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ray-project--ray/python/ray/tests/gcp/test_gcp_tpu_command_runner.py
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2026-07-13 13:17:40 +08:00

291 lines
9.3 KiB
Python

import hashlib
import os
import sys
from getpass import getuser
from unittest.mock import patch
import pytest
from ray._private import ray_constants
from ray.autoscaler._private.command_runner import SSHCommandRunner
from ray.autoscaler._private.gcp.tpu_command_runner import TPUCommandRunner
from ray.tests.test_autoscaler import MockProcessRunner, MockProvider
_MOCK_TPU_NAME = "my-tpu"
_MOCK_ACCELERATOR_TYPE = "v4-16"
auth_config = {
"ssh_user": "ray",
"ssh_private_key": "8265.pem",
}
class MockTpuInstance:
def __init__(self, num_workers: int = 1):
self.num_workers = num_workers
def get_internal_ip(self, worker_index: int) -> str:
return "0.0.0.0"
def get_external_ip(self, worker_index: int) -> str:
return "1.2.3.4"
def get(self, key) -> str:
if key == "name":
return _MOCK_TPU_NAME
elif key == "acceleratorType":
return _MOCK_ACCELERATOR_TYPE
return ""
def test_tpu_ssh_command_runner():
num_workers = 2
process_runner = MockProcessRunner()
provider = MockProvider()
instance = MockTpuInstance(num_workers=num_workers)
provider.create_node({}, {}, 1)
cluster_name = "cluster"
ssh_control_hash = hashlib.sha256(cluster_name.encode()).hexdigest()
ssh_user_hash = hashlib.sha256(getuser().encode()).hexdigest()
ssh_control_path = "/tmp/ray_ssh_{}/{}".format(
ssh_user_hash[:10], ssh_control_hash[:10]
)
args = {
"instance": instance,
"log_prefix": "prefix",
"node_id": "abc",
"provider": provider,
"auth_config": auth_config,
"cluster_name": cluster_name,
"process_runner": process_runner,
"use_internal_ip": False,
}
env_vars = {"var1": 'quote between this " and this', "var2": "123"}
cmd_runner = TPUCommandRunner(**args)
cmd_runner.run(
"echo helloo", port_forward=[(8265, 8265)], environment_variables=env_vars
)
expected = [
"ssh",
"-tt",
"-L",
"8265:localhost:8265",
"-i",
"8265.pem",
"-o",
"StrictHostKeyChecking=no",
"-o",
"UserKnownHostsFile=/dev/null",
"-o",
"IdentitiesOnly=yes",
"-o",
"ExitOnForwardFailure=yes",
"-o",
"ServerAliveInterval=5",
"-o",
"ServerAliveCountMax=3",
"-o",
"ControlMaster=auto",
"-o",
"ControlPath={}/%C".format(ssh_control_path),
"-o",
"ControlPersist=10s",
"-o",
"ConnectTimeout=120s",
"ray@1.2.3.4",
"bash",
"--login",
"-c",
"-i",
"""'source ~/.bashrc; export OMP_NUM_THREADS=1 PYTHONWARNINGS=ignore && (export var1='"'"'"quote between this \\" and this"'"'"';export var2='"'"'"123"'"'"';echo helloo)'""", # noqa: E501
]
calls = process_runner.calls
# Asserts that we do make the call once per worker in the TPU pod.
assert len(process_runner.calls) == num_workers
# Much easier to debug this loop than the function call.
for i in range(num_workers):
for x, y in zip(calls[i], expected):
assert x == y
def test_tpu_docker_command_runner():
num_workers = 4
process_runner = MockProcessRunner()
provider = MockProvider()
instance = MockTpuInstance(num_workers=num_workers)
provider.create_node({}, {}, 1)
cluster_name = "cluster"
ssh_control_hash = hashlib.sha256(cluster_name.encode()).hexdigest()
ssh_user_hash = hashlib.sha256(getuser().encode()).hexdigest()
ssh_control_path = "/tmp/ray_ssh_{}/{}".format(
ssh_user_hash[:10], ssh_control_hash[:10]
)
docker_config = {"container_name": "container"}
args = {
"instance": instance,
"log_prefix": "prefix",
"node_id": "0",
"provider": provider,
"auth_config": auth_config,
"cluster_name": cluster_name,
"process_runner": process_runner,
"use_internal_ip": False,
"docker_config": docker_config,
}
cmd_runner = TPUCommandRunner(**args)
env_vars = {"var1": 'quote between this " and this', "var2": "123"}
cmd_runner.run("echo hello", environment_variables=env_vars)
