EXCEEDS logo
Exceeds
Boyana Norris

PROFILE

Boyana Norris

During October 2025, Ben Norris enhanced the tenstorrent/tt-mlir repository by expanding TTNN to TTIR conversion to support Matmul and reduction operations, introducing a common base class to streamline code generation. He developed the D2MGenericReplaceGlobals pass, optimizing global variable access within d2m.generic operations by replacing indirect calls with direct operand references. Ben also implemented Python bindings for d2m CBType, exposing C++ functionality to Python and ensuring robust test coverage. Additionally, he created the TTCoreOneShotBufferizePass to preserve MetalLayoutAttr during bufferization, maintaining layout attributes through tensor-to-memref conversions. His work demonstrated depth in C++, MLIR, and Python development.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

5Total
Bugs
0
Commits
5
Features
4
Lines of code
1,347
Activity Months1

Work History

October 2025

5 Commits • 4 Features

Oct 1, 2025

October 2025 monthly summary focusing on key accomplishments, features delivered, and impact for tenstorrent/tt-mlir. The month prioritized expanding feature support, optimizing access patterns, and extending Python integration to strengthen the end-to-end MLIR pipeline and user adoption.

Activity

Loading activity data...

Quality Metrics

Correctness96.0%
Maintainability92.0%
Architecture92.0%
Performance88.0%
AI Usage20.0%

Skills & Technologies

Programming Languages

C++MLIRPython

Technical Skills

API DevelopmentBufferizationC++ DevelopmentCode GenerationCompiler DevelopmentDomain Specific Languages (DSL)Intermediate RepresentationIntermediate Representation (IR) ManipulationIntermediate Representation ConversionMLIRPass DevelopmentPython DevelopmentTensor OperationsTesting

Repositories Contributed To

1 repo

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

tenstorrent/tt-mlir

Oct 2025 Oct 2025
1 Month active

Languages Used

C++MLIRPython

Technical Skills

API DevelopmentBufferizationC++ DevelopmentCode GenerationCompiler DevelopmentDomain Specific Languages (DSL)

Generated by Exceeds AIThis report is designed for sharing and indexing