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Rafal Bogdanowicz

PROFILE

Rafal Bogdanowicz

Rafal Bogdanowicz developed an end-to-end MLCommons Evaluation Framework for the Mixtral 8x7B model within the huggingface/optimum-habana repository, enabling objective assessment of model accuracy and throughput. He extended the command-line interface and generation scripts in Python and Bash to support MLCommons dataset inputs, producing standardized evaluation artifacts such as accuracy.json and throughput metrics. Rafal also created setup and environment scripts to streamline user adoption and reproducibility of the evaluation workflow. His work focused on dataset handling, model evaluation, and performance benchmarking, delivering a ready-to-run solution that addressed the need for transparent, reproducible model performance assessment.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

1Total
Bugs
0
Commits
1
Features
1
Lines of code
286
Activity Months1

Work History

June 2025

1 Commits • 1 Features

Jun 1, 2025

June 2025: Delivered end-to-end MLCommons Evaluation Framework for the Mixtral 8x7B model in huggingface/optimum-habana, enabling objective accuracy and throughput assessment. Implemented end-to-end evaluation workflow, CLI arguments, and generation script adjustments to support MLCommons inputs. Generated accuracy.json and throughput metrics, and provided ready-to-run evaluation workflow and environment setup scripts for easy adoption by users.

Activity

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Quality Metrics

Correctness90.0%
Maintainability80.0%
Architecture80.0%
Performance80.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

BashMarkdownPython

Technical Skills

Dataset HandlingMachine LearningModel EvaluationPerformance BenchmarkingScripting

Repositories Contributed To

1 repo

Overview of all repositories you've contributed to across your timeline

huggingface/optimum-habana

Jun 2025 Jun 2025
1 Month active

Languages Used

BashMarkdownPython

Technical Skills

Dataset HandlingMachine LearningModel EvaluationPerformance BenchmarkingScripting

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