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pounce_cli/
debug_repl.rs

1//! Interactive solver debugger front end — "pdb for the IPM".
2//!
3//! Implements [`pounce_algorithm::debug::DebugHook`]. The core fires us
4//! at every checkpoint (today: the top of each outer iteration); we
5//! pause, hand the user (or an agent) a command prompt, and apply
6//! inspect / mutate / flow commands against the live [`DebugState`] before
7//! returning [`DebugAction::Resume`] or [`DebugAction::Stop`].
8//!
9//! Two front ends share one command engine ([`SolverDebugger::dispatch`]):
10//!
11//!   * [`DebugMode::Repl`] — a human line REPL. Prompts and command
12//!     output go to **stderr** so they never interleave with the
13//!     solver's iteration table on stdout.
14//!   * [`DebugMode::Json`] — a newline-delimited JSON protocol on
15//!     stdin/stdout for an LLM agent, visual debugger, or any program.
16//!     stdout is a *pure* protocol channel (the CLI routes the banner /
17//!     problem stats / summary to stderr and forces `print_level 0`), so
18//!     a GUI can consume it line-by-line. Session lifecycle:
19//!       1. `{"event":"hello",…}`  — once, up front: protocol version,
20//!          advertised capabilities, command / metric / block vocabulary.
21//!       2. `{"event":"pause",…}`  — at each stop: iter, μ, residuals,
22//!          dims, active breakpoints/conditions, and the firing `reason`.
23//!       3. `{"event":"result",…}` — one per command, echoing the
24//!          client's `request_id` for async correlation.
25//!       4. `{"event":"terminated",…}` — emitted by the CLI after the
26//!          solve, carrying the final status, iteration count, objective,
27//!          and eval counts.
28//!
29//!     Commands may be a bare string or `{"cmd":…,"args":[…],"id":…}`.
30//!
31//! Flow / exit model: the debugger pauses at the *first* checkpoint (so
32//! you get control at iter 0), then only when re-armed — by `step` (pause
33//! next iteration), `break N` (pause at iter N), `break if …` (pause on a
34//! condition), or `run N` (pause at iter ≥ N). Exit paths:
35//!   * `continue` — run to the next breakpoint, else to completion.
36//!   * `detach`   — stop pausing; run to completion.
37//!   * `quit`     — stop now (surfaces as `UserRequestedStop`).
38//!   * stdin EOF  — REPL (Ctrl-D) detaches and finishes; JSON (pipe
39//!     closed → client gone) aborts the solve.
40//!
41//! Every non-kill path ends with a `terminated` event in JSON mode.
42
43use crate::cli::DebugMode;
44use pounce_algorithm::debug::{
45    BLOCK_NAMES, DebugCtx, IterateSnapshot, ResidKind, Residual, is_live_tolerance,
46};
47use pounce_algorithm::debug_rank::{RankReport, RankRow};
48use pounce_common::debug::{Checkpoint, DebugAction, DebugHook, DebugState};
49use pounce_common::reg_options::{DefaultValue, OptionType, RegisteredOptions};
50use pounce_nlp::ipopt_nlp::SplitNames;
51use pounce_presolve::dulmage_mendelsohn::DulmageMendelsohnPartition;
52use pounce_presolve::incidence::EqualityIncidence;
53use pounce_presolve::matching::hopcroft_karp;
54use rustyline::completion::{Completer, Pair};
55use rustyline::error::ReadlineError;
56use rustyline::history::FileHistory;
57use rustyline::{Context, Editor, Helper, Highlighter, Hinter, Validator};
58use std::collections::{BTreeMap, HashMap, HashSet, VecDeque};
59use std::io::{IsTerminal, Write};
60use std::path::PathBuf;
61use std::rc::Rc;
62
63/// All command verbs, for `help` and `complete`.
64const COMMANDS: &[&str] = &[
65    "help",
66    "info",
67    "print",
68    "step",
69    "stepi",
70    "continue",
71    "run",
72    "break",
73    "tbreak",
74    "watchpoint",
75    "commands",
76    "stop-at",
77    "set",
78    "get",
79    "opt",
80    "complete",
81    "viz",
82    "save",
83    "load",
84    "sweep",
85    "multistart",
86    "goto",
87    "restart",
88    "resolve",
89    "ask",
90    "watch",
91    "diff",
92    "diagnose",
93    "source",
94    "progress",
95    "detach",
96    "quit",
97];
98
99/// Events a user can `break on` (advertised in `hello.events`). Each is
100/// derived from observable state at the relevant checkpoint.
101const EVENTS: &[&str] = &[
102    "resto_entered",
103    "resto_exited",
104    "regularized",
105    "tiny_step",
106    "ls_rejected",
107    "mu_stalled",
108    "nan",
109];
110
111/// μ is "stalled" once it has held (to relative tolerance) for this many
112/// consecutive iterations.
113const MU_STALL_ITERS: u32 = 3;
114
115/// A data watchpoint: pause when a watched value changes by more than
116/// `threshold` between iterations.
117#[derive(Clone)]
118struct WatchPoint {
119    /// Source text, e.g. `x` or `x[3]`, for display.
120    raw: String,
121    block: String,
122    idx: Option<usize>,
123    threshold: f64,
124    /// Last observed value(s); `None` until first seen.
125    last: Option<Vec<f64>>,
126}
127
128/// Checkpoint names a user can `stop-at` (matches `Checkpoint::as_str`).
129const CHECKPOINTS: &[&str] = &[
130    "iter_start",
131    "after_mu",
132    "after_search_dir",
133    "after_step",
134    "step_rejected",
135    "pre_restoration_entry",
136    "post_restoration_exit",
137    "terminated",
138];
139
140/// Request to re-run the solve from a captured point with new options.
141/// Written by the `resolve` command into the shared [`RestartCell`] and
142/// read by the CLI after the solve unwinds.
143pub struct RestartRequest {
144    /// Primal seed (the algorithm-space `x` at the time of `resolve`).
145    /// Also drives `sweep` / `multistart`, where only `x` varies.
146    pub seed_x: Vec<f64>,
147    /// `set opt` edits staged during the session, to apply before re-solve.
148    pub options: Vec<(String, String)>,
149    /// Full primal-dual iterate (all 8 blocks + μ) captured at the pause,
150    /// for a true warm `resolve` that continues from the current interior
151    /// point. `None` for primal-only restarts (sweep / multistart). When
152    /// present, the CLI installs it via `set_warm_start_iterate` and turns
153    /// on `warm_start_init_point` / `warm_start_target_mu`.
154    pub warm: Option<IterateSnapshot>,
155}
156
157/// Shared slot the debugger uses to hand a [`RestartRequest`] back to the
158/// CLI's re-solve loop.
159pub type RestartCell = Rc<std::cell::RefCell<Option<RestartRequest>>>;
160
161/// One completed solve in a `sweep` / `multistart` run.
162#[derive(Clone)]
163struct SweepRecord {
164    /// 0-based index in the sweep.
165    idx: usize,
166    /// The primal seed this solve started from.
167    seed: Vec<f64>,
168    /// Terminal `SolverReturn` (debug string).
169    status: String,
170    /// Final objective.
171    objective: f64,
172    /// Final primal infeasibility.
173    inf_pr: f64,
174    /// Iteration count at termination.
175    iters: i32,
176}
177
178/// In-flight `sweep` state, carried across the CLI's re-solve loop (the
179/// same debugger instance is re-armed each solve, so this persists). Each
180/// queued seed is run as a full solve; the terminal checkpoint records the
181/// outcome and launches the next.
182struct SweepState {
183    /// Starts not yet run.
184    queue: VecDeque<Vec<f64>>,
185    /// The seed of the solve currently running (recorded at its terminal).
186    current: Option<Vec<f64>>,
187    /// Completed solves, in order.
188    records: Vec<SweepRecord>,
189    /// Total starts requested (for progress display).
190    total: usize,
191    /// `pause_iters` to restore when the sweep finishes (a sweep runs each
192    /// solve free, so it disables per-iteration pausing for the duration).
193    saved_pause_iters: bool,
194}
195
196/// Cap on retained per-iteration snapshots (bounds rewind memory; oldest
197/// are evicted first).
198const SNAPSHOT_CAP: usize = 2000;
199
200/// SolverReturn debug strings that count as a successful solve (so
201/// `--debug-on-error` does *not* pause at the terminal checkpoint).
202fn is_success_status(s: &str) -> bool {
203    matches!(s, "Success" | "StopAtAcceptablePoint")
204}
205
206/// Parse a free-form numeric blob — values separated by commas, whitespace,
207/// or newlines — into `f64`s (used by `load` and `sweep` for plain start
208/// files). Errors on the first unparsable token.
209fn parse_floats(s: &str) -> Result<Vec<f64>, String> {
210    s.split(|c: char| c == ',' || c.is_whitespace())
211        .filter(|t| !t.is_empty())
212        .map(|t| t.parse::<f64>().map_err(|_| format!("bad number `{t}`")))
213        .collect()
214}
215
216/// A `splitmix64` step — a tiny deterministic PRNG (no `rand` dependency).
217/// Returns a uniform draw in `[-1, 1]` and advances the state.
218fn splitmix_unit(state: &mut u64) -> f64 {
219    *state = state.wrapping_add(0x9E37_79B9_7F4A_7C15);
220    let mut z = *state;
221    z = (z ^ (z >> 30)).wrapping_mul(0xBF58_476D_1CE4_E5B9);
222    z = (z ^ (z >> 27)).wrapping_mul(0x94D0_49BB_1331_11EB);
223    z ^= z >> 31;
224    // Top 53 bits → [0,1), then map to [-1,1).
225    ((z >> 11) as f64 / (1u64 << 53) as f64) * 2.0 - 1.0
226}
227
228/// Per-start PRNG seed: deterministic in `k` so a `multistart` reproduces.
229fn seed_for(k: usize) -> u64 {
230    0x9E37_79B9_7F4A_7C15u64
231        ^ (k as u64)
232            .wrapping_mul(0xD1B5_4A32_D192_ED03)
233            .wrapping_add(1)
234}
235
236/// Sample `multistart` start `k`. Start 0 is the unperturbed `base` (so the
237/// run always covers the current point). For `k ≥ 1`, each component is
238/// drawn **uniformly in its box** `[loᵢ, hiᵢ]` when both bounds are finite;
239/// where a bound is missing (`±∞`), it falls back to a relative jitter
240/// `±rel·(|baseᵢ|+1)` around the base. Deterministic in `k`.
241fn sample_start(base: &[f64], bounds: Option<(&[f64], &[f64])>, rel: f64, k: usize) -> Vec<f64> {
242    if k == 0 {
243        return base.to_vec();
244    }
245    let mut state = seed_for(k);
246    base.iter()
247        .enumerate()
248        .map(|(i, &xi)| {
249            let unit = splitmix_unit(&mut state); // [-1, 1)
250            if let Some((lo, hi)) = bounds {
251                let (l, u) = (lo[i], hi[i]);
252                if l.is_finite() && u.is_finite() && u > l {
253                    // [-1,1) → [l, u).
