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| 1 | +# Copyright 2025 PerfKitBenchmarker Authors. All rights reserved. |
| 2 | +# |
| 3 | +# Licensed under the Apache License, Version 2.0 (the "License"); |
| 4 | +# you may not use this file except in compliance with the License. |
| 5 | +# You may obtain a copy of the License at |
| 6 | +# |
| 7 | +# http://www.apache.org/licenses/LICENSE-2.0 |
| 8 | +# |
| 9 | +# Unless required by applicable law or agreed to in writing, software |
| 10 | +# distributed under the License is distributed on an "AS IS" BASIS, |
| 11 | +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| 12 | +# See the License for the specific language governing permissions and |
| 13 | +# limitations under the License. |
| 14 | + |
| 15 | +"""Class to represent a Cluster object.""" |
| 16 | +import typing |
| 17 | +from typing import Callable, List, Tuple |
| 18 | + |
| 19 | +from absl import flags |
| 20 | +from perfkitbenchmarker import disk |
| 21 | +from perfkitbenchmarker import errors |
| 22 | +from perfkitbenchmarker import linux_virtual_machine |
| 23 | +from perfkitbenchmarker import resource |
| 24 | +from perfkitbenchmarker import static_virtual_machine |
| 25 | +from perfkitbenchmarker import virtual_machine |
| 26 | +from perfkitbenchmarker.configs import option_decoders |
| 27 | +from perfkitbenchmarker.configs import spec |
| 28 | +from perfkitbenchmarker.configs import vm_group_decoders |
| 29 | + |
| 30 | + |
| 31 | +FLAGS = flags.FLAGS |
| 32 | +TEMPLATE_FILE = flags.DEFINE_string( |
| 33 | + 'cluster_template_file', |
| 34 | + None, |
| 35 | + 'The template file to be used to create the cluster. None by default, ' |
| 36 | + 'each provider has a default template file.', |
| 37 | +) |
| 38 | + |
| 39 | + |
| 40 | +class BaseClusterSpec(spec.BaseSpec): |
| 41 | + """Storing various data about HPC/ML cluster. |
| 42 | +
|
| 43 | + Attributes: |
| 44 | + zone: The region / zone the in which to launch the cluster. |
| 45 | + machine_type: The provider-specific instance type (e.g. n1-standard-8). |
| 46 | + image: The disk image to boot from. |
| 47 | + """ |
| 48 | + |
| 49 | + SPEC_TYPE = 'BaseClusterSpec' |
| 50 | + SPEC_ATTRS = ['CLOUD'] |
| 51 | + CLOUD = None |
| 52 | + |
| 53 | + @classmethod |
| 54 | + def _ApplyFlags(cls, config_values, flag_values): |
| 55 | + """Overrides config values with flag values. |
| 56 | +
|
| 57 | + Can be overridden by derived classes to add support for specific flags. |
| 58 | +
|
| 59 | + Args: |
| 60 | + config_values: dict mapping config option names to provided values. Is |
| 61 | + modified by this function. |
| 62 | + flag_values: flags.FlagValues. Runtime flags that may override the |
| 63 | + provided config values. |
| 64 | +
|
| 65 | + Returns: |
| 66 | + dict mapping config option names to values derived from the config |
| 67 | + values or flag values. |
| 68 | + """ |
| 69 | + super()._ApplyFlags(config_values, flag_values) |
| 70 | + if flag_values['cloud'].present: |
| 71 | + config_values['cloud'] = flag_values.cloud |
| 72 | + if flag_values['cluster_template_file'].present: |
| 73 | + config_values['template'] = flag_values.cluster_template_file |
| 74 | + cloud = config_values['cloud'] |
| 75 | + # only apply to workers |
| 76 | + if flag_values['num_vms'].present: |
| 77 | + config_values['workers']['vm_count'] = flag_values['num_vms'].value |
| 78 | + # flags should be applied to workers and headnode |
| 79 | + if flag_values['zone'].present: |
| 80 | + config_values['workers']['vm_spec'][cloud]['zone'] = flag_values[ |
| 81 | + 'zone' |
| 82 | + ].value[0] |
| 83 | + config_values['headnode']['vm_spec'][cloud]['zone'] = flag_values[ |
| 84 | + 'zone' |
| 85 | + ].value[0] |
| 86 | + for flag_name in ('os_type', 'cloud'): |
| 87 | + if flag_values[flag_name].present: |
| 88 | + config_values['workers'][flag_name] = flag_values[flag_name].value |
| 89 | + config_values['headnode'][flag_name] = flag_values[flag_name].value |
| 90 | + |
| 91 | + @classmethod |
| 92 | + def _GetOptionDecoderConstructions(cls): |