# This string is insane because there are an absurd number of embedded
# quotes. While this is a ridiculous string, the escape behavior is
# important and somewhat difficult to get right for environment variables.
cmd = """'source ~/.bashrc; export OMP_NUM_THREADS=1 PYTHONWARNINGS=ignore && (docker exec -it container /bin/bash -c '"'"'bash --login -c -i '"'"'"'"'"'"'"'"'source ~/.bashrc; export OMP_NUM_THREADS=1 PYTHONWARNINGS=ignore && (export var1='"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"quote between this \\" and this"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"';export var2='"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"123"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"'"';echo hello)'"'"'"'"'"'"'"'"''"'"' )'""" # noqa: E501
expected = [
"ssh",
"-tt",
"-i",
"8265.pem",
"-o",
"StrictHostKeyChecking=no",
"-o",
"UserKnownHostsFile=/dev/null",
"-o",
"IdentitiesOnly=yes",
"-o",
"ExitOnForwardFailure=yes",
"-o",
"ServerAliveInterval=5",
"-o",
"ServerAliveCountMax=3",
"-o",
"ControlMaster=auto",
"-o",
"ControlPath={}/%C".format(ssh_control_path),
"-o",
"ControlPersist=10s",
"-o",
"ConnectTimeout=120s",
"ray@1.2.3.4",
"bash",
"--login",
"-c",
"-i",
cmd,
]
calls = process_runner.calls
# Asserts that we do make the call once per worker in the TPU pod.
assert len(process_runner.calls) == num_workers
# Much easier to debug this loop than the function call.
for i in range(num_workers):
for x, y in zip(calls[i], expected):
assert x == y
def test_tpu_docker_run_init():
num_workers = 1
process_runner = MockProcessRunner()
provider = MockProvider()
instance = MockTpuInstance(num_workers=num_workers)
provider.create_node({}, {}, 1)
cluster_name = "cluster"
docker_config = {
"container_name": "container",
"image": "rayproject/ray:latest",
}
args = {
"instance": instance,
"log_prefix": "prefix",
"node_id": "0",
"provider": provider,
"auth_config": auth_config,
"cluster_name": cluster_name,
"process_runner": process_runner,
"use_internal_ip": False,
"docker_config": docker_config,
}
cmd_runner = TPUCommandRunner(**args)
# Taken from tests/test_command_runner.py
# This mocks the response of 'docker inspect' command to return an empty JSON array.
# This simulates the scenario where the Docker image has no set environment
# variables, allowing us to test the subsequent code for handling this case.
process_runner.respond_to_call("json .Config.Env", 2 * ["[]"])
cmd_runner.run_init(as_head=True, file_mounts={}, sync_run_yet=True)
process_runner.assert_has_call("1.2.3.4", pattern="docker")
def test_max_active_connections_env_var():
num_workers = 2
process_runner = MockProcessRunner()
provider = MockProvider()
instance = MockTpuInstance(num_workers=num_workers)
provider.create_node({}, {}, 1)
cluster_name = "cluster"
docker_config = {"container_name": "container"}
args = {
"instance": instance,
"log_prefix": "prefix",
"node_id": "0",
"provider": provider,
"auth_config": auth_config,
"cluster_name": cluster_name,
"process_runner": process_runner,
"use_internal_ip": False,
"docker_config": docker_config,
}
cmd_runner = TPUCommandRunner(**args)
os.environ[ray_constants.RAY_TPU_MAX_CONCURRENT_CONNECTIONS_ENV_VAR] = "1"
num_connections = cmd_runner.num_connections
assert type(num_connections) is int
assert num_connections == 1
def test_tpu_pod_resources():
num_workers = 2
process_runner = MockProcessRunner()
provider = MockProvider()
instance = MockTpuInstance(num_workers=num_workers)
provider.create_node({}, {}, 1)
cluster_name = "cluster"
args = {
"instance": instance,
"log_prefix": "prefix",
"node_id": "abc",
"provider": provider,
"auth_config": auth_config,
"cluster_name": cluster_name,
"process_runner": process_runner,
"use_internal_ip": False,
}
env_vars = {
ray_constants.RESOURCES_ENVIRONMENT_VARIABLE: {
"TPU": 4,
f"TPU-{_MOCK_ACCELERATOR_TYPE}-head": 1,
},
}
def test_command_run(self, environment_variables, **kwargs):
resources = environment_variables[ray_constants.RESOURCES_ENVIRONMENT_VARIABLE]
if self._worker_id == 0:
assert f"TPU-{_MOCK_ACCELERATOR_TYPE}-head" in resources
else:
assert f"TPU-{_MOCK_ACCELERATOR_TYPE}-head" not in resources
with patch.object(SSHCommandRunner, "run", new=test_command_run):
cmd_runner = TPUCommandRunner(**args)
cmd_runner.run(
"echo helloo", port_forward=[(8265, 8265)], environment_variables=env_vars
)
if __name__ == "__main__":
sys.exit(pytest.main(["-sv", __file__]))