o ^iY/ @sddlZddlZddlmZmZddlmZmZmZm Z ddl Z ddl m m mmZddlmZddlmZmZddlmZddlmZddlmZmZmZdd lmZdd l m!Z!dd l"m#Z#dd l$m%Z%dd l&m'Z'gdZ(e%e)Z*eGdddZ+GdddZ,de ee-dfde.ede-fddZ/de!de0ee-ee1ffddZ2de+de ee-dfde.ede3e1effddZ4dS)N) dataclassfield)AnyCallableOptionalUnion)get_default_numa_options)eventsmetrics) WorkerSpec)LocalElasticAgent)DefaultLogsSpecs LogsSpecsSignalException)ChildFailedError)RendezvousParameters)parse_rendezvous_endpoint) get_logger) NumaOptions) LaunchConfigelastic_launch launch_agentc@seZdZUdZeed<eed<eed<dZeeed<dZ e ed<d Z e ed <dZ e ed <d Z e ed <eedZee efed<dZeed<dZeed<dZeed<dZe ed<dZee ed<eedZee e fed<dZee ed<dZe ed<dZeeed<ddZdS) ra Creates a rendezvous config. Args: min_nodes: Minimum amount of nodes that the user function will be launched on. Elastic agent ensures that the user function start only when the min_nodes amount enters the rendezvous. max_nodes: Maximum amount of nodes that the user function will be launched on. nproc_per_node: On each node the elastic agent will launch this amount of workers that will execute user defined function. rdzv_backend: rdzv_backend to use in the rendezvous (zeus-adapter, etcd). rdzv_endpoint: The endpoint of the rdzv sync. storage. rdzv_configs: Key, value pair that specifies rendezvous specific configuration. rdzv_timeout: Legacy argument that specifies timeout for the rendezvous. It is going to be removed in future versions, see the note below. The default timeout is 900 seconds. run_id: The unique run id of the job (if not passed a unique one will be deduced from run environment - flow workflow id in flow - or auto generated). role: User defined role of the worker (defaults to "trainer"). max_restarts: The maximum amount of restarts that elastic agent will conduct on workers before failure. monitor_interval: The interval in seconds that is used by the elastic_agent as a period of monitoring workers. start_method: The method is used by the elastic agent to start the workers (spawn, fork, forkserver). metrics_cfg: configuration to initialize metrics. local_addr: address of the local node if any. If not set, a lookup on the local machine's FQDN will be performed. local_ranks_filter: ranks for which to show logs in console. If not set, show from all. event_log_handler: name of the event logging handler as registered in `elastic/events/handlers.py `_. .. note:: `rdzv_timeout` is a legacy argument that will be removed in future. Set the timeout via `rdzv_configs['timeout']` min_nodes max_nodesnproc_per_nodeN logs_specsrun_id default_rolerole rdzv_endpointetcd rdzv_backend)default_factory rdzv_configs rdzv_timeout max_restartsg?monitor_intervalspawn start_methodlog_line_prefix_template metrics_cfg local_addrnullevent_log_handler numa_optionscCsd}|jdkr|j|jd<n d|jvr||jd<|jdur!t|_|jdur@tjrBtj|j krDt |_t d|jdSdSdSdS)Nir%timeoutzUsing default numa options = %r) r&r$rr r1torchcuda is_available device_countrrloggerinfo)selfdefault_timeoutr;Y/var/www/html/RAG/RAG_venv/lib/python3.10/site-packages/torch/distributed/launcher/api.py __post_init__cs     zLaunchConfig.__post_init__)__name__ __module__ __qualname____doc__int__annotations__rrrrstrrr r"rdictr$rr&r(r)floatr+r,r-r.r0r1rr=r;r;r;r<r%s* )          rc@s4eZdZdZdedeeedffddZddZ dS) ra Launches an torchelastic agent on the container that invoked the entrypoint. 