254                    return l + (u - l) * (unit * 0.5 + 0.5);
255                }
256            }
257            xi + rel * (xi.abs() + 1.0) * unit
258        })
259        .collect()
260}
261
262/// `multistart` with no bounds — pure relative jitter around `base`.
263#[cfg(test)]
264fn jitter(base: &[f64], rel: f64, k: usize) -> Vec<f64> {
265    sample_start(base, None, rel, k)
266}
267
268/// SIGINT → "break into the debugger at the next iteration". A first
269/// Ctrl-C sets a pending flag the hook consumes at the next checkpoint;
270/// a second Ctrl-C before that (or any Ctrl-C once detached) hard-exits,
271/// preserving the usual "abort" escape hatch.
272///
273/// At a rustyline prompt the terminal is in raw mode, so Ctrl-C arrives
274/// as input (handled as `Interrupted`) rather than as SIGINT — this handler
275/// only fires while the solve is running. The prompt has its own analogous
276/// double-tap: the first Ctrl-C cancels the line, a second quits the solve
277/// (see [`SolverDebugger::on_prompt_interrupt`]).
278pub mod interrupt {
279    use std::sync::atomic::{AtomicBool, Ordering};
280
281    static PENDING: AtomicBool = AtomicBool::new(false);
282    #[cfg(unix)]
283    static INSTALLED: AtomicBool = AtomicBool::new(false);
284
285    #[cfg(unix)]
286    extern "C" fn handler(_sig: nix::libc::c_int) {
287        // `swap` returns the previous value: if a break was already
288        // pending and unconsumed, the user pressed Ctrl-C twice — abort.
289        if PENDING.swap(true, Ordering::SeqCst) {
290            // _exit is async-signal-safe; 130 = 128 + SIGINT.
291            unsafe { nix::libc::_exit(130) };
292        }
293    }
294
295    /// Install the handler once (idempotent). Call only when a debugger
296    /// is active, so a normal run keeps default Ctrl-C behavior.
297    #[cfg(unix)]
298    pub fn install() {
299        use nix::sys::signal::{self, SigHandler, Signal};
300        if INSTALLED.swap(true, Ordering::SeqCst) {
301            return;
302        }
303        // SAFETY: `handler` only touches an atomic and `_exit`.
304        unsafe {
305            let _ = signal::signal(Signal::SIGINT, SigHandler::Handler(handler));
306        }
307    }
308
309    /// Non-Unix targets have no POSIX `SIGINT` handler to install, so the
310    /// solve-time Ctrl-C-to-break path is unavailable there. `take()` simply
311    /// never sees a pending break; the rustyline prompt's own double-tap
312    /// (see [`SolverDebugger::on_prompt_interrupt`]) remains the escape hatch.
313    #[cfg(not(unix))]
314    pub fn install() {}
315
316    /// Consume a pending break request (clears it).
317    pub fn take() -> bool {
318        PENDING.swap(false, Ordering::SeqCst)
319    }
320
321    /// Test-only: simulate a Ctrl-C without raising a real signal.
322    #[cfg(test)]
323    pub fn set_pending_for_test() {
324        PENDING.store(true, Ordering::SeqCst);
325    }
326}
327
328/// What to do after a command runs.
329#[derive(Clone, Copy)]
330enum Flow {
331    /// Stay paused; keep reading commands.
332    Stay,
333    /// Resume solving.
334    Resume,
335    /// Stop the solve.
336    Stop,
337}
338
339/// Outcome of one command: human lines + optional structured payload.
340struct CmdOut {
341    ok: bool,
342    lines: Vec<String>,
343    data: Option<serde_json::Value>,
344    flow: Flow,
345}
346
347impl CmdOut {
348    fn ok(lines: Vec<String>) -> Self {
349        Self {
350            ok: true,
351            lines,
352            data: None,
353            flow: Flow::Stay,
354        }
355    }
356    fn err(msg: impl Into<String>) -> Self {
357        Self {
358            ok: false,
359            lines: vec![msg.into()],
360            data: None,
361            flow: Flow::Stay,
362        }
363    }
364    fn with_data(mut self, data: serde_json::Value) -> Self {
365        self.data = Some(data);
366        self
367    }
368    fn flow(mut self, flow: Flow) -> Self {
369        self.flow = flow;
370        self
371    }
372}
373
374/// Metric names accepted in `break if …` (and shown by `help`).
375// The streamed scalar field names, in the exact form they appear on `pause` /
376// `progress` / `terminated` events — so a client can read `hello.metrics` and
377// index those keys directly off the event objects. Command input additionally
378// accepts the short aliases `obj`/`err`/`compl` (see `Metric::parse`); these are
379// the canonical advertised names.
380const METRICS: &[&str] = &[
381    "iter",
382    "mu",
383    "objective",
384    "inf_pr",
385    "inf_du",
386    "nlp_error",
387    "complementarity",
388];
389
390/// A scalar the solver exposes for conditional breakpoints.
391#[derive(Clone, Copy, Debug, PartialEq, Eq)]
392enum Metric {
393    Mu,
394    InfPr,
395    InfDu,
396    Obj,
397    NlpError,
398    Compl,
399    Iter,
400}
401
402impl Metric {
403    fn parse(s: &str) -> Option<Metric> {
404        Some(match s {
405            "mu" => Metric::Mu,
406            "inf_pr" => Metric::InfPr,
407            "inf_du" => Metric::InfDu,
408            "obj" | "objective" => Metric::Obj,
409            "err" | "nlp_error" => Metric::NlpError,
410            "compl" | "complementarity" => Metric::Compl,
411            "iter" => Metric::Iter,
412            _ => return None,
413        })
414    }
415    fn eval(self, ctx: &dyn DebugState) -> f64 {
416        match self {
417            Metric::Mu => ctx.mu(),
418            Metric::InfPr => ctx.inf_pr(),
419            Metric::InfDu => ctx.inf_du(),
420            Metric::Obj => ctx.objective(),
421            Metric::NlpError => ctx.nlp_error(),
422            Metric::Compl => ctx.complementarity(),
423            Metric::Iter => ctx.iter() as f64,
424        }
425    }
426}
427
428/// The single source of truth for the streamed scalar-metric block.
429///
430/// Builds the `(name, value)` pairs that go on every `pause` / `progress`
431/// event and the `info` command's `data`, in [`METRICS`] order and driven
432/// *by* [`METRICS`] — so the advertised `hello.metrics` vocabulary and the
433/// fields that actually appear on events can never drift apart. Add a name
434/// to `METRICS` (with a matching [`Metric`] arm) and it shows up everywhere
435/// at once.
436///
437/// Every interior-point backend necessarily answers each entry: the metric
438/// accessors (`mu`/`objective`/`inf_pr`/…) are *required* [`DebugState`]
439/// methods, and the one optional metric (`nlp_error`) defaults to `NaN`,
440/// which `serde_json` renders as `null` — so a backend without that scalar
441/// reports it explicitly rather than dropping the field. `iter` is emitted
442/// as an integer; the rest as JSON numbers.
443fn metric_fields(ctx: &dyn DebugState) -> Vec<(&'static str, serde_json::Value)> {
444    METRICS
445        .iter()
446        .map(|&name| {
447            let value = if name == "iter" {
448                serde_json::json!(ctx.iter())
449            } else {
450                let metric = Metric::parse(name)
451                    .expect("every METRICS entry must have a matching Metric arm");
452                serde_json::json!(metric.eval(ctx))
453            };
454            (name, value)
455        })
456        .collect()
457}
458
459/// Merge the canonical [`metric_fields`] into a JSON object event in place.
460fn insert_metric_fields(ev: &mut serde_json::Value, ctx: &dyn DebugState) {
461    if let serde_json::Value::Object(map) = ev {
462        for (name, value) in metric_fields(ctx) {
463            map.insert(name.to_string(), value);
464        }
465    }
466}
467
468/// Comparison operator for a conditional breakpoint.
469#[derive(Clone, Copy, Debug, PartialEq, Eq)]
470enum CmpOp {
471    Lt,
472    Le,
473    Gt,
474    Ge,
475    Eq,
476}
477
478impl CmpOp {
479    fn eval(self, lhs: f64, rhs: f64) -> bool {
480        match self {
481            CmpOp::Lt => lhs < rhs,
482            CmpOp::Le => lhs <= rhs,
483            CmpOp::Gt => lhs > rhs,
484            CmpOp::Ge => lhs >= rhs,
485            // Tolerant equality so float metrics aren't impossible to hit:
486            // |lhs − rhs| ≤ 1e-12·max(1, |rhs|). Note this is relative for
487            // large rhs but collapses to an absolute 1e-12 when rhs == 0, so
488            // `obj==0` means "|obj| ≤ 1e-12" and `iter==N` is exact for the
489            // integer-valued metrics.
490            CmpOp::Eq => (lhs - rhs).abs() <= 1e-12 * rhs.abs().max(1.0),
491        }
492    }
493}
494
495/// A single comparison `metric op rhs`.
496#[derive(Clone, Debug)]
497struct Atom {
498    metric: Metric,
499    op: CmpOp,
500    rhs: f64,
501}
502
503impl Atom {
504    /// Parse one `metric<op>value` (whitespace already stripped by the
505    /// caller). Operators: `<`, `<=`, `>`, `>=`, `==`.
506    fn parse(expr: &str) -> Result<Atom, String> {
507        let expr = expr.trim();
508        // Scan left-to-right for the *first* comparison operator, preferring
509        // the two-char form at each position so `<=` isn't truncated to `<`
510        // (and so we split on the leftmost op, not whichever the array lists
511        // first).
512        let mut found: Option<(&str, usize, usize)> = None;
513        for (i, _) in expr.char_indices() {
514            let rest = &expr[i..];
515            if rest.starts_with("<=") || rest.starts_with(">=") || rest.starts_with("==") {
516                found = Some((&expr[i..i + 2], i, 2));
517                break;
518            }
519            if rest.starts_with('<') || rest.starts_with('>') {
520                found = Some((&expr[i..i + 1], i, 1));
521                break;
522            }
523        }
524        let (op, pos, oplen) = found
525            .ok_or_else(|| format!("no comparison operator in `{expr}` (use < <= > >= ==)"))?;
526        let metric_s = expr[..pos].trim();
527        let rhs_s = expr[pos + oplen..].trim();
528        let metric = Metric::parse(metric_s)
529            .ok_or_else(|| format!("unknown metric `{metric_s}` (one of {METRICS:?})"))?;
530        let rhs = rhs_s
531            .parse::<f64>()
532            .map_err(|_| format!("bad threshold `{rhs_s}`"))?;
533        let cmp = match op {
534            "<" => CmpOp::Lt,
535            "<=" => CmpOp::Le,
536            ">" => CmpOp::Gt,
537            ">=" => CmpOp::Ge,
538            "==" => CmpOp::Eq,
539            _ => unreachable!(),
540        };
541        Ok(Atom {
542            metric,
543            op: cmp,
544            rhs,
545        })
546    }
547
548    fn holds(&self, ctx: &dyn DebugState) -> bool {
549        self.op.eval(self.metric.eval(ctx), self.rhs)
550    }
551}
552
553/// Boolean join between atoms (#72 §4).
