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https://github.com/bigscience-workshop/petals
synced 2024-10-31 09:20:41 +00:00
Make ServerState announcements work better (#93)
- Before this PR, `ServerState.JOINING` was announced only once. This announcement quickly expires in case of the full-size BLOOM, since loading blocks takes several minutes. This PR fixes it, so `ServerState.JOINING` is announced periodically in a thread until blocks are loaded. - This PR also makes the `Server` class a non-thread, so it runs in the main thread and can catch `KeyboardInterrupt`. This is important, since if we are downloading blocks right now, we need to stop it and send the `ServerState.OFFLINE` message. Note that `ModuleContainer` is still a thread. - (minor) For the sake of readability, I moved the `ModuleContainer.create()` definition, so it is now defined before `Server.__init__()` (this is because `.create()` is invoked first).
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8a73b41a42
@ -124,10 +124,9 @@ def main():
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use_auth_token = args.pop("use_auth_token")
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args["use_auth_token"] = True if use_auth_token in ("True", "true", "") else use_auth_token
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server = Server(**args, compression=compression, attn_cache_size=attn_cache_size, start=True)
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server = Server(**args, compression=compression, attn_cache_size=attn_cache_size)
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try:
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server.join()
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server.run()
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except KeyboardInterrupt:
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logger.info("Caught KeyboardInterrupt, shutting down")
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finally:
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@ -32,7 +32,7 @@ use_hivemind_log_handler("in_root_logger")
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logger = get_logger(__file__)
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class Server(threading.Thread):
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class Server:
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"""
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Runs ModuleContainer, periodically checks that the network is balanced,
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restarts the ModuleContainer with other layers if the imbalance is significant
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@ -68,13 +68,10 @@ class Server(threading.Thread):
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mean_block_selection_delay: float = 0.5,
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use_auth_token: Optional[str] = None,
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load_in_8bit: bool = False,
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start: bool,
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**kwargs,
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):
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"""Create a server with one or more bloom blocks. See run_server.py for documentation."""
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super().__init__()
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self.converted_model_name_or_path = converted_model_name_or_path
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self.num_handlers = num_handlers
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self.min_batch_size, self.max_batch_size = min_batch_size, max_batch_size
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@ -147,8 +144,6 @@ class Server(threading.Thread):
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self.mean_block_selection_delay = mean_block_selection_delay
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self.stop = threading.Event()
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if start:
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self.start()
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def run(self):
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while True:
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@ -231,65 +226,6 @@ class Server(threading.Thread):
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class ModuleContainer(threading.Thread):
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"""Serves a set of specific Bloom layers for inference, forward, and backward. Announces itself over the DHT."""
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def __init__(
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self,
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dht: DHT,
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module_backends: Dict[str, TransformerBackend],
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*,
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inference_max_length: int,
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num_connection_handlers: int,
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throughput: float,
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update_period: float,
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expiration: Optional[float] = None,
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start: bool,
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**kwargs,
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):
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super().__init__()
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self.dht, self.module_backends = dht, module_backends
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self.throughput, self.update_period, self.expiration = throughput, update_period, expiration
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self.conn_handlers = [
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TransformerConnectionHandler(dht, self.module_backends, inference_max_length)
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for _ in range(num_connection_handlers)
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]
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self.runtime = Runtime(self.module_backends, **kwargs)
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self.dht_handler_thread = ModuleAnnouncerThread(
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self.module_backends,
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dht,
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throughput=throughput,
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update_period=update_period,
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expiration=expiration,
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daemon=True,
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)
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self.checkpoint_saver = None # no need to save checkpoints since we do not change model state
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if start:
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self.run_in_background(await_ready=True)
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def run(self):
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"""
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Runs ModuleContainer in the current thread. Initializes dht if necessary, starts connection handlers,
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runs Runtime (self.runtime) to process incoming requests.
