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          • Using a Large Model to Create a Model on ModelArts Standard and Deploy It as a Real-Time Service - ModelArts

            Using a Large Model to Create a Model on ModelArts Standard and Deploy It as a Real-Time Service - ModelArts

            To avoid repeated loading, the platform allows the model package to be loaded from the local storage space of the node in the resource pool and keeps the loaded files valid even when the service is stopped or restarted (using the hash value to ensure data consistency).

            Help > ModelArts > Best Practices > Model Inference
          • Lite Server Node Fault Diagnosis - ModelArts

            Lite Server Node Fault Diagnosis - ModelArts

            Server Model Only Ascend Snt9b and Ascend Snt9b23 are supported. Type You can select Single node or Integrated rack, or search for a specific node by keyword. Diagnosis Item You can select Parameter Plane Network Diagnosis, Ascend Device Diagnosis, or both.

            Help > ModelArts > ModelArts User Guide (Lite Server) > Lite Server Plug-in Management
          • One-Click Pressure Test for Lite Server Nodes - ModelArts

            One-Click Pressure Test for Lite Server Nodes - ModelArts

            Server Model Only Ascend Snt9b and Ascend Snt9b23 are supported. Type You can select Single node or Integrated rack, or search for a specific node by keyword. Test Case You can select any of the following pressure test cases.

            Help > ModelArts > ModelArts User Guide (Lite Server) > Lite Server Plug-in Management
          • Upgrading the Ascend Driver and Firmware Version on Lite Server - ModelArts

            Upgrading the Ascend Driver and Firmware Version on Lite Server - ModelArts

            Server Model Only Ascend Snt9b and Ascend Snt9b23 are supported. Type You can select Single node or Integrated rack, or search by keyword. Select the target node to be upgraded in the node list (batch selection supported) and click OK.

            Help > ModelArts > ModelArts User Guide (Lite Server) > Lite Server Plug-in Management
          • Creating a Multiple-Node Multi-PU Distributed Training Job (DistributedDataParallel) - ModelArts

            Creating a Multiple-Node Multi-PU Distributed Training Job (DistributedDataParallel) - ModelArts

            Why Can I Leave the IP Address of the Master Node Blank for DDP? The init method parameter in parser.add_argument('--init_method', default=None, help='tcp_port') contains the IP address and port number of the master node, which are automatically input by the platform.

            Help > ModelArts > ModelArts User Guide (Standard) > Using ModelArts Standard to Train Models > Distributed Model Training
          • Starting Training Using a Preset Image's Boot File - ModelArts

            Starting Training Using a Preset Image's Boot File - ModelArts

            torch.cuda.set_device(hvd.local_rank()) cudnn.benchmark = True # Set up standard model. model = getattr(models, args.model)() # By default, Adasum doesn't need scaling up learning rate. lr_scaler = hvd.size() if not args.use_adasum else 1 if args.cuda: # Move model to GPU.

            Help > ModelArts > ModelArts User Guide (Standard) > Using ModelArts Standard to Train Models > Preparing Model Training Code
          • Managing Lite Cluster Node Pools - ModelArts

            Managing Lite Cluster Node Pools - ModelArts

            Synchronization for Existing Nodes (labels and taints) and Synchronization for Existing Nodes (labels) can be modified synchronously for existing nodes (by selecting the check boxes). The updated resource tag information in the node pool is synchronized to its nodes.

            Help > ModelArts > ModelArts User Guide (Lite Cluster) > Managing Lite Cluster Resources
          • Creating a Custom Training Image (PyTorch + Ascend) - ModelArts

            Creating a Custom Training Image (PyTorch + Ascend) - ModelArts

            Boot Command: /home/ma-user/miniconda3/bin/python ${MA_JOB_DIR}/demo-code/pytorch-verification.py. demo-code (customizable) is the last-level directory of the OBS path.

            Help > ModelArts > ModelArts User Guide (Standard) > Creating a Custom Image for ModelArts Standard > Creating a Custom Image for Model Training
          • Expanding and Reducing Lite Server Supernodes - ModelArts

            Expanding and Reducing Lite Server Supernodes - ModelArts

            (Optional) Custom Instance Injection Use this function to configure Server nodes if you want to: Use scripts to simplify the Server node configuration. Use scripts to initialize OSs. Use existing scripts and upload them to the server when creating the Server node.