| 93 | + """Gets decoder classes and constructor args for each configurable option. |
| 94 | +
|
| 95 | + Can be overridden by derived classes to add options or impose additional |
| 96 | + requirements on existing options. |
| 97 | +
|
| 98 | + Returns: |
| 99 | + dict. Maps option name string to a (ConfigOptionDecoder class, dict) pair. |
| 100 | + The pair specifies a decoder class and its __init__() keyword |
| 101 | + arguments to construct in order to decode the named option. |
| 102 | + """ |
| 103 | + result = super()._GetOptionDecoderConstructions() |
| 104 | + result.update({ |
| 105 | + 'workers': (vm_group_decoders.VmGroupSpecDecoder, {}), |
| 106 | + 'headnode': (vm_group_decoders.VmGroupSpecDecoder, {}), |
| 107 | + 'cloud': (option_decoders.StringDecoder, {'default': None}), |
| 108 | + 'template': (option_decoders.StringDecoder, {'default': None}), |
| 109 | + }) |
| 110 | + return result |
| 111 | + |
| 112 | + |
| 113 | +def GetClusterSpecClass(cloud: str): |
| 114 | + """Returns the cluster spec class corresponding to the given service.""" |
| 115 | + return spec.GetSpecClass(BaseClusterSpec, CLOUD=cloud) |
| 116 | + |
| 117 | + |
| 118 | +def GetClusterClass(cloud: str): |
| 119 | + """Returns the cluster spec class corresponding to the given service.""" |
| 120 | + return resource.GetResourceClass(BaseCluster, CLOUD=cloud) |
| 121 | + |
| 122 | + |
| 123 | +class BaseCluster(resource.BaseResource): |
| 124 | + """Base class for cluster resources. |
| 125 | +
|
| 126 | + This class holds cluster-level methods and attributes. |
| 127 | +
|
| 128 | + Attributes: |
| 129 | + image: The disk image used to boot. |
| 130 | + machine_type: The provider-specific instance type for worker VMs. |
| 131 | + zone: The region / zone the VM was launched in. |
| 132 | + headnode_vm: The headnode VM. |
| 133 | + worker_vms: Internal IP address. |
| 134 | + """ |
| 135 | + |
| 136 | + RESOURCE_TYPE = 'BaseCluster' |
| 137 | + REQUIRED_ATTRS = ['CLOUD'] |
| 138 | + |
| 139 | + def __init__(self, cluster_spec: BaseClusterSpec): |
| 140 | + """Initialize BaseCluster class. |
| 141 | +
|
| 142 | + Args: |
| 143 | + cluster_spec: cluster.BaseBaseClusterSpec object. |
| 144 | + """ |
| 145 | + super().__init__() |
| 146 | + self.zone: str = cluster_spec.workers.vm_spec.zone |
| 147 | + self.machine_type: str = cluster_spec.workers.vm_spec.machine_type |
| 148 | + self.worker_machine_type: str = self.machine_type |
| 149 | + self.headnode_machine_type: str = cluster_spec.headnode.vm_spec.machine_type |
| 150 | + self.headnode_spec: virtual_machine.BaseVmSpec = ( |
| 151 | + cluster_spec.headnode.vm_spec |
| 152 | + ) |
| 153 | + self.image: str = cluster_spec.workers.vm_spec.image |
| 154 | + self.workers_spec: virtual_machine.BaseVmSpec = cluster_spec.workers.vm_spec |
| 155 | + self.workers_static_disk_spec: disk.BaseDiskSpec = ( |
| 156 | + cluster_spec.workers.disk_spec |
| 157 | + ) |
| 158 | + self.workers_static_disk: static_virtual_machine.StaticDisk | None = ( |
| 159 | + static_virtual_machine.StaticDisk(self.workers_static_disk_spec) |
| 160 | + if self.workers_static_disk_spec |
| 161 | + else None |
| 162 | + ) |
| 163 | + self.os_type: str = cluster_spec.workers.os_type |
| 164 | + self.num_workers: int = cluster_spec.workers.vm_count |
| 165 | + self.vms: List[linux_virtual_machine.BaseLinuxVirtualMachine] = [] |
| 166 | + self.headnode_vm: linux_virtual_machine.BaseLinuxVirtualMachine | None = ( |
| 167 | + None |
| 168 | + ) |
| 169 | + self.worker_vms: List[linux_virtual_machine.BaseLinuxVirtualMachine] = [] |
| 170 | + self.name: str = FLAGS.run_uri |
| 171 | + self.nfs_path: str = None |
| 172 | + |
| 173 | + def GetResourceMetadata(self): |
| 174 | + return { |
| 175 | + 'zone': self.zone, |
| 176 | + 'machine_type': self.machine_type, |
| 177 | + 'worker_machine_type': self.worker_machine_type, |
| 178 | + 'headnode_machine_type': self.headnode_machine_type, |
| 179 | + 'image': self.image, |
| 180 | + 'os_type': self.os_type, |
| 181 | + 'num_workers': self.num_workers, |