554#[derive(Clone, Copy, Debug, PartialEq, Eq)]
555enum Join {
556    And,
557    Or,
558}
559
560/// A conditional breakpoint: one or more [`Atom`]s joined by `&&`/`||`,
561/// evaluated strictly left-to-right (no operator precedence — matches the
562/// issue's minimal-viable spec; parentheses are stripped). Pause when the
563/// chain evaluates true.
564#[derive(Clone, Debug)]
565struct Condition {
566    first: Atom,
567    rest: Vec<(Join, Atom)>,
568    /// Normalized source text, for display / dedup.
569    raw: String,
570}
571
572impl Condition {
573    fn parse(expr: &str) -> Result<Condition, String> {
574        // Parentheses are advisory only (no precedence), so drop them.
575        let cleaned: String = expr.chars().filter(|c| !matches!(c, '(' | ')')).collect();
576        // Split into atoms, remembering the joiner before each.
577        let mut atoms: Vec<(Option<Join>, &str)> = Vec::new();
578        let bytes = cleaned.as_bytes();
579        let mut start = 0usize;
580        let mut i = 0usize;
581        let mut pending: Option<Join> = None;
582        while i + 1 < bytes.len() {
583            let two = &cleaned[i..i + 2];
584            let join = match two {
585                "&&" => Some(Join::And),
586                "||" => Some(Join::Or),
587                _ => None,
588            };
589            if let Some(j) = join {
590                atoms.push((pending, &cleaned[start..i]));
591                pending = Some(j);
592                i += 2;
593                start = i;
594            } else {
595                i += 1;
596            }
597        }
598        atoms.push((pending, &cleaned[start..]));
599
600        let mut iter = atoms.into_iter();
601        let Some((_, first_s)) = iter.next() else {
602            return Err("empty condition".into());
603        };
604        let first = Atom::parse(first_s)?;
605        let mut rest = Vec::new();
606        for (join, s) in iter {
607            let join = join.ok_or("malformed compound condition (dangling &&/||)")?;
608            rest.push((join, Atom::parse(s)?));
609        }
610        // The cleaned source (whitespace/parens removed) is the display form.
611        Ok(Condition {
612            first,
613            rest,
614            raw: cleaned,
615        })
616    }
617
618    fn holds(&self, ctx: &dyn DebugState) -> bool {
619        let mut acc = self.first.holds(ctx);
620        for (join, atom) in &self.rest {
621            let v = atom.holds(ctx);
622            acc = match join {
623                Join::And => acc && v,
624                Join::Or => acc || v,
625            };
626        }
627        acc
628    }
629}
630
631/// Context-sensitive completion candidates for the REPL line editor (and
632/// the `complete` command). `before` is the line text up to the start of
633/// the word being completed; `word` is that partial word. Pure so it can
634/// be unit-tested without a terminal.
635/// Filesystem completions for a path argument (`save`/`load`/`sweep`/
636/// `source`). `word` is the whole path token typed so far; the returned
637/// candidates carry its directory prefix (so they replace the token whole),
638/// directories get a trailing `/`, and dotfiles are hidden unless the
639/// prefix opens with a dot.
640fn path_candidates(word: &str) -> Vec<String> {
641    // Split into the directory to list and the basename prefix to match.
642    let (dir, prefix) = match word.rfind('/') {
643        Some(i) => (&word[..=i], &word[i + 1..]), // dir keeps its trailing '/'
644        None => ("", word),
645    };
646    let read_from = if dir.is_empty() { "." } else { dir };
647    let Ok(entries) = std::fs::read_dir(read_from) else {
648        return Vec::new();
649    };
650    let mut out: Vec<String> = Vec::new();
651    for e in entries.flatten() {
652        let name = e.file_name().to_string_lossy().into_owned();
653        if !name.starts_with(prefix) {
654            continue;
655        }
656        if name.starts_with('.') && !prefix.starts_with('.') {
657            continue;
658        }
659        let is_dir = e.file_type().map(|t| t.is_dir()).unwrap_or(false);
660        let mut cand = format!("{dir}{name}");
661        if is_dir {
662            cand.push('/');
663        }
664        out.push(cand);
665    }
666    out.sort();
667    out
668}
669
670fn completion_candidates(reg: Option<&RegisteredOptions>, before: &str, word: &str) -> Vec<String> {
671    let toks: Vec<&str> = before.split_whitespace().collect();
672    let starts = |opts: &[&str]| -> Vec<String> {
673        opts.iter()
674            .filter(|c| c.starts_with(word))
675            .map(|c| c.to_string())
676            .collect()
677    };
678    let opt_names = || -> Vec<String> {
679        reg.map(|r| {
680            r.registered_options_in_order()
681                .iter()
682                .map(|o| o.name.clone())
683                .filter(|n| n.starts_with(word))
684                .collect()
685        })
686        .unwrap_or_default()
687    };
688    match toks.as_slice() {
689        [] => starts(COMMANDS),
690        ["set"] => {
691            let mut v = starts(&["mu", "opt"]);
692            v.extend(starts(&BLOCK_NAMES));
693            v
694        }
695        ["set", "opt"] | ["get", "opt"] | ["get"] | ["opt"] | ["options"] => opt_names(),
696        // After `set opt <name>`, complete the option's valid values.
697        ["set", "opt", name] => reg
698            .and_then(|r| r.get_option(name))
699            .map(|o| {
700                o.valid_strings
701                    .iter()
702                    .map(|e| e.value.clone())
703                    .filter(|v| v.starts_with(word) && v != "*")
704                    .collect()
705            })
706            .unwrap_or_default(),
707        ["stop-at"] | ["stopat"] => starts(CHECKPOINTS),
708        ["break", "if"] | ["b", "if"] => starts(METRICS),
709        ["break", "on"] | ["b", "on"] => starts(EVENTS),
710        ["break"] | ["b"] => starts(&["if", "on", "clear", "del"]),
711        ["watchpoint"] | ["wp"] => starts(&BLOCK_NAMES),
712        ["print"] | ["p"] | ["watch"] | ["display"] => {
713            let mut v = starts(&BLOCK_NAMES);
714            v.extend(starts(&[
715                "mu",
716                "obj",
717                "inf_pr",
718                "inf_du",
719                "err",
720                "compl",
721                "iter",
722                "kkt",
723                "active",
724                "inactive",
725                "residuals",
726                "equation",
727                "rank",
728            ]));
729            v
730        }
731        ["viz"] | ["plot"] => {
732            let mut v = starts(&BLOCK_NAMES);
733            v.extend(starts(&["kkt", "L"]));
734            v
735        }
736        ["complete"] => starts(COMMANDS),
737        // Path arguments: complete against the filesystem.
738        ["save"] | ["load"] | ["sweep"] | ["source"] => path_candidates(word),
739        // `load <file> [block]` — the optional second arg names a block.
740        ["load", _] => starts(&BLOCK_NAMES),
741        _ => Vec::new(),
742    }
743}
744
745/// rustyline helper: supplies Tab completion against the live command /
746/// option vocabulary. Hinting / highlighting / validation are the
747/// no-op derived defaults.
748#[derive(Helper, Hinter, Highlighter, Validator)]
749struct DbgHelper {
750    reg: Option<Rc<RegisteredOptions>>,
751}
752
753impl Completer for DbgHelper {
754    type Candidate = Pair;
755    fn complete(
756        &self,
757        line: &str,
758        pos: usize,
759        _ctx: &Context<'_>,
760    ) -> rustyline::Result<(usize, Vec<Pair>)> {
761        let before = &line[..pos];
762        let start = before
763            .rfind(char::is_whitespace)
764            .map(|i| i + 1)
765            .unwrap_or(0);
766        let word = &before[start..];
767        let cands = completion_candidates(self.reg.as_deref(), &before[..start], word);
768        let pairs = cands
769            .into_iter()
770            .map(|c| Pair {
771                display: c.clone(),
772                replacement: c,
773            })
774            .collect();
775        Ok((start, pairs))
776    }
777}
778
779/// Rendered constraint equations from the source model, indexed in
780/// original `.nl` row order. Lets the debugger answer
781/// `print equation <name|row>` with the actual algebra — the source
782/// expression for a constraint, resolved by its model name. This closes
783/// the loop on the residual-name labeling (`print residuals`): once a
784/// culprit equation is named, the user can read it. Naming and printing
785/// culprit equations rather than bare indices is the diagnostic
786/// recommendation of Lee et al. (2024,
787/// <https://doi.org/10.69997/sct.147875>).
788pub struct EquationBook {
789    /// Constraint names in original `.nl` row order (empty `String` when a
790    /// row has no name, e.g. no `.row` auxfile was emitted).
791    names: Vec<String>,
792    /// Rendered equation text, parallel to `names`.
793    equations: Vec<String>,
794}
795
796impl EquationBook {
797    /// Build from parallel name / rendered-equation vectors (original
798    /// `.nl` row order). Lengths are zipped to the shorter of the two.
799    pub fn new(names: Vec<String>, equations: Vec<String>) -> Self {
800        Self { names, equations }
801    }
802
803    /// Number of constraints with a rendered equation.
804    pub fn len(&self) -> usize {
805        self.equations.len()
806    }
807
808    /// True when there are no equations.
809    pub fn is_empty(&self) -> bool {
810        self.equations.is_empty()
811    }
812
813    /// Human label for row `i`: its model name if present, else `c[i]`
814    /// (original `.nl` row index).
815    fn label(&self, i: usize) -> String {
816        match self.names.get(i) {
817            Some(n) if !n.is_empty() => n.clone(),
818            _ => format!("c[{i}]"),
819        }
820    }
821
822    /// Resolve a user key to an original row index: an exact name match
823    /// first, else the key parsed as a `usize` row index.
824    fn resolve(&self, key: &str) -> Option<usize> {
825        if let Some(i) = self.names.iter().position(|n| n == key) {
826            return Some(i);
827        }
828        key.parse::<usize>()
829            .ok()
830            .filter(|&i| i < self.equations.len())
831    }
832}
833
834/// Maximum number of named culprits listed inline in a structural
835/// finding before it switches to a "+N more" tail. Keeps a pathological
836/// model (hundreds of redundant rows) from flooding the report while
837/// still reporting the full count — no silent truncation.
838const MAX_STRUCT_NAMES: usize = 10;
839
840/// Maximum singular values echoed inline by `print rank` before the tail
841/// is elided (the full spectrum is always in the JSON payload).
842const MAX_SINGULAR_VALUES_SHOWN: usize = 16;
843
844/// Maximum implicated rows listed inline by `print rank` before a
845/// "+N more" tail. Same no-silent-truncation rule as [`MAX_STRUCT_NAMES`].
846const MAX_RANK_CULPRITS: usize = 12;
847
848/// Structural rank analysis of the *equality* constraint Jacobian,
849/// after the Dulmage–Mendelsohn decomposition used by IDAES's
850/// `DiagnosticsToolbox`. The Hessian-free, iterate-independent sparsity
851/// pattern alone tells us whether a subset of equations is
852/// over-determined — more equations than the variables they jointly
853/// touch — which forces at least one of them to be redundant or
854/// mutually inconsistent (a structurally singular Jacobian, LICQ
855/// failure).