1. Pass the ``entrypoint`` arguments as non ``kwargs`` (e.g. no named parameters)/ ``entrypoint`` can be a function or a command. 2. The return value is a map of each worker's output mapped by their respective global rank. Usage :: def worker_fn(foo): # ... def main(): # entrypoint is a function. outputs = elastic_launch(LaunchConfig, worker_fn)(foo) # return rank 0's output return outputs[0] # entrypoint is a command and ``script.py`` is the python module. outputs = elastic_launch(LaunchConfig, "script.py")(args) outputs = elastic_launch(LaunchConfig, "python")("script.py") config entrypointNcCs||_||_dSN)_config _entrypoint)r9rGrHr;r;r<__init__s zelastic_launch.__init__cGst|j|jt|SrI)rrJrKlist)r9argsr;r;r<__call__szelastic_launch.__call__) r>r?r@rArrrrDrLrOr;r;r;r<rxs  rrHrNreturncCs@t|tr|jSt|tr|tjkrtdd|DdS|SdS)aRetrieve entrypoint name with the rule: 1. If entrypoint is a function, use ``entrypoint.__qualname__``. 2. If entrypoint is a string, check its value: 2.1 if entrypoint equals to ``sys.executable`` (like "python"), use the first element from ``args`` which does not start with hifen letter (for example, "-u" will be skipped). 2.2 otherwise, use ``entrypoint`` value. 3. Otherwise, return empty string. css |] }|ddkr|VqdS)r-Nr;).0argr;r;r< sz'_get_entrypoint_name..r) isinstancerr>rDsys executablenext)rHrNr;r;r<_get_entrypoint_names   rYrdzv_parameterscCsX|jdkrdS|j}|}|stdt|dd\}}|dkr(td|d||fS)Nstatic)NNzKEndpoint is missing in endpoint. Try to add --master-addr and --master-portr%) default_portzport is missing in endpoint: z. Try to specify --master-port)backendendpointstrip ValueErrorr)rZr^ master_addr master_portr;r;r<_get_addr_and_ports  rcrGc Cs|jsttj}td|||_t||}td||j |j |j |j|j |j |j|j|j|jj|j|j|jdtd |j |j |j|j |j |jd|j}t|\}}t|j|j |t|t||j|j|||j|j|jd }t||j|j|j d} d} zYz.t!"t!#|j| $} t%&| '|j| (rt)|| j*d| j+WW| r|j,-SSt)yt.yd } t%&| /|jt0yt%&| /|jw| r|j,-ww) Nz3config has no run_id, generated a random run_id: %saWStarting elastic_operator with launch configs: entrypoint : %(entrypoint)s min_nodes : %(min_nodes)s max_nodes : %(max_nodes)s nproc_per_node : %(nproc_per_node)s run_id : %(run_id)s rdzv_backend : %(rdzv_backend)s rdzv_endpoint : %(rdzv_endpoint)s rdzv_configs : %(rdzv_configs)s max_restarts : %(max_restarts)s monitor_interval : %(monitor_interval)s log_dir : %(log_dir)s metrics_cfg : %(metrics_cfg)s event_log_handler : %(event_log_handler)s numa_options : %(numa_options)s )rHrrrrr"r r$r(r)log_dirr-r0r1)r]r^rrrr.) rlocal_world_sizerHrN rdzv_handlerr(r)rarbr.r0r1)specrr+r,T)namefailuresFr;)1rrDuuiduuid4rBr7warningrYr8rrrr"r r$r(r)r root_log_dirr-r0r1rr.rcr rtuple rdzv_registryget_rendezvous_handlerr r+r,r initialize_metrics MetricsConfigrunr recordget_event_succeeded is_failedrri return_valuesrfshutdownrget_event_failed Exception) rGrHrNrentrypoint_namerZrarbrgagent shutdown_rdzvresultr;r;r<rs  "      r)5rVrj dataclassesrrtypingrrrrr3-torch.distributed.elastic.rendezvous.registry distributedelastic rendezvousregistryrotorch._utils_internalrtorch.distributed.elasticr r *torch.distributed.elastic.agent.server.apir :torch.distributed.elastic.agent.server.local_elastic_agentr )torch.distributed.elastic.multiprocessingr rr0torch.distributed.elastic.multiprocessing.errorsr$torch.distributed.elastic.rendezvousr*torch.distributed.elastic.rendezvous.utilsr'torch.distributed.elastic.utils.loggingrtorch.numa.bindingr__all__r>r7rrrDrMrYrnrBrcrErr;r;r;r<sT        R'