Karti Tripathi
+495
@@ -0,0 +1,495 @@
|
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//! Reproducible evaluations for any OpenAI-compatible model server.
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//!
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//! Suites are declarative YAML. Results are append-only JSON artifacts suitable
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//! for CI, regression comparisons, and future publication to an eval registry.
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use anyhow::{bail, Context, Result};
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use serde::{Deserialize, Serialize};
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use serde_json::{json, Value};
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use std::fs;
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use std::io::{BufRead, BufReader, Write};
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use std::path::{Path, PathBuf};
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use std::process::{Command, Stdio};
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use std::time::{Instant, SystemTime, UNIX_EPOCH};
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#[derive(Debug, Deserialize)]
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struct Suite {
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#[serde(rename = "apiVersion")]
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api_version: String,
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kind: String,
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metadata: Metadata,
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#[serde(default)]
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defaults: Defaults,
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cases: Vec<Case>,
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}
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#[derive(Debug, Deserialize)]
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struct Metadata {
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name: String,
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#[serde(default)]
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version: u32,
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#[serde(default)]
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description: String,
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/// Part of the published suite manifest surface; parsed so a suite
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/// carrying tags loads, not read by the runner itself.
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#[serde(default)]
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#[allow(dead_code)]
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tags: Vec<String>,
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}
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#[derive(Debug, Default, Deserialize)]
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struct Defaults {
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#[serde(default = "default_max_tokens")]
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max_tokens: u32,
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#[serde(default = "default_temperature")]
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temperature: f64,
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#[serde(default = "default_repeat")]
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repeat: u32,
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#[serde(default)]
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system: String,
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}
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fn default_max_tokens() -> u32 {
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128
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}
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fn default_temperature() -> f64 {
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0.0
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}
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fn default_repeat() -> u32 {
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1
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}
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#[derive(Debug, Deserialize)]
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struct Case {
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id: String,
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#[serde(default)]
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category: String,
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prompt: String,
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#[serde(default)]
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max_tokens: Option<u32>,
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#[serde(default)]
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assertions: Vec<Assertion>,
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}
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#[derive(Debug, Deserialize)]
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#[serde(tag = "type", rename_all = "snake_case")]
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enum Assertion {
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Exact { value: String },
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Contains { value: String },
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ContainsAny { values: Vec<String> },
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NotContains { value: String },
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MaxWords { value: usize },
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}
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#[derive(Debug, Serialize)]
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struct Artifact {
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schema_version: u32,
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run_id: String,
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suite: String,
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suite_version: u32,
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model: String,
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base_url: String,
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started_unix_ms: u128,
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summary: Summary,
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samples: Vec<Sample>,
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}
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#[derive(Debug, Serialize)]
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struct Summary {
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passed: usize,
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total: usize,
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score: f64,
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mean_ttft_ms: f64,
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p50_ttft_ms: f64,
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p95_ttft_ms: f64,
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mean_prefill_tps: f64,
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mean_decode_tps: f64,
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}
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#[derive(Debug, Serialize)]
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struct Sample {
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case_id: String,
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category: String,
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repetition: u32,
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passed: bool,
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assertion_results: Vec<bool>,
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output: String,
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reasoning: String,
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prompt_tokens: u64,
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completion_tokens: u64,
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ttft_ms: f64,
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total_ms: f64,
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prefill_tps: f64,
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decode_tps: f64,
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}
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struct Completion {
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output: String,
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reasoning: String,
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prompt_tokens: u64,
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completion_tokens: u64,
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ttft_ms: f64,
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total_ms: f64,
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}
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/// One line of `eval ls`. Suites themselves stay private — a caller has no
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/// business reaching into cases and assertions — but the catalogue is the
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/// useful part and is shared by the CLI and the MCP server.
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#[derive(Debug, Clone)]
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pub struct SuiteSummary {
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pub name: String,
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pub version: u32,
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pub cases: usize,
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pub description: String,
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}
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pub fn catalogue(root: &Path) -> Result<Vec<SuiteSummary>> {
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Ok(load_all(root)?
