iree-org/wave
Dec 2024 – Dec 2024
1 Month active
Languages Used
Python
Technical Skills
Compiler DevelopmentGenAILLMMLIRQuantization
NoumanAmir-10xe
PROFILE
Noumanamir-10xe
Nouman Amir developed two core features across compiler and embedded systems domains, demonstrating depth in low-level programming and MLIR. For iree-org/wave, he implemented AbsOp, a new absolute value operation supporting quantized LLM and GenAI workloads, integrating it into the code generation pipeline and validating correctness for both floating-point and integer types using C and Python. In iree-org/iree, he enhanced runtime performance by adding RISC-V pause instruction support, optimizing busy-wait loops and reducing spin-wait overhead. His work addressed efficiency and accuracy in model inference and runtime execution, reflecting a strong grasp of compiler development and embedded system optimization.
Overall Statistics
Feature vs Bugs
100%Features
Repository Contributions
2Total
Bugs
0
Commits
2
Features
2
Lines of code
37
Activity Months2
Your Network
110 peopleSame Organization
@10xengineers.ai1
Work History
June 2025
1 Commits • 1 Features
Jun 1, 2025June 2025 monthly summary for repository iree-org/iree: Focused on runtime performance improvements via RISC-V pause instruction support to optimize busy-wait loops. This work aligns with performance and portability goals and lays groundwork for more efficient spin-wait patterns across supported architectures.
1 Commits • 1 Features
Jun 1, 2025June 2025 monthly summary for repository iree-org/iree: Focused on runtime performance improvements via RISC-V pause instruction support to optimize busy-wait loops. This work aligns with performance and portability goals and lays groundwork for more efficient spin-wait patterns across supported architectures.
June 2025
December 2024
1 Commits • 1 Features
Dec 1, 2024In 2024-12, delivered AbsOp for quantized LLM and GenAI workloads in iree-org/wave. Implemented a new absolute value operation lowered to MLIR dialects for floating-point and integer calculations, integrated into the code generation pipeline, and added tests verifying behavior for both float and integer types. This feature strengthens the quantized execution path, enabling more accurate and efficient model inference.
December 2024
1 Commits • 1 Features
Dec 1, 2024In 2024-12, delivered AbsOp for quantized LLM and GenAI workloads in iree-org/wave. Implemented a new absolute value operation lowered to MLIR dialects for floating-point and integer calculations, integrated into the code generation pipeline, and added tests verifying behavior for both float and integer types. This feature strengthens the quantized execution path, enabling more accurate and efficient model inference.
Activity
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Quality Metrics
Correctness100.0%
Maintainability100.0%
Architecture90.0%
Performance100.0%
AI Usage20.0%
Skills & Technologies
Programming Languages
CPython
Technical Skills
Compiler DevelopmentCompiler developmentEmbedded systemsGenAILLMLow-level programmingMLIRQuantization
Repositories Contributed To
Overview of all repositories you've contributed to across your timeline
iree-org/iree
Jun 2025 – Jun 2025
1 Month active
Languages Used
C
Technical Skills
Compiler developmentEmbedded systemsLow-level programming