use anyhow::Result;
use clap::Args;
use std::path::PathBuf;
#[derive(Args, Debug)]
pub struct EvalArgs {
#[arg(short, long)]
pub results: PathBuf,
#[arg(short, long, value_delimiter = ',', default_value = "all")]
pub metrics: Vec<String>,
#[arg(short, long)]
pub baseline: Option<PathBuf>,
#[arg(short, long, default_value = "./evaluation-results")]
pub output: PathBuf,
#[arg(short, long, default_value = "text")]
pub format: String,
#[arg(long)]
pub visualize: bool,
#[arg(long, default_value = "0.95")]
pub threshold: f64,
#[arg(long)]
pub export_metrics: Option<PathBuf>,
}
pub async fn execute(args: EvalArgs, verbose: bool) -> Result<()> {
println!("📈 LLM Evaluation Command\n");
if verbose {
println!("Arguments received:");
println!(" Results: {}", args.results.display());
println!(" Metrics: {:?}", args.metrics);
if let Some(ref baseline) = args.baseline {
println!(" Baseline: {}", baseline.display());
}
println!(" Output: {}", args.output.display());
println!(" Format: {}", args.format);
println!();
}
if !args.results.exists() {
anyhow::bail!("Results file not found: {}", args.results.display());
}
if let Some(ref baseline) = args.baseline {
if !baseline.exists() {
anyhow::bail!("Baseline file not found: {}", baseline.display());
}
}
let valid_metrics = vec!["accuracy", "latency", "cost", "tokens", "quality", "all"];
for metric in &args.metrics {
if !valid_metrics.contains(&metric.as_str()) {
println!("⚠️ Warning: '{}' is not a recognized metric.", metric);
println!(" Valid metrics: {}", valid_metrics.join(", "));
}
}
if !(0.0..=1.0).contains(&args.threshold) {
anyhow::bail!("Threshold must be between 0.0 and 1.0");
}
println!("📋 Evaluation Configuration:");
println!(" Results file: {}", args.results.display());
println!(" Metrics: {}", args.metrics.join(", "));
if let Some(ref baseline) = args.baseline {
println!(" Baseline comparison: {}", baseline.display());
}
println!(" Success threshold: {:.1}%", args.threshold * 100.0);
println!(" Output format: {}", args.format);
if args.visualize {
println!(" Visualizations: enabled");
}
println!("\n⏳ Coming in Phase 4!");
println!("\nThe 'eval' command will be fully implemented in Phase 4 with:");
println!(" • Comprehensive metrics calculation:");
println!(" - Accuracy (exact match, semantic similarity)");
println!(" - Latency (mean, median, percentiles)");
println!(" - Cost analysis (per request, total)");
println!(" - Token usage statistics");
println!(" - Quality scores (coherence, relevance)");
println!(" • Baseline comparison with regression detection");
println!(" • Statistical significance testing");
println!(" • Rich visualizations (charts, graphs)");
println!(" • HTML/Markdown/JSON report generation");
println!(" • Pass/fail determination based on thresholds");
println!(" • Historical tracking and trends");
println!("\n💡 Tip: Run benchmarks first to generate results files:");
println!(" llm-test-bench bench --dataset ./data.json --providers openai,anthropic");
if let Some(ref export_path) = args.export_metrics {
println!("\nDetailed metrics would be exported to: {}", export_path.display());
}
Ok(())
}
#[cfg(test)]
mod tests {
use super::*;
use std::path::PathBuf;
#[test]
fn test_eval_args_creation() {
let args = EvalArgs {
results: PathBuf::from("./results.json"),
metrics: vec!["accuracy".to_string(), "latency".to_string()],
baseline: Some(PathBuf::from("./baseline.json")),
output: PathBuf::from("./eval"),
format: "html".to_string(),
visualize: true,
threshold: 0.95,
export_metrics: None,
};
assert_eq!(args.metrics.len(), 2);
assert_eq!(args.threshold, 0.95);
assert!(args.visualize);
}
#[test]
fn test_threshold_validation() {
assert!((0.0..=1.0).contains(&0.95));
assert!(!(0.0..=1.0).contains(&1.5));
}
}