Struct LogOps 

pub struct LogOps;

Log levels for different operations

Implementations

impl LogOps

pub fn analysis_start(repo: &str, commits: usize)

Log start of analysis

pub fn analysis_complete(repo: &str, patterns: usize, duration_ms: u64)

Log analysis completion

pub fn features_extracted(count: usize)

Log feature extraction

pub fn correlation_start(size: usize, backend: &str)

Log correlation computation

pub fn correlation_complete(result: f32, duration_us: u64)

Log correlation result

pub fn training_start(model: &str, samples: usize)

Log ML training

pub fn training_complete(model: &str, accuracy: f32)

Log ML training complete

pub fn prediction(model: &str, category: u8)

Log prediction

pub fn clustering_start(k: usize, samples: usize)

Log clustering

pub fn clustering_complete(k: usize, inertia: f32)

Log clustering complete

pub fn storage_op(operation: &str, count: usize)

Log storage operation

pub fn gpu_op(operation: &str, backend: &str)

Log GPU operation

pub fn error_with_context(error: &impl Display, context: &str)

Log error with context

pub fn warning(message: &str, context: &str)

Log warning

pub fn performance(operation: &str, duration_ms: u64, throughput: Option<f64>)

Log performance metric