HOME

Services

API

All
  • All
  • AC
  • ANTIDDOS
  • AOM
  • AOS
  • APISIGN
  • APM
  • AS
  • ASTROZERO
  • BASE
  • BCS
  • BMS
  • CBH
  • CBR
  • CBS
  • CCE
  • CES
  • CFW
  • CGS
  • CODEARTSARTIFACT
  • CODEARTSBUILD
  • CODEARTSCHECK
  • CODEARTSDEPLOY
  • CODEARTSINSPECT
  • CODEARTSPERFTEST
  • CODEARTSPIPELINE
  • CODEARTSREPO
  • CODEARTSREQ
  • CODEARTSTESTPLAN
  • CODEARTSWIKI
  • CPH
  • CSS
  • CTS
  • DAS
  • DATAARTSSTUDIO
  • DBSS
  • DC
  • DCC
  • DCS
  • DDM
  • DDS
  • DEH
  • DEW
  • DLI
  • DNS
  • DRS
  • DSC
  • DSS
  • DWS
  • ECS
  • EIHEALTH
  • EIP
  • ELB
  • EM
  • ER
  • ESW
  • EVS
  • GAUSSDB
  • GES
  • HPC
  • HSS
  • IAAS
  • IAM
  • ICITYS
  • IDENTITYCENTER
  • IEF
  • IES
  • IMAGE
  • IMS
  • IOTDA
  • LTS
  • MODELARTS
  • MPC
  • MRS
  • NAT
  • NLP
  • NOSQL
  • OBS
  • OPENGAUSS
  • ORGANIZATIONS
  • RAM
  • RDS
  • RFS
  • RMS
  • ROMA
  • RTS
  • SDRS
  • SECMASTER
  • SERVICESTAGE
  • SFS
  • SIS
  • SMN
  • SMS
  • SWR
  • TICS
  • TMS
  • VPC
  • VPCEP
  • VPN
  • VSS
  • WAF
  • WTP

  • ModelArts

  1. Help Center
  2. ModelArts
  3. User Guide
  4. FAQs
  5. Service Deployment
  6. Model Management
  7. Importing Models
  8. How Do I Import the .h5 Model of Keras to ModelArts?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Service Deployment
  5. Model Management
  6. Importing Models
  7. How Do I Edit the Installation Package Dependency Parameters in a Model Configuration File When Importing a Model?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Service Deployment
  5. Model Management
  6. Importing Models
  7. What Do I Do If Error ModelArts.0107 Is Reported When I Use MindSpore to Create an AI Application?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Service Deployment
  5. Model Management
  6. Importing Models
  7. How Do I Change the Default Port to Create a Real-Time Service Using a Custom Image?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Service Deployment
  5. Model Management
  6. Importing Models
  7. Does ModelArts Support Multi-Model Import?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Service Deployment
  5. Model Management
  6. Importing Models
  7. Restrictions on the Size of an Image for Importing an AI Application
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Service Deployment
  5. Service Deployment
  6. Functional Consulting
  7. What Types of Services Can Models Be Deployed as on ModelArts?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Service Deployment
  5. Service Deployment
  6. Functional Consulting
  7. What Are the Differences Between Real-Time Services and Batch Services?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Service Deployment
  5. Service Deployment
  6. Functional Consulting
  7. What Is the Maximum Size of a Prediction Request Body?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Service Deployment
  5. Service Deployment
  6. Functional Consulting
  7. How Do I Select Compute Node Specifications for Deploying a Service?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Service Deployment
  5. Service Deployment
  6. Functional Consulting
  7. What Is the CUDA Version for Deploying a Service on GPUs?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Service Deployment
  5. Service Deployment
  6. Real-Time Services
  7. What Do I Do If a Conflict Occurs in the Python Dependency Package of a Custom Prediction Script When I Deploy a Real-Time Service?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Service Deployment
  5. Service Deployment
  6. Real-Time Services
  7. What Is the Format of a Real-Time Service API?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Service Deployment
  5. Service Deployment
  6. Real-Time Services
  7. Why Did My Service Deployment Fail with Proper Deployment Timeout Configured?
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Using a Custom Image to Train Models (Model Training)
  5. Example: Creating a Custom Image for Training
  6. Example: Creating a Custom Image for Development andTraining (MindSpore + Ascend)
  7. Scenarios
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Using a Custom Image to Train Models (Model Training)
  5. Example: Creating a Custom Image for Training
  6. Example: Creating a Custom Image for Development andTraining (MindSpore + Ascend)
  7. Step 1 Creating an OBS Bucket and Folder
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Using a Custom Image to Train Models (Model Training)
  5. Example: Creating a Custom Image for Training
  6. Example: Creating a Custom Image for Development andTraining (MindSpore + Ascend)
  7. Step 2 Preparing Script Files and Uploading Them to OBS
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Using a Custom Image to Train Models (Model Training)
  5. Example: Creating a Custom Image for Training
  6. Example: Creating a Custom Image for Development andTraining (MindSpore + Ascend)
  7. Step 3 Creating a Custom Image
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Using a Custom Image to Train Models (Model Training)
  5. Example: Creating a Custom Image for Training
  6. Example: Creating a Custom Image for Development andTraining (MindSpore + Ascend)
  7. Step 4 Uploading the Image to SWR
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Using a Custom Image to Train Models (Model Training)
  5. Example: Creating a Custom Image for Training
  6. Example: Creating a Custom Image for Development andTraining (MindSpore + Ascend)
  7. Step 5 Creating and Debugging a Notebook Instance on ModelArts
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Using a Custom Image to Train Models (Model Training)
  5. Example: Creating a Custom Image for Training
  6. Example: Creating a Custom Image for Development andTraining (MindSpore + Ascend)
  7. Step 6 Creating a Training Job on ModelArts
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. JupyterLab
  5. Uploading and Downloading Data in Notebook
  6. Uploading Files to JupyterLab
  7. Scenarios
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. JupyterLab
  5. Uploading and Downloading Data in Notebook
  6. Uploading Files to JupyterLab
  7. Uploading Files from a Local Path to JupyterLab
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. JupyterLab
  5. Uploading and Downloading Data in Notebook
  6. Uploading Files to JupyterLab
  7. Uploading Files from a Local Path to JupyterLab
  8. Upload Scenarios and Entries
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. JupyterLab
  5. Uploading and Downloading Data in Notebook
  6. Uploading Files to JupyterLab
  7. Uploading Files from a Local Path to JupyterLab
  8. Uploading a Local File Less Than 100 MB to JupyterLab
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. JupyterLab
  5. Uploading and Downloading Data in Notebook
  6. Uploading Files to JupyterLab
  7. Uploading Files from a Local Path to JupyterLab
  8. Uploading a Local File with a Size Ranging from 100 MB to 5 GB to JupyterLab
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. JupyterLab
  5. Uploading and Downloading Data in Notebook
  6. Uploading Files to JupyterLab
  7. Uploading Files from a Local Path to JupyterLab
  8. Uploading a Local File Larger Than 5 GB to JupyterLab
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. JupyterLab
  5. Uploading and Downloading Data in Notebook
  6. Uploading Files to JupyterLab
  7. Cloning an Open-Source Repository in GitHub
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. JupyterLab
  5. Uploading and Downloading Data in Notebook
  6. Uploading Files to JupyterLab
  7. Uploading OBS Files to JupyterLab
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. JupyterLab
  5. Uploading and Downloading Data in Notebook
  6. Uploading Files to JupyterLab
  7. Uploading Remote Files to JupyterLab
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Local IDE
  5. Local IDE (PyCharm)
  6. Connecting to a Notebook Instance Through PyCharm Toolkit
  7. PyCharm Toolkit
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Local IDE
  5. Local IDE (PyCharm)
  6. Connecting to a Notebook Instance Through PyCharm Toolkit
  7. Downloading and Installing PyCharm Toolkit
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Local IDE
  5. Local IDE (PyCharm)
  6. Connecting to a Notebook Instance Through PyCharm Toolkit
  7. Connecting to a Notebook Instance Through PyCharm Toolkit
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Local IDE
  5. Local IDE (PyCharm)
  6. Submitting a Training Job Using PyCharm Toolkit
  7. Submitting a Training Job (New Version)
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Local IDE
  5. Local IDE (PyCharm)
  6. Submitting a Training Job Using PyCharm Toolkit
  7. Stopping a Training Job
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Local IDE
  5. Local IDE (PyCharm)
  6. Submitting a Training Job Using PyCharm Toolkit
  7. Viewing Training Logs
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Deploying an AI Application as a Service
  5. Deploying AI Applications as Real-Time Services
  6. Accessing Real-Time Services
  7. Accessing a Real-Time Service
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Deploying an AI Application as a Service
  5. Deploying AI Applications as Real-Time Services
  6. Accessing Real-Time Services
  7. Authentication Mode
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Deploying an AI Application as a Service
  5. Deploying AI Applications as Real-Time Services
  6. Accessing Real-Time Services
  7. Authentication Mode
  8. Access Authenticated Using a Token
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Deploying an AI Application as a Service
  5. Deploying AI Applications as Real-Time Services
  6. Accessing Real-Time Services
  7. Access Mode
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Deploying an AI Application as a Service
  5. Deploying AI Applications as Real-Time Services
  6. Accessing Real-Time Services
  7. Access Mode
  8. Accessing a Real-Time Service (Public Network Channel)
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Deploying an AI Application as a Service
  5. Deploying AI Applications as Real-Time Services
  6. Accessing Real-Time Services
  7. Access Mode
  8. Accessing a Real-Time Service (VPC Channel)
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Deploying an AI Application as a Service
  5. Deploying AI Applications as Real-Time Services
  6. Accessing Real-Time Services
  7. Access Mode
  8. Accessing a Real-Time Service (VPC High-Speed Channel)
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Deploying an AI Application as a Service
  5. Deploying AI Applications as Real-Time Services
  6. Accessing Real-Time Services
  7. Accessing a Real-Time Service Through WebSocket
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Deploying an AI Application as a Service
  5. Deploying AI Applications as Real-Time Services
  6. Accessing Real-Time Services
  7. Server-Sent Events
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Monitoring Resources
  5. Using Grafana to View AOM Monitoring Metrics
  6. Installing and Configuring Grafana
  7. Installing and Configuring Grafana on Windows
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Monitoring Resources
  5. Using Grafana to View AOM Monitoring Metrics
  6. Installing and Configuring Grafana
  7. Installing and Configuring Grafana on Linux
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Monitoring Resources
  5. Using Grafana to View AOM Monitoring Metrics
  6. Installing and Configuring Grafana
  7. Installing and Configuring Grafana on a Notebook Instance
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Manual Labeling
  5. Text Labeling
  6. Text Classification
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Service Deployment
  5. Model Management
  6. Importing Models
View PDF
  1. Help Center
  2. ModelArts
  3. AI Hub
  4. Subscription & Use
  5. Searching for and Adding an Asset to Favorites
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Manual Labeling
  5. Audio Labeling
  6. Sound Classification
View PDF
  1. Help Center
  2. ModelArts
  3. AI Hub
  4. Publish & Share
  5. Publishing an Algorithm
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Service Deployment
  5. Service Deployment
  6. Functional Consulting
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Manual Labeling
  5. Viewing Labeling Jobs
  6. Viewing My Created Labeling Jobs
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Auto Labeling
  5. Creating an Auto Labeling Job
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Image Management
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Team Labeling
  5. Team Labeling Overview
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Introduction to Preset Images (Mainstream Images)
  5. Preset Images
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Team Labeling
  5. Creating and Managing Teams
  6. Managing Teams
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Using Custom Images in Notebook Instances
