mirror of
https://github.com/wassname/ray.git
synced 2026-07-09 03:45:37 +08:00
allow cluster script to update worker code on nodes (#243)
This commit is contained in:
committed by
Philipp Moritz
parent
86aef1bc56
commit
8952ff8cf9
+59
-12
@@ -64,7 +64,7 @@ def _install_ray(node_ip_addresses, username, key_file, installation_directory):
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for t in threads:
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t.join()
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def _start_ray(node_ip_addresses, username, key_file, num_workers_per_node, worker_path, installation_directory):
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def _start_ray(node_ip_addresses, username, key_file, num_workers_per_node, worker_directory, installation_directory):
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"""
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This method is used to start Ray on a cluster. It will ssh to the head node,
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that is, the first node in the list node_ip_addresses, and it will start
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@@ -74,9 +74,12 @@ def _start_ray(node_ip_addresses, username, key_file, num_workers_per_node, work
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:param node_ip_addresses: ip addresses of the nodes on which to install Ray
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:param username: the username used to ssh to the cluster
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:param key_file: the key used to ssh to the cluster
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:param worker_path: path of the source code to have the workers run
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:param worker_directory: local directory containing the worker source code
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:param installation_directory: directory in which Ray is installed, for example "/home/ubuntu/"
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"""
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# First update the worker code on the nodes.
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remote_worker_path = _update_worker_code(node_ip_addresses, worker_directory, installation_directory)
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scripts_directory = os.path.join(installation_directory, "ray/scripts")
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# Start the scheduler
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# The triple backslashes are used for two rounds of escaping, something like \\\" -> \" -> "
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@@ -94,7 +97,7 @@ def _start_ray(node_ip_addresses, username, key_file, num_workers_per_node, work
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cd "{}";
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source ../setup-env.sh;
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python -c "import ray; ray.services.start_node(\\\"{}:10001\\\", \\\"{}\\\", {}, worker_path=\\\"{}\\\")" > start_workers.out 2> start_workers.err < /dev/null &
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""".format(scripts_directory, node_ip_addresses[0], node_ip_addresses[i], num_workers_per_node, worker_path)
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""".format(scripts_directory, node_ip_addresses[0], node_ip_addresses[i], num_workers_per_node, remote_worker_path)
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run_command_over_ssh(node_ip_address, username, key_file, start_workers_command)
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print "cluster started; you can start the shell on the head node with:"
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@@ -105,7 +108,7 @@ def _start_ray(node_ip_addresses, username, key_file, num_workers_per_node, work
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python "{}" --scheduler-address={}:10001 --objstore-address={}:20001 --worker-address={}:30001 --attach
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""".format(setup_env_path, shell_script_path, node_ip_addresses[0], node_ip_addresses[0], node_ip_addresses[0])
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def _restart_workers(node_ip_addresses, username, key_file, num_workers_per_node, worker_path, installation_directory):
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def _restart_workers(node_ip_addresses, username, key_file, num_workers_per_node, worker_directory, installation_directory):
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"""
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This method is used for restarting the workers in the cluster, for example, to
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use new application code. This is done without shutting down the scheduler
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@@ -115,9 +118,12 @@ def _restart_workers(node_ip_addresses, username, key_file, num_workers_per_node
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:param node_ip_addresses: ip addresses of the nodes on which to restart the workers
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:param username: the username used to ssh to the cluster
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:param key_file: the key used to ssh to the cluster
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:param worker_path: path of the source code to have the workers run
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:param worker_directory: local directory containing the worker source code
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:param installation_directory: directory in which Ray is installed, for example "/home/ubuntu/"
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"""
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# First update the worker code on the nodes.
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remote_worker_path = _update_worker_code(node_ip_addresses, worker_directory, installation_directory)
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scripts_directory = os.path.join(installation_directory, "ray/scripts")
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head_node_ip_address = node_ip_addresses[0]
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scheduler_address = "{}:10001".format(head_node_ip_address) # This needs to be the address of the currently running scheduler, which was presumably created in _start_ray.
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@@ -140,7 +146,7 @@ def _restart_workers(node_ip_addresses, username, key_file, num_workers_per_node
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cd "{}";
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source ../setup-env.sh;
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python -c "import ray; ray.services.start_workers(\\\"{}:10001\\\", \\\"{}:20001\\\", {}, worker_path=\\\"{}\\\")" > start_workers.out 2> start_workers.err < /dev/null &
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""".format(scripts_directory, node_ip_addresses[0], node_ip_addresses[i], num_workers_per_node, worker_path)
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""".format(scripts_directory, node_ip_addresses[0], node_ip_addresses[i], num_workers_per_node, remote_worker_path)
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run_command_over_ssh(node_ip_address, username, key_file, start_workers_command)
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def _stop_ray(node_ip_addresses, username, key_file):
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@@ -179,6 +185,47 @@ def _update_ray(node_ip_addresses, username, key_file, installation_directory):
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for node_ip_address in node_ip_addresses:
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run_command_over_ssh(node_ip_address, username, key_file, update_cluster_command)
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def _update_worker_code(node_ip_addresses, worker_directory, installation_directory):
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"""
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This method is used to sync update the worker source code on each node in the
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cluster. The worker_directory will be copied under installation_directory.