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.into_iter()
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.map(|s| SuiteSummary {
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name: s.metadata.name,
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version: s.metadata.version,
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cases: s.cases.len(),
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description: s.metadata.description,
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})
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.collect())
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}
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pub fn list(root: &Path) -> Result<()> {
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println!("{:<20} {:>4} {:>5} DESCRIPTION", "SUITE", "VER", "CASES");
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for s in catalogue(root)? {
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println!(
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"{:<20} {:>4} {:>5} {}",
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s.name, s.version, s.cases, s.description
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);
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}
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Ok(())
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}
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pub fn run(
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root: &Path,
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name: &str,
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base_url: &str,
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model: &str,
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repeat: Option<u32>,
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) -> Result<()> {
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let suite = load(root, name)?;
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// `kuda/v1` is the pre-rename contract; still accepted so an older suite keeps running.
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let known_contract = matches!(suite.api_version.as_str(), "lumbridge/v1" | "kuda/v1");
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if !known_contract || suite.kind != "EvalSuite" {
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bail!(
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"unsupported eval contract: {}/{}",
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suite.api_version,
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suite.kind
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);
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}
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let reps = repeat.unwrap_or(suite.defaults.repeat).max(1);
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println!(
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"eval '{}' v{} → {} ({})",
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suite.metadata.name, suite.metadata.version, model, base_url
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);
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let started = now_ms();
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let mut samples = Vec::new();
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for case in &suite.cases {
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for repetition in 1..=reps {
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print!(" {:<24} [{}/{}] ", case.id, repetition, reps);
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std::io::stdout().flush().ok();
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let c = stream_completion(base_url, model, &suite.defaults, case)?;
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let assertion_results: Vec<bool> = case
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.assertions
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.iter()
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.map(|a| evaluate(a, &c.output))
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.collect();
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let passed = assertion_results.iter().all(|v| *v);
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let decode_seconds = ((c.total_ms - c.ttft_ms) / 1000.0).max(0.001);
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let prefill_seconds = (c.ttft_ms / 1000.0).max(0.001);
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let sample = Sample {
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case_id: case.id.clone(),
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category: case.category.clone(),
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repetition,
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passed,
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assertion_results,
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output: c.output,
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reasoning: c.reasoning,
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prompt_tokens: c.prompt_tokens,
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completion_tokens: c.completion_tokens,
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ttft_ms: c.ttft_ms,
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total_ms: c.total_ms,
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prefill_tps: c.prompt_tokens as f64 / prefill_seconds,
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decode_tps: c.completion_tokens as f64 / decode_seconds,
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};
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println!(
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"{} ttft={:.0}ms decode={:.1}tok/s",
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if passed { "PASS" } else { "FAIL" },
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sample.ttft_ms,
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sample.decode_tps
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);
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samples.push(sample);
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}
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}
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let summary = summarize(&samples);
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let run_id = format!("{}-{}-{}", started, slug(name), slug(model));
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let artifact = Artifact {
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schema_version: 1,
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run_id: run_id.clone(),
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suite: suite.metadata.name,
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suite_version: suite.metadata.version,
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model: model.to_string(),
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base_url: base_url.to_string(),
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started_unix_ms: started,
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summary,
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samples,
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};
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let out_dir = root.join("eval-results");
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fs::create_dir_all(&out_dir)?;
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let out = out_dir.join(format!("{run_id}.json"));
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fs::write(&out, serde_json::to_string_pretty(&artifact)?)?;
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println!(
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"\nscore {:.1}% ({}/{}) · mean TTFT {:.0}ms · prefill≈{:.1}tok/s · decode {:.1}tok/s",
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artifact.summary.score * 100.0,
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artifact.summary.passed,
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artifact.summary.total,
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artifact.summary.mean_ttft_ms,
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artifact.summary.mean_prefill_tps,
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artifact.summary.mean_decode_tps
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);
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println!("result {}", out.display());
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Ok(())
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}
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fn stream_completion(
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base_url: &str,
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model: &str,
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defaults: &Defaults,
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case: &Case,