  5. Registering an Image in ModelArts
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. API/SDK
  5. Can ModelArts APIs or SDKs Be Used to Download Models to a Local PC?
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Using Custom Images in Notebook Instances
  5. Saving a Notebook Instance as a Custom Image
  6. Saving a Notebook Environment Image
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Introduction to DevEnviron
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Using Custom Images in Notebook Instances
  5. Creating and Using a Custom Image in Notebook
  6. Application Scenarios and Process
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Using PyCharm Toolkit
  5. What Should I Do If an Error Occurs During Toolkit Installation?
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Managing Notebook Instances
  5. Creating a Notebook Instance
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Using a Custom Image to Train Models (Model Training)
  5. Overview
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Using a Custom Image to Train Models (Model Training)
  5. Example: Creating a Custom Image for Training
  6. Example: Creating a Custom Image for Development andTraining (MindSpore + Ascend)
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. General Issues
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. JupyterLab
  5. Operation Process in JupyterLab
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. General Issues
  5. Incorrect OBS Path on ModelArts
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. ExeML
  5. Preparing Data
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. ExeML
  5. Preparing Data
  6. Failed to Publish a Dataset Version
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Using a Custom Image to Train Models (Model Training)
  5. Preparing a Training Image
  6. Specifications for Custom Images for Training Jobs
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. JupyterLab
  5. Visualized Model Training
  6. Introduction to Training Job Visualization
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. ExeML
  5. Training a Model
  6. Failed to Create an ExeML-powered Training Job
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. ExeML
  5. Deploying a Model
  6. Failed to Submit the Real-time Service Deployment Task
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. JupyterLab
  5. Uploading and Downloading Data in Notebook
  6. Uploading Files to JupyterLab
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Using a Custom Image to Create AI applications for Inference Deployment
  5. Custom Image Specifications for Creating AI Applications
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. ExeML
  5. Publishing a Model
  6. Failed to Submit the Model Publishing Task
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. FAQs
  5. How Can I Log In to SWR and Upload Images to It?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. DevEnviron
  5. Environment Configuration Faults
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. DevEnviron
  5. Environment Configuration Faults
  6. Disk Space Used Up
View PDF
  1. Help Center
  2. ModelArts
  3. Permissions Management
  4. Basic Concepts
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. DevEnviron
  5. Instance Faults
  6. Failed to Create a Notebook Instance and JupyterProcessKilled Is Displayed in Events
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Local IDE
  5. Operation Process in a Local IDE
View PDF
  1. Help Center
  2. ModelArts
  3. Permissions Management
  4. Permission Management Mechanisms
  5. IAM
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Local IDE
  5. Local IDE (PyCharm)
  6. Connecting to a Notebook Instance Through PyCharm Toolkit
View PDF
  1. Help Center
  2. ModelArts
  3. Permissions Management
  4. Configuration Practices in Typical Scenarios
  5. Assigning Permissions to Individual Users for Using ModelArts
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. DevEnviron
  5. Code Running Failures
  6. Error Occurs When Using a Notebook Instance to Run Code, Indicating That No File Is Found in /tmp
View PDF
  1. Help Center
  2. ModelArts
  3. Permissions Management
  4. FAQ
  5. What Do I Do If a Message Indicating Insufficient Permissions Is Displayed When I Use ModelArts?
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Local IDE
  5. Local IDE (VS Code)
  6. Connecting to a Notebook Instance Through VS Code
View PDF
  1. Help Center
  2. ModelArts
  3. Best Practices
  4. Migrating a Locally Developed MindSpore Model to the Cloud for Training
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. DevEnviron
  5. JupyterLab Plug-in Faults
  6. What Do I Do If the Git Plug-in Password Is Invalid?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. DevEnviron
  5. Save an Image Failures
  6. What If the Error Message "there are processes in 'D' status, please check process status using'ps -aux' and kill all the 'D' status processes" or "Buildimge,False,Error response from daemon,Cannot pause container xxx" Is Displayed When I Save an Image?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. General Issues
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. General Issues
  5. What Is ModelArts?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. DevEnviron
  5. Other Faults
  6. Failed to Open the checkpoints Folder in Notebook
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. ModelArts CLI Command Reference
  5. ModelArts CLI Overview
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. OBS Operation Issues
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. OBS Operation Issues
  6. Error in File Reading
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. ModelArts CLI Command Reference
  5. ma-cli Image Building Command
  6. ma-cli Image Building Command
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. In-Cloud Migration Adaptation Issues
  6. Failed to Import a Module
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. Are There Size Limits for Images to be Uploaded?
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. ModelArts CLI Command Reference
  5. Using the ma-cli ma-job Command to Submit a ModelArts Training Job
  6. ma-cli ma-job Command Overview
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Introduction to Model Development
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Preparing Algorithms
  5. Introduction to Algorithm Preparation
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Hard Faults Due to Space Limit
  6. Downloading Files Timed Out or No Space Left for Reading Data
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Preparing Algorithms
  5. Using a Preset Image (Custom Script)
  6. Overview
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Internet Access Issues
  6. Error Message "Network is unreachable" Displayed in Logs
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Performing a Training
  5. Creating a Training Job
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Permission Issues
  6. What Should I Do If Error "stat:403 reason:Forbidden" Is Displayed in Logs When a Training Job Accesses OBS
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Performing a Training
  5. Training Job Logs
  6. Introduction to Training Job Logs
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. GPU Issues
  6. Error Message "No CUDA-capable device is detected" Displayed in Logs
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Performing a Training
  5. Cloud Shell
  6. Logging In to a Training Container Using Cloud Shell
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Service Code Issues
  6. Error Message "pandas.errors.ParserError: Error tokenizing data. C error: Expected .* fields" Displayed in Logs
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Constraints
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Constraints
  6. Is sudo Privilege Escalation Supported?
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Training Experiment
  5. Introduction to Experiment
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Data Upload or Download
  6. How Do I Upload a File from a Notebook Instance to OBS or Download a File from OBS to a Notebook Instance?
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Advanced Training Operations
  5. Selecting a Training Mode
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Advanced Training Operations
  5. Automatic Recovery from a Training Fault
  6. Training Fault Tolerance Check
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Data Storage
  6. How Do I Rename an OBS File?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Training Job Suspended
  6. Data Replication Suspension
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Distributed Training
  5. Distributed Training
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Environment Configurations
  6. How Do I Check the CUDA Version Used by a Notebook Instance?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Running a Training Job Failed
  6. Troubleshooting a Training Job Failure
View PDF
  1. Help Center
  2. ModelArts
  3. Service Overview
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Introduction to Inference
View PDF
  1. Help Center
  2. ModelArts
  3. Service Overview
  4. Infographics
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Notebook Instances
  6. What Do I Do If I Cannot Access My Notebook Instance?
View PDF
  1. Help Center
  2. ModelArts
  3. Service Overview
  4. Infographics
  5. What Is ModelArts
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Managing AI Applications
  5. Introduction to AI Application Management
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Training Jobs Created in a Dedicated Resource Pool
  6. No Cloud Storage Name or Mount Path Displayed on the Page for Creating a Training Job
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Managing AI Applications
  5. Creating an AI Application
  6. Importing a Meta Model from a Training Job
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Training Performance Issues
  6. Training Performance Deteriorated
View PDF
  1. Help Center
  2. ModelArts
  3. Service Overview
  4. Basic Knowledge
  5. Introduction to the AI Development Lifecycle
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Code Execution
  6. What Do I Do If a Notebook Instance Won't Run My Code?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. AI Application Management
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. AI Application Management
  6. Creating an AI Application Failed
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Deploying an AI Application as a Service
  5. Deploying AI Applications as Real-Time Services
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Deploying an AI Application as a Service
  5. Deploying AI Applications as Real-Time Services
  6. Deploying as a Real-Time Service
View PDF
  1. Help Center
  2. ModelArts
  3. Preparations
  4. Configuring Access Authorization (Global Configuration)
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Failures to Access the Development Environment Through VS Code
  6. What Do I Do If the VS Code Window Is Not Displayed?
View PDF
  1. Help Center
  2. ModelArts
  3. ExeML
  4. Introduction to ExeML
View PDF
  1. Help Center
  2. ModelArts
  3. ExeML
  4. Image Classification
  5. Preparing Data
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. Service Deployment
  6. Error Occurred When a Custom Image Model Is Deployed as a Real-Time Service
View PDF
  1. Help Center
  2. ModelArts
  3. ExeML
  4. Object Detection
  5. Preparing Data
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Deploying an AI Application as a Service
  5. Deploying AI Applications as Batch Services
  6. Deploying as a Batch Service
View PDF
  1. Help Center
  2. ModelArts
  3. ExeML
  4. Predictive Analytics
  5. Preparing Data
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Deploying an AI Application as a Service
  5. Deploying AI Applications as Edge Services
  6. Deploying an Edge Service
View PDF
  1. Help Center
  2. ModelArts
  3. ExeML
  4. Tips
  5. How Do I Quickly Create an OBS Bucket and a Folder When Creating a Project?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. Service Prediction
