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Creating a Workflow To create a workflow, define each phase by referring to Creating Workflow Phases. Follow these steps: Sort out scenarios, understand preset steps' functions, and determine the DAG structure. Debug single-phase functions like training or inference on ModelArts.
Can Such Cameras Use AI Capabilities? A: Yes, the data of non-Huawei cameras can be migrated to the cloud through the GB28181 protocol. VIAS provides the AI capabilities and IVM provides the capability of migrating camera data to the cloud.
Importantly, MoXing Framework is decoupled from specific AI engines and can be seamlessly integrated with all major AI engines (including TensorFlow, MXNet, PyTorch, and MindSpore) supported by ModelArts.
Figure 1 Selecting an AI engine After the file is created, the JupyterLab page is displayed by default. Figure 2 Encoding page Calling mox.file. Enter the following code to implement the following simple functions: Introduce MoXing Framework.
AI application users Typical AI application users include AI software integrators, hardware vendors, AI deployment personnel, and AI O&M personnel.
ModelArts CLI Commands Description ModelArts CLI, also called ma-cli, is a cross-platform command line tool used to connect to ModelArts and run management commands on ModelArts resources. You can use the interactive command prompt or script to run commands on a terminal. ma-cli allows
Autocompletion for ma-cli Commands CLI autocomplete enables you to get a list of supported ma-cli commands by typing a command prefix and pressing Tab on your terminal. Autocomplete for ma-cli commands needs to be enabled in Terminal. After running the ma-cli auto-completion command
Configuring Workflow Parameters Description A workflow parameter is a placeholder object that can be configured when the workflow runs. The following data types are supported: int, str, bool, float, Enum, dict, and list. You can display fields (such as algorithm hyperparameters) in
Creating Workflow Phases Creating a Dataset Phase Creating a Dataset Labeling Phase Creating a Dataset Import Phase Creating a Dataset Release Phase Creating a Training Job Phase Creating a Model Registration Phase Creating a Service Deployment Phase Parent topic: Workflow Development
Creating a Multi-Branch Workflow Multi-Branch Workflow Creating a Condition Phase to Control Branch Execution Configuring Phase Parameters to Control Branch Execution Configuring Multi-Branch Phase Data Parent topic: Workflow Development Command Reference
Advanced Workflow Capabilities Using Big Data Capabilities (MRS) in a Workflow Specifying Certain Phases to Run in a Workflow Parent topic: Workflow Development Command Reference
Configuring SFS Turbo and OBS Interworking SFS Turbo HPC file systems can access objects stored in OBS buckets seamlessly. You can specify an SFS Turbo interworking directory and associate it with an OBS bucket. For more information, see Managing SFS Turbo+OBS Storage Interworking
Cost Management Cost Composition ModelArts provides the AI tool chain and AI compute power. The cost consists of the resource cost and O&M cost of AI compute power. Cost Allocation ModelArts supports enterprise project management.
GalleryModel: defines a model subscribed from AI Gallery. This object is used for model registration. Placeholder data objects, which are specified when a workflow is running DatasetPlaceholder: defines datasets to be specified when a workflow is running.
Parent topic: Using FunctionGraph to Deploy Stable Diffusion for AI Drawing
Notebook Cache Directory Alarm Reporting When creating a notebook instance, you can select CPU, GPU, or Ascend resources based on the service data volume. If you select GPU or Ascend resources, ModelArts mounts hard disks to the cache directory. You can use this directory to store
Introducing MoXing Framework Before using MoXing Framework, you need to introduce the MoXing Framework module at the beginning of the code. Introducing MoXing Framework Run the following code to import the MoXing module: 1 import moxing as mox Related Notes After the MoXing module
Dynamically Expanding EVS Disk Capacity Overview If a notebook instance uses an EVS disk for storage, the disk is mounted to /home/ma-user/work/ of the notebook container and the disk capacity can be expanded by up to 100 GB at a time when the instance is running. Application Scenarios
Multi-Branch Workflow You can implement multi-branch in two ways. However, the condition phase is limited to two branches. Configuring Phase Parameters to Control Branch Execution allows you to replace the ConditionStep capability without adding new phases, offering more flexibility
Publishing a Workflow to ModelArts You can publish a workflow to ModelArts in two ways: Publishing to the Running State and Publishing and Executing the Workflow. Publishing to the running state requires configuring input and output parameters on the workflow page. Publishing and