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For example, we call _update_worker_code(node_ip_addresses, "~/a/b/c",
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"/d/e/f"), then the contents of ~/a/b/c on the local machine will be copied
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to /d/e/f/ray_worker_files/c on each node in the cluster.
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:param node_ip_addresses: ip addresses of the nodes on which to restart the
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workers
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:param worker_directory: The path on the local machine to the directory that
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contains the worker code. This directory must contain a file worker.py.
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:param installation_directory: Directory in which ray is installed, for
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example "/home/ubuntu/".
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:rtype: A string with the path to the source code of the worker on the remote
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nodes.
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"""
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worker_directory = os.path.expanduser(worker_directory)
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if not os.path.isdir(worker_directory):
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raise Exception("Directory {} does not exist.".format(worker_directory))
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if not os.path.exists(os.path.join(worker_directory, "worker.py")):
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raise Exception("Directory {} does not contain a file named worker.py.".format(worker_directory))
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# If worker_directory is "/a/b/c", then local_directory_name is "c".
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local_directory_name = os.path.split(os.path.realpath(worker_directory))[1]
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remote_directory = os.path.join(installation_directory, "ray_worker_files", local_directory_name)
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for node_ip_address in node_ip_addresses:
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# Remove and recreate the directory on the node.
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recreate_directory_command = """
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rm -r "{}";
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mkdir -p "{}"
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""".format(remote_directory, remote_directory)
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run_command_over_ssh(node_ip_address, username, key_file, recreate_directory_command)
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# Copy the files from the local machine to the node.
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copy_command = """
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scp -r -i {} {}/* {}@{}:{}/
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""".format(key_file, worker_directory, username, node_ip_address, remote_directory)
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subprocess.call([copy_command], shell=True)
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remote_worker_path = os.path.join(remote_directory, "worker.py")
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return remote_worker_path
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def is_valid_ip(ip_address):
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"""
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This method returns true if an address is a valid IPv4 address and returns
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@@ -224,20 +271,20 @@ if __name__ == "__main__":
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if check_ip_addresses(node_ip_addresses):
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_install_ray(node_ip_addresses, username, key_file, installation_directory)
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def start_ray(worker_path, num_workers_per_node=10, node_ip_addresses=node_ip_addresses):
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def start_ray(worker_directory, num_workers_per_node=10, node_ip_addresses=node_ip_addresses):
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"""
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This method is used to start Ray on a cluster. It will ssh to the head node,
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that is, the first node in the list node_ip_addresses, and it will start
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the scheduler. Then it will ssh to each node and start an object store and
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some workers.
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:param worker_path: path of the source code to have the workers run
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:param worker_directory: path of the source code to have the workers run
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:param node_ip_addresses: ip addresses of the nodes on which to install Ray
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"""
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if check_ip_addresses(node_ip_addresses):
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_start_ray(node_ip_addresses, username, key_file, num_workers_per_node, worker_path, installation_directory)
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_start_ray(node_ip_addresses, username, key_file, num_workers_per_node, worker_directory, installation_directory)
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def restart_workers(worker_path, num_workers_per_node=10, node_ip_addresses=node_ip_addresses):
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def restart_workers(worker_directory, num_workers_per_node=10, node_ip_addresses=node_ip_addresses):
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"""
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This method is used for restarting the workers in the cluster, for example, to
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use new application code. This is done without shutting down the scheduler
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@@ -245,11 +292,11 @@ if __name__ == "__main__":
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shut down any drivers.
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:param node_ip_addresses: ip addresses of the nodes on which to restart the workers
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:param worker_path: path of the source code to have the workers run
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:param worker_directory: path of the source code to have the workers run
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:param installation_directory: directory in which Ray is installed, for example "/home/ubuntu/"
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"""
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if check_ip_addresses(node_ip_addresses):
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_restart_workers(node_ip_addresses, username, key_file, num_workers_per_node, worker_path, installation_directory)
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_restart_workers(node_ip_addresses, username, key_file, num_workers_per_node, worker_directory, installation_directory)
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def stop_ray(node_ip_addresses=node_ip_addresses):
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"""
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