  6. Service Prediction Failed
View PDF
  1. Help Center
  2. ModelArts
  3. Workflow
  4. MLOps Overview
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Others
  6. How Do I Use Multiple Ascend Cards for Debugging in a Notebook Instance?
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Edge Resource Pool
  5. Overview
View PDF
  1. Help Center
  2. ModelArts
  3. Workflow
  4. How to Use a Workflow?
  5. Using a Workflow Subscribed to From AI Hub
View PDF
  1. Help Center
  2. ModelArts
  3. Workflow
  4. How to Use a Workflow?
  5. Configuring a Workflow
  6. Configuration Entries
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Inference Specifications
  5. Model Package Specifications
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Inference Specifications
  5. Model Package Specifications
  6. Introduction to Model Package Specifications
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. MoXing
  5. Error Occurs When MoXing Is Used to Copy Data
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Inference Specifications
  5. Examples of Custom Scripts
  6. TensorFlow
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. ModelArts Monitoring on Cloud Eye
  5. ModelArts Metrics
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Functional Consulting
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Functional Consulting
  6. What Are the Solutions to Underfitting?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. APIs or SDKs
  5. "ERROR: Could not install packages due to an OSError" Occurred During ModelArts SDK Installation
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Introduction to Data Preparation
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Resource Pool
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Elastic Cluster
  5. Comprehensive Upgrades to ModelArts Resource Pool Management Functions
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Creating a Dataset
  5. Dataset Overview
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Reading Data During Training
  6. How Do I Configure the Input and Output Data for Training Models on ModelArts?
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Importing Data
  5. Introduction to Data Importing
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Importing Data
  5. Importing Data from OBS
  6. Introduction to Importing Data from OBS
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Compiling the Training Code
  6. How Do I Create a Training Job When a Dependency Package Is Referenced by the Model to Be Trained?
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Elastic Server
  5. Overview
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Data Analysis and Preview
  5. Processing Data
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Elastic Server
  5. Managing an Elastic Server
  6. Creating an Elastic Server
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Publishing Data
  5. Introduction to Data Publishing
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Creating a Training Job
  6. What Can I Do If the Message "Object directory size/quantity exceeds the limit" Is Displayed When I Create a Training Job?
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Monitoring Resources
  5. Overview
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Exporting Data
  5. Introduction to Exporting Data
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Monitoring Resources
  5. Using Grafana to View AOM Monitoring Metrics
  6. Procedure
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Managing Training Job Versions
  6. Does a Training Job Support Scheduled or Periodic Calling?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Viewing Job Details
  6. How Do I Check Resource Usage of a Training Job?
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Manual Labeling
  5. Creating a Labeling Job
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Manual Labeling
  5. Image Labeling
  6. Image Classification
View PDF
  1. Help Center
  2. ModelArts
  3. AI Hub
  4. AI Hub
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Service Deployment
  5. Model Management
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Manual Labeling
  5. Text Labeling
  6. Named Entity Recognition
View PDF
  1. Help Center
  2. ModelArts
  3. AI Hub
  4. Subscription & Use
  5. Subscribing to an Algorithm
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Manual Labeling
  5. Audio Labeling
  6. Speech Labeling
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Service Deployment
  5. Service Deployment
View PDF
  1. Help Center
  2. ModelArts
  3. AI Hub
  4. Publish & Share
  5. Publishing a Model
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Manual Labeling
  5. Viewing Labeling Jobs
  6. Viewing My Participated Labeling Jobs
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Introduction to Preset Images (Mainstream Images)
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Service Deployment
  5. Service Deployment
  6. Real-Time Services
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Team Labeling
  5. Creating and Managing Teams
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Introduction to Preset Images (Mainstream Images)
  5. Preset MindSpore Images on Arm
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Team Labeling
  5. Creating and Managing Teams
  6. Managing Team Members
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Using Custom Images in Notebook Instances
  5. Creating a Custom Image
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. API/SDK
  5. What Installation Environments Do ModelArts SDKs Support?
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Using Custom Images in Notebook Instances
  5. Saving a Notebook Instance as a Custom Image
  6. Using a Custom Image to Create a Notebook Instance
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Application Scenarios
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Using Custom Images in Notebook Instances
  5. Creating and Using a Custom Image in Notebook
  6. Step 1 Creating a Custom Image
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Using PyCharm Toolkit
  5. What Should I Do If an Error Occurs When I Edit a Credential in PyCharm Toolkit?
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Managing Notebook Instances
  5. Accessing a Notebook Instance
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Using a Custom Image to Train Models (Model Training)
  5. Example: Creating a Custom Image for Training
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. JupyterLab
  5. JupyterLab Overview and Common Operations
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. ExeML
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. ExeML
  5. Preparing Data
  6. Invalid Dataset Version
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Using a Custom Image to Train Models (Model Training)
  5. Preparing a Training Image
  6. Migrating an Image to ModelArts Training
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. ExeML
  5. Training a Model
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. JupyterLab
  5. Visualized Model Training
  6. MindInsight Visualization Jobs
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. ExeML
  5. Training a Model
  6. ExeML-powered Training Job Failed
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. ExeML
  5. Deploying a Model
  6. Failed to Deploy a Real-time Service
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Using a Custom Image to Create AI applications for Inference Deployment
  5. Creating a Custom Image and Using It to Create an AI Application
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. ExeML
  5. Publishing a Model
  6. Failed to Publish a Model
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. FAQs
  5. How Do I Configure Environment Variables for an Image?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. DevEnviron
  5. Environment Configuration Faults
  6. An Error Is Reported When Conda Is Used to Install Keras 2.3.1 in Notebook
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. JupyterLab
  5. Uploading and Downloading Data in Notebook
  6. Downloading a File from JupyterLab to a Local Path
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. DevEnviron
  5. Instance Faults
View PDF
  1. Help Center
  2. ModelArts
  3. Permissions Management
  4. Permission Management Mechanisms
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. DevEnviron
  5. Instance Faults
  6. What Do I Do If I Cannot Access My Notebook Instance?
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Local IDE
  5. Local IDE (PyCharm)
View PDF

Local IDE (PyCharm)

  1. Help Center
  2. ModelArts
  3. Permissions Management
  4. Permission Management Mechanisms
  5. Agencies and Dependencies
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Local IDE
  5. Local IDE (PyCharm)
  6. Manually Connecting to a Notebook Instance Through PyCharm
View PDF
  1. Help Center
  2. ModelArts
  3. Permissions Management
  4. Configuration Practices in Typical Scenarios
  5. Separately Assigning Permissions to Administrators and Developers
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. DevEnviron
  5. Code Running Failures
  6. What Do I Do If a Notebook Instance Won't Run My Code?
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Local IDE
  5. Local IDE (VS Code)
  6. Installing VS Code
View PDF
  1. Help Center
  2. ModelArts
  3. Best Practices
  4. Creating an AI Application Using a Custom Engine
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. DevEnviron
  5. Save an Image Failures
  6. What Do I Do If Error "container size %dG is greater than threshold %dG" Is Displayed When I Save an Image?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. General Issues
  5. What Are the Relationships Between ModelArts and Other Services?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. DevEnviron
  5. Other Faults
  6. Failed to Use a Purchased Dedicated Resource Pool to Create New-Version Notebook Instances
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. ModelArts CLI Command Reference
  5. (Optional) Installing ma-cli Locally
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. OBS Operation Issues
  6. Error Message Is Displayed Repeatedly When a TensorFlow-1.8 Job Is Connected to OBS
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. ModelArts CLI Command Reference
  5. ma-cli Image Building Command
  6. Obtaining an Image Creation Template
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. In-Cloud Migration Adaptation Issues
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. In-Cloud Migration Adaptation Issues
  6. Error Message "No module named .*" Displayed in Training Job Logs
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. What Do I Do If Images in a Dataset Cannot Be Displayed?
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. ModelArts CLI Command Reference
  5. Using the ma-cli ma-job Command to Submit a ModelArts Training Job
  6. Obtaining ModelArts Training Jobs
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Preparing Data
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Preparing Algorithms
  5. Using a Preset Image (Custom Script)
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Hard Faults Due to Space Limit
  6. Insufficient Container Space for Copying Data
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Preparing Algorithms
  5. Using a Preset Image (Custom Script)
  6. Developing a Custom Script
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Internet Access Issues
  6. URL Connection Timed Out in a Running Training Job
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Performing a Training
  5. Viewing Training Job Details
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Permission Issues
  6. Error Message "Permission denied" Displayed in Logs
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Performing a Training
  5. Training Job Logs
  6. Common Logs
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. GPU Issues
  6. Error Message "RuntimeError: connect() timed out" Displayed in Logs
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Performing a Training
  5. Cloud Shell
  6. Keeping a Training Job Running
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Service Code Issues
  6. Error Message "max_pool2d_with_indices_out_cuda_frame failed with error code 0" Displayed in Logs
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Constraints
  6. Does ModelArts Support apt-get?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Data Upload or Download
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Training Experiment
  5. Adding a Training Job to an Experiment
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Data Upload or Download
  6. How Do I Upload Local Files to a Notebook Instance?
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Advanced Training Operations
  5. Automatic Recovery from a Training Fault
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Advanced Training Operations
  5. Automatic Recovery from a Training Fault
  6. Fault Dying Gasp
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Data Storage
  6. Do Files in /cache Still Exist After a Notebook Instance is Stopped or Restarted? How Do I Avoid a Restart?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Training Job Suspended
  6. Suspension Before Training
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Distributed Training
  5. Single-Node Multi-Card Training Using DataParallel
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Environment Configurations
  6. How Do I Enable the Terminal Function in DevEnviron of ModelArts?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Running a Training Job Failed
  6. An NCCL Error Occurs When a Training Job Fails to Be Executed
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Managing AI Applications
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Notebook Instances
  6. What Should I Do When the System Displays an Error Message Indicating that No Space Left After I Run the pip install Command?
