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Kacper Murczkiewicz

PROFILE

Kacper Murczkiewicz

Worked on the openvinotoolkit/openvino.genai repository to enhance the accuracy of power measurement during text generation tasks. Developed a feature in Python that instruments precise timestamps immediately before and after model.generate() calls within the text_generation.py module. This approach enables more reliable telemetry by capturing the true duration of generation workloads, supporting improved power and energy profiling. Additionally, the solution propagates a log prefix parameter to ensure consistent logging across text generation functions. Leveraging skills in Python programming, data analysis, and machine learning, this work facilitates more cost-aware optimization and benchmarking for generative AI applications without introducing any bug fixes.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

1Total
Bugs
0
Commits
1
Features
1
Lines of code
151
Activity Months1

Work History

March 2026

1 Commits • 1 Features

Mar 1, 2026

March 2026 (openvinotoolkit/openvino.genai): Delivered a feature to improve power measurement accuracy during text generation by instrumenting timestamps around model.generate() calls. Implemented in tools/llm_bench/task/text_generation.py, the change places timestamps just before start = time.perf_counter() and after end = time.perf_counter(), and propagates a log prefix to text generation functions. This enables more precise power/energy profiling for long-running generation tasks, enabling better cost-aware optimization and benchmarking for GenAI workloads. The work is captured in commit acadca8053526b2c1bfbc667fcedf47044dd34ba with the PR title "Timestamps closer to model.generate() in text_generation (#3614)".

Activity

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Quality Metrics

Correctness80.0%
Maintainability80.0%
Architecture80.0%
Performance80.0%
AI Usage40.0%

Skills & Technologies

Programming Languages

Python

Technical Skills

Data AnalysisMachine LearningPython Programming

Repositories Contributed To

1 repo

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

openvinotoolkit/openvino.genai

Mar 2026 Mar 2026
1 Month active

Languages Used

Python

Technical Skills

Data AnalysisMachine LearningPython Programming