856///
857/// The payoff is *naming* those rows. The solver's δ_c dual
858/// regularization and wrong-inertia flags detect rank deficiency but
859/// report it as a scalar; this book maps the dependent rows back to the
860/// model's equation names so `diagnose` can say `mass_balance` instead
861/// of "equation 13". Tracing a singular system to *named* equations is
862/// exactly the roadblock Lee et al. (2024) identify for
863/// equation-oriented model debugging. See
864/// <https://doi.org/10.69997/sct.147875>.
865pub struct StructureBook {
866    /// Equality-row × variable incidence graph (built from the source
867    /// model's Jacobian sparsity).
868    inc: EqualityIncidence,
869    /// Constraint names in original `.nl` row order (empty `String`
870    /// when a row has no name).
871    con_names: Vec<String>,
872    /// Variable names in original column order (empty `String` when a
873    /// column has no name).
874    var_names: Vec<String>,
875}
876
877impl StructureBook {
878    /// Build from the equality incidence graph plus the model's
879    /// constraint and variable name vectors (original order). The
880    /// incidence rows index into `con_names` via
881    /// `inc.eq_row_inner_idx`; the incidence columns index `var_names`
882    /// directly.
883    pub fn new(inc: EqualityIncidence, con_names: Vec<String>, var_names: Vec<String>) -> Self {
884        Self {
885            inc,
886            con_names,
887            var_names,
888        }
889    }
890
891    /// Label for equality-incidence row `eq_row`: the source model's
892    /// constraint name if present, else `c[<orig row>]`.
893    fn con_label(&self, eq_row: usize) -> String {
894        let orig = self.inc.eq_row_inner_idx[eq_row];
895        match self.con_names.get(orig) {
896            Some(n) if !n.is_empty() => n.clone(),
897            _ => format!("c[{orig}]"),
898        }
899    }
900
901    /// Label for variable column `v`: the source model's variable name
902    /// if present, else `x[v]`.
903    fn var_label(&self, v: usize) -> String {
904        match self.var_names.get(v) {
905            Some(n) if !n.is_empty() => n.clone(),
906            _ => format!("x[{v}]"),
907        }
908    }
909
910    /// Join up to [`MAX_STRUCT_NAMES`] labels, appending an explicit
911    /// "+N more" tail when truncated so nothing is dropped silently.
912    fn join_capped(labels: &[String]) -> String {
913        if labels.len() <= MAX_STRUCT_NAMES {
914            labels.join(", ")
915        } else {
916            let head = labels[..MAX_STRUCT_NAMES].join(", ");
917            let more = labels.len() - MAX_STRUCT_NAMES;
918            format!("{head}, … (+{more} more)")
919        }
920    }
921
922    /// Run the structural pass and return `diagnose` findings.
923    ///
924    /// Only the *over-determined* block is reported: it names the
925    /// candidate dependent (redundant / inconsistent) equations behind
926    /// a singular Jacobian. The under-determined block is deliberately
927    /// suppressed — an NLP with more variables than equality
928    /// constraints is the normal, well-posed case (the remaining
929    /// degrees of freedom are pinned by the objective, bounds, and
930    /// inequalities), so flagging it would fire on nearly every model.
931    fn findings(&self) -> Vec<(&'static str, &'static str, String)> {
932        let mut out = Vec::new();
933        if self.inc.n_eq_rows() == 0 {
934            return out;
935        }
936        let matching = hopcroft_karp(&self.inc);
937        let dm = DulmageMendelsohnPartition::from_matching(&self.inc, &matching);
938        if dm.over_rows.is_empty() {
939            return out;
940        }
941
942        // over_rows.len() == over_cols.len() + (unmatched rows); the
943        // unmatched count is the minimum number of structurally
944        // redundant equations.
945        let excess = dm.over_rows.len().saturating_sub(dm.over_cols.len());
946        let eq_labels: Vec<String> = dm.over_rows.iter().map(|&r| self.con_label(r)).collect();
947        let var_labels: Vec<String> = dm.over_cols.iter().map(|&v| self.var_label(v)).collect();
948        let eqs = Self::join_capped(&eq_labels);
949        let shared = if var_labels.is_empty() {
950            "no variables".to_string()
951        } else {
952            Self::join_capped(&var_labels)
953        };
954        out.push((
955            "warning",
956            "structural_singularity",
957            format!(
958                "Constraint Jacobian is structurally singular (Dulmage–Mendelsohn): {} equation(s) \
959                 over-determine the {} variable(s) they jointly touch ({}), so ≥{} of them must be \
960                 redundant or mutually inconsistent (LICQ fails on this block). Candidate \
961                 dependent equations: {}. Inspect them with `print equation <name>`; this names \
962                 the rows behind any δ_c dual-regularization / wrong-inertia signal.",
963                dm.over_rows.len(),
964                dm.over_cols.len(),
965                shared,
966                excess.max(1),
967                eqs
968            ),
969        ));
970        out
971    }
972}
973
974pub struct SolverDebugger {
975    mode: DebugMode,
976    reg: Option<Rc<RegisteredOptions>>,
977    /// Pause at the next checkpoint (one-shot, re-armed by `step`).
978    step: bool,
979    /// Pause once iteration ≥ this value.
980    run_to: Option<i32>,
981    /// Iterations to break at.
982    breaks: Vec<i32>,
983    /// One-shot iteration breakpoints (`tbreak`), removed when hit.
984    temp_breaks: Vec<i32>,
985    /// Command lists attached to iteration breakpoints (`commands N …`):
986    /// run automatically when iteration N is paused at.
987    bp_commands: HashMap<i32, Vec<String>>,
988    /// Conditional breakpoints (`break if mu<1e-4`): pause when any holds.
989    conds: Vec<Condition>,
990    /// Data watchpoints (`watchpoint x[3]`): pause when a value changes.
991    watchpoints: Vec<WatchPoint>,
992    /// μ-stall tracking for the `mu_stalled` event.
993    last_mu: Option<f64>,
994    mu_stall: u32,
995    /// True while between `pre_restoration_entry` and
996    /// `post_restoration_exit` — marks pauses fired by the inner IPM.
997    in_restoration: bool,
998    /// Once true, never pause again (`detach`).
999    detached: bool,
1000    /// Whether the JSON `hello` handshake has been emitted (once per
1001    /// session, at the first checkpoint).
1002    hello_sent: bool,
1003    /// Pause at iteration checkpoints (false for `--debug-on-error`,
1004    /// which runs freely until the terminal checkpoint).
1005    pause_iters: bool,
1006    /// Pause at the terminal (post-mortem) checkpoint.
1007    pause_terminal: bool,
1008    /// At the terminal checkpoint, pause only when the solve failed.
1009    terminal_only_on_error: bool,
1010    /// Honor a pending SIGINT (Ctrl-C) by pausing at the next iteration.
1011    interruptible: bool,
1012    /// Emit a per-iteration `progress` event (JSON mode) when running
1013    /// between pauses, so a visual debugger can show live progress.
1014    emit_progress: bool,
1015    /// One-shot: pause at the very next checkpoint of *any* kind (set by
1016    /// `stepi`, for walking through sub-iteration phases).
1017    sub_step: bool,
1018    /// Checkpoint kinds (by name) to always pause at (`stop-at`).
1019    stop_at: HashSet<&'static str>,
1020    /// Events to break on (`break on <event>`), from [`EVENTS`].
1021    break_events: HashSet<&'static str>,
1022    /// Per-iteration primal-dual snapshots for `goto`/`restart`, keyed by
1023    /// iteration index. Capped at [`SNAPSHOT_CAP`] (oldest evicted).
1024    snapshots: BTreeMap<i32, Box<dyn pounce_common::debug::IterSnapshot>>,
1025    /// Shared slot for `resolve` to request a fresh solve from the
1026    /// current point with staged options. `None` disables `resolve`.
1027    restart: Option<RestartCell>,
1028    /// rustyline editor for the human REPL on a TTY (history + Tab +
1029    /// Ctrl-R). `None` for JSON mode or when stdin isn't a terminal, in
1030    /// which case a plain line reader is used.
1031    editor: Option<Editor<DbgHelper, FileHistory>>,
1032    /// Where REPL history is persisted, if a home directory was found.
1033    hist_path: Option<PathBuf>,
1034    /// Background stdin reader (JSON mode) enabling async `{"cmd":"pause"}`
1035    /// during a run. `None` in REPL mode.
1036    pump: Option<StdinPump>,
1037    /// Expressions to auto-print at every pause (`watch`). Each is a
1038    /// `print` target (block, `dx`, scalar, `kkt`).
1039    watches: Vec<String>,
1040    /// A debugger script (file path) to run once at the first pause
1041    /// (`--debug-script`); consumed on use.
1042    pending_script: Option<String>,
1043    /// Option edits accepted at the prompt. Validated against the
1044    /// registry; surfaced to the caller after the solve. Not applied to
1045    /// already-built strategies mid-solve (see `staged_options`).
1046    staged: Vec<(String, String)>,
1047    /// Active `sweep` / `multistart` run, if any. Driven at the terminal
1048    /// checkpoint across re-solves (see [`SolverDebugger::drive_sweep`]).
1049    sweep: Option<SweepState>,
1050    /// Consecutive Ctrl-C presses at the REPL prompt with no command in
1051    /// between. The first cancels the line (readline convention); a second
1052    /// quits the solve — a discoverable Ctrl-C escape hatch that mirrors the
1053    /// running-mode double-tap. Reset whenever a real line is entered.
1054    prompt_interrupts: u8,
1055    /// Rendered constraint equations from the source model (`.nl`), for the
1056    /// `print equation <name|row>` command. `None` when no model was wired in
1057    /// (e.g. a non-`.nl` entry point). See Lee et al. (2024,
1058    /// <https://doi.org/10.69997/sct.147875>) on naming culprit equations.
1059    equation_book: Option<EquationBook>,
1060    /// Structural rank analysis of the source model's equality Jacobian,
1061    /// for the `diagnose` command's `structural_singularity` finding.
1062    /// `None` when no `.nl` model was wired in. See Lee et al. (2024,
1063    /// <https://doi.org/10.69997/sct.147875>).
1064    structure_book: Option<StructureBook>,
1065    /// A command queue shared with another REPL (the branch-and-bound tree
1066    /// debugger), used when this debugger drives a *sub-solve* under
1067    /// `--debug-script`. When set, [`next_command_line`](Self::next_command_line)
1068    /// pops from it instead of stdin, so a single script interleaves tree and
1069    /// interior-point commands.
1070    script_queue: Option<SharedScript>,
1071}
1072
1073/// A command queue shared between the tree debugger and an interior-point
1074/// sub-solve debugger so one `--debug-script` drives both (they run
1075/// sequentially, never concurrently).
1076pub type SharedScript = Rc<std::cell::RefCell<VecDeque<String>>>;
1077
1078impl SolverDebugger {
1079    /// Fully interactive: pause at the first iteration and at the
1080    /// terminal checkpoint.
