
Contributed to the togethercomputer/together-python repository by building and enhancing backend features focused on evaluation and fine-tuning workflows. Developed robust APIs and CLI tools using Python, Click, and Pydantic, enabling users to create, manage, and delete evaluation and fine-tuning jobs with support for CSV data handling and external model integration. Implemented price estimation for fine-tuning, improved serialization reliability, and standardized API responses for operational clarity. Comprehensive unit testing and data modeling ensured stability and maintainability. The work emphasized extensibility, cost transparency, and seamless integration with external services, supporting both synchronous and asynchronous operations across the evaluation pipeline.
Concise monthly summary for 2025-12 focused on the togethercomputer/together-python repository. Highlights include delivering cost transparency for finetuning workflows and strengthening reliability through serialization fixes and test improvements. Business value centers on predictable costs, safer job creation, and improved developer velocity.
Concise monthly summary for 2025-12 focused on the togethercomputer/together-python repository. Highlights include delivering cost transparency for finetuning workflows and strengthening reliability through serialization fixes and test improvements. Business value centers on predictable costs, safer job creation, and improved developer velocity.
External Model Integration in Evaluation: Added CLI options and config updates to allow external base URLs for judge and evaluated models, enabling integration with external model services. This is implemented in togethercomputer/together-python (commit 5b93703e94d7dc05144322fbcc4bea15217065c4, #368). Impact: expands evaluation capabilities, reduces internal-model coupling, and enables future external model partnerships. Skills: CLI/config design, Python evaluation pipeline, and end-to-end traceability.
External Model Integration in Evaluation: Added CLI options and config updates to allow external base URLs for judge and evaluated models, enabling integration with external model services. This is implemented in togethercomputer/together-python (commit 5b93703e94d7dc05144322fbcc4bea15217065c4, #368). Impact: expands evaluation capabilities, reduces internal-model coupling, and enables future external model partnerships. Skills: CLI/config design, Python evaluation pipeline, and end-to-end traceability.
September 2025 monthly summary for repository togethercomputer/together-python focusing on feature delivery and operational improvements. Delivered Delete Fine-tuning Jobs feature across CLI and API, enabling users to delete fine-tuning jobs from both interfaces and supporting synchronous and asynchronous deletion flows. Introduced FinetuneDeleteResponse type to standardize responses and improve API clarity.
September 2025 monthly summary for repository togethercomputer/together-python focusing on feature delivery and operational improvements. Delivered Delete Fine-tuning Jobs feature across CLI and API, enabling users to delete fine-tuning jobs from both interfaces and supporting synchronous and asynchronous deletion flows. Introduced FinetuneDeleteResponse type to standardize responses and improve API clarity.
July 2025: Implemented Together Python client: Evaluation API and CSV support. Added end-to-end evaluation jobs workflow (create, list, retrieve, status) with support for classification, scoring, and comparison evaluations, plus robust CSV data handling and comprehensive unit tests for the new functionality. Commit reference: 2e349449b63a1d67b85953d785fbabd94e6ce6e9 (Add support for evals API (#339)).
July 2025: Implemented Together Python client: Evaluation API and CSV support. Added end-to-end evaluation jobs workflow (create, list, retrieve, status) with support for classification, scoring, and comparison evaluations, plus robust CSV data handling and comprehensive unit tests for the new functionality. Commit reference: 2e349449b63a1d67b85953d785fbabd94e6ce6e9 (Add support for evals API (#339)).

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