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        • API Overview - ModelArts

          API Overview - ModelArts

          Dynamically Mounting OBS Obtaining the Notebook Instances with OBS Storage Mounted Obtain the notebook instances with OBS storage mounted. Dynamically Mounting OBS Dynamically mount OBS to a notebook instance in running state.

          Help > ModelArts > API Reference
        • Separately Assigning Permissions to Administrators and Developers - ModelArts

          Separately Assigning Permissions to Administrators and Developers - ModelArts

          "obs:object:GetObject", "obs:object:GetObjectVersion", "obs:bucket:HeadBucket", "obs:object:DeleteObject", "obs:bucket:CreateBucket", "obs:bucket:ListBucket" ]

          Help > ModelArts > Best Practices > Permissions Management > Configuration Practices in Typical Scenarios
        • Example: Creating a Custom Image for Training (PyTorch + CPU/GPU) - ModelArts

          Example: Creating a Custom Image for Training (PyTorch + CPU/GPU) - ModelArts

          Step 2 Preparing the Training Script and Uploading It to OBS Prepare the training script pytorch-verification.py and upload it to the obs://test-modelarts/pytorch/demo-code/ folder of the OBS bucket.

          Help > ModelArts > Image Management > Using a Custom Image to Train Models (Model Training) > Example: Creating a Custom Image for Training
        • Creating a Custom Training Image (PyTorch + CPU/GPU) - ModelArts

          Creating a Custom Training Image (PyTorch + CPU/GPU) - ModelArts

          Step 2 Preparing the Training Script and Uploading It to OBS Prepare the training script pytorch-verification.py and upload it to the obs://test-modelarts/pytorch/demo-code/ folder of the OBS bucket.

          Help > ModelArts > ModelArts User Guide (Standard) > Creating a Custom Image for ModelArts Standard > Creating a Custom Image for Model Training
        • Creating an Algorithm - ModelArts

          Creating an Algorithm - ModelArts

          Take OBS path obs://obs-bucket/training-test/demo-code as an example. The content in the OBS path will be automatically downloaded to ${MA_JOB_DIR}/demo-code in the training container, and demo-code (customizable) is the last-level directory of the OBS path.

          Help > ModelArts > ModelArts User Guide (Standard) > Using ModelArts Standard to Train Models
        • How Do I View the ModelArts Jobs Being Billed? - ModelArts

          How Do I View the ModelArts Jobs Being Billed? - ModelArts

          In addition to the billing items displayed on the Dashboard page of ModelArts, OBS and EVS storage will be separately billed if they are used. To stop billing the OBS resources, go to the OBS management console and clear the data in OBS.

          Help > ModelArts > FAQs > Billing
        • Viewing Details About an AI Application - ModelArts

          Viewing Details About an AI Application - ModelArts

          Engine Package Address Engine package address if the meta model comes from OBS and AI Engine is Custom. Runtime Environment Runtime environment on which the meta model depends if the meta model comes from a training job or OBS and a preset AI engine is used.

          Help > ModelArts > Model Inference (To Be Offline) > Managing AI Applications
        • Inference Deployment - ModelArts

          Inference Deployment - ModelArts

          The storage fee is based on the OBS billing rules.

          Help > ModelArts > Billing > Billing Item (ModelArts Standard)
        • Releasing Training Job Resources - ModelArts

          Releasing Training Job Resources - ModelArts

          Go to OBS and delete the OBS bucket and files used by the training job. After the resources are released, check the resource usage on the Dashboard page. Figure 1 Checking the resource usage Parent topic: Performing a Training

          Help > ModelArts > Model Development (To Be Offline) > Performing a Training
        • How Do I View the ModelArts Jobs Being Billed? - ModelArts

          How Do I View the ModelArts Jobs Being Billed? - ModelArts

          In addition to the billing items displayed on the Dashboard page of ModelArts, OBS and EVS storage will be separately billed if they are used. To stop billing the OBS resources, go to the OBS management console and clear the data in OBS.