1081    pub fn new(mode: DebugMode, reg: Option<Rc<RegisteredOptions>>) -> Self {
1082        Self {
1083            mode,
1084            reg,
1085            // Pause at the very first checkpoint so the user has control
1086            // before iteration 0's step is computed.
1087            step: true,
1088            run_to: None,
1089            breaks: Vec::new(),
1090            temp_breaks: Vec::new(),
1091            bp_commands: HashMap::new(),
1092            conds: Vec::new(),
1093            watchpoints: Vec::new(),
1094            last_mu: None,
1095            mu_stall: 0,
1096            in_restoration: false,
1097            detached: false,
1098            hello_sent: false,
1099            pause_iters: true,
1100            pause_terminal: true,
1101            terminal_only_on_error: false,
1102            interruptible: true,
1103            emit_progress: true,
1104            sub_step: false,
1105            stop_at: HashSet::new(),
1106            break_events: HashSet::new(),
1107            snapshots: BTreeMap::new(),
1108            restart: None,
1109            editor: None,
1110            hist_path: None,
1111            pump: None,
1112            watches: Vec::new(),
1113            pending_script: None,
1114            staged: Vec::new(),
1115            sweep: None,
1116            prompt_interrupts: 0,
1117            equation_book: None,
1118            structure_book: None,
1119            script_queue: None,
1120        }
1121    }
1122
1123    /// A debugger that stays **quiet** (never pauses) until [`arm`]ed. Used as
1124    /// the on-demand sub-solve hook for the branch-and-bound tree debugger:
1125    /// it sees a node's relaxation solve only when the user steps into it.
1126    ///
1127    /// [`arm`]: DebugHook::arm
1128    pub fn quiet(mode: DebugMode, reg: Option<Rc<RegisteredOptions>>) -> Self {
1129        let mut d = Self::new(mode, reg);
1130        d.step = false;
1131        d.pause_iters = false;
1132        d.pause_terminal = false;
1133        d.detached = true;
1134        d
1135    }
1136
1137    /// Queue a debugger script to run once at the first pause.
1138    pub fn with_script(mut self, path: String) -> Self {
1139        self.pending_script = Some(path);
1140        self
1141    }
1142
1143    /// Attach the source model's rendered constraint equations, enabling
1144    /// `print equation <name|row>`. Wired in on the `.nl` entry path
1145    /// (see Lee et al. 2024, <https://doi.org/10.69997/sct.147875>).
1146    pub fn set_equation_book(&mut self, book: EquationBook) {
1147        self.equation_book = Some(book);
1148    }
1149
1150    /// Attach the source model's structural rank analysis, enabling the
1151    /// `diagnose` command's `structural_singularity` finding (named
1152    /// dependent equations). Wired in on the `.nl` entry path alongside
1153    /// the equation book. See Lee et al. (2024,
1154    /// <https://doi.org/10.69997/sct.147875>).
1155    pub fn set_structure_book(&mut self, book: StructureBook) {
1156        self.structure_book = Some(book);
1157    }
1158
1159    /// Read commands from a queue shared with the tree debugger, so one
1160    /// `--debug-script` drives both this sub-solve and the tree (see
1161    /// [`SharedScript`]). Takes precedence over stdin / the editor.
1162    pub fn with_shared_script(mut self, queue: SharedScript) -> Self {
1163        self.script_queue = Some(queue);
1164        self
1165    }
1166
1167    /// Enable the `resolve` command, wiring the shared restart slot the
1168    /// CLI's re-solve loop reads.
1169    pub fn with_restart(mut self, cell: RestartCell) -> Self {
1170        self.restart = Some(cell);
1171        self
1172    }
1173
1174    /// Post-mortem: run freely, then drop in at the terminal checkpoint
1175    /// only if the solve did not succeed (`--debug-on-error`).
1176    pub fn on_error(mode: DebugMode, reg: Option<Rc<RegisteredOptions>>) -> Self {
1177        Self {
1178            step: false,
1179            pause_iters: false,
1180            terminal_only_on_error: true,
1181            ..Self::new(mode, reg)
1182        }
1183    }
1184
1185    /// Attach-on-demand: run normally and only drop in when the user
1186    /// presses Ctrl-C (`--debug-on-interrupt`). No automatic iter or
1187    /// terminal pauses.
1188    pub fn on_interrupt(mode: DebugMode, reg: Option<Rc<RegisteredOptions>>) -> Self {
1189        Self {
1190            step: false,
1191            pause_iters: false,
1192            pause_terminal: false,
1193            ..Self::new(mode, reg)
1194        }
1195    }
1196
1197    /// Option edits accepted at the prompt (validated). The caller may
1198    /// re-run the solve with these applied.
1199    pub fn staged_options(&self) -> &[(String, String)] {
1200        &self.staged
1201    }
1202
1203    fn should_pause(&mut self, iter: i32) -> bool {
1204        if self.detached {
1205            return false;
1206        }
1207        if self.step {
1208            return true;
1209        }
1210        if let Some(t) = self.run_to {
1211            if iter >= t {
1212                self.run_to = None;
1213                return true;
1214            }
1215        }
1216        if self.breaks.contains(&iter) {
1217            return true;
1218        }
1219        // One-shot breakpoints fire once then delete themselves.
1220        if let Some(pos) = self.temp_breaks.iter().position(|&b| b == iter) {
1221            self.temp_breaks.remove(pos);
1222            return true;
1223        }
1224        false
1225    }
1226
1227    /// First conditional breakpoint that holds at the current state, if
1228    /// any. Returns its source text (for the pause banner / event).
1229    fn matched_condition(&self, ctx: &dyn DebugState) -> Option<String> {
1230        if self.detached {
1231            return None;
1232        }
1233        self.conds
1234            .iter()
1235            .find(|c| c.holds(ctx))
1236            .map(|c| c.raw.clone())
1237    }
1238
1239    /// First armed event that fires at the current checkpoint/state, if
1240    /// any. Events are derived from observable state, so they're evaluated
1241    /// at the checkpoint where the relevant quantity is meaningful.
1242    fn matched_event(&self, ctx: &dyn DebugState) -> Option<&'static str> {
1243        if self.detached || self.break_events.is_empty() {
1244            return None;
1245        }
1246        let cp = ctx.checkpoint();
1247        // Tiny-step threshold mirrors the solver's own scale.
1248        let tiny = 1e-10;
1249        EVENTS.iter().copied().find(|&e| {
1250            self.break_events.contains(e)
1251                && match e {
1252                    "resto_entered" => cp == Checkpoint::PreRestoration,
1253                    "resto_exited" => cp == Checkpoint::PostRestoration,
1254                    "regularized" => {
1255                        cp == Checkpoint::AfterSearchDirection && ctx.regularization() > 0.0
1256                    }
1257                    "tiny_step" => {
1258                        cp == Checkpoint::AfterSearchDirection
1259                            && ctx
1260                                .delta_block("x")
1261                                .map(|v| v.iter().fold(0.0_f64, |m, &x| m.max(x.abs())) < tiny)
1262                                .unwrap_or(false)
1263                    }
1264                    "ls_rejected" => cp == Checkpoint::AfterStep && ctx.ls_count() > 1,
1265                    "mu_stalled" => cp == Checkpoint::IterStart && self.mu_stall >= MU_STALL_ITERS,
1266                    "nan" => !ctx.nlp_error().is_finite() || !ctx.objective().is_finite(),
1267                    _ => false,
1268                }
1269        })
1270    }
1271
1272    /// Update μ-stall tracking once per iteration (drives `mu_stalled`).
1273    fn update_mu_stall(&mut self, mu: f64) {
1274        if let Some(last) = self.last_mu {
1275            if (mu - last).abs() <= 1e-12 * last.abs().max(1.0) {
1276                self.mu_stall += 1;
1277            } else {
1278                self.mu_stall = 0;
1279            }
1280        }
1281        self.last_mu = Some(mu);
1282    }
1283
1284    /// First watchpoint whose value changed (beyond its threshold) since
1285    /// the previous iteration. Updates the stored baselines.
1286    fn matched_watchpoint(&mut self, ctx: &dyn DebugState) -> Option<String> {
1287        if self.detached {
1288            return None;
1289        }
1290        let mut hit = None;
1291        for wp in self.watchpoints.iter_mut() {
1292            let Some(full) = ctx.block(&wp.block) else {
1293                continue;
1294            };
1295            let cur: Vec<f64> = match wp.idx {
1296                Some(i) => match full.get(i) {
1297                    Some(&v) => vec![v],
1298                    None => continue,
1299                },
1300                None => full,
1301            };
1302            if let Some(prev) = &wp.last {
1303                if prev.len() == cur.len() {
1304                    let changed = prev
1305                        .iter()
1306                        .zip(&cur)
1307                        .any(|(p, c)| (p - c).abs() > wp.threshold);
1308                    if changed && hit.is_none() {
1309                        hit = Some(wp.raw.clone());
1310                    }
1311                }
1312            }
1313            wp.last = Some(cur);
1314        }
1315        hit
1316    }
1317
1318    // ---- command engine -----------------------------------------------
1319
1320    fn dispatch(&mut self, line: &str, ctx: &mut dyn DebugState) -> CmdOut {
1321        // Quote-aware so a file path with spaces (e.g. `load "my run.json"`)
1322        // survives as a single token; identical to `split_whitespace` for any
1323        // line without quotes. `owned` backs the `&str` slices `toks` holds.
1324        let owned = tokenize_quoted(line);
1325        let toks: Vec<&str> = owned.iter().map(String::as_str).collect();
1326        let Some(&verb) = toks.first() else {
1327            return CmdOut::ok(vec![]); // empty line: reprompt
1328        };
1329        let rest = &toks[1..];
1330        match verb {
1331            "help" | "h" | "?" => self.cmd_help(),
1332            "info" | "i" => self.cmd_info(ctx),
1333            "print" | "p" => self.cmd_print(rest, ctx),
1334            // `step` → next iter_start; `step sub` (or `stepi`/`si`) →
1335            // next checkpoint of any kind (issue #72's step ["sub"]).
