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182 lines
7.4 KiB
Text
182 lines
7.4 KiB
Text
NAME
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gcloud alpha compute tpus create - create a new Cloud TPU
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SYNOPSIS
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gcloud alpha compute tpus create (TPU : --zone=ZONE) --version=VERSION
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[--accelerator-type=ACCELERATOR_TYPE; default="v2-8"] [--async]
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[--description=DESCRIPTION] [--network=NETWORK; default="default"]
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[--preemptible] [--range=RANGE] [--reserved] [--use-service-networking]
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[--model-base-path=MODEL_BASE_PATH --model-name=MODEL_NAME
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| --model-config-file=MODEL_CONFIG_FILE
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--platform-config-file=PLATFORM_CONFIG_FILE] [GCLOUD_WIDE_FLAG ...]
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DESCRIPTION
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(ALPHA) Create a new Cloud TPU.
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EXAMPLES
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The following command creates a TPU with ID my-tpu in the default user
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project, network and compute/region (with other defaults supplied by API):
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$ gcloud alpha compute tpus create my-tpu
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The following command creates a TPU with ID my-tpu with explicit values for
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all required and optional parameters:
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$ gcloud alpha compute tpus create my-tpu --zone=us-central1-a \
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--range='10.240.0.0/29' --accelerator-type='v2-8' \
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--network=my-tf-network --description='My TF Node' \
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--version='1.1'
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POSITIONAL ARGUMENTS
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Tpu resource - The Cloud TPU you want to create. The arguments in this
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group can be used to specify the attributes of this resource. (NOTE) Some
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attributes are not given arguments in this group but can be set in other
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ways.
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To set the project attribute:
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◆ provide the argument tpu on the command line with a fully specified
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name;
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◆ provide the argument --project on the command line;
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◆ set the property core/project.
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This must be specified.
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TPU
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ID of the tpu or fully qualified identifier for the tpu.
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To set the tpu attribute:
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▸ provide the argument tpu on the command line.
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This positional argument must be specified if any of the other
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arguments in this group are specified.
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--zone=ZONE
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The compute/zone of the Cloud TPU.
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If not specified, will use default compute/zone.
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To set the zone attribute:
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▸ provide the argument tpu on the command line with a fully
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specified name;
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▸ provide the argument --zone on the command line;
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▸ set the property compute/zone.
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REQUIRED FLAGS
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--version=VERSION
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TensorFlow version for the TPU, such as 1.14. For a list of available
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TensorFlow versions please see https://www.tensorflow.org/versions/.
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OPTIONAL FLAGS
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--accelerator-type=ACCELERATOR_TYPE; default="v2-8"
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TPU accelerator type for the TPU. If not specified, this defaults to
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v2-8.
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For a list of available accelerator types run:
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gcloud alpha compute tpus accelerator-types list
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--async
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Return immediately, without waiting for the operation in progress to
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complete.
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--description=DESCRIPTION
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Specifies a text description of the TPU.
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--network=NETWORK; default="default"
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Specifies the network that this TPU will be a part of.
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--preemptible
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If provided, the TPU will be preemptible and time-limited. It may be
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preempted to free up resources for standard TPUs, and will only be able
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to run for a limited amount of time.
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Preemptible TPUs cannot be restarted.
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--range=RANGE
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CIDR Range for the TPU.
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The IP range that the TPU will select an IP address from. Must be in
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CIDR notation and a /29 range, for example 192.168.0.0/29. Errors will
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occur if the CIDR range has already been used for a currently existing
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TPU, the CIDR range conflicts with any networks in the user's provided
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network, or the provided network is peered with another network that is
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using that CIDR range.
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--reserved
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When specified, will attempt to create the TPU node under reservations
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made in the current project. The reservations can be made separately
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but used in aggregated form. i.e., the user can make a reservation of
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128 V2 TPUs and later on make another reservation of 128 V2 TPUs then
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creates a v2-256 TPU instance. If there exists no reservation or not
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sufficient amount of reserved cores under the project, the request will
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fail due to lack of capacity.
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--use-service-networking
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If provided, the TPU will be configured via the Service Networking (SN)
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API instead of using a CIDR range. The Service Networking API should be
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enabled on the project before creating the TPU.
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For more information on Service Networking see
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https://cloud.google.com/service-infrastructure/docs/service-networking/getting-started.
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At most one of these can be specified:
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--model-base-path=MODEL_BASE_PATH
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Base path to exported saved model. This flag can be used instead of
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'--model-config-file' directly to specify the exported saved model's
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base path (excluding timestamp), whereas '--model-config-file' points
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to a Google Cloud Storage path to a ModelServerConfig proto.
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--model-name=MODEL_NAME
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Model name for tensorflow serving to serve to incoming requests. If
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not provided, 'serving_default' will be used.
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--model-config-file=MODEL_CONFIG_FILE
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Google Cloud Storage URI of the configuration file for models to
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serve. For example: 'gs://my_bucket/path/to/config.pbtxt'.
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The contents of the model configuration file should look something
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like the following:
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model_config_list: { config: { name: "Model1", base_path:
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"gs://my_bucket/path/to/model1", model_platform: "tensorflow" },
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config: { name: "Model2", base_path:
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"gs://my_other_bucket/path/to/model2", model_platform: "tensorflow"
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}, }
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--platform-config-file=PLATFORM_CONFIG_FILE
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Google Cloud Storage URI of configuration file for platform
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requirements. For example: 'gs://my_bucket/path/to/platform.pbtxt'.
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The contents of the platform configuration file should look something
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like the following:
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platform_configs { key: "tensorflow" value { source_adapter_config {
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[type.googleapis.com/tensorflow.serving.SavedModelBundleSourceAdapterConfig]
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{ legacy_config { saved_model_tags: "tpu" saved_model_tags: "serve"
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batching_parameters { max_batch_size { value: 8 }
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batch_timeout_micros { value: 50000 } max_enqueued_batches { value:
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10000 } num_batch_threads { value: 8 } } } } } } }
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GCLOUD WIDE FLAGS
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These flags are available to all commands: --access-token-file, --account,
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--billing-project, --configuration, --flags-file, --flatten, --format,
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--help, --impersonate-service-account, --log-http, --project, --quiet,
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--trace-token, --user-output-enabled, --verbosity.
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Run $ gcloud help for details.
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API REFERENCE
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This command uses the tpu/v1alpha1 API. The full documentation for this API
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can be found at: https://cloud.google.com/tpu/
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NOTES
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This command is currently in alpha and might change without notice. If this
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command fails with API permission errors despite specifying the correct
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project, you might be trying to access an API with an invitation-only early
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access allowlist. These variants are also available:
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$ gcloud compute tpus create
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$ gcloud beta compute tpus create
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