View PDF
  1. Help Center
  2. ModelArts
  3. Service Overview
  4. What Is ModelArts?
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Managing AI Applications
  5. Creating an AI Application
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Training Jobs Created in a Dedicated Resource Pool
  6. Storage Volume Failed to Be Mounted to the Pod During Training Job Creation
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Managing AI Applications
  5. Creating an AI Application
  6. Importing a Meta Model from OBS
View PDF
  1. Help Center
  2. ModelArts
  3. Service Overview
  4. Basic Knowledge
  5. Basic Concepts of AI Development
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Code Execution
  6. Why Does the Instance Break Down When dead kernel Is Displayed During Training Code Running?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. AI Application Management
  6. Failed to Build an Image or Import a File When an IAM user Creates an AI Application
View PDF
  1. Help Center
  2. ModelArts
  3. Preparations
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Deploying an AI Application as a Service
  5. Deploying AI Applications as Real-Time Services
  6. Viewing Service Details
View PDF
  1. Help Center
  2. ModelArts
  3. Preparations
  4. Creating an OBS Bucket
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Failures to Access the Development Environment Through VS Code
  6. What Do I Do If a Remote Connection Failed After VS Code Is Opened?
View PDF
  1. Help Center
  2. ModelArts
  3. ExeML
  4. Image Classification
View PDF
  1. Help Center
  2. ModelArts
  3. ExeML
  4. Image Classification
  5. Creating a Project
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. Service Deployment
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. Service Deployment
  6. Alarm Status of a Deployed Real-Time Service
View PDF
  1. Help Center
  2. ModelArts
  3. ExeML
  4. Object Detection
  5. Creating a Project
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Deploying an AI Application as a Service
  5. Deploying AI Applications as Batch Services
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Deploying an AI Application as a Service
  5. Deploying AI Applications as Batch Services
  6. Viewing the Batch Service Prediction Result
View PDF
  1. Help Center
  2. ModelArts
  3. ExeML
  4. Predictive Analytics
  5. Creating a Project
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Deploying an AI Application as a Service
  5. Deploying AI Applications as Edge Services
  6. Accessing an Edge Service Deployed on IEF Edge Nodes
View PDF
  1. Help Center
  2. ModelArts
  3. ExeML
  4. Tips
  5. Where Are Models Generated by ExeML Stored? What Other Operations Are Supported?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. Service Prediction
  6. Error "APIG.XXXX" Occurred in a Prediction Failure
View PDF
  1. Help Center
  2. ModelArts
  3. Workflow
  4. What Is Workflow?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Others
  6. Why Is the Training Speed Similar When Different Notebook Flavors Are Used?
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Edge Resource Pool
  5. Node
View PDF
  1. Help Center
  2. ModelArts
  3. Workflow
  4. How to Use a Workflow?
  5. Configuring a Workflow
View PDF
  1. Help Center
  2. ModelArts
  3. Workflow
  4. How to Use a Workflow?
  5. Configuring a Workflow
  6. Runtime Configurations
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Inference Specifications
  5. Model Package Specifications
  6. Specifications for Editing a Model Configuration File
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. MoXing
  5. How Do I Disable the Warmup Function of the Mox?
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Inference Specifications
  5. Examples of Custom Scripts
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. ModelArts Monitoring on Cloud Eye
  5. Setting Alarm Rules
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Functional Consulting
  6. What Are the Precautions for Switching Training Jobs from the Old Version to the New Version?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. APIs or SDKs
  5. Error Occurred During Service Deployment After the Target Path to a File Downloaded Through a ModelArts SDK Is Set to a File Name
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Getting Started
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Elastic Cluster
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Elastic Cluster
  5. Creating a Resource Pool
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Creating a Dataset
  5. Creating a Dataset
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Reading Data During Training
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Reading Data During Training
  6. How Do I Improve Training Efficiency While Reducing Interaction with OBS?
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Importing Data
  5. Importing Data from OBS
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Importing Data
  5. Importing Data from OBS
  6. Importing Data from an OBS Path
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Compiling the Training Code
  6. What Is the Common File Path for Training Jobs?
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Elastic Server
  5. Preparations
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Data Analysis and Preview
  5. Auto Grouping
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Elastic Server
  5. Managing an Elastic Server
  6. Viewing Instance Details
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Publishing Data
  5. Publishing a Data Version
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Creating a Training Job
  6. What Are Sizes of the /cache Directories for Different Resource Specifications in the Training Environment?
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Monitoring Resources
  5. Using Grafana to View AOM Monitoring Metrics
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Exporting Data
  5. Exporting Data to a New Dataset
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Monitoring Resources
  5. Using Grafana to View AOM Monitoring Metrics
  6. Installing and Configuring Grafana
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Viewing Job Details
  6. How Do I Access the Background of a Training Job?
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Manual Labeling
  5. Image Labeling
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Manual Labeling
  5. Image Labeling
  6. Object Detection
View PDF
  1. Help Center
  2. ModelArts
  3. AI Hub
  4. Registering with AI Hub
View PDF
  1. Help Center
  2. ModelArts
  3. AI Hub
  4. Management Center
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Manual Labeling
  5. Text Labeling
  6. Text Triplet
View PDF
  1. Help Center
  2. ModelArts
  3. AI Hub
  4. Subscription & Use
  5. Subscribing to a Model
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Manual Labeling
  5. Audio Labeling
  6. Speech Paragraph Labeling
View PDF
  1. Help Center
  2. ModelArts
  3. AI Hub
  4. Publish & Share
  5. Publishing Data
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Introduction to Preset Images (Mainstream Images)
  5. Preset TensorFlow Images on Arm
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Team Labeling
  5. Creating a Team Labeling Job
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Using Custom Images in Notebook Instances
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Using Custom Images in Notebook Instances
  5. Saving a Notebook Instance as a Custom Image
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. API/SDK
  5. Does ModelArts Use the OBS API to Access OBS Files over an Intranet or the Internet?
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Managing Notebook Instances
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Using Custom Images in Notebook Instances
  5. Creating and Using a Custom Image in Notebook
  6. Step 2 Registering a New Image
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Using PyCharm Toolkit
  5. Why Cannot I Start Training?
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Managing Notebook Instances
  5. Searching for, Starting, Stopping, or Deleting a Notebook Instance
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. JupyterLab
  5. Code Parametrization Plug-in
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Using a Custom Image to Train Models (Model Training)
  5. Preparing a Training Image
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Using a Custom Image to Train Models (Model Training)
  5. Preparing a Training Image
  6. Using a Base Image to Create a Training Image
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. JupyterLab
  5. Visualized Model Training
  6. TensorBoard Visualization Jobs
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. ExeML
  5. Deploying a Model
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. DevEnviron
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. FAQs
  5. How Do I Use Docker to Start an Image Saved Using a Notebook Instance?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. DevEnviron
  5. Environment Configuration Faults
  6. Error "HTTP error 404 while getting xxx" Is Reported During Dependency Installation in a Notebook
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. DevEnviron
  5. Instance Faults
  6. What Should I Do When the System Displays an Error Message Indicating that No Space Left After I Run the pip install Command?
View PDF
  1. Help Center
  2. ModelArts
  3. Permissions Management
  4. Permission Management Mechanisms
  5. Workspace
View PDF
  1. Help Center
  2. ModelArts
  3. Permissions Management
  4. Configuration Practices in Typical Scenarios
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. DevEnviron
  5. Code Running Failures
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Local IDE
  5. Local IDE (PyCharm)
  6. Submitting a Training Job Using PyCharm Toolkit
View PDF
  1. Help Center
  2. ModelArts
  3. Permissions Management
  4. Configuration Practices in Typical Scenarios
  5. Viewing the Notebook Instances of All IAM Users Under One Tenant Account
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. DevEnviron
  5. Code Running Failures
  6. Why Does the Instance Break Down When dead kernel Is Displayed During Training Code Running?
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Local IDE
  5. Local IDE (VS Code)
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Local IDE
  5. Local IDE (VS Code)
  6. Connecting to a Notebook Instance Through VS Code with One Click
View PDF
  1. Help Center
  2. ModelArts
  3. Best Practices
  4. Using a Large Model to Create an AI Application and Deploying a Real-Time Service
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. DevEnviron
  5. Save an Image Failures
  6. What Do I Do If Error "too many layers in your image" Is Displayed When I Save an Image?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. General Issues
  5. What Are the Differences Between ModelArts and DLS?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. DevEnviron
  5. Other Faults
  6. Error Message "Permission denied" Is Displayed When the tensorboard Command Is Used to Open a Log File in a Notebook Instance
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. ModelArts CLI Command Reference
  5. Autocompletion for ma-cli Commands
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. OBS Operation Issues
  6. TensorFlow Stops Writing TensorBoard to OBS When the Size of Written Data Reaches 5 GB
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. ModelArts CLI Command Reference
  5. ma-cli Image Building Command
  6. Loading an Image Creation Template
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. In-Cloud Migration Adaptation Issues
  6. Failed to Install a Third-Party Package
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. How Do I Integrate Multiple Object Detection Datasets into One Dataset?
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. ModelArts CLI Command Reference
  5. Using the ma-cli ma-job Command to Submit a ModelArts Training Job
  6. Submitting a ModelArts Training Job
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Preparing Algorithms
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Hard Faults Due to Space Limit
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Hard Faults Due to Space Limit
  6. Error Message "No space left" Displayed When a TensorFlow Multi-node Job Downloads Data to /cache
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Preparing Algorithms
  5. Using a Preset Image (Custom Script)
  6. Creating an Algorithm
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Preparing Algorithms
  5. Using Custom Images
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Performing a Training
  5. Viewing Training Job Events
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Performing a Training
  5. Training Job Logs
  6. Ascend Logs
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. GPU Issues
  6. Error Message "cuda runtime error (10) : invalid device ordinal at xxx" Displayed in Logs
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Performing a Training
  5. Cloud Shell
  6. Preventing Cloud Shell Session from Disconnection
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Service Code Issues
  6. Training Job Failed with Error Code 139
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Constraints
  6. Is the Keras Engine Supported?
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Training Experiment
  5. Viewing an Experiment
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Data Upload or Download
  6. How Do I Import Large Files to a Notebook Instance?
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Advanced Training Operations
  5. Resumable Training and Incremental Training
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Data Storage
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Data Storage
  6. How Do I Use the pandas Library to Process Data in OBS Buckets?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Training Job Suspended
  6. Suspension During Training
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Distributed Training
  5. Multi-Node Multi-Card Training Using DistributedDataParallel
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Environment Configurations
  6. How Do I Install External Libraries in a Notebook Instance?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Running a Training Job Failed