1336            "step" | "s" | "n" | "next" if rest.first() == Some(&"sub") => {
1337                self.sub_step = true;
1338                CmdOut::ok(vec![
1339                    "stepping to the next checkpoint (sub-iteration)".into(),
1340                ])
1341                .flow(Flow::Resume)
1342            }
1343            "step" | "s" | "n" | "next" => {
1344                self.step = true;
1345                CmdOut::ok(vec!["stepping one iteration".into()]).flow(Flow::Resume)
1346            }
1347            "stepi" | "si" => {
1348                self.sub_step = true;
1349                CmdOut::ok(vec![
1350                    "stepping to the next checkpoint (sub-iteration)".into(),
1351                ])
1352                .flow(Flow::Resume)
1353            }
1354            "continue" | "c" | "cont" => {
1355                self.step = false;
1356                self.sub_step = false;
1357                self.run_to = None;
1358                CmdOut::ok(vec!["continuing".into()]).flow(Flow::Resume)
1359            }
1360            "run" | "r" => self.cmd_run(rest),
1361            "break" | "b" => self.cmd_break(rest),
1362            "tbreak" | "tb" => match rest.first().and_then(|s| s.parse::<i32>().ok()) {
1363                Some(n) => {
1364                    if !self.temp_breaks.contains(&n) {
1365                        self.temp_breaks.push(n);
1366                    }
1367                    CmdOut::ok(vec![format!("temporary breakpoint at iteration {n}")])
1368                }
1369                None => CmdOut::err("usage: tbreak <iteration>"),
1370            },
1371            "watchpoint" | "wp" => self.cmd_watchpoint(rest, ctx),
1372            "commands" => self.cmd_commands(rest),
1373            "stop-at" | "stopat" => self.cmd_stop_at(rest),
1374            "progress" => match rest.first().copied() {
1375                Some("on") | None => {
1376                    self.emit_progress = true;
1377                    CmdOut::ok(vec!["progress events on".into()])
1378                }
1379                Some("off") => {
1380                    self.emit_progress = false;
1381                    CmdOut::ok(vec!["progress events off".into()])
1382                }
1383                _ => CmdOut::err("usage: progress [on|off]"),
1384            },
1385            "set" => self.cmd_set(rest, ctx),
1386            "get" => self.cmd_get(rest),
1387            "opt" | "options" => self.cmd_opt(rest),
1388            "complete" => self.cmd_complete(rest),
1389            "viz" | "plot" => self.cmd_viz(rest, ctx),
1390            "save" => self.cmd_save(rest, ctx),
1391            "load" => match as_nlp_mut(ctx) {
1392                Some(c) => self.cmd_load(rest, c),
1393                None => nlp_only("load"),
1394            },
1395            "sweep" => match as_nlp_mut(ctx) {
1396                Some(c) => self.cmd_sweep(rest, c),
1397                None => nlp_only("sweep"),
1398            },
1399            "multistart" => match as_nlp_mut(ctx) {
1400                Some(c) => self.cmd_multistart(rest, c),
1401                None => nlp_only("multistart"),
1402            },
1403            "goto" | "jump" => self.cmd_goto(rest, ctx),
1404            "restart" => match self.snapshots.keys().next().copied() {
1405                Some(k) => self.restore_to(k, ctx),
1406                None => CmdOut::err("no snapshots captured yet"),
1407            },
1408            "resolve" | "re-solve" => match as_nlp(ctx) {
1409                Some(c) => self.cmd_resolve(c),
1410                None => nlp_only("resolve"),
1411            },
1412            "ask" | "explain" | "claude" => self.cmd_ask(rest, ctx),
1413            "watch" | "display" => self.cmd_watch(rest),
1414            "diff" => self.cmd_diff(ctx),
1415            "diagnose" | "diag" => match as_nlp(ctx) {
1416                Some(c) => self.cmd_diagnose(c),
1417                None => nlp_only("diagnose"),
1418            },
1419            "source" => self.cmd_source(rest, ctx),
1420            "detach" => {
1421                self.detached = true;
1422                self.step = false;
1423                self.run_to = None;
1424                CmdOut::ok(vec!["detached — solving to completion".into()]).flow(Flow::Resume)
1425            }
1426            // A `pause` received while already paused is a no-op; the
1427            // meaningful use is async, consumed mid-run by `try_take_pause`.
1428            "pause" => CmdOut::ok(vec!["already paused".into()]),
1429            // Easter egg — not in COMMANDS / help / Tab, so it stays hidden.
1430            "coffee" | "brew" | "espresso" => self.cmd_coffee(),
1431            "quit" | "q" | "exit" => CmdOut::ok(vec!["stopping solve".into()]).flow(Flow::Stop),
1432            other => CmdOut::err(format!("unknown command `{other}` (try `help`)")),
1433        }
1434    }
1435
1436    /// `coffee` — a hidden treat. Prints a steaming mug in colour (TTY +
1437    /// `NO_COLOR`-respecting, like the banner). Pure output, no solver
1438    /// effect; every IPM deserves a coffee break.
1439    fn cmd_coffee(&self) -> CmdOut {
1440        let color = matches!(self.mode, DebugMode::Repl)
1441            && std::io::stderr().is_terminal()
1442            && std::env::var_os("NO_COLOR").is_none();
1443        let paint = |r: u8, g: u8, b: u8, s: &str| -> String {
1444            if color {
1445                format!("\x1b[38;2;{r};{g};{b}m{s}\x1b[0m")
1446            } else {
1447                s.to_string()
1448            }
1449        };
1450        // Palette: ceramic white, dark-roast & medium brown, gray steam.
1451        let cup = |s: &str| paint(0xEC, 0xEC, 0xEF, s);
1452        let dark = |s: &str| paint(0x5A, 0x32, 0x1E, s);
1453        let brew = |s: &str| paint(0x96, 0x5F, 0x37, s);
1454        let steam = |s: &str| paint(0xB4, 0xB9, 0xC3, s);
1455        let lines = vec![
1456            String::new(),
1457            format!("     {}", steam(") )  )")),
1458            format!("    {}", steam("( (  (")),
1459            format!("   {}", cup("._________.")),
1460            format!("   {}{}{}", cup("|"), dark("~~~~~~~~"), cup("|_")),
1461            format!("   {}{}{}", cup("|  "), brew("COFFEE"), cup("| |")),
1462            format!("   {}{}{}", cup("|  "), dark("~~~~~~"), cup("| |")),
1463            format!("   {}", cup("|________|_|")),
1464            format!("    {}", cup("\\________/")),
1465            format!("      {}", brew("a fresh cup for a stuck solve")),
1466            String::new(),
1467        ];
1468        CmdOut::ok(lines).with_data(serde_json::json!({"easter_egg": "coffee"}))
1469    }
1470
1471    fn cmd_help(&self) -> CmdOut {
1472        let lines = vec![
1473            "commands:".into(),
1474            "  info | i                 summary of the current iterate".into(),
1475            "  print | p <what>         x|s|y_c|y_d|z_l|z_u|v_l|v_u | dx (step) |".into(),
1476            "                           mu|obj|inf_pr|inf_du|err|compl|iter | kkt | active | inactive".into(),
1477            "  print residuals [pr|du] [k]  top-k largest-magnitude residuals (default k=10)".into(),
1478            "  print equation [name|row]    source algebra of a constraint, by model name or row".into(),
1479            "  print rank                   SVD rank of the equality Jacobian; names dependent equations".into(),
1480            "  step | s | n             run one iteration, pause again".into(),
1481            "  stepi | si | step sub    run to the next checkpoint (into sub-iteration phases)".into(),
1482            "  progress [on|off]        toggle per-iteration progress events (JSON mode)".into(),
1483            "  stop-at <cp>             always pause at a checkpoint: after_mu|after_search_dir|after_step".into(),
1484            "  continue | c             run to the next breakpoint".into(),
1485            "  run | r <N>              run until iteration N".into(),
1486            "  break | b [N|clear|del N] set/list/clear breakpoints".into(),
1487            "  break if <m><op><v>      conditional bp; m in mu|inf_pr|inf_du|obj|err|iter,".into(),
1488            "                           op in < <= > >= ==  (e.g. break if inf_pr<1e-6)".into(),
1489            "  break on <event>         event bp: resto_entered|resto_exited|regularized|".into(),
1490            "                           tiny_step|ls_rejected|mu_stalled|nan".into(),
1491            "  tbreak <N>               one-shot breakpoint (deletes after firing)".into(),
1492            "  watchpoint <blk>[<i>] [τ] pause when a value changes by > τ (alias wp)".into(),
1493            "  commands <N> <c>;<c>…    auto-run commands when iter N's breakpoint hits".into(),
1494            "  set mu <v>               overwrite the barrier parameter".into(),
1495            "  set <blk>[<i>] <v>       overwrite one component (e.g. set x[2] 1.5)".into(),
1496            "  set <blk> <v0,v1,...>    overwrite a whole block".into(),
1497            "  set opt <name> <value>   stage a solver option (validated)".into(),
1498            "  get opt <name>           show an option's effective value (staged or default)".into(),
1499            "  opt [filter]             list solver options (name/type/default)".into(),
1500            "  complete <prefix>        completion candidates (commands + options)".into(),
1501            "  viz <x|s|dx|...|kkt|L>   open the artifact in an external viewer".into(),
1502            "  save [path]              write the current iterate + residuals to JSON".into(),
1503            "  load <file> [block]      read a block (default x) from a save artifact / numeric file".into(),
1504            "  sweep <file>             one solve per start in <file>; tabulate outcomes".into(),
1505            "  multistart <N> [rel]     N restarts (uniform in each finite box; jitter else)".into(),
1506            "  goto <k> | restart       rewind to a captured iteration (primal-dual only)".into(),
1507            "  resolve                  re-solve from the current x with staged `set opt`s".into(),
1508            "  ask [question]           ask an LLM about the state (default Claude Code; set".into(),
1509            "                           POUNCE_DBG_LLM=claude|codex|gemini|llm or a command template)".into(),
1510            "  watch [target|clear|del] auto-print a `print` target at every pause".into(),
1511            "  diff                     what changed in the iterate since the last iteration".into(),
1512            "  diagnose | diag          live health report: named culprit residuals, KKT inertia, stalls".into(),
1513            "  source <file>            run debugger commands from a file".into(),
1514            "  detach                   stop pausing; solve to completion".into(),
1515            "  quit | q                 stop the solve now".into(),
1516        ];
1517        CmdOut::ok(lines)
1518    }
1519
1520    fn cmd_info(&self, ctx: &dyn DebugState) -> CmdOut {
1521        let dims: Vec<_> = ctx.block_dims();
1522        let dims_json: serde_json::Map<String, serde_json::Value> = dims
1523            .iter()
1524            .map(|(n, d)| ((*n).to_string(), serde_json::json!(d)))
1525            .collect();
1526        let lines = vec![
1527            format!("iter      = {}", ctx.iter()),
1528            format!("mu        = {:.6e}", ctx.mu()),
1529            format!("objective = {:.8e}", ctx.objective()),
1530            format!("inf_pr    = {:.6e}", ctx.inf_pr()),
1531            format!("inf_du    = {:.6e}", ctx.inf_du()),
1532            format!("nlp_error = {:.6e}", ctx.nlp_error()),
1533            format!(
1534                "dims      = {}",
1535                dims.iter()
1536                    .map(|(n, d)| format!("{n}:{d}"))
1537                    .collect::<Vec<_>>()
1538                    .join(" ")
1539            ),
1540        ];
1541        let mut data = serde_json::json!({ "dims": dims_json });
1542        // The same canonical metric block as the streamed events, so `info`'s
1543        // `data` matches `hello.metrics` (this adds `complementarity`, which
1544        // the human-readable lines above omit for brevity).
1545        insert_metric_fields(&mut data, ctx);
1546        CmdOut::ok(lines).with_data(data)
1547    }
1548
1549    fn cmd_print(&self, rest: &[&str], ctx: &dyn DebugState) -> CmdOut {
1550        let Some(&what) = rest.first() else {
1551            return self.cmd_info(ctx);
1552        };
1553        // The backend-conditional sub-commands are rejected on a capability
1554        // basis *before* any timing check: on a backend that can never
1555        // answer them (the convex/conic IPM has no augmented system, no
1556        // per-component residual pool, no bound slacks), a "not yet — stop
1557        // later" message would send the user round a loop that never ends
1558        // in an answer. #462.
