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