doc-exports/docs/modelarts/umn/modelarts_05_0161.html

How Do I Describe the Dependencies Between Installation Packages and Model Configuration Files When a Model Is Imported?

Symptom

When importing a model from OBS or a container image, compile a model configuration file. The model configuration file describes the model usage, computing framework, precision, inference code dependency package, and model API. The configuration file must be in JSON format. In the configuration file, dependencies indicates the packages that the model inference code depends on. Model developers need to provide the package name, installation mode, and version constraints. For details about the parameters, see . The dependency structure array needs to be set for the dependencies parameter.

Solution

When the installation package has dependency relationships, the dependencies parameter in the model configuration file supports multiple dependency structure arrays, which are entered in list format.

The dependencies in list format must be installed in sequence. For example, install Cython, pytest-runner, and pytest before installing mmcv-full. When entering the installation packages in list format in the configuration file, write Cython, pytest-runner, and pytest in front of the mmcv-full structure array.

Example:

"dependencies": [
    {
    "installer": "pip",
    "packages": [
        {
            "package_name": "Cython"
        },
        {
            "package_name": "pytest-runner"
        },
        {
            "package_name": "pytest"
        }]
    },

    {
    "installer": "pip",
    "packages": [
        {
            "restraint": "ATLEAST",
            "package_version": "5.0.0",
            "package_name": "Pillow"
        },
        {
            "restraint": "ATLEAST",
            "package_version": "1.4.0",
            "package_name": "torch"
        },
        {
            "restraint": "ATLEAST",
            "package_version": "1.19.1",
            "package_name": "numpy"
        },
        {
            "restraint": "ATLEAST",
            "package_version": "1.2.0",
            "package_name": "mmcv-full"
        }]
    }
]

Parent topic: Service Deployment