1559        if what == "kkt" {
1560            return match as_nlp(ctx) {
1561                Some(_) => self.cmd_print_kkt(ctx),
1562                None => nlp_only("print kkt"),
1563            };
1564        }
1565        if what == "active" || what == "inactive" {
1566            return match as_nlp(ctx) {
1567                Some(_) => self.cmd_print_bounds(ctx, what == "active"),
1568                None => nlp_only(&format!("print {what}")),
1569            };
1570        }
1571        if what == "residuals" || what == "resid" {
1572            return match as_nlp(ctx) {
1573                Some(_) => self.cmd_print_residuals(&rest[1..], ctx),
1574                None => nlp_only("print residuals"),
1575            };
1576        }
1577        if what == "equation" || what == "eqn" || what == "eq" {
1578            return self.cmd_print_equation(&rest[1..]);
1579        }
1580        if what == "rank" {
1581            return match as_nlp(ctx) {
1582                Some(c) => self.cmd_print_rank(c),
1583                None => nlp_only("print rank"),
1584            };
1585        }
1586        // step / delta blocks: `dx`, `ds`, ... or `delta_x`.
1587        let delta = what.strip_prefix("d").filter(|b| is_block(ctx, b));
1588        if is_block(ctx, what) {
1589            match ctx.block(what) {
1590                Some(v) => CmdOut::ok(vec![fmt_vec(what, &v)])
1591                    .with_data(serde_json::json!({"name": what, "values": v})),
1592                None => CmdOut::err(format!("no iterate yet for block `{what}`")),
1593            }
1594        } else if let Some(blk) = delta {
1595            match ctx.delta_block(blk) {
1596                Some(v) => CmdOut::ok(vec![fmt_vec(&format!("d{blk}"), &v)])
1597                    .with_data(serde_json::json!({"name": format!("d{blk}"), "values": v})),
1598                None => CmdOut::err(format!("no search direction available for `d{blk}` yet")),
1599            }
1600        } else {
1601            let val = match what {
1602                "mu" => ctx.mu(),
1603                "obj" | "objective" => ctx.objective(),
1604                "inf_pr" => ctx.inf_pr(),
1605                "inf_du" => ctx.inf_du(),
1606                "err" | "nlp_error" => ctx.nlp_error(),
1607                "compl" | "complementarity" => ctx.complementarity(),
1608                "iter" => ctx.iter() as f64,
1609                _ => {
1610                    return CmdOut::err(format!(
1611                        "don't know how to print `{what}` (try a block name or mu|obj|inf_pr|inf_du|err|compl|iter)"
1612                    ));
1613                }
1614            };
1615            CmdOut::ok(vec![format!("{what} = {val:.10e}")])
1616                .with_data(serde_json::json!({"name": what, "value": val}))
1617        }
1618    }
1619
1620    /// `print active` / `print inactive` — bound-slack classification per
1621    /// category. `active` counts bounds the iterate is pressing on (slack
1622    /// below `tol`) and reports the min slack; `inactive` is the mirror —
1623    /// it counts the bounds with room to spare (slack ≥ `tol`) and reports
1624    /// the max slack, the variables furthest from their bound.
1625    fn cmd_print_bounds(&self, ctx: &dyn DebugState, active: bool) -> CmdOut {
1626        let tol = 1e-6;
1627        let mut lines = Vec::new();
1628        let mut cats = serde_json::Map::new();
1629        for cat in ["x_l", "x_u", "s_l", "s_u"] {
1630            let Some(sl) = ctx.bound_slack(cat) else {
1631                continue;
1632            };
1633            if sl.is_empty() {
1634                continue;
1635            }
1636            let n = sl.len();
1637            if active {
1638                let min = sl.iter().copied().fold(f64::INFINITY, f64::min);
1639                let near = sl.iter().filter(|&&s| s.abs() < tol).count();
1640                lines.push(format!(
1641                    "{cat}: {n} bound(s), {near} near-active (slack<{tol:.0e}), min slack {min:.3e}"
1642                ));
1643                cats.insert(
1644                    cat.to_string(),
1645                    serde_json::json!({"n": n, "near_active": near, "min_slack": min}),
1646                );
1647            } else {
1648                let max = sl.iter().copied().fold(f64::NEG_INFINITY, f64::max);
1649                let far = sl.iter().filter(|&&s| s.abs() >= tol).count();
1650                lines.push(format!(
1651                    "{cat}: {n} bound(s), {far} inactive (slack≥{tol:.0e}), max slack {max:.3e}"
1652                ));
1653                cats.insert(
1654                    cat.to_string(),
1655                    serde_json::json!({"n": n, "inactive": far, "max_slack": max}),
1656                );
1657            }
1658        }
1659        if lines.is_empty() {
1660            lines.push("no bounded variables or inequality slacks".into());
1661        }
1662        CmdOut::ok(lines).with_data(serde_json::json!({"tol": tol, "categories": cats}))
1663    }
1664
1665    /// `print residuals [primal|dual] [k]` — the `k` largest-magnitude
1666    /// residuals at this step, ranked. With no filter, primal
1667    /// (constraint) and dual (∇L) residuals are pooled and ranked
1668    /// together; `primal`/`dual` restrict to one space. Default `k=10`.
1669    /// The top primal entry equals `inf_pr`; the top dual equals
1670    /// `inf_du`. Args may appear in either order.
1671    fn cmd_print_residuals(&self, rest: &[&str], ctx: &dyn DebugState) -> CmdOut {
1672        let mut k: Option<usize> = None;
1673        let mut filter: Option<bool> = None; // Some(true)=primal, Some(false)=dual
1674        for &arg in rest {
1675            if let Ok(n) = arg.parse::<usize>() {
1676                k = Some(n);
1677            } else {
1678                match arg {
1679                    "primal" | "pr" => filter = Some(true),
1680                    "dual" | "du" => filter = Some(false),
1681                    other => {
1682                        return CmdOut::err(format!(
1683                            "usage: print residuals [primal|dual] [k] (got `{other}`)"
1684                        ));
1685                    }
1686                }
1687            }
1688        }
1689        let k = k.unwrap_or(10);
1690
1691        let mut all = Vec::new();
1692        if filter != Some(false) {
1693            let Some(primal) = ctx.constraint_residuals() else {
1694                return CmdOut::err("no iterate yet — residuals unavailable");
1695            };
1696            all.extend(primal);
1697        }
1698        if filter != Some(true) {
1699            let Some(dual) = ctx.dual_residuals() else {
1700                return CmdOut::err("no iterate yet — residuals unavailable");
1701            };
1702            all.extend(dual);
1703        }
1704
1705        let total = all.len();
1706        let top = rank_residuals(all, k);
1707        if top.is_empty() {
1708            return CmdOut::ok(vec!["no residuals at this iterate".into()])
1709                .with_data(serde_json::json!({"k": k, "total": total, "top": []}));
1710        }
1711
1712        // Model names projected into the solver's split space, when the
1713        // problem carries them (`.col`/`.row`, no presolve). Lets a residual
1714        // print as `mass_balance` rather than `c[3]` — the model-vs-index
1715        // gap Lee et al. (2024, <https://doi.org/10.69997/sct.147875>) flag
1716        // for equation-oriented debugging. `None` ⇒ index labels throughout.
1717        // Model names are NLP-specific (.col/.row); only the NLP debugger
1718        // exposes them — other solvers fall back to index labels.
1719        let names = ctx
1720            .as_any()
1721            .and_then(|a| a.downcast_ref::<DebugCtx>())
1722            .and_then(|c| c.split_names());
1723        let name_of = |r: &Residual| resid_name(r, &names);
1724
1725        let lines = top
1726            .iter()
1727            .map(|r| {
1728                let label = match name_of(r) {
1729                    Some(name) => format!("{}[{}]", r.kind.tag(), name),
1730                    None => format!("{}[{}]", r.kind.tag(), r.index),
1731                };
1732                format!("{:>8} = {:+.6e}   |{:.3e}|", label, r.value, r.value.abs())
1733            })
1734            .collect();
1735        let data: Vec<_> = top
1736            .iter()
1737            .map(|r| {
1738                serde_json::json!({
1739                    "space": r.kind.tag(),
1740                    "primal": r.kind.is_primal(),
1741                    "index": r.index,
1742                    "name": name_of(r),
1743                    "value": r.value,
1744                })
1745            })
1746            .collect();
1747        CmdOut::ok(lines).with_data(serde_json::json!({"k": k, "total": total, "top": data}))
1748    }
1749
1750    /// `print equation [name|row]` — the source algebra of a constraint,
1751    /// resolved by its model name (preferred) or original `.nl` row index.
1752    /// With no argument, reports how many equations are available and how
1753    /// to address one. This is the read-side companion to the named
1754    /// residual labels (`print residuals`): once a culprit constraint is
1755    /// named, this prints what it actually says. Naming and surfacing
1756    /// culprit equations rather than bare indices is the diagnostic path
1757    /// urged by Lee et al. (2024, <https://doi.org/10.69997/sct.147875>).
1758    fn cmd_print_equation(&self, rest: &[&str]) -> CmdOut {
1759        let Some(book) = self.equation_book.as_ref() else {
1760            return CmdOut::err(
1761                "no equation source — `print equation` needs an .nl model (none was loaded)",
1762            );
1763        };
1764        if book.is_empty() {
1765            return CmdOut::err("the model has no constraint equations to print");
1766        }
1767        let Some(&key) = rest.first() else {
1768            return CmdOut::ok(vec![format!(
1769                "{} constraint equation(s) — `print equation <name|row>` to show one",
1770                book.len()
1771            )])
1772            .with_data(serde_json::json!({"count": book.len()}));
1773        };
1774        let Some(i) = book.resolve(key) else {
1775            return CmdOut::err(format!(
1776                "no constraint named or indexed `{key}` (have {} equation(s); try a name or 0..{})",
1777                book.len(),
1778                book.len().saturating_sub(1)
1779            ));
1780        };
1781        let label = book.label(i);
1782        // `i` may come from a name lookup that indexes `names`; guard against a
1783        // names/equations length skew rather than risk an out-of-bounds panic.
1784        let Some(eq) = book.equations.get(i) else {
1785            return CmdOut::err(format!(
1786                "constraint `{key}` has no source algebra (index {i} out of range)"
1787            ));
1788        };
1789        CmdOut::ok(vec![format!("{label}:  {eq}")]).with_data(serde_json::json!({
1790            "index": i,
1791            "name": book.names.get(i).filter(|n| !n.is_empty()),
1792            "equation": eq,
1793        }))
1794    }
1795
1796    /// `diagnose` (`diag`) — a point-in-time health report for the
1797    /// *current* iterate.
1798    ///
1799    /// Where the studio `diagnose` tool runs temporal heuristics over a
1800    /// finished solve report, this runs **live**: it reads the current KKT
1801    /// inertia / regularization, the named primal & dual residuals, the
1802    /// iterate geometry, and the debugger's own restoration / μ-stall
1803    /// tracking — and names the culprit equation or variable wherever it
1804    /// can. Tracing a numerical symptom back to the *named* equation behind
1805    /// it, rather than a bare row index, is the actionable-diagnostics path
1806    /// of Lee et al. (2024, <https://doi.org/10.69997/sct.147875>).