          Help > ModelArts > Billing > Billing FAQs
        • API/SDK - ModelArts

          API/SDK - ModelArts

          Does ModelArts Use the OBS API to Access OBS Files over an Intranet or the Internet? How Do I Obtain a Job Resource Usage Curve After I Submit a Training Job by Calling an API? How Do I View the Old-Version Dedicated Resource Pool List Using the SDK?

          Help > ModelArts > FAQs
        • Why Does ExeML Training Fail? - ModelArts

          Why Does ExeML Training Fail? - ModelArts

          Check whether the OBS path for storing image data complies with the following requirements: The OBS path does not contain other folders. The file name does not contain the following special characters: ~`@#$%^&*{}[]:;+=<>/ If the OBS path meets the requirements, go to 3.

          Help > ModelArts > FAQs > ExeML (Old Version) > Training Models
        • Submitting a Training Job (New Version) - ModelArts

          Submitting a Training Job (New Version) - ModelArts

          Data OBS Path OBS path for storing training data, for example, /test-modelarts2/mnist/dataset-mnist/, in which test-modelarts2 indicates a bucket name. Training OBS Path OBS path. A directory is automatically created in the path for storing a trained model and training logs.

          Help > ModelArts > DevEnviron > Local IDE > Local IDE (PyCharm) > Submitting a Training Job Using PyCharm Toolkit
        • Video Labeling - ModelArts

          Video Labeling - ModelArts

          To quickly obtain the latest data in the OBS bucket, in the Labeled or Unlabeled tab of the labeling job details page, click Synchronize Data Source. Symptom: After the labeled data is uploaded to OBS and synchronized, the data is displayed as unlabeled.

          Help > ModelArts > Data Labeling (To Be Offline) > Manual Labeling
        • Introduction to AI Application Management - ModelArts

          Introduction to AI Application Management - ModelArts

          Imported from OBS: If you use a mainstream framework to develop and train a model locally, you can upload the model to an OBS bucket based on the model package specifications, import the model from OBS to ModelArts, and use the model to create an AI application for service deployment

          Help > ModelArts > Model Inference (To Be Offline) > Managing AI Applications
        • Building a Handwritten Digit Recognition Model with ModelArts Standard - ModelArts

          Building a Handwritten Digit Recognition Model with ModelArts Standard - ModelArts

          When running a training job on ModelArts, read data and code files from the OBS bucket. Log in to OBS management console and create an OBS bucket and folder.

          Help > ModelArts > Getting Started
        • Building a Handwritten Digit Recognition Model with ModelArts Standard - ModelArts

          Building a Handwritten Digit Recognition Model with ModelArts Standard - ModelArts

          When running a training job on ModelArts, read data and code files from the OBS bucket. Log in to OBS management console and create an OBS bucket and folder.

          Help > ModelArts > Best Practices > Model Training
        • Configuring Lite Cluster Storage - ModelArts

          Configuring Lite Cluster Storage - ModelArts

          Deleting a Pod does not clear its storage. hostPath OBS Training dataset storage Object storage. The OBS SDKs are used to download sample data. Due to the large storage capacity being far from nodes, direct training speed is slow.

          Help > ModelArts > ModelArts User Guide (Lite Cluster) > Configuring Lite Cluster Resources
        • Creating a Training Job - ModelArts

          Creating a Training Job - ModelArts

          Enums: dataset: The data input is a dataset. obs: The data input is an OBS path. Table 37 remote Parameter Mandatory Type Description obs No obs object OBS in which data input and output stored.

          Help > ModelArts > API Reference > Training Management
        • Creating a Dataset Phase - ModelArts

          Creating a Dataset Phase - ModelArts

          For details about specifications for importing labeled data from an OBS directory, see Specifications for Importing Data from an OBS Directory. from modelarts import workflow as wf # Use CreateDatasetStep to create a dataset of the new version using OBS data.

          Help > ModelArts > ModelArts User Guide (Standard) > Using Workflows for Low-Code AI Development > Workflow Development Command Reference > Creating Workflow Phases
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