self.peas_args['tail']] if self.peas_args['tail'] else []) + \
self.peas_args['peas']
@property
def num_peas(self) -> int:
"""Get the number of running :class:`BasePea`"""
return len(self.peas)
def __eq__(self, other: 'BasePod'):
return self.num_peas == other.num_peas and self.name == other.name
def start(self) -> 'BasePod':
"""Start to run all Peas in this BasePod.
Remember to close the BasePod with :meth:`close`.
Note that this method has a timeout of ``timeout_ready`` set in CLI,
which is inherited from :class:`jina.peapods.peas.BasePea`
"""
# start head and tail
for _args in self.all_args:
self._enter_pea(BasePea(_args))
return self
def _enter_pea(self, pea: 'BasePea') -> None:
self.peas.append(pea)
self.enter_context(pea)
def __enter__(self) -> 'BasePod':
return self.start()
def __exit__(self, exc_type, exc_val, exc_tb) -> None:
super().__exit__(exc_type, exc_val, exc_tb)
def join(self):
"""Wait until all peas exit"""
try:
for p in self.peas:
p.join()
except KeyboardInterrupt:
pass
finally:
self.peas.clear()
@staticmethod
def _set_conditional_args(args):
if args.pod_role == PodRoleType.GATEWAY:
if args.restful:
args.runtime_cls = 'RESTRuntime'
else:
args.runtime_cls = 'GRPCRuntime'
if 'parallel' in args and args.parallel == 1:
args.separated_workspace = False
def connect_to_tail_of(self, pod: 'BasePod'):
"""Eliminate the head node by connecting prev_args node directly to peas """
if self.args.parallel > 1 and self.is_head_router:
# keep the port_in and socket_in of prev_args
# only reset its output
pod.tail_args = _copy_to_head_args(pod.tail_args, self.args.polling.is_push, as_router=False)
# update peas to receive from it
self.peas_args['peas'] = _set_peas_args(self.args, pod.tail_args, self.tail_args)
# remove the head node
self.peas_args['head'] = None
# head is no longer a router anymore
self.is_head_router = False
self.deducted_head = pod.tail_args
else:
raise ValueError('the current pod has no head router, deducting the head is confusing')
def connect_to_head_of(self, pod: 'BasePod'):
"""Eliminate the tail node by connecting next_args node directly to peas """
if self.args.parallel > 1 and self.is_tail_router:
# keep the port_out and socket_out of next_arts
# only reset its input
pod.head_args = _copy_to_tail_args(pod.head_args,
as_router=False)
# update peas to receive from it
self.peas_args['peas'] = _set_peas_args(self.args, self.head_args, pod.head_args)
# remove the tail node
self.peas_args['tail'] = None
# tail is no longer a router anymore
self.is_tail_router = False
self.deducted_tail = pod.head_args
else:
raise ValueError('the current pod has no tail router, deducting the tail is confusing')