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) -> Result<Completion> {
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let url = format!("{}/chat/completions", base_url.trim_end_matches('/'));
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let mut messages = Vec::new();
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if !defaults.system.is_empty() {
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messages.push(json!({"role":"system","content":defaults.system}));
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}
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messages.push(json!({"role":"user","content":case.prompt}));
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let request = json!({
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"model": model, "messages": messages, "stream": true,
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"stream_options": {"include_usage": true},
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"max_tokens": case.max_tokens.unwrap_or(defaults.max_tokens),
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"temperature": defaults.temperature,
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"chat_template_kwargs": {"enable_thinking": false}
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});
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let mut child = Command::new("curl")
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.args([
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"-sS",
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"-N",
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"-X",
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"POST",
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&url,
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"-H",
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"Content-Type: application/json",
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"--data-binary",
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"@-",
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])
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.stdin(Stdio::piped())
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.stdout(Stdio::piped())
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.stderr(Stdio::piped())
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.spawn()
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.context("starting curl (required for eval HTTP streaming)")?;
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child
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.stdin
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.take()
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.unwrap()
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.write_all(request.to_string().as_bytes())?;
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let start = Instant::now();
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let mut first = None;
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let mut output = String::new();
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let mut reasoning = String::new();
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let mut prompt_tokens = 0;
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let mut completion_tokens = 0;
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for line in BufReader::new(child.stdout.take().unwrap()).lines() {
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let line = line?;
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let Some(data) = line.strip_prefix("data: ") else {
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continue;
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};
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if data == "[DONE]" {
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break;
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}
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let v: Value = serde_json::from_str(data).context("parsing streamed completion")?;
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if let Some(usage) = v.get("usage") {
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prompt_tokens = usage
|
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.get("prompt_tokens")
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.and_then(Value::as_u64)
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.unwrap_or(prompt_tokens);
|
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completion_tokens = usage
|
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.get("completion_tokens")
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.and_then(Value::as_u64)
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.unwrap_or(completion_tokens);
|
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}
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let delta = &v["choices"][0]["delta"];
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let content = delta.get("content").and_then(Value::as_str).unwrap_or("");
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let thought = delta
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.get("reasoning")
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.or_else(|| delta.get("reasoning_content"))
|
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.and_then(Value::as_str)
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.unwrap_or("");
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if first.is_none() && (!content.is_empty() || !thought.is_empty()) {
|
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first = Some(start.elapsed());
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}
|
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output.push_str(content);
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reasoning.push_str(thought);
|
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}
|
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let status = child.wait()?;
|
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if !status.success() {
|
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bail!("completion request failed with {status}");
|
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}
|
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let total = start.elapsed().as_secs_f64() * 1000.0;
|
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Ok(Completion {
|
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output,
|
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reasoning,
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prompt_tokens,
|
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completion_tokens,
|
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ttft_ms: first.map(|d| d.as_secs_f64() * 1000.0).unwrap_or(total),
|
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total_ms: total,
|
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})
|
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}
|
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|
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fn evaluate(a: &Assertion, output: &str) -> bool {
|
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let normalized = output.trim();
|
||||
match a {
|
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Assertion::Exact { value } => normalized.eq_ignore_ascii_case(value.trim()),
|
||||
Assertion::Contains { value } => normalized.to_lowercase().contains(&value.to_lowercase()),
|
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Assertion::ContainsAny { values } => values
|
||||
.iter()
|
||||
.any(|v| normalized.to_lowercase().contains(&v.to_lowercase())),
|
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Assertion::NotContains { value } => {
|
||||
!normalized.to_lowercase().contains(&value.to_lowercase())
|
||||
}
|
||||
Assertion::MaxWords { value } => normalized.split_whitespace().count() <= *value,
|
||||
}
|
||||
}
|
||||
|
||||
fn summarize(samples: &[Sample]) -> Summary {
|
||||
let mut ttft: Vec<f64> = samples.iter().map(|s| s.ttft_ms).collect();
|
||||
ttft.sort_by(f64::total_cmp);
|
||||
let mean = |f: fn(&Sample) -> f64| {
|
||||
if samples.is_empty() {
|
||||
0.0
|
||||
} else {
|
||||
samples.iter().map(f).sum::<f64>() / samples.len() as f64
|
||||
}
|
||||
};
|
||||
let percentile = |p: f64| {
|
||||
if ttft.is_empty() {
|
||||
0.0
|
||||
} else {
|
||||
ttft[((ttft.len() - 1) as f64 * p).round() as usize]
|
||||
}
|
||||
};
|
||||
let passed = samples.iter().filter(|s| s.passed).count();
|
||||
Summary {
|
||||
passed,
|
||||
total: samples.len(),
|
||||
score: if samples.is_empty() {
|
||||
0.0
|
||||
} else {
|
||||
passed as f64 / samples.len() as f64
|
||||
},
|
||||
mean_ttft_ms: mean(|s| s.ttft_ms),
|
||||
p50_ttft_ms: percentile(0.50),
|
||||
p95_ttft_ms: percentile(0.95),
|
||||
mean_prefill_tps: mean(|s| s.prefill_tps),
|
||||
mean_decode_tps: mean(|s| s.decode_tps),
|
||||
}
|
||||
}
|
||||
|
||||
fn load(root: &Path, name: &str) -> Result<Suite> {
|
||||
load_all(root)?
