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          • 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 > Billing > Billing FAQs
          • 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)
          • Application Scenarios - ModelArts

            Application Scenarios - ModelArts

            ModelArts mox.file provides a set of APIs for accessing OBS more conveniently, allowing users to operate OBS files by simulating a series of APIs for operating the local file system. For details, see Using MoXing Commands in a Notebook Instance.

            Help > ModelArts > ModelArts User Guide (Standard) > Using Notebook for AI Development and Debugging
          • 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
          • 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 > Best Practices > Model Training
          • 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 console and create an OBS bucket and folder.

            Help > ModelArts > Getting Started
          • 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
          • 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
          • Example: Creating a Custom Image for Training (MindSpore and GPUs) - ModelArts

            Example: Creating a Custom Image for Training (MindSpore and GPUs) - ModelArts

            / directory in the OBS bucket.

            Help > ModelArts > Image Management > Using a Custom Image to Train Models (Model Training) > Example: Creating a Custom Image for Training
          • Deploying as a Batch Service - ModelArts

            Deploying as a Batch Service - ModelArts

            The field value is the OBS URL of the file in any of the following formats: Bucket path <obs path>{{Bucket name}}/{{Object name}}/File name, which is used to access your OBS data. You can access the path for obtaining an object in OBS. <obs path> can be obs:// or s3://.

            Help > ModelArts > Model Inference (To Be Offline) > Deploying an AI Application as a Service > Deploying AI Applications as Batch Services
          • Using Big Data Capabilities (MRS) in a Workflow - ModelArts

            Using Big Data Capabilities (MRS) in a Workflow - ModelArts

            algorithm = wf.steps.MrsJobAlgorithm( boot_file="obs://spark-sql/wordcount.py", # OBS path to the boot script parameters=[wf.AlgorithmParameters(name="run_args", value="--master,yarn-cluster")] ) inputs = wf.steps.MrsJobInput(name="mrs_input", data=wf.data.OBSPath

            Help > ModelArts > ModelArts User Guide (Standard) > Using Workflows for Low-Code AI Development > Workflow Development Command Reference > Advanced Workflow Capabilities
          • ModelArts Standard Usage - ModelArts

            ModelArts Standard Usage - ModelArts

            The input data, output data, and cached data generated during AI development using ModelArts Standard can be stored in OBS buckets. Therefore, you are advised to create an OBS bucket before using ModelArts. You can also create an OBS bucket later when needed.

            Help > ModelArts > ModelArts User Guide (Standard)
          • Failed to Access a Folder Using MoXing and Read the Folder Size Using get - ModelArts

            Failed to Access a Folder Using MoXing and Read the Folder Size Using get - ModelArts

            Solution Obtain the size of an OBS folder. mox.file.get_size('obs://bucket_name/sub_dir_0/sub_dir_1', recursive=True) Obtain the size of an OBS file. mox.file.get_size('obs://bucket_name/obs_file.txt') Parent topic: MoXing

            Help > ModelArts > Troubleshooting > MoXing
          • Creating a Model Registration Phase - ModelArts

            Creating a Model Registration Phase - ModelArts

            Yes str, Placeholder input Template input path, which can be an OBS file path or OBS directory path.

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

            Training Jobs - ModelArts

            Training Jobs OBS Operation Issues In-Cloud Migration Adaptation Issues Hard Faults Due to Space Limit Internet Access Issues Permission Issues GP Issues Service Code Issues Training Job Suspensions Running a Training Job Failed Training Jobs Created in a Dedicated Resource Pool Training

            Help > ModelArts > Troubleshooting
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