Add moving average logger method

[Tuna2222]

Check list:

• Implement: add method-related files (and helpers) in src/Solvers/Loggers folder.
• Include: include method-related files in src/Solvers/Loggers.jl.
• Exports & Imports: any new imports and exports in RLinearAlgebra.jl.
• Test:
  1. Add test files (and helpers) in test/Solvers/Loggers folder.
  2. (Add new folders to runtests.jl if needed.)
• Doc:
  1. Add docs for all newly added structs and functions in docs/src/api.loggers.md.
  2. Add references in refs.bib.

Closes #103.

[codecov]

Codecov Report

Attention: Patch coverage is 78.37838% with 16 lines in your changes missing coverage. Please review.

Files with missing lines	Patch %	Lines
src/Solvers/Loggers/ma_helpers/ma_info.jl	68.75%	10 Missing ⚠️
src/Solvers/Loggers/moving_average_logger.jl	85.71%	6 Missing ⚠️

📢 Thoughts on this report? Let us know!

[Copilot]

Pull Request Overview

This pull request adds a new moving average logger along with its supporting methods, tests, and documentation updates.

• Implement moving average logger (MALogger and MALoggerRecipe) and helper functions (update_ma! and MAInfo).
• Add test cases for the moving average logger in the test folder.
• Update export lists and documentation to include the new logger types and functions.

Reviewed Changes

Copilot reviewed 8 out of 8 changed files in this pull request and generated 2 comments.

Show a summary per file

File	Description
test/Solvers/Loggers/moving_average_logger.jl	Adds tests for the new moving average logger functionality.
src/Solvers/Loggers/moving_average_logger.jl	Implements MALogger and MALoggerRecipe with moving average functionality.
src/Solvers/Loggers/ma_helpers/ma_info.jl	Implements MAInfo and update_ma! helper functions.
src/Solvers/Loggers/basic_logger.jl	Minor documentation update from mutable to struct.
src/Solvers/Loggers.jl	Updates inclusion of logger files to incorporate the new moving average logger.
src/RLinearAlgebra.jl	Updates exports to include the new logger types and functions.
docs/src/refs.bib & docs/src/api/loggers.md	Updates documentation and references for the new moving average logger.

Comments suppressed due to low confidence (1)

test/Solvers/Loggers/moving_average_logger.jl:12

• [nitpick] The variable 'b' is first used for a random vector and later reassigned to a logger object, which may lead to confusion. Consider using a distinct name for the logger instance (e.g., 'logger') to improve clarity.

b = rand(n_rows)

[Copilot]

There is a spelling error in the error message; 'colection_rate' should be 'collection_rate'.

Suggested change

	throw(ArgumentError("Field `colection_rate` must be positive."))
	elseif collection_rate > max_it && max_it > 0
	throw(ArgumentError("Field `colection_rate` must be smaller than `max_it`."))
	throw(ArgumentError("Field `collection_rate` must be positive."))
	elseif collection_rate > max_it && max_it > 0
	throw(ArgumentError("Field `collection_rate` must be smaller than `max_it`."))

[Copilot]

The error message contains a misspelling; it should use 'collection_rate' instead of 'colection_rate'.

Suggested change

	throw(ArgumentError("Field `colection_rate` must be positive."))
	elseif collection_rate > max_it && max_it > 0
	throw(ArgumentError("Field `colection_rate` must be smaller than `max_it`."))
	throw(ArgumentError("Field `collection_rate` must be positive."))
	elseif collection_rate > max_it && max_it > 0
	throw(ArgumentError("Field `collection_rate` must be smaller than `max_it`."))