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"""
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logger.info(f"Serving {len(self.module_backends)} blocks:")
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for expert_name, backend in self.module_backends.items():
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num_parameters = sum(p.numel() for p in backend.module.parameters() if p.requires_grad)
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logger.info(f"{expert_name}: {backend.module.__class__.__name__}, {num_parameters} parameters")
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if not self.dht.is_alive():
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self.dht.run_in_background(await_ready=True)
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if self.module_backends:
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self.dht_handler_thread.start()
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if self.checkpoint_saver is not None:
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self.checkpoint_saver.start()
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for handler in self.conn_handlers:
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handler.run_in_background()
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self.runtime.run()
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# noinspection PyMethodOverriding
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@classmethod
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def create(
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@ -320,15 +256,19 @@ class ModuleContainer(threading.Thread):
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start: bool,
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) -> ModuleContainer:
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module_uids = [f"{prefix}.{block_index}" for block_index in block_indices]
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declare_active_modules(
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dht,
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joining_announcer = ModuleAnnouncerThread(
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module_uids,
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expiration_time=get_dht_time() + expiration,
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state=ServerState.JOINING,
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dht,
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ServerState.JOINING,
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throughput=throughput,
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update_period=update_period,
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expiration=expiration,
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daemon=True,
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)
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joining_announcer.start()
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logger.info(f"Announced that blocks {block_indices} are joining")
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try:
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blocks = {}
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for module_uid, block_index in zip(module_uids, block_indices):
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block = load_pretrained_block(
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@ -367,6 +307,21 @@ class ModuleContainer(threading.Thread):
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min_batch_size=min_batch_size,
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max_batch_size=max_batch_size,
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)
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except:
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joining_announcer.stop.set()
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joining_announcer.join()
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declare_active_modules(
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dht,
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module_uids,
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expiration_time=get_dht_time() + expiration,
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state=ServerState.OFFLINE,
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throughput=throughput,
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)
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logger.info(f"Announced that blocks {module_uids} are offline")
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raise
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else:
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joining_announcer.stop.set()
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joining_announcer.join()
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return cls(
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dht,
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@ -383,6 +338,65 @@ class ModuleContainer(threading.Thread):
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start=start,
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)
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def __init__(
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self,
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dht: DHT,
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module_backends: Dict[str, TransformerBackend],
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*,
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inference_max_length: int,
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num_connection_handlers: int,
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throughput: float,
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update_period: float,
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expiration: Optional[float] = None,
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start: bool,
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**kwargs,
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):
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super().__init__()
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self.dht, self.module_backends = dht, module_backends
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self.throughput, self.update_period, self.expiration = throughput, update_period, expiration
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self.conn_handlers = [
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TransformerConnectionHandler(dht, self.module_backends, inference_max_length)
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for _ in range(num_connection_handlers)
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]
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self.runtime = Runtime(self.module_backends, **kwargs)
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self.online_announcer = ModuleAnnouncerThread(
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list(self.module_backends.keys()),
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dht,
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ServerState.ONLINE,
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throughput=throughput,
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update_period=update_period,
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expiration=expiration,
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daemon=True,
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)
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self.checkpoint_saver = None # no need to save checkpoints since we do not change model state
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if start:
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self.run_in_background(await_ready=True)
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def run(self):
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"""
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Runs ModuleContainer in the current thread. Initializes dht if necessary, starts connection handlers,
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runs Runtime (self.runtime) to process incoming requests.
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"""
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logger.info(f"Serving {len(self.module_backends)} blocks:")
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for expert_name, backend in self.module_backends.items():
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num_parameters = sum(p.numel() for p in backend.module.parameters() if p.requires_grad)
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logger.info(f"{expert_name}: {backend.module.__class__.__name__}, {num_parameters} parameters")
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if not self.dht.is_alive():
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self.dht.run_in_background(await_ready=True)
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self.online_announcer.start()
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if self.checkpoint_saver is not None:
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self.checkpoint_saver.start()
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for handler in self.conn_handlers:
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handler.run_in_background()
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self.runtime.run()
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def run_in_background(self, await_ready=True, timeout=None):
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"""
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Starts ModuleContainer in a background thread. if await_ready, this method will wait until the container
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@ -411,9 +425,8 @@ class ModuleContainer(threading.Thread):
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Please note that terminating container otherwise (e.g. by killing processes) may result in zombie processes.
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If you did already cause a zombie outbreak, your only option is to kill them with -9 (SIGKILL).
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"""
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if self.module_backends:
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self.dht_handler_thread.stop.set()
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self.dht_handler_thread.join()
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self.online_announcer.stop.set()
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self.online_announcer.join()
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declare_active_modules(
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self.dht,
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@ -450,8 +463,9 @@ class ModuleAnnouncerThread(threading.Thread):
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def __init__(
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self,
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module_backends: Dict[str, TransformerBackend],
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module_uids: List[str],
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dht: DHT,
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state: ServerState,
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*,
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throughput: float,
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update_period: float = 30,
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@ -459,8 +473,9 @@ class ModuleAnnouncerThread(threading.Thread):
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**kwargs,
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):
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super().__init__(**kwargs)
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self.module_backends = module_backends
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self.module_uids = module_uids
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self.dht = dht
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self.state = state
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self.throughput = throughput
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self.update_period = update_period
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self.expiration = expiration
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@ -470,9 +485,9 @@ class ModuleAnnouncerThread(threading.Thread):
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while True:
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declare_active_modules(
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self.dht,
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self.module_backends.keys(),
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self.module_uids,
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expiration_time=get_dht_time() + self.expiration,
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state=ServerState.ONLINE,
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state=self.state,
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throughput=self.throughput,
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)
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if self.stop.wait(self.update_period):
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