1.16.0

1.16.0

Bug Fixes

• Registry: Remove redundant pip dependency warnings when artifact_repository_map is provided for warehouse model deployments.

Behavior Changes

New Features

• Support scikit-learn < 1.8.
• ML Job: Added support for configuring the runtime image via runtime_environment
  (image tag or full image URL) at submission time.
  Examples:
  • @Remote(compute_pool, stage_name = 'payload_stage', runtime_environment = '1.8.0')
  • submit_file('/path/to/repo/test.py', compute_pool, stage_name = 'payload_stage', runtime_environment = '/mydb/myschema/myrepo/myimage:latest')
• Registry: Ability to mark model methods as Volatility.VOLATILE or Volatility.IMMUTABLE.

from snowflake.ml.model.volatility import Volatility

options = {
    "embed_local_ml_library": True,
    "relax_version": True,
    "save_location": "/path/to/my/directory",
    "function_type": "TABLE_FUNCTION",
    "volatility": Volatility.IMMUTABLE,
    "method_options": {
        "predict": {
            "case_sensitive": False,
            "max_batch_size": 100,
            "function_type": "TABLE_FUNCTION",
            "volatility": Volatility.VOLATILE,
        },
}