Live Logging

[luv-bansal]

Pull Request Overview

This PR implements live logging functionality for model runner operations to improve observability. The changes add structured logging that tracks request timing, status codes, and request IDs for better monitoring of model prediction, generation, and streaming operations.

• Adds timing measurements and structured logging to all three main runner methods (predict, generate, stream)
• Logs request IDs, endpoints, response statuses, and execution durations in a consistent format
• Uses HTTP-style status codes (200 OK, 207 MIXED, 500 FAIL) for better readability

[Copilot]

Pull Request Overview

This PR implements live logging functionality for model runner operations to improve observability and monitoring. The changes add structured timing measurements and status logging to track request performance across different model operation types.

• Adds comprehensive logging with timing, status codes, and request IDs to predict, generate, and stream operations
• Implements HTTP-style status code mapping (200 OK, 207 MIXED, 500 FAIL) for better readability
• Updates a test fixture configuration value from 1.33 to 1.3

Reviewed Changes

Copilot reviewed 2 out of 2 changed files in this pull request and generated 4 comments.

File	Description
clarifai/runners/models/model_runner.py	Adds live logging with timing measurements and structured status reporting to all three runner methods
tests/workflow/fixtures/single_branch_with_custom_cropper_model.yml	Updates margin parameter from 1.33 to 1.3 in test fixture

[mogith-pn]

Made suggestions on handling the status string codes. We can follow same for generate and stream.

[github-actions]

Package	Line Rate	Health
clarifai	43%	❌
clarifai.cli	42%	❌
clarifai.cli.templates	28%	❌
clarifai.client	69%	➖
clarifai.client.auth	66%	➖
clarifai.constants	100%	✔
clarifai.datasets	100%	✔
clarifai.datasets.export	80%	✔
clarifai.datasets.upload	75%	➖
clarifai.datasets.upload.loaders	37%	❌
clarifai.models	100%	✔
clarifai.modules	0%	❌
clarifai.rag	72%	➖
clarifai.runners	11%	❌
clarifai.runners.models	59%	➖
clarifai.runners.pipeline_steps	45%	❌
clarifai.runners.pipelines	85%	✔
clarifai.runners.utils	62%	➖
clarifai.runners.utils.data_types	72%	➖
clarifai.schema	100%	✔
clarifai.urls	60%	➖
clarifai.utils	57%	➖
clarifai.utils.evaluation	67%	➖
clarifai.workflows	95%	✔
Summary	62% (7397 / 11884)	➖

Minimum allowed line rate is 50%

[mogith-pn]

LGTM