1.12.0

1.12.0

Bug Fixes

• Registry: Fixed an issue where the string representation of dictionary-type output columns was being incorrectly
  created during structured output deserialization. Now, the original data type is properly preserved.

Behavior Changes

New Features

• Registry: Add OpenAI chat completion compatible signature option for text-generation models.

from snowflake.ml.model import openai_signatures
import pandas as pd

mv = snowflake_registry.log_model(
    model=generator,
    model_name=...,
    ...,
    signatures=openai_signatures.OPENAI_CHAT_SIGNATURE,
)

# create a pd.DataFrame with openai.client.chat.completions arguments like below:
x_df = pd.DataFrame.from_records(
    [
        {
            "messages": [
                {"role": "system", "content": "Complete the sentence."},
                {
                    "role": "user",
                    "content": "A descendant of the Lost City of Atlantis, who swam to Earth while saying, ",
                },
            ],
            "max_completion_tokens": 250,
            "temperature": 0.9,
            "stop": None,
            "n": 3,
            "stream": False,
            "top_p": 1.0,
            "frequency_penalty": 0.1,
            "presence_penalty": 0.2,
        }
    ],
)

# OpenAI Chat Completion compatible output
output_df = mv.run(X=x_df)

• Model Monitoring: Added support for segment columns to enable filtered analysis.
  • Added segment_columns parameter to ModelMonitorSourceConfig to specify columns for segmenting monitoring data
  • Segment columns must be of STRING type and exist in the source table
  • Added methods to dynamically manage segments:
    • add_segment_column(): Add a new segment column to an existing monitor
    • drop_segment_column(): Remove a segment column from an existing monitor
• Experiment Tracking (PrPr): Support for logging artifacts (files and directories) with log_artifact
• Experiment Tracking (PrPr): Support for listing artifacts in a run with list_artifacts
• Experiment Tracking (PrPr): Support for downloading artifacts in a run with download_artifacts