  6. A Training Job Created Using a Custom Image Is Always in the Running State
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Notebook Instances
  6. What Do I Do If "Read timed out" Is Displayed After I Run pip install?
View PDF
  1. Help Center
  2. ModelArts
  3. Service Overview
  4. Functions
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Managing AI Applications
  5. Creating an AI Application
  6. Importing a Meta Model from a Container Image
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Managing AI Applications
  5. Viewing the AI Application List
View PDF
  1. Help Center
  2. ModelArts
  3. Service Overview
  4. Basic Knowledge
  5. Common Concepts of ModelArts
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Code Execution
  6. What Do I Do If cudaCheckError Occurs During Training?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. AI Application Management
  6. Obtaining the Directory Structure in the Target Image When Importing an AI Application Through OBS
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Deploying an AI Application as a Service
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Deploying an AI Application as a Service
  5. Deploying AI Applications as Real-Time Services
  6. Testing the Deployed Service
View PDF
  1. Help Center
  2. ModelArts
  3. ExeML
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Failures to Access the Development Environment Through VS Code
  6. Basic Problems Causing the Failures to Access the Development Environment Through VS Code
View PDF
  1. Help Center
  2. ModelArts
  3. ExeML
  4. Image Classification
  5. Labeling Data
View PDF
  1. Help Center
  2. ModelArts
  3. ExeML
  4. Object Detection
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. Service Deployment
  6. Failed to Start a Service
View PDF
  1. Help Center
  2. ModelArts
  3. ExeML
  4. Object Detection
  5. Labeling Data
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Deploying an AI Application as a Service
  5. Deploying AI Applications as Edge Services
View PDF
  1. Help Center
  2. ModelArts
  3. ExeML
  4. Predictive Analytics
  5. Training a Model
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Deploying an AI Application as a Service
  5. Deploying AI Applications as Edge Services
  6. Accessing an Edge Service Deployed in a ModelArts Edge Resource Pool
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. Service Prediction
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. Service Prediction
  6. Error ModelArts.4206 Occurred in Real-Time Service Prediction
View PDF
  1. Help Center
  2. ModelArts
  3. Workflow
  4. How to Use a Workflow?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Others
  6. How Do I Perform Incremental Training When Using MoXing?
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Edge Resource Pool
  5. Resource Pool
View PDF
  1. Help Center
  2. ModelArts
  3. Workflow
  4. How to Use a Workflow?
  5. Configuring a Workflow
  6. Resource Configurations
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Inference Specifications
  5. Model Package Specifications
  6. Specifications for Writing Model Inference Code
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. MoXing
  5. Pytorch Mox Logs Are Repeatedly Generated
View PDF
  1. Help Center
  2. ModelArts
  3. Workflow
  4. How to Use a Workflow?
  5. Starting, Stopping, Searching for, Copying, or Deleting a Workflow
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. ModelArts Monitoring on Cloud Eye
  5. Viewing Monitoring Metrics
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Functional Consulting
  6. How Do I Obtain a Trained ModelArts Model?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. APIs or SDKs
  5. A Training Job Created Using an API Is Abnormal
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Introduction to Data Preparation
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Elastic Cluster
  5. Viewing Details About a Resource Pool
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Creating a Dataset
  5. Modifying a Dataset
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Reading Data During Training
  6. Why the Data Read Efficiency Is Low When a Large Number of Data Files Are Read During Training?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Compiling the Training Code
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Importing Data
  5. Importing Data from OBS
  6. Specifications for Importing Data from an OBS Directory
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Elastic Server
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Compiling the Training Code
  6. How Do I Install a Library That C++ Depends on?
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Importing Data
  5. Importing Data from Local Files
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Elastic Server
  5. Getting Started
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Data Analysis and Preview
  5. Data Filtering
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Elastic Server
  5. Managing an Elastic Server
  6. Using SSH to Remotely Log In to an Instance
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Publishing Data
  5. Managing Data Versions
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Creating a Training Job
  6. Is the /cache Directory of a Training Job Secure?
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Exporting Data
  5. Exporting Data to OBS
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Monitoring Resources
  5. Using Grafana to View AOM Monitoring Metrics
  6. Configuring a Grafana Data Source
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Viewing Job Details
  6. Is There Any Conflict When Models of Two Training Jobs Are Saved in the Same Directory of a Container?
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Monitoring Resources
  5. Viewing All ModelArts Monitoring Metrics on the AOM Console
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Manual Labeling
  5. Image Labeling
  6. Image Segmentation
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Manual Labeling
  5. Text Labeling
View PDF
  1. Help Center
  2. ModelArts
  3. AI Hub
  4. Subscription & Use
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Manual Labeling
  5. Audio Labeling
View PDF
  1. Help Center
  2. ModelArts
  3. AI Hub
  4. Subscription & Use
  5. Downloading Datasets
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Introduction to Preset Images (Mainstream Images)
  5. Preset PyTorch Images on Arm
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Team Labeling
  5. Logging In to ModelArts
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. API/SDK
  5. How Do I Obtain a Job Resource Usage Curve After I Submit a Training Job by Calling an API?
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Using Custom Images in Notebook Instances
  5. Creating and Using a Custom Image in Notebook
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Using Custom Images in Notebook Instances
  5. Creating and Using a Custom Image in Notebook
  6. Step 3 Using a New Image to Create a Development Environment
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Using PyCharm Toolkit
  5. What Should I Do If Error "xxx isn't existed in train_version" Occurs When a Training Job Is Submitted?
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Using a Custom Image to Train Models (Model Training)
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Managing Notebook Instances
  5. Changing a Notebook Instance Image
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. JupyterLab
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. JupyterLab
  5. Using ModelArts SDK
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Using a Custom Image to Train Models (Model Training)
  5. Creating an Algorithm Using a Custom Image
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. ExeML
  5. Publishing a Model
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. FAQs
  5. How Do I Configure a Conda Source in a Notebook Development Environment?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. DevEnviron
  5. Environment Configuration Faults
  6. The numba Library Has Been Installed in a Notebook Instance and Error "import numba ModuleNotFoundError: No module named 'numba'" Is Reported
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. DevEnviron
  5. Instance Faults
  6. What Do I Do If the Code Can Be Run But Cannot Be Saved, and the Error Message "save error" Is Displayed?
View PDF
  1. Help Center
  2. ModelArts
  3. Permissions Management
  4. Configuration Practices in Typical Scenarios
  5. Logging In to a Training Container Using Cloud Shell
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. DevEnviron
  5. Code Running Failures
  6. What Do I Do If cudaCheckError Occurs During Training?
View PDF
  1. Help Center
  2. ModelArts
  3. Permissions Management
  4. FAQ
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Local IDE
  5. Local IDE (PyCharm)
  6. Uploading Data to a Notebook Instance Using PyCharm
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. DevEnviron
  5. JupyterLab Plug-in Faults
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Local IDE
  5. Local IDE (VS Code)
  6. Connecting to a Notebook Instance Through VS Code Toolkit
View PDF
  1. Help Center
  2. ModelArts
  3. Best Practices
  4. Importing a Model from OBS to Create an AI Application and Deploying a Real-Time Service
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Local IDE
  5. Local IDE (Accessed Using SSH)
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. DevEnviron
  5. Save an Image Failures
  6. What Do I Do If Error "The container size (xG) is greater than the threshold (25G)" Is Reported When I Save an Image?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. General Issues
  5. Which Ascend Chips Are Supported?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. ModelArts CLI Command Reference
  5. ma-cli Authentication
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. OBS Operation Issues
  6. Error "Unable to connect to endpoint" Error Occurs When a Model Is Saved
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. ModelArts CLI Command Reference
  5. ma-cli Image Building Command
  6. Obtaining Registered ModelArts Images
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. In-Cloud Migration Adaptation Issues
  6. Failed to Download the Code Directory
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. What Do I Do If Importing a Dataset Failed?
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. ModelArts CLI Command Reference
  5. Using the ma-cli ma-job Command to Submit a ModelArts Training Job
  6. Obtaining ModelArts Training Job Logs
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Hard Faults Due to Space Limit
  6. Size of the Log File Has Reached the Limit
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Preparing Algorithms
  5. Viewing Algorithm Details
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Internet Access Issues
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Performing a Training
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Performing a Training
  5. Training Job Logs
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Performing a Training
  5. Training Job Logs
  6. Viewing Training Job Logs
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. GPU Issues
  6. Error Message "RuntimeError: Cannot re-initialize CUDA in forked subprocess" Displayed in Logs
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Performing a Training
  5. Cloud Shell
  6. Analyzing the Call Stack of the Suspended Process Using the py-spy Tool and Locating the Suspended Problem By Analyzing Code
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Service Code Issues
  6. Debugging Training Code in the Cloud Environment If a Training Job Failed
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Constraints
  6. Does ModelArts Support the Caffe Engine?
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Training Experiment
  5. Deleting an Experiment
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Data Upload or Download
  6. Where Will the Data Be Uploaded to?
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Advanced Training Operations
  5. Detecting Training Job Suspension
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Environment Configurations
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Training Job Suspended
  6. Suspension in the Last Training Epoch
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Distributed Training
  5. Distributed Debugging Adaptation and Code Example
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Environment Configurations
  6. How Do I Obtain the External IP Address of My Local PC?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Running a Training Job Failed
  6. Running a Job Failed Due to Persistently Rising Memory Usage
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Notebook Instances
  6. What Do I Do If the Code Can Be Run But Cannot Be Saved, and the Error Message "save error" Is Displayed?
View PDF
  1. Help Center
  2. ModelArts
  3. Service Overview
  4. Basic Knowledge
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Managing AI Applications
  5. Viewing Details About an AI Application
View PDF
  1. Help Center
  2. ModelArts
  3. Service Overview
  4. Basic Knowledge
  5. Introduction to Development Tools
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Code Execution
  6. What Should I Do If DevEnviron Prompts Insufficient Space?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. AI Application Management
  6. Failed to Obtain Certain Logs on the ModelArts Log Query Page
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Deploying an AI Application as a Service
  5. Deploying AI Applications as Real-Time Services
  6. Accessing Real-Time Services
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Failures to Access the Development Environment Through VS Code
