lean_ctx/core/

litm.rs

use crate::core::session::SessionState;

#[derive(Debug, Clone, Copy)]
pub struct LitmProfile {
    pub alpha: f64,
    pub beta: f64,
    pub gamma: f64,
    pub name: &'static str,
}

impl LitmProfile {
    pub const CLAUDE: Self = Self {
        alpha: 0.92,
        beta: 0.50,
        gamma: 0.88,
        name: "claude",
    };
    pub const GPT: Self = Self {
        alpha: 0.90,
        beta: 0.55,
        gamma: 0.85,
        name: "gpt",
    };
    pub const GEMINI: Self = Self {
        alpha: 0.88,
        beta: 0.60,
        gamma: 0.82,
        name: "gemini",
    };
    pub const DEFAULT: Self = Self::GPT;

    pub fn from_client_name(client: &str) -> Self {
        if let Ok(override_val) = std::env::var("LEAN_CTX_LITM_PROFILE") {
            return Self::from_name(&override_val);
        }
        let lower = client.to_lowercase();
        if lower.contains("claude") || lower.contains("cursor") {
            Self::CLAUDE
        } else if lower.contains("gemini") {
            Self::GEMINI
        } else {
            Self::GPT
        }
    }

    pub fn from_name(name: &str) -> Self {
        match name.to_lowercase().as_str() {
            "claude" | "codebuddy" | "cursor" => Self::CLAUDE,
            "gemini" => Self::GEMINI,
            "gpt" | "openai" | "codex" => Self::GPT,
            _ => Self::DEFAULT,
        }
    }
}

#[cfg(test)]
const _ALPHA: f64 = 0.9;
#[cfg(test)]
const _BETA: f64 = 0.55;
#[cfg(test)]
const _GAMMA: f64 = 0.85;

pub struct PositionedOutput {
    pub begin_block: String,
    pub end_block: String,
}

/// Sorts session state fields by attention priority:
///   P1 (begin): task, decisions, project topology, file refs
///   P2 (end): recent findings, test results, next steps
///   P3 (dropped): old completed tasks, historical reads beyond limit
pub fn position_optimize(session: &SessionState) -> PositionedOutput {
    position_optimize_with_share(session, crate::core::litm_calibration::DEFAULT_BEGIN_SHARE)
}

/// Calibrated variant (#539): `begin_share` < 0.6 means the begin position
/// empirically under-performs for this client — progress moves to the end
/// block and the task line is duplicated there (recency rescue for the most
/// critical item). At the default share the layout is byte-identical to the
/// uncalibrated version.
pub fn position_optimize_with_share(session: &SessionState, begin_share: f64) -> PositionedOutput {
    let begin_weak = begin_share < 0.6;
    let mut begin_lines = Vec::new();
    let mut end_lines = Vec::new();

    // Stable prefix for LLM prefix-cache compatibility:
    // project root and file refs rarely change, keeping the prefix stable.
    if let Some(ref root) = session.project_root {
        begin_lines.push(format!("Root: {root}"));
    }

    if let Some(ref task) = session.task {
        let pct = task
            .progress_pct
            .map_or(String::new(), |p| format!(" [{p}%]"));
        begin_lines.push(format!("Task: {}{pct}", task.description));
    }

    if !session.decisions.is_empty() {
        let items: Vec<&str> = session
            .decisions
            .iter()
            .rev()
            .take(5)
            .map(|d| d.summary.as_str())
            .collect();
        begin_lines.push(format!("Decisions: {}", items.join(" | ")));
    }

    if !session.files_touched.is_empty() {
        let items: Vec<String> = session
            .files_touched
            .iter()
            .rev()
            .take(15)
            .map(|f| {
                let r = f.file_ref.as_deref().unwrap_or("?");
                let status = if f.modified { "mod" } else { &f.last_mode };
                let summary_hint = f
                    .summary
                    .as_deref()
                    .map_or(String::new(), |s| format!(", \"{s}\""));
                format!("{r}={} [{status}{summary_hint}]", short_path(&f.path))
            })
            .collect();
        begin_lines.push(format!("Files: {}", items.join(" ")));
    }

