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212 lines (196 loc) · 6.27 KB
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//! Deterministic, local memory-retrieval evaluation harness.
//!
//! Fixtures contain synthetic facts only. The evaluator performs no network
//! access and writes no production memory state.
#![allow(dead_code)]
use serde::Deserialize;
use std::path::PathBuf;
use crate::learning_retrieval::{debug_score_memory, rank_memories, RetrievalScoreDebug};
use crate::memory::{Importance, MemoryEntry, MemoryStatus, Scope};
use crate::task_fingerprint::TaskFingerprint;
#[derive(Debug, Deserialize)]
pub struct EvalSuite {
pub cases: Vec<EvalCase>,
}
#[derive(Debug, Deserialize)]
pub struct EvalCase {
pub name: String,
pub prompt: String,
#[serde(default)]
pub fingerprint: TaskFingerprint,
pub expected_top: String,
#[serde(default)]
pub max_results: Option<usize>,
#[serde(default)]
pub max_total_tokens: Option<usize>,
pub memories: Vec<EvalMemory>,
}
#[derive(Debug, Deserialize)]
pub struct EvalMemory {
pub name: String,
#[serde(default)]
pub description: String,
#[serde(default = "default_type")]
pub mem_type: String,
#[serde(default)]
pub content: String,
#[serde(default)]
pub scope: EvalScope,
#[serde(default)]
pub status: EvalStatus,
#[serde(default = "default_confidence")]
pub confidence: f32,
#[serde(default)]
pub contradiction_count: u32,
#[serde(default)]
pub ref_files: Vec<String>,
#[serde(default)]
pub ref_symbols: Vec<String>,
}
#[derive(Clone, Copy, Debug, Default, Deserialize)]
#[serde(rename_all = "snake_case")]
pub enum EvalScope {
#[default]
Workspace,
Global,
}
#[derive(Clone, Copy, Debug, Default, Deserialize)]
#[serde(rename_all = "snake_case")]
pub enum EvalStatus {
#[default]
Verified,
Candidate,
NeedsVerification,
Stale,
Rejected,
}
#[derive(Debug)]
pub struct EvalResult {
pub name: String,
pub passed: bool,
pub ranked_names: Vec<String>,
pub scores: Vec<(String, RetrievalScoreDebug)>,
pub estimated_tokens: usize,
pub budget_ok: bool,
}
fn default_type() -> String {
"note".into()
}
fn default_confidence() -> f32 {
1.0
}
impl EvalMemory {
fn entry(&self) -> MemoryEntry {
MemoryEntry {
name: self.name.clone(),
description: self.description.clone(),
mem_type: self.mem_type.clone(),
content: self.content.clone(),
path: PathBuf::from(format!("{}.md", self.name)),
scope: match self.scope {
EvalScope::Workspace => Scope::Workspace,
EvalScope::Global => Scope::Global,
},
pinned: false,
importance: Importance::Normal,
deprecated: matches!(self.status, EvalStatus::Rejected),
superseded_by: None,
schema_version: 2,
source_session: None,
source_run: None,
created_at: None,
status: match self.status {
EvalStatus::Verified => MemoryStatus::Verified,
EvalStatus::Candidate => MemoryStatus::Candidate,
EvalStatus::NeedsVerification => MemoryStatus::NeedsVerification,
EvalStatus::Stale => MemoryStatus::Stale,
EvalStatus::Rejected => MemoryStatus::Rejected,
},
confidence: self.confidence,
support_count: 0,
contradiction_count: self.contradiction_count,
last_verified_at: None,
last_verified_commit: None,
ref_files: self.ref_files.clone(),
ref_symbols: self.ref_symbols.clone(),
evidence_episodes: Vec::new(),
}
}
}
pub fn evaluate(suite: &EvalSuite) -> Vec<EvalResult> {
suite
.cases
.iter()
.map(|case| {
let memories: Vec<MemoryEntry> = case.memories.iter().map(EvalMemory::entry).collect();
let ranked = rank_memories(
&memories,
&case.prompt,
&case.fingerprint,
case.max_results.unwrap_or(memories.len()),
);
let ranked_names = ranked
.iter()
.map(|item| item.1.name.clone())
.collect::<Vec<_>>();
let scores = memories
.iter()
.map(|memory| {
(
memory.name.clone(),
debug_score_memory(memory, &case.prompt, &case.fingerprint),
)
})
.collect();
let estimated_tokens = ranked
.iter()
.map(|(_, memory, _)| {
(memory.name.len() + memory.description.len() + memory.content.len())
.div_ceil(4)
})
.sum();
let budget_ok = case
.max_total_tokens
.is_none_or(|budget| estimated_tokens <= budget);
EvalResult {
name: case.name.clone(),
passed: ranked_names.first() == Some(&case.expected_top) && budget_ok,
ranked_names,
scores,
estimated_tokens,
budget_ok,
}
})
.collect()
}
#[cfg(test)]
mod tests {
use super::*;
#[test]
fn synthetic_retrieval_suite_meets_expected_rankings() {
let suite: EvalSuite =
serde_json::from_str(include_str!("../tests/fixtures/memory/retrieval-v1.json"))
.expect("valid memory evaluation fixture");
let results = evaluate(&suite);
let failures = results
.iter()
.filter(|result| !result.passed)
.map(|result| format!("{}: {:?}", result.name, result.ranked_names))
.collect::<Vec<_>>();
assert!(
failures.is_empty(),
"memory evaluation failures: {failures:?}"
);
let contradiction = results
.iter()
.find(|result| result.name == "contradictory memory suppression")
.unwrap();
let disputed = contradiction
.scores
.iter()
.find(|score| score.0 == "disputed-build-command")
.unwrap();
assert!(disputed.1.contradiction_penalty > 0.0);
assert!(results.iter().all(|result| result.budget_ok));
}
}