  6. What Do I Do If Error Message "Could not establish connection to xxx" Is Displayed During a Remote Connection?
View PDF
  1. Help Center
  2. ModelArts
  3. ExeML
  4. Image Classification
  5. Training a Model
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. Service Deployment
  6. What Do I Do If an Image Fails to Be Pulled When a Service Is Deployed, Started, Upgraded, or Modified?
View PDF
  1. Help Center
  2. ModelArts
  3. ExeML
  4. Object Detection
  5. Training a Model
View PDF
  1. Help Center
  2. ModelArts
  3. ExeML
  4. Predictive Analytics
View PDF
  1. Help Center
  2. ModelArts
  3. ExeML
  4. Predictive Analytics
  5. Deploying a Model as a Service
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Deploying an AI Application as a Service
  5. Deploying AI Applications as Edge Services
  6. Load Balancing
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Deploying an AI Application as a Service
  5. Upgrading a Service
View PDF
  1. Help Center
  2. ModelArts
  3. Workflow
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Edge Resource Pool
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. Service Prediction
  6. Error ModelArts.4302 Occurred in Real-Time Service Prediction
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Others
  6. How Do I View GPU Usage on the Notebook?
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Edge Resource Pool
  5. Enabling LTS
View PDF
  1. Help Center
  2. ModelArts
  3. Workflow
  4. How to Use a Workflow?
  5. Configuring a Workflow
  6. Tab Configuration
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. MoXing
  5. Does moxing.tensorflow Contain the Entire TensorFlow? How Do I Perform Local Fine Tune on the Generated Checkpoint?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
View PDF
  1. Help Center
  2. ModelArts
  3. Workflow
  4. How to Use a Workflow?
  5. Viewing Workflow Execution Records
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Functional Consulting
  6. What Is TensorBoard Used for in Model Visualization Jobs?
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Creating a Dataset
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Elastic Cluster
  5. Resizing a Resource Pool
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Reading Data During Training
  6. How Do I Define Path Variables When Using MoXing?
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Importing Data
  5. Importing Data from OBS
  6. Importing a Manifest File
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Compiling the Training Code
  6. How Do I Check Whether a Folder Copy Is Complete During Job Training?
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Elastic Server
  5. Managing an Elastic Server
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Data Analysis and Preview
  5. Data Feature Analysis
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Elastic Server
  5. Managing an Elastic Server
  6. Starting or Stopping an Instance
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Creating a Training Job
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Monitoring Resources
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Creating a Training Job
  6. Why Is a Training Job Always Queuing?
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Monitoring Resources
  5. Using Grafana to View AOM Monitoring Metrics
  6. Using Grafana to Configure Dashboards and View Metric Data
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Viewing Job Details
  6. Only Three Valid Digits Are Retained in a Training Output Log. Can the Value of loss Be Changed?
View PDF
  1. Help Center
  2. ModelArts
  3. AI Hub
  4. Subscription & Use
  5. Subscribing to a Workflow
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Manual Labeling
  5. Video Labeling
View PDF
  1. Help Center
  2. ModelArts
  3. AI Hub
  4. Publish & Share
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Team Labeling
  5. Starting a Team Labeling Job
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. API/SDK
  5. How Do I View the Old-Version Dedicated Resource Pool List Using the SDK?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Using PyCharm Toolkit
  5. What Should I Do If Error "Invalid OBS path" Occurs When a Training Job Is Submitted?
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Managing Notebook Instances
  5. Changing the Flavor of a Notebook Instance
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. JupyterLab
  5. Using the Git Plug-in
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Using a Custom Image to Train Models (Model Training)
  5. Using a Custom Image to Create a CPU- or GPU-based Training Job
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Using a Custom Image to Create AI applications for Inference Deployment
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. FAQs
  5. What Are Supported Software Versions for a Custom Image?
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Local IDE
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. DevEnviron
  5. Instance Faults
  6. ModelArts.6333 Error Occurs
View PDF
  1. Help Center
  2. ModelArts
  3. Permissions Management
  4. Configuration Practices in Typical Scenarios
  5. Prohibiting a User from Using a Public Resource Pool
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. DevEnviron
  5. Code Running Failures
  6. What Do I Do If Insufficient Space Is Displayed in DevEnviron?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. DevEnviron
  5. Save an Image Failures
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Local IDE
  5. Local IDE (VS Code)
  6. Manually Connecting to a Notebook Instance Through VS Code
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. General Issues
  5. How Do I Obtain an Access Key?
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. ModelArts CLI Command Reference
  5. ma-cli Image Building Command
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. OBS Operation Issues
  6. Error Message "BrokenPipeError: Broken pipe" Displayed When OBS Data Is Copied
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. ModelArts CLI Command Reference
  5. ma-cli Image Building Command
  6. Creating an Image in ModelArts Notebook
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. In-Cloud Migration Adaptation Issues
  6. Error Message "No such file or directory" Displayed in Training Job Logs
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. Can a Table Dataset Be Labeled?
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. ModelArts CLI Command Reference
  5. Using the ma-cli ma-job Command to Submit a ModelArts Training Job
  6. Obtaining ModelArts Training Job Events
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Hard Faults Due to Space Limit
  6. Error Message "write line error" Displayed in Logs
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Preparing Algorithms
  5. Searching for an Algorithm
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Permission Issues
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Performing a Training
  5. Training Job Logs
  6. Locating Faults by Analyzing Training Logs
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Performing a Training
  5. Cloud Shell
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. GPU Issues
  6. No GPU Is Found for a Training Job
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Service Code Issues
  6. Error Message "'(slice(0, 13184, None), slice(None, None, None))' is an invalid key" Displayed in Logs
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Constraints
  6. Can I Install MoXing in a Local Environment?
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Training Experiment
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Data Upload or Download
  6. How Do I Download Files from a Notebook Instance to a Local Computer?
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Advanced Training Operations
  5. Priority of a Training Job
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Distributed Training
  5. Sample Code of Distributed Training
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Environment Configurations
  6. How Can I Resolve Abnormal Font Display on a ModelArts Notebook Accessed from iOS?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Notebook Instances
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Notebook Instances
  6. When the SSH Tool Is Used to Connect to a Notebook Instance, Server Processes Are Cleared, but the GPU Usage Is Still 100%
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Managing AI Applications
  5. Managing AI Application Versions
View PDF
  1. Help Center
  2. ModelArts
  3. Service Overview
  4. AI frameworks supported by ModelArts
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Code Execution
  6. Why Does the Notebook Instance Break Down When opencv.imshow Is Used?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. AI Application Management
  6. Failed to Download a pip Package When an AI Application Is Created Using OBS
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Failures to Access the Development Environment Through VS Code
  6. What Do I Do If the Connection to a Remote Development Environment Remains in "Setting up SSH Host xxx: Downloading VS Code Server locally" State for More Than 10 Minutes?
View PDF
  1. Help Center
  2. ModelArts
  3. ExeML
  4. Image Classification
  5. Deploying a Model as a Service
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Deploying an AI Application as a Service
  5. Deploying AI Applications as Real-Time Services
  6. Cloud Shell
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. Service Deployment
  6. What Do I Do If an Image Restarts Repeatedly When a Service Is Deployed, Started, Upgraded, or Modified?
View PDF
  1. Help Center
  2. ModelArts
  3. ExeML
  4. Object Detection
  5. Deploying a Model as a Service
View PDF
  1. Help Center
  2. ModelArts
  3. ExeML
  4. Tips
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Deploying an AI Application as a Service
  5. Deploying AI Applications as Edge Services
  6. Installing and Configuring NFS
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Deploying an AI Application as a Service
  5. Starting, Stopping, Deleting, or Restarting a Service
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. Service Prediction
  6. Error ModelArts.4503 Occurred in Real-Time Service Prediction
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Others
  6. How Can I Obtain GPU Usage Through Code?
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Inference Specifications
View PDF
  1. Help Center
  2. ModelArts
  3. Workflow
  4. How to Use a Workflow?
  5. Configuring a Workflow
  6. Input and Output Configurations
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. MoXing
  5. Copying Data Using MoXing Is Slow and the Log Is Repeatedly Printed in a Training Job
View PDF
  1. Help Center
  2. ModelArts
  3. Workflow
  4. How to Use a Workflow?
  5. Retrying, Stopping, or Proceeding a Phase
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Functional Consulting
  6. How Do I Obtain RANK_TABLE_FILE on ModelArts for Distributed Training?
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Elastic Cluster
  5. Migrating the Workspace
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Importing Data
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Importing Data
  5. Importing Data from OBS
  6. Specifications for Importing a Manifest File
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Compiling the Training Code
  6. How Do I Load Some Well Trained Parameters During Job Training?
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Elastic Server
  5. Managing an Elastic Server
  6. Synchronizing the Status of an Elastic Server
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Elastic Server
  5. Configuring the Network as an Administrator
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Creating a Training Job
  6. What Determines the Hyperparameter Directory (/work or /ma-user) When Creating a Training Job?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Managing Training Job Versions
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Viewing Job Details
  6. Can a Trained Model Be Downloaded or Migrated to Another Account? How Do I Obtain the Download Path?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Service Deployment
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Manual Labeling
  5. Viewing Labeling Jobs
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. API/SDK
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Team Labeling
  5. Reviewing Team Labeling Results
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Using PyCharm Toolkit
  5. What Should I Do If Error "NoSuchKey" Occurs When PyCharm Toolkit Is Used to Submit a Training Job?
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Managing Notebook Instances
  5. Selecting Storage in DevEnviron
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. JupyterLab
  5. Visualized Model Training
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Using a Custom Image to Train Models (Model Training)
  5. Using a Custom Image to Create an Ascend-based Training Job
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. FAQs
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. DevEnviron
  5. Instance Faults
  6. What Can I Do If a Message Is Displayed Indicating that the Token Does Not Exist or Is Lost When I Open a Notebook Instance?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. DevEnviron
  5. Code Running Failures
  6. Why Does the Notebook Instance Break Down When opencv.imshow Is Used?
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Local IDE
  5. Local IDE (VS Code)
  6. Remotely Debugging in VS Code
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Using Notebook to Develop Ascend Operators
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. DevEnviron
  5. Other Faults
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. General Issues
  5. How Do I Upload Data to OBS?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. OBS Operation Issues
  6. Error Message "ValueError: Invalid endpoint: obs.xxxx.com" Displayed in Logs
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. ModelArts CLI Command Reference
  5. ma-cli Image Building Command
  6. Obtaining Image Creation Caches in ModelArts Notebook
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. ModelArts CLI Command Reference
  5. Using the ma-cli ma-job Command to Submit a ModelArts Training Job
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. In-Cloud Migration Adaptation Issues
  6. Failed to Find the .so File During Training
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. What Do I Do to Import Locally Labeled Data to ModelArts?