    // Progress entries (recent work done). When the begin position is
    // calibrated as weak (#539) this least-critical begin item moves to the
    // end block instead.
    if !session.progress.is_empty() {
        let items: Vec<String> = session
            .progress
            .iter()
            .rev()
            .take(5)
            .map(|p| {
                p.detail
                    .as_deref()
                    .map_or_else(|| p.action.clone(), |d| format!("{}: {d}", p.action))
            })
            .collect();
        let line = format!("Progress: {}", items.join(" | "));
        if begin_weak {
            end_lines.push(line);
        } else {
            begin_lines.push(line);
        }
    }

    if !session.findings.is_empty() {
        let items: Vec<String> = session
            .findings
            .iter()
            .rev()
            .take(8)
            .map(|f| f.summary.clone())
            .collect();
        end_lines.push(format!("Findings: {}", items.join(" | ")));
    }

    if let Some(ref tests) = session.test_results {
        let status = if tests.failed > 0 { "FAIL" } else { "PASS" };
        end_lines.push(format!(
            "Tests [{status}]: {}/{} ({})",
            tests.passed, tests.total, tests.command
        ));
    }

    if !session.next_steps.is_empty() {
        end_lines.push(format!("Next: {}", session.next_steps.join(" → ")));
    }

    // Recency rescue (#539): when begin is weak, repeat the task line at the
    // end — ~10 tokens to keep the single most critical item in the strong
    // position for this client.
    if begin_weak && let Some(ref task) = session.task {
        end_lines.push(format!("Task (active): {}", task.description));
    }

    // Session stats at end — changes every call, placing here preserves prefix-cache stability
    end_lines.push(format!(
        "ACTIVE SESSION v{} | {} calls | {} tok saved",
        session.version, session.stats.total_tool_calls, session.stats.total_tokens_saved
    ));

    PositionedOutput {
        begin_block: begin_lines.join("\n"),
        end_block: end_lines.join("\n"),
    }
}

#[cfg(test)]
pub fn compute_litm_efficiency(
    begin_tokens: usize,
    middle_tokens: usize,
    end_tokens: usize,
    ccp_begin_tokens: usize,
    ccp_end_tokens: usize,
) -> (f64, f64) {
    let total_without = (begin_tokens + middle_tokens + end_tokens) as f64;
    let effective_without =
        _ALPHA * begin_tokens as f64 + _BETA * middle_tokens as f64 + _GAMMA * end_tokens as f64;

    let total_with = (ccp_begin_tokens + ccp_end_tokens) as f64;
    let effective_with = _ALPHA * ccp_begin_tokens as f64 + _GAMMA * ccp_end_tokens as f64;

    let eff_without = if total_without > 0.0 {
        effective_without / total_without * 100.0
    } else {
        0.0
    };
    let eff_with = if total_with > 0.0 {
        effective_with / total_with * 100.0
    } else {
        0.0
    };

    (eff_without, eff_with)
}

#[cfg(test)]
pub fn compute_litm_efficiency_for_profile(
    begin_tokens: usize,
    middle_tokens: usize,
    end_tokens: usize,
    ccp_begin_tokens: usize,
    ccp_end_tokens: usize,
    profile: &LitmProfile,
) -> (f64, f64) {
    let total_without = (begin_tokens + middle_tokens + end_tokens) as f64;
    let effective_without = profile.alpha * begin_tokens as f64
        + profile.beta * middle_tokens as f64
        + profile.gamma * end_tokens as f64;

    let total_with = (ccp_begin_tokens + ccp_end_tokens) as f64;
    let effective_with =
        profile.alpha * ccp_begin_tokens as f64 + profile.gamma * ccp_end_tokens as f64;

    let eff_without = if total_without > 0.0 {
        effective_without / total_without * 100.0
    } else {
        0.0
    };
    let eff_with = if total_with > 0.0 {
        effective_with / total_with * 100.0
    } else {
        0.0
    };

    (eff_without, eff_with)
}

#[cfg(test)]
pub fn content_attention_efficiency(content: &str, profile: &LitmProfile) -> f64 {
    use crate::core::attention_model;

    let lines: Vec<&str> = content.lines().collect();
    if lines.is_empty() {
        return 0.0;
    }

    let importances: Vec<f64> = lines
        .iter()
        .enumerate()
        .map(|(i, line)| {
            let pos = i as f64 / (lines.len() - 1).max(1) as f64;
            attention_model::combined_attention(
                line,
                pos,
                profile.alpha,
                profile.beta,
                profile.gamma,
            )
        })
        .collect();

    attention_model::attention_efficiency(&importances, profile.alpha, profile.beta, profile.gamma)
}

fn short_path(path: &str) -> String {
    let parts: Vec<&str> = path.split('/').collect();
    if parts.len() <= 2 {
        return path.to_string();
    }
    parts.last().copied().unwrap_or(path).to_string()
}

#[cfg(test)]
mod tests {
    use super::*;

