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vijaye12

PROFILE

Vijaye12

Developed and delivered the TSPulse time-series forecasting model for the ibm-granite/granite-tsfm repository, consolidating classification and regression tasks into a unified classification workflow. Enhanced the model’s anomaly detection capabilities by introducing patchwise reconstruction and dataset wrapping utilities, and updated configurations and outputs to support the new structure. Addressed static analysis and initialization issues by refactoring code and ensuring proper mask token handling, improving code quality and maintainability. Implemented comprehensive unit tests to ensure reliability and prevent regressions. The work leveraged Python, PyTorch, and Hugging Face Transformers, resulting in improved forecasting readiness and streamlined experimentation for time-series analysis tasks.

Overall Statistics

Feature vs Bugs

50%Features

Repository Contributions

3Total
Bugs
1
Commits
3
Features
1
Lines of code
7,341
Activity Months1

Work History

May 2025

3 Commits • 1 Features

May 1, 2025

May 2025 monthly summary for ibm-granite/granite-tsfm: Delivered a new time-series forecasting model (TSPulse) and consolidated classification/regression tasks into a single classification workflow, with patchwise reconstruction and dataset wrapping utilities. Updated configurations and outputs to reflect the new structure and enhanced anomaly-detection capabilities, enabling more reliable forecasting and streamlined experimentation.

Activity

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Quality Metrics

Correctness83.4%
Maintainability83.4%
Architecture83.4%
Performance73.4%
AI Usage26.6%

Skills & Technologies

Programming Languages

JinjaJupyter NotebookPython

Technical Skills

Anomaly DetectionCode OrganizationCode RefactoringDeep LearningFFT (Fast Fourier Transform)Hugging Face TransformersMachine LearningModel Architecture DesignModel ConfigurationModel RefactoringPyTorchTime Series AnalysisTransformer ModelsUnit Testing

Repositories Contributed To

1 repo

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

ibm-granite/granite-tsfm

May 2025 May 2025
1 Month active

Languages Used

JinjaJupyter NotebookPython

Technical Skills

Anomaly DetectionCode OrganizationCode RefactoringDeep LearningFFT (Fast Fourier Transform)Hugging Face Transformers