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. ModelArts CLI Command Reference
  5. Using the ma-cli ma-job Command to Submit a ModelArts Training Job
  6. Obtaining ModelArts AI Engines for Training
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Hard Faults Due to Space Limit
  6. Error Message "No space left on device" Displayed in Logs
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Preparing Algorithms
  5. Deleting an Algorithm
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. GPU Issues
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Performing a Training
  5. Viewing the Resource Usage of a Training Job
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Service Code Issues
  6. Error Message "DataFrame.dtypes for data must be int, float or bool" Displayed in Logs
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Constraints
  6. Can Notebook Instances Be Remotely Logged In?
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Advanced Training Operations
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Data Upload or Download
  6. How Do I Copy Data from Development Environment Notebook A to Notebook B?
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Advanced Training Operations
  5. Permission to Set the Highest Job Priority
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Environment Configurations
  6. Is There a Proxy for Notebook? How Do I Disable It?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Code Execution
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Managing AI Applications
  5. Viewing Events of an AI Application
View PDF
  1. Help Center
  2. ModelArts
  3. Service Overview
  4. Related Services
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Code Execution
  6. Why Cannot the Path of a Text File Generated in Windows OS Be Found In a Notebook Instance?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. AI Application Management
  6. Failed to Use a Custom Image to Create an AI application
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Failures to Access the Development Environment Through VS Code
  6. What Do I Do If the Connection to a Remote Development Environment Remains in the State of "Setting up SSH Host xxx: Downloading VS Code Server locally" for More Than 10 Minutes?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. Service Deployment
  6. What Do I Do If a Container Health Check Fails When a Service Is Deployed, Started, Upgraded, or Modified?
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. Deploying an AI Application as a Service
  5. Viewing Service Events
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. Service Prediction
  6. Error MR.0105 Occurred in Real-Time Service Prediction
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Others
  6. Which Real-Time Performance Indicators of an Ascend Chip Can I View?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. MoXing
View PDF
  1. Help Center
  2. ModelArts
  3. Workflow
  4. How to Use a Workflow?
  5. Configuring a Workflow
  6. Phase Parameters
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
  4. ModelArts Monitoring on Cloud Eye
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. MoXing
  5. Failed to Access a Folder Using MoXing and Read the Folder Size Using get_size
View PDF
  1. Help Center
  2. ModelArts
  3. Workflow
  4. How to Use a Workflow?
  5. Partial Execution
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Functional Consulting
  6. How Do I Obtain the CUDA and cuDNN Versions of a Custom Image?
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Elastic Cluster
  5. Changing Job Types Supported by a Resource Pool
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Data Analysis and Preview
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Compiling the Training Code
  6. How Do I Obtain Training Job Parameters from the Boot File of the Training Job?
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Elastic Server
  5. Managing an Elastic Server
  6. Deleting an Instance
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Viewing Job Details
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Team Labeling
  5. Accepting Team Labeling Results
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Using PyCharm Toolkit
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Using PyCharm Toolkit
  5. What Should I Do If an Error Occurs During Service Deployment?
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Managing Notebook Instances
  5. Dynamically Expanding EVS Disk Capacity
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. JupyterLab
  5. Uploading and Downloading Data in Notebook
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
  4. Using a Custom Image to Train Models (Model Training)
  5. Troubleshooting Process
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. DevEnviron
  5. Code Running Failures
  6. Why Cannot the Path of a Text File Generated in Windows OS Be Found In a Notebook Instance?
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Local IDE
  5. Local IDE (VS Code)
  6. Uploading and Downloading Files in VS Code
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. ModelArts CLI Command Reference
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. General Issues
  5. What Do I Do If the System Displays a Message Indicating that the AK/SK Pair Is Unavailable?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. OBS Operation Issues
  6. Error Message "errorMessage:The specified key does not exist" Displayed in Logs
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. ModelArts CLI Command Reference
  5. ma-cli Image Building Command
  6. Clearing Image Creation Caches in ModelArts Notebook
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. In-Cloud Migration Adaptation Issues
  6. ModelArts Training Job Failed to Parse Parameters and an Error Is Displayed in the Log
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. Why Does Data Fail to Be Imported Using the Manifest File?
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. ModelArts CLI Command Reference
  5. Using the ma-cli ma-job Command to Submit a ModelArts Training Job
  6. Obtaining ModelArts Resource Specifications for Training
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. ModelArts CLI Command Reference
  5. Using ma-cli to Copy OBS Data
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Hard Faults Due to Space Limit
  6. Training Job Failed Due to OOM
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Service Code Issues
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Performing a Training
  5. Evaluation Results
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Service Code Issues
  6. Error Message "CUDNN_STATUS_NOT_SUPPORTED" Displayed in Logs
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Data Upload or Download
  6. What Can I Do If a File Fails to Be Uploaded to a Notebook Instance?
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Distributed Training
View PDF
  1. Help Center
  2. ModelArts
  3. Service Overview
  4. How Do I Access ModelArts?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Code Execution
  6. What Do I Do If Files Fail to Be Saved in JupyterLab?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Failures to Access the Development Environment Through VS Code
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. AI Application Management
  6. Insufficient Disk Space Is Displayed When a Service Is Deployed After an AI Application Is Imported
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Failures to Access the Development Environment Through VS Code
  6. What Do I Do If the Connection to a Remote Development Environment Remains in the State of "ModelArts Remote Connect: Connecting to instance xxx..." for More Than 10 Minutes?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. Service Deployment
  6. What Do I Do If Resources Are Insufficient When a Service Is Deployed, Started, Upgraded, or Modified?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. Service Prediction
  6. Method Not Allowed
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Others
  6. What Are the Relationships Between Files Stored in JupyterLab, Terminal, and OBS?
View PDF
  1. Help Center
  2. ModelArts
  3. Workflow
  4. How to Use a Workflow?
  5. Configuring a Workflow
  6. Saving Configurations
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. APIs or SDKs
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Functional Consulting
  6. How Do I Obtain a MoXing Installation File?
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Elastic Cluster
  5. Upgrading a Resource Pool Driver
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Compiling the Training Code
  6. Why Can't I Use os.system ('cd xxx') to Access the Corresponding Folder During Job Training?
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Labeling Data
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Using PyCharm Toolkit
  5. How Do I View Error Logs of PyCharm Toolkit?
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Managing Notebook Instances
  5. Modifying the SSH Configuration for a Notebook Instance
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. DevEnviron
  5. Code Running Failures
  6. What Do I Do If No Kernel Is Displayed After a Notebook File Is Created?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. General Issues
  5. What Do I Do If a Message Indicating Insufficient Permissions Is Displayed When I Use ModelArts?
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. ModelArts CLI Command Reference
  5. ma-cli Image Building Command
  6. Registering SWR Images with ModelArts Image Management
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. In-Cloud Migration Adaptation Issues
  6. Training Output Path Is Used by Another Job
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. Where Are Labeling Results Stored?
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. ModelArts CLI Command Reference
  5. Using the ma-cli ma-job Command to Submit a ModelArts Training Job
  6. Stopping a ModelArts Training Job
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Hard Faults Due to Space Limit
  6. Common Issues Related to Insufficient Disk Space and Solutions
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Performing a Training
  5. Viewing Fault Recovery Details
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Service Code Issues
  6. Error Message "Out of bounds nanosecond timestamp" Displayed in Logs
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Data Upload or Download
  6. Failed to View the Local Mount Point of a Dynamically Mounted OBS Parallel File System in JupyterLab of a Notebook Instance
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Training Job Suspended
View PDF
  1. Help Center
  2. ModelArts
  3. Inference Deployment
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. AI Application Management
  6. Error Occurred When a Created AI Application Is Deployed as a Service
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Failures to Access the Development Environment Through VS Code
  6. What Do I Do If a Remote Connection Is in the Retry State?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. Service Deployment
  6. Error Occurred When a CV2 Model Package Is Used to Deploy a Real-Time Service
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Others
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. Service Prediction
  6. Request Timed Out
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Others
  6. How Do I Migrate Data from an Old-Version Notebook Instance to a New-Version One?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Change History
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Functional Consulting
  6. In a Multi-Node Training, the TensorFlow PS Node Functioning as a Server Will Be Continuously Suspended. How Does ModelArts Determine Whether the Training Is Complete? Which Node Is a Worker?
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Elastic Cluster
  5. Deleting a Resource Pool
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Compiling the Training Code
  6. How Do I Invoke a Shell Script in a Training Job to Execute the .sh File?
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Publishing Data
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Using PyCharm Toolkit
  5. How Do I Use PyCharm ToolKit to Create Multiple Jobs for Simultaneous Training?
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. Managing Notebook Instances
  5. Viewing the Notebook Instances of All IAM Users Under One Tenant Account
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. General Issues
  5. How Do I Use ModelArts to Train Models Based on Structured Data?
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. ModelArts CLI Command Reference
  5. ma-cli Image Building Command
  6. Deregistering a Registered Image from ModelArts Image Management
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. In-Cloud Migration Adaptation Issues
  6. Error Message "RuntimeError: std::exception" Displayed for a PyTorch 1.0 Engine
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. How Do I Download Labeling Results to a Local PC?
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Performing a Training
  5. Viewing Environment Variables of a Training Container
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Service Code Issues
  6. Error Message "Unexpected keyword argument passed to optimizer" Displayed in Logs
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Running a Training Job Failed
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. AI Application Management
  6. Invalid Runtime Dependency Configured in an Imported Custom Image
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Failures to Access the Development Environment Through VS Code
  6. What Do I Do If Error Message "The VS Code Server failed to start" Is Displayed?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. Service Deployment
  6. Service Is Consistently Being Deployed
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. Service Prediction
  6. Error Occurred When an API Is Called for Deploying a Model Created Using a Custom Image
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Others
  6. How Do I Use the Datasets Created on ModelArts in a Notebook Instance?
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Functional Consulting
  6. How Do I Install MoXing for a Custom Image of a Training Job?
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Elastic Cluster
  5. Abnormal Status of a Dedicated Resource Pool
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Compiling the Training Code
  6. How Do I Obtain the Dependency File Path to be Used in Training Code?
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Exporting Data
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Using PyCharm Toolkit
  5. What Should I Do If "Error occurs when accessing to OBS" Is Displayed When PyCharm ToolKit Is Used?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. General Issues
  5. How Do I View All Files Stored in OBS on ModelArts?
View PDF
  1. Help Center
  2. ModelArts
  3. Devenviron
  4. ModelArts CLI Command Reference
  5. ma-cli Image Building Command
  6. Debugging an SWR Image on an ECS
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. In-Cloud Migration Adaptation Issues
  6. Error Message "retCode=0x91, [the model stream execute failed]" Displayed in MindSpore Logs
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. Why Cannot Team Members Receive Emails for a Team Labeling Task?