|
||||
.into_iter()
|
||||
.find(|s| s.metadata.name == name)
|
||||
.with_context(|| format!("no eval suite named '{name}' in {}/evals", root.display()))
|
||||
}
|
||||
|
||||
fn load_all(root: &Path) -> Result<Vec<Suite>> {
|
||||
let dir = root.join("evals");
|
||||
let mut suites = Vec::new();
|
||||
if !dir.exists() {
|
||||
return Ok(suites);
|
||||
}
|
||||
for entry in fs::read_dir(&dir)? {
|
||||
let path: PathBuf = entry?.path();
|
||||
if path
|
||||
.file_name()
|
||||
.and_then(|n| n.to_str())
|
||||
.map(|n| n.ends_with(".eval.yaml"))
|
||||
.unwrap_or(false)
|
||||
{
|
||||
let suite: Suite = serde_yaml::from_str(&fs::read_to_string(&path)?)
|
||||
.with_context(|| format!("parsing {}", path.display()))?;
|
||||
suites.push(suite);
|
||||
}
|
||||
}
|
||||
suites.sort_by(|a, b| a.metadata.name.cmp(&b.metadata.name));
|
||||
Ok(suites)
|
||||
}
|
||||
|
||||
fn now_ms() -> u128 {
|
||||
SystemTime::now()
|
||||
.duration_since(UNIX_EPOCH)
|
||||
.unwrap_or_default()
|
||||
.as_millis()
|
||||
}
|
||||
fn slug(s: &str) -> String {
|
||||
s.chars()
|
||||
.map(|c| {
|
||||
if c.is_ascii_alphanumeric() {
|
||||
c.to_ascii_lowercase()
|
||||
} else {
|
||||
'-'
|
||||
}
|
||||
})
|
||||
.collect()
|
||||
}
|
||||
|
||||
#[cfg(test)]
|
||||
mod tests {
|
||||
use super::*;
|
||||
|
||||
#[test]
|
||||
fn assertions_are_case_insensitive_and_composable() {
|
||||
let output = "Market risk remains, while company-specific risk falls.";
|
||||
assert!(evaluate(
|
||||
&Assertion::Contains {
|
||||
value: "MARKET RISK".into()
|
||||
},
|
||||
output
|
||||
));
|
||||
assert!(evaluate(
|
||||
&Assertion::ContainsAny {
|
||||
values: vec!["idiosyncratic".into(), "company-specific".into()],
|
||||
},
|
||||
output
|
||||
));
|
||||
assert!(evaluate(
|
||||
&Assertion::NotContains {
|
||||
value: "markdown".into()
|
||||
},
|
||||
output
|
||||
));
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn exact_trims_but_does_not_accept_explanation() {
|
||||
assert!(evaluate(&Assertion::Exact { value: "25".into() }, " 25\n"));
|
||||
assert!(!evaluate(&Assertion::Exact { value: "25".into() }, "25 GB"));
|
||||
}
|
||||
|
||||
#[test]
|
||||
fn word_limit_counts_whitespace_tokens() {
|
||||
assert!(evaluate(
|
||||
&Assertion::MaxWords { value: 4 },
|
||||
"one two three four"
|
||||
));
|
||||
assert!(!evaluate(
|
||||
&Assertion::MaxWords { value: 3 },
|
||||
"one two three four"
|
||||
));
|
||||
}
|
||||
}
|
||||
Reference in New Issue
Block a user