GCI107 AvoidIterativeMatrixOperations #Python #DLG #RulesSpecifications

[cleophass]

• Rule specifcation for GCI96 Avoid Iterative Matrix Operations
• Definition Of Done checked ✅
• Directly put GCI96 because it's absent from Rules.md

[dedece35]

please update CHANGELOG file and RULES.md file.
please make conflict corrections
please make corrections regading Copilot feedbacks

[Copilot]

Pull Request Overview

This PR introduces the specification for rule GCI96 "Avoid Iterative Matrix Operations" for Python, focusing on recommending vectorized operations over iterative approaches for better performance and reduced CO2 emissions. The rule addresses data processing efficiency in AI/ML contexts.

• Adds comprehensive rule documentation with examples comparing iterative vs vectorized matrix operations
• Includes performance analysis with CO2 emission measurements across three operation types (dot product, outer product, matrix product)
• Provides JSON configuration for the rule with appropriate metadata and severity settings

Reviewed Changes

Copilot reviewed 2 out of 5 changed files in this pull request and generated 2 comments.

File	Description
src/main/rules/GCI96/python/GCI96.asciidoc	Complete rule specification with examples, performance analysis, and environmental impact data
src/main/rules/GCI96/GCI96.json	Rule configuration with metadata, tags, and severity classification

Comments suppressed due to low confidence (2)

src/main/rules/GCI96/python/GCI96.asciidoc:101

• Function name 'vectorized_outer_product' is incorrect for matrix multiplication. It should be 'vectorized_matrix_product' to match the operation being performed.

def vectorized_outer_product(A, B):

[dedece35]

please update RULES.md with GCI107 rule