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Performing a Training
  5. Stopping, Rebuilding, or Searching for a Training Job
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Service Code Issues
  6. Error Message "no socket interface found" Displayed in Logs
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Training Jobs Created in a Dedicated Resource Pool
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. AI Application Management
  6. Garbled Characters Displayed in an AI Application Name Returned When AI Application Details Are Obtained Through an API
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Failures to Access the Development Environment Through VS Code
  6. What Do I Do If Error Message "Permissions for 'x:/xxx.pem' are too open" Is Displayed?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. Service Deployment
  6. A Started Service Is Intermittently in the Alarm State
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Others
  6. pip and Common Commands
View PDF
  1. Help Center
  2. ModelArts
  3. Resource Management
  4. Elastic Cluster
  5. ModelArts Network
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Training Jobs
  5. Compiling the Training Code
  6. What Is the File Path If a File in the model Directory Is Referenced in a Custom Python Package?
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Introduction to Data Labeling
View PDF
  1. Help Center
  2. ModelArts
  3. AI Hub
View PDF
  1. Help Center
  2. ModelArts
  3. Custom Images
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. General Issues
  5. Where Are Datasets of ModelArts Stored in a Container?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. In-Cloud Migration Adaptation Issues
  6. Error Occurred When Pandas Reads Data from an OBS File If MoXing Is Used to Adapt to an OBS Path
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. Can Two Accounts Concurrently Label One Dataset?
View PDF
  1. Help Center
  2. ModelArts
  3. Training Management
  4. Performing a Training
  5. Releasing Training Job Resources
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Service Code Issues
  6. Error Message "Runtimeerror: Dataloader worker (pid 46212) is killed by signal: Killed BP" Displayed in Logs
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Training Performance Issues
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. AI Application Management
  6. The Model or Image Exceeded the Size Limit for AI Application Import
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Failures to Access the Development Environment Through VS Code
  6. What Do I Do If Error Message "Bad owner or permissions on C:\Users\Administrator/.ssh/config" or "Connection permission denied (publickey)" Is Displayed?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. Service Deployment
  6. Failed to Deploy a Service and Error "No Module named XXX" Occurred
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Others
  6. What Are Sizes of the /cache Directories for Different Notebook Specifications in DevEnviron?
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Manual Labeling
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Auto Labeling
View PDF
  1. Help Center
  2. ModelArts
  3. Permissions Management
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. General Issues
  5. Which AI Frameworks Does ModelArts Support?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. In-Cloud Migration Adaptation Issues
  6. Error Message "Please upgrade numpy to >= xxx to use this pandas version" Displayed in Logs
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. Can I Delete an Annotator from a Labeling Team with a Labeling Task Assigned? What Is the Impact on the Labeling Result After Deletion? If the Annotator Cannot Be Deleted, Can I Separate the Annotator's Labeling Result?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Service Code Issues
  6. Error Message "AttributeError: 'NoneType' object has no attribute 'dtype'" Displayed in Logs
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. AI Application Management
  6. A Single Model File Exceeded the Size Limit (5 GB) for AI Application Import
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Failures to Access the Development Environment Through VS Code
  6. What Do I Do If Error Message "ssh: connect to host xxx.pem port xxxxx: Connection refused" Is Displayed?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. Service Deployment
  6. Insufficient Permission to or Unavailable Input/Output OBS Path of a Batch Service
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Others
  6. What Is the Impact of Resource Overcommitment on Notebook Instances?
View PDF
  1. Help Center
  2. ModelArts
  3. Data Management
  4. Team Labeling
View PDF
  1. Help Center
  2. ModelArts
  3. Best Practices
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. General Issues
  5. What Are the Functions of ModelArts Training and Inference?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. In-Cloud Migration Adaptation Issues
  6. Reinstalled CUDA Version Does Not Match the One in the Target Image
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. How Do I Define a Hard Example in Data Labeling? Which Samples Are Identified as Hard Examples?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Service Code Issues
  6. Error Message "No module name 'unidecode'" Displayed in Logs
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. AI Application Management
  6. Creating an AI Application Failed Due to Image Building Timeout
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Failures to Access the Development Environment Through VS Code
  6. What Do I Do If Error Message "ssh: connect to host ModelArts-xxx port xxx: Connection timed out" Is Displayed?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Inference Deployment
  5. Service Deployment
  6. What Can I Do if the Memory Is Insufficient?
View PDF
  1. Help Center
  2. ModelArts
  3. Full-Process Development of WebSocket Real-Time Services
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. General Issues
  5. Can AI-assisted Identification of ModelArts Identify a Specific Label?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. In-Cloud Migration Adaptation Issues
  6. Error ModelArts.2763 Occurred During Training Job Creation
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. Can I Add Multiple Labeling Boxes to an Object Detection Dataset Image?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Service Code Issues
  6. Distributed Tensorflow Cannot Use tf.variable
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Failures to Access the Development Environment Through VS Code
  6. What Do I Do If Error Message "Load key "C:/Users/xx/test1/xxx.pem": invalid format" Is Displayed?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. General Issues
  5. Why Is the Job Still Queued When Resources Are Sufficient?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. In-Cloud Migration Adaptation Issues
  6. Error Message "AttributeError: module '***' has no attribute '***'" Displayed Training Job Logs
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. How Do I Merge Two Datasets?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Service Code Issues
  6. When MXNet Creates kvstore, the Program Is Blocked and No Error Is Reported
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Failures to Access the Development Environment Through VS Code
  6. What Do I Do If Error Message "An SSH installation couldn't be found" or "Could not establish connection to instance xxx: 'ssh' ..." Is Displayed?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. In-Cloud Migration Adaptation Issues
  6. System Container Exits Unexpectedly
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. Does Auto Labeling Support Polygons?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Service Code Issues
  6. ECC Error Occurs in the Log, Causing Training Job Failure
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Failures to Access the Development Environment Through VS Code
  6. What Do I Do If Error Message "no such identity: C:/Users/xx /test.pem: No such file or directory" Is Displayed?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. What Do the Options for Accepting a Team Labeling Task Mean?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Service Code Issues
  6. Training Job Failed Because the Maximum Recursion Depth Is Exceeded
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Failures to Access the Development Environment Through VS Code
  6. What Do I Do If Error Message "Host key verification failed" or "Port forwarding is disabled" Is Displayed?
View PDF
  1. Help Center
  2. ModelArts
  3. Change History
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. Why Are Images Displayed in Different Angles Under the Same Account?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Service Code Issues
  6. Training Using a Built-in Algorithm Failed Due to a bndbox Error
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Failures to Access the Development Environment Through VS Code
  6. What Do I Do If Error Message "Failed to install the VS Code Server" or "tar: Error is not recoverable: exiting now" Is Displayed?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. Do I Need to Train Data Again If New Data Is Added After Auto Labeling Is Complete?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Service Code Issues
  6. Training Job Status Is Reviewing Job Initialization
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Failures to Access the Development Environment Through VS Code
  6. What Do I Do If Error Message "XHR failed" Is Displayed When a Remote Notebook Instance Is Accessed Through VS Code?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. Why Does the System Display a Message Indicating My Label Fails to Save on ModelArts?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Service Code Issues
  6. Training Job Process Exits Unexpectedly
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Failures to Access the Development Environment Through VS Code
  6. What Do I Do for an Automatically Disconnected VS Code Connection If No Operation Is Performed for a Long Time?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. Can One Label By Identified Among Multiple Labels?
View PDF
  1. Help Center
  2. ModelArts
  3. Troubleshooting
  4. Training Jobs
  5. Service Code Issues
  6. Stopped Training Job Process
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Failures to Access the Development Environment Through VS Code
  6. What Do I Do If It Takes a Long Time to Set Up a Remote Connection After VS Code Is Automatically Upgraded?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. Why Are Newly Added Images Not Automatically Labeled After Data Amplification Is Enabled?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Failures to Access the Development Environment Through VS Code
  6. What Do I Do If Error Message "Connection reset" Is Displayed During an SSH Connection?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. Why Cannot Videos in a Video Dataset Be Displayed or Played?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Notebook (New Version)
  5. Failures to Access the Development Environment Through VS Code
  6. What Can I Do If a Notebook Instance Is Frequently Disconnected or Stuck After I Use MobaXterm to Connect to the Notebook Instance in SSH Mode?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. Why All the Labeled Samples Stored in an OBS Bucket Are Displayed as Unlabeled in ModelArts After the Data Source Is Synchronized?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. How Do I Use Soft-NMS to Reduce Bounding Box Overlapping?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. Why ModelArts Image Labels Are Lost?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. How Do I Add Images to a Validation or Training Dataset?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. Can I Customize Labels for an Object Detection Dataset?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. What ModelArts Data Management Can Be Used for?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. Will My Old-Version Datasets Be Cleared After the Old Version Is Discontinued? The existing datasets and the ones newly created in the old version will be retained after the old version is discontinued.
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. Why Is My New Dataset Version Unavailable in Versions?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. How Do I View the Size of a Dataset?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. How Do I View Labeling Details of a New Dataset?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. How Do I Export Labeled Data?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. Why Cannot I Find My Newly Created Dataset?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. What Do I Do If the Database Quota Is Incorrect?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. How Do I Split a Dataset?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. How Do I Delete a Dataset Image?
View PDF
  1. Help Center
  2. ModelArts
  3. FAQs
  4. Data Management (Old Version)
  5. Why Is There No Sample in the ModelArts Dataset Downloaded from AI Gallery and Then an OBS Bucket?
View PDF