    #[test]
    fn litm_efficiency_without_ccp_lower() {
        let (eff_without, eff_with) = compute_litm_efficiency(100, 500, 100, 300, 200);
        assert!(
            eff_with > eff_without,
            "CCP should improve LITM efficiency: without={eff_without:.1}%, with={eff_with:.1}%"
        );
    }

    #[test]
    fn litm_efficiency_zero_tokens() {
        let (eff_without, eff_with) = compute_litm_efficiency(0, 0, 0, 0, 0);
        assert_eq!(eff_without, 0.0);
        assert_eq!(eff_with, 0.0);
    }

    #[test]
    fn litm_all_at_begin_is_alpha() {
        let (_, eff_with) = compute_litm_efficiency(0, 0, 0, 100, 0);
        assert!((eff_with - 90.0).abs() < 0.1, "all begin should be ~90%");
    }

    #[test]
    fn litm_all_at_end_is_gamma() {
        let (_, eff_with) = compute_litm_efficiency(0, 0, 0, 0, 100);
        assert!((eff_with - 85.0).abs() < 0.1, "all end should be ~85%");
    }

    #[test]
    fn litm_middle_heavy_is_worst() {
        let (eff_middle, _) = compute_litm_efficiency(10, 1000, 10, 0, 0);
        let (eff_balanced, _) = compute_litm_efficiency(500, 20, 500, 0, 0);
        assert!(
            eff_balanced > eff_middle,
            "middle-heavy should be less efficient"
        );
    }

    #[test]
    fn calibrated_share_moves_progress_to_end() {
        let mut session = SessionState::new();
        session.task = Some(crate::core::session::TaskInfo {
            description: "fix webhook".to_string(),
            intent: None,
            progress_pct: None,
        });
        session.progress.push(crate::core::session::ProgressEntry {
            action: "deployed billing".to_string(),
            detail: None,
            timestamp: chrono::Utc::now(),
        });

        let default_layout = position_optimize_with_share(&session, 0.7);
        assert!(default_layout.begin_block.contains("Progress:"));
        assert!(!default_layout.end_block.contains("Task (active)"));

        let weak_begin = position_optimize_with_share(&session, 0.45);
        assert!(!weak_begin.begin_block.contains("Progress:"));
        assert!(weak_begin.end_block.contains("Progress:"));
        assert!(weak_begin.end_block.contains("Task (active): fix webhook"));
    }

    #[test]
    fn default_share_is_byte_identical_to_uncalibrated() {
        let mut session = SessionState::new();
        session.task = Some(crate::core::session::TaskInfo {
            description: "t".to_string(),
            intent: None,
            progress_pct: Some(50),
        });
        let a = position_optimize(&session);
        let b = position_optimize_with_share(
            &session,
            crate::core::litm_calibration::DEFAULT_BEGIN_SHARE,
        );
        assert_eq!(a.begin_block, b.begin_block);
        assert_eq!(a.end_block, b.end_block);
    }

    #[test]
    fn short_path_simple() {
        assert_eq!(short_path("file.rs"), "file.rs");
        assert_eq!(short_path("src/file.rs"), "src/file.rs");
        assert_eq!(short_path("a/b/c/file.rs"), "file.rs");
    }

    #[test]
    fn litm_profile_from_client_claude() {
        let p = LitmProfile::from_client_name("Claude Desktop");
        assert_eq!(p.name, "claude");
        assert!((p.alpha - 0.92).abs() < f64::EPSILON);
    }

    #[test]
    fn litm_profile_from_client_cursor() {
        let p = LitmProfile::from_client_name("Cursor");
        assert_eq!(p.name, "claude");
    }

    #[test]
    fn litm_profile_from_client_gemini() {
        let p = LitmProfile::from_client_name("Gemini CLI");
        assert_eq!(p.name, "gemini");
        assert!((p.beta - 0.60).abs() < f64::EPSILON);
    }

    #[test]
    fn litm_profile_unknown_defaults_to_gpt() {
        let p = LitmProfile::from_client_name("unknown-tool");
        assert_eq!(p.name, "gpt");
    }

    #[test]
    fn litm_profile_efficiency_differs_by_model() {
        let (_, claude_eff) =
            compute_litm_efficiency_for_profile(200, 0, 100, 200, 100, &LitmProfile::CLAUDE);
        let (_, gemini_eff) =
            compute_litm_efficiency_for_profile(200, 0, 100, 200, 100, &LitmProfile::GEMINI);
        assert!(
            (claude_eff - gemini_eff).abs() > 0.1,
            "different profiles should yield different efficiencies"
        );
    }
}