| 182 | + } |
| 183 | + |
| 184 | + def __repr__(self): |
| 185 | + return f'<BaseCluster [name={self.name}]>' |
| 186 | + |
| 187 | + # TODO(yuyanting) Move common logic here after having concrete implementation. |
| 188 | + def _RenderClusterConfig(self): |
| 189 | + """Render the config file that will be used to create the cluster.""" |
| 190 | + pass |
| 191 | + |
| 192 | + def RemoteCommand( |
| 193 | + self, |
| 194 | + command: str, |
| 195 | + ignore_failure: bool = False, |
| 196 | + timeout: float | None = None, |
| 197 | + **kwargs, |
| 198 | + ) -> Tuple[str, str]: |
| 199 | + """Runs a command on the VM. |
| 200 | +
|
| 201 | + Derived classes may add additional kwargs if necessary, but they should not |
| 202 | + be used outside of the class itself since they are non standard. |
| 203 | +
|
| 204 | + Args: |
| 205 | + command: A valid bash command. |
| 206 | + ignore_failure: Ignore any failure if set to true. |
| 207 | + timeout: The time to wait in seconds for the command before exiting. None |
| 208 | + means no timeout. |
| 209 | + **kwargs: Additional command arguments. |
| 210 | +
|
| 211 | + Returns: |
| 212 | + A tuple of stdout and stderr from running the command. |
| 213 | +
|
| 214 | + Raises: |
| 215 | + RemoteCommandError: If there was a problem issuing the command. |
| 216 | + """ |
| 217 | + return self.headnode_vm.RemoteCommand( |
| 218 | + f'srun -N {self.num_workers} {command}', |
| 219 | + ignore_failure=ignore_failure, |
| 220 | + timeout=timeout, |
| 221 | + **kwargs, |
| 222 | + ) |
| 223 | + |
| 224 | + def RobustRemoteCommand( |
| 225 | + self, |
| 226 | + command: str, |
| 227 | + timeout: float | None = None, |
| 228 | + ignore_failure: bool = False, |
| 229 | + ) -> Tuple[str, str]: |
| 230 | + """Runs a command on the VM in a more robust way than RemoteCommand. |
| 231 | +
|
| 232 | + The default should be to call RemoteCommand and log that it is not yet |
| 233 | + implemented. This function should be overwritten it is decendents. |
| 234 | +
|
| 235 | + Args: |
| 236 | + command: The command to run. |
| 237 | + timeout: The timeout for the command in seconds. |
| 238 | + ignore_failure: Ignore any failure if set to true. |
| 239 | +
|
| 240 | + Returns: |
| 241 | + A tuple of stdout, stderr from running the command. |
| 242 | +
|
| 243 | + Raises: |
| 244 | + RemoteCommandError: If there was a problem establishing the connection, or |
| 245 | + the command fails. |
| 246 | + """ |
| 247 | + return self.headnode_vm.RobustRemoteCommand( |
| 248 | + command, ignore_failure=ignore_failure, timeout=timeout |
| 249 | + ) |
| 250 | + |
| 251 | + def TryRemoteCommand(self, command: str, **kwargs): |
| 252 | + """Runs a remote command and returns True iff it succeeded.""" |
| 253 | + try: |
| 254 | + self.RemoteCommand(command, **kwargs) |
| 255 | + return True |
| 256 | + except errors.VirtualMachine.RemoteCommandError: |
| 257 | + return False |
| 258 | + |
| 259 | + def BackfillVm( |
| 260 | + self, |
| 261 | + vm_spec: virtual_machine.BaseVmSpec, |
| 262 | + fn: Callable[[virtual_machine.BaseVirtualMachine], None], |
| 263 | + ): |
| 264 | + """Create and backfill a VM object created using cluster resource. |
| 265 | +
|
| 266 | + Args: |
| 267 | + vm_spec: VM spec to be used to find corresponding VM class. |
| 268 | + fn: The function to be called on the newly created VM. |
| 269 | +
|
| 270 | + Returns: |
| 271 | + The newly created VM object. |
| 272 | + """ |
| 273 | + vm_class = virtual_machine.GetVmClass(vm_spec.CLOUD, self.os_type) |
| 274 | + vm = vm_class(vm_spec) |
| 275 | + fn(vm) |
| 276 | + vm.disks = [] |
| 277 | + vm._PostCreate() # pylint: disable=protected-access |
| 278 | + vm.created = True |
| 279 | + return vm |
| 280 | + |
| 281 | + def AuthenticateVM(self): |
| 282 | + """Authenticate a remote machine to access all vms.""" |
| 283 | + for vm in self.vms: |
| 284 | + vm.AuthenticateVm() |
| 285 | + |
| 286 | + |
| 287 | +Cluster = typing.TypeVar('Cluster', bound=BaseCluster) |
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