            Help > ModelArts > ModelArts User Guide (Lite Server) > Managing Lite Server Supernodes
          • Software Versions Required by Different Models - ModelArts

            Software Versions Required by Different Models - ModelArts

            Software Versions Required by Different Models A resource pool for elastic clusters can use either Elastic Bare Metal Servers (BMSs) or Elastic Cloud Servers (ECSs) as nodes. Each node model has its own operating system (OS) and compatible CCE cluster versions.

            Help > ModelArts > ModelArts User Guide (Lite Cluster) > Before You Start
          • Saving the Image of a Debug Training Job - ModelArts

            Saving the Image of a Debug Training Job - ModelArts

            Parent topic: Managing Model Training Jobs

            Help > ModelArts > ModelArts User Guide (Standard) > Using ModelArts Standard to Train Models > Managing Model Training Jobs
          • Provisioning Lite Server Resources (New Version) - ModelArts

            Provisioning Lite Server Resources (New Version) - ModelArts

            Table 7 Node management parameters Parameter Description Server Name Server name, which can contain 1 to 64 characters. Only digit, letters, underscores (_), and hyphens (-) are allowed. CAUTION: The server name in the order will not be changed.

            Help > ModelArts > ModelArts User Guide (Lite Server)
          • Using Cloud Eye to Monitor NPU Resources of a Single Lite Server Node - ModelArts

            Using Cloud Eye to Monitor NPU Resources of a Single Lite Server Node - ModelArts

            ) on the media (optical) side of channel 0 in the NPU optical module dB N/A Natural number instance_id, npu telescope: 2.7.5.9 or later 81 npu_opt_media_snr_lane1 NPU Optical Module Channel 1 Optical SNR The signal-to-noise ratio (SNR) on the media (optical) side of channel 1 in the

            Help > ModelArts > ModelArts User Guide (Lite Server) > Monitoring Lite Server Resources
          • Changing or Resetting the Lite Server OS - ModelArts

            Changing or Resetting the Lite Server OS - ModelArts

            Changing or Resetting the Lite Server OS Scenario You can change or reset the Lite Server node OS if a BMS is used. Change the OS in any of the following ways: (Recommended) Change or reset the OS on the server page of the ModelArts console. Change the OS on the BMS console.

            Help > ModelArts > ModelArts User Guide (Lite Server) > Managing Lite Server Resources
          • Viewing Training Job Details - ModelArts

            Viewing Training Job Details - ModelArts

            In the navigation pane, choose Model Training > Training Jobs. In the job list, click Export to export training job details in a certain time range as an Excel file. A maximum of 200 rows of data can be exported.

            Help > ModelArts > ModelArts User Guide (Standard) > Using ModelArts Standard to Train Models > Managing Model Training Jobs
          • Creating a Custom Image for a Model - ModelArts

            Creating a Custom Image for a Model - ModelArts

            You need to import a model package. The new image is larger than 35 GB and needs to be created on a server such as ECS. For details, see Creating a Custom Image on ECS. Figure 1 Creating a custom image for a model Constraints No malicious code is allowed.

            Help > ModelArts > ModelArts User Guide (Standard) > Creating a Custom Image for ModelArts Standard > Creating a Custom Image for Inference
          • Configuring Supernode Affinity Group Instances - ModelArts

            Configuring Supernode Affinity Group Instances - ModelArts

            Model parallelism uses AllReduce communication, while MoE expert parallelism uses all-to-all communication. Both require high network bandwidth between processing units (PUs).

            Help > ModelArts > ModelArts User Guide (Standard) > Using ModelArts Standard to Train Models
          • How Do I Improve Training Efficiency While Reducing Interaction with OBS in ModelArts? - ModelArts

            How Do I Improve Training Efficiency While Reducing Interaction with OBS in ModelArts? - ModelArts

            FLAGS = tf.flags.FLAGS import moxing as mox TMP_CACHE_PATH = '/cache/data' mox.file.copy_parallel('FLAGS.data_url', TMP_CACHE_PATH) mnist = input_data.read_data_sets(TMP_CACHE_PATH, one_hot=True) Parent topic: ModelArts Standard Model Training

            Help > ModelArts > FAQs > ModelArts Standard Model Training
          • Collecting and Uploading NPU Logs - ModelArts

            Collecting and Uploading NPU Logs - ModelArts

            For the 300IDuo model, set is_300_iduo to True.

            Help > ModelArts > ModelArts User Guide (Lite Server) > Using Lite Server Resources
          • Overview - ModelArts

            Overview - ModelArts

            ): Multiple GPUs work together on one server to speed up training using data parallelism.

            Help > ModelArts > ModelArts User Guide (Standard) > Using ModelArts Standard to Train Models > Distributed Model Training
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