1807    ///
1808    /// Each finding is `{severity, code, message}` — the same shape the
1809    /// report-based `diagnose` emits — so a client can treat both uniformly.
1810    fn cmd_diagnose(&self, ctx: &DebugCtx) -> CmdOut {
1811        const TOL: f64 = 1e-6;
1812        let names = ctx.split_names();
1813        // (severity, code, message). Severity ranks error > warning > info.
1814        let mut f: Vec<(&'static str, &'static str, String)> = Vec::new();
1815
1816        // --- Primal feasibility: the worst *named* constraint residual. ---
1817        let inf_pr = ctx.inf_pr();
1818        if inf_pr > TOL {
1819            if let Some(resids) = ctx.constraint_residuals() {
1820                if let Some((label, val)) = worst_named(resids, &names) {
1821                    let sev = if inf_pr > 1e-2 { "error" } else { "warning" };
1822                    f.push((
1823                        sev,
1824                        "primal_infeasible",
1825                        format!(
1826                            "Primal infeasibility {inf_pr:.2e}; worst constraint residual is \
1827                         {label} = {val:+.3e}. Inspect this equation's feasibility and scaling \
1828                         at the current point (`print equation {label}`)."
1829                        ),
1830                    ));
1831                }
1832            }
1833        }
1834
1835        // --- Dual stationarity: the worst *named* ∇L component. ---
1836        let inf_du = ctx.inf_du();
1837        if inf_du > TOL {
1838            if let Some(resids) = ctx.dual_residuals() {
1839                if let Some((label, val)) = worst_named(resids, &names) {
1840                    f.push((
1841                        "warning",
1842                        "dual_infeasible",
1843                        format!(
1844                            "Dual infeasibility {inf_du:.2e}; largest stationarity residual is \
1845                         {label} = {val:+.3e}."
1846                        ),
1847                    ));
1848                }
1849            }
1850        }
1851
1852        // --- KKT structural health (only once a search dir is computed). ---
1853        if let Some(k) = ctx.kkt() {
1854            if k.provides_inertia && !k.inertia_correct {
1855                f.push((
1856                    "warning",
1857                    "inertia_wrong",
1858                    format!(
1859                        "KKT inertia is wrong (n-={} vs expected {}): the system was \
1860                     indefinite/singular and the step had to be stabilized. A persistent \
1861                     mismatch points at a rank-deficient Jacobian or an indefinite Hessian.",
1862                        k.n_neg, k.expected_neg
1863                    ),
1864                ));
1865            }
1866            if k.delta_w > 1e-4 {
1867                f.push((
1868                    "info",
1869                    "heavy_regularization",
1870                    format!(
1871                        "Primal regularization δ_w={:.2e} applied — the Hessian was indefinite at \
1872                     this step. Normal near saddle points; persistent large δ_w suggests a \
1873                     problematic Hessian.",
1874                        k.delta_w
1875                    ),
1876                ));
1877            }
1878            if k.delta_c > 0.0 {
1879                f.push((
1880                    "warning",
1881                    "dual_regularization",
1882                    format!(
1883                    "Dual regularization δ_c={:.2e} applied — the constraint Jacobian is (near) \
1884                     rank-deficient (linearly dependent or redundant equalities). Inspect the \
1885                     equality residuals by name (`print residuals primal`).",
1886                    k.delta_c
1887                ),
1888                ));
1889            }
1890        }
1891
1892        // --- Structural rank: name the dependent equations (DM). ---
1893        // Iterate-independent; localizes the δ_c / wrong-inertia signal
1894        // above to the specific over-determined rows by model name.
1895        if let Some(book) = self.structure_book.as_ref() {
1896            f.extend(book.findings());
1897        }
1898
1899        // --- Numerical rank: SVD of the equality Jacobian at this point. ---
1900        // The numerical complement to the structural pass above: catches
1901        // *value* dependencies a full sparsity pattern hides, and localizes
1902        // the δ_c signal to specific equations even when the structure is
1903        // nominally full rank. Iterate-dependent (it factors J_c at x).
1904        if let Some(rep) = ctx.rank_report() {
1905            if rep.is_rank_deficient() {
1906                let culprits: Vec<String> = rep
1907                    .culprits
1908                    .iter()
1909                    .take(MAX_RANK_CULPRITS)
1910                    .map(|c| rank_row_label(&rep.rows[c.row], &names))
1911                    .collect();
1912                let named = if culprits.is_empty() {
1913                    String::new()
1914                } else {
1915                    format!(" Implicated equations: {}.", culprits.join(", "))
1916                };
1917                f.push((
1918                    "warning",
1919                    "rank_deficient_jacobian",
1920                    format!(
1921                        "Equality Jacobian J_c is numerically rank-deficient at this iterate: \
1922                         rank {}/{} (deficiency {}), σ_min={:.2e}, cond={}. Linearly dependent \
1923                         or redundant equality constraints — the root cause behind δ_c \
1924                         regularization / wrong inertia.{named}",
1925                        rep.rank,
1926                        rep.n_rows(),
1927                        rep.deficiency(),
1928                        rep.sigma_min(),
1929                        fmt_cond(rep.cond),
1930                    ),
1931                ));
1932            }
1933        }
1934
1935        // --- Multiplier magnitude: constraint-qualification / scaling. ---
1936        let mut max_mult = 0.0_f64;
1937        for blk in ["y_c", "y_d", "z_l", "z_u", "v_l", "v_u"] {
1938            if let Some(v) = ctx.block(blk) {
1939                max_mult = v.iter().fold(max_mult, |m, &x| m.max(x.abs()));
1940            }
1941        }
1942        if max_mult > 1e8 {
1943            f.push((
1944                "warning",
1945                "large_multipliers",
1946                format!(
1947                "Largest multiplier magnitude is {max_mult:.2e}. Very large multipliers signal a \
1948                 constraint-qualification failure or poor scaling — consider rescaling the \
1949                 offending rows."
1950            ),
1951            ));
1952        }
1953
1954        // --- Iterate geometry: variable bounds pressed at this point. ---
1955        let mut pinned = 0usize;
1956        for cat in ["x_l", "x_u"] {
1957            if let Some(sl) = ctx.bound_slack(cat) {
1958                pinned += sl.iter().filter(|&&s| s.abs() < TOL).count();
1959            }
1960        }
1961        if pinned > 0 {
1962            f.push((
1963                "info",
1964                "bounds_pinned",
1965                format!(
1966                    "{pinned} variable bound(s) are active (slack < {TOL:.0e}). Active bounds are \
1967                 expected at a solution, but a large count early can throttle the line search."
1968                ),
1969            ));
1970        }
1971
1972        // --- Line search / step length at this iteration. ---
1973        let (alpha_pr, _) = ctx.alpha();
1974        if ctx.iter() > 0 && alpha_pr > 0.0 && alpha_pr < 1e-6 {
1975            f.push((
1976                "warning",
1977                "tiny_step",
1978                format!(
1979                    "Accepted primal step α_pr={alpha_pr:.2e} is tiny — the line search is barely \
1980                 moving. Often a poor search direction or an ill-conditioned KKT system."
1981                ),
1982            ));
1983        }
1984        let ls = ctx.ls_count();
1985        if ls >= 10 {
1986            f.push((
1987                "warning",
1988                "heavy_line_search",
1989                format!(
1990                    "Line search needed {ls} trial points for the accepted step — search-direction \
1991                 quality may be poor (check Hessian accuracy)."
1992                ),
1993            ));
1994        }
1995
1996        // --- Temporal flags the debugger already tracks across iters. ---
1997        if self.in_restoration {
1998            f.push((
1999                "warning",
2000                "in_restoration",
2001                "Currently inside feasibility restoration: the line search could not make \
2002                 progress on the original problem at the working point."
2003                    .to_string(),
2004            ));
2005        }
2006        if self.mu_stall >= MU_STALL_ITERS {
2007            f.push((
2008                "warning",
2009                "mu_stalled",
2010                format!(
2011                    "μ has not decreased for {} consecutive iterations — the barrier is stuck. \
2012                 Try mu_strategy=adaptive or a smaller mu_init.",
2013                    self.mu_stall
2014                ),
2015            ));
2016        }
2017
2018        // --- Healthy fallback. ---
2019        if f.is_empty() {
2020            f.push((
2021                "info",
2022                "healthy",
2023                format!(
2024                    "No issues detected at iter {}: inf_pr={:.2e}, inf_du={:.2e}, μ={:.2e}.",
2025                    ctx.iter(),
2026                    inf_pr,
2027                    inf_du,
2028                    ctx.mu()
2029                ),
2030            ));
2031        }
2032
2033        // Surface errors first, then warnings, then info.
2034        let rank = |s: &str| match s {
2035            "error" => 0,
2036            "warning" => 1,
2037            _ => 2,
2038        };
2039        f.sort_by_key(|(sev, _, _)| rank(sev));
2040
2041        let lines: Vec<String> = f
2042            .iter()
2043            .map(|(sev, code, msg)| format!("[{sev:>7}] {code}: {msg}"))
2044            .collect();
2045        let data: Vec<_> = f
2046            .iter()
2047            .map(|(sev, code, msg)| serde_json::json!({"severity": sev, "code": code, "message": msg}))
2048            .collect();
2049        let n = data.len();
2050        CmdOut::ok(lines)
2051            .with_data(serde_json::json!({"iter": ctx.iter(), "findings": data, "n_findings": n}))
2052    }
2053
2054    /// `print kkt` — inertia + regularization of the factored augmented
2055    /// system. Only meaningful at/after `after_search_dir`.
2056    fn cmd_print_kkt(&self, ctx: &dyn DebugState) -> CmdOut {
2057        let Some(k) = ctx.kkt() else {
2058            return CmdOut::err(
2059                "no KKT factorization yet — stop at `after_search_dir` (e.g. `stop-at kkt`)",
2060            );
2061        };
2062        let inertia = if k.provides_inertia {
2063            format!(
2064                "n+={} n-={} (expected n-={}) → {}",
2065                k.n_pos,
2066                k.n_neg,
2067                k.expected_neg,
2068                if k.inertia_correct {
2069                    "correct"
2070                } else {
2071                    "WRONG (step stabilized)"
2072                }
2073            )
2074        } else {
2075            "n/a (backend reports no inertia)".to_string()
2076        };
2077        let lines = vec![
2078            format!("dim       = {}", k.dim),
2079            format!("inertia   = {inertia}"),
2080            format!("delta_w   = {:.6e}   (primal regularization)", k.delta_w),
2081            format!("delta_c   = {:.6e}   (dual regularization)", k.delta_c),
2082            format!("status    = {}", k.status),
2083        ];
2084        CmdOut::ok(lines).with_data(serde_json::json!({
2085            "dim": k.dim,
2086            "n_pos": k.n_pos,
2087            "n_neg": k.n_neg,
2088            "expected_neg": k.expected_neg,
2089            "provides_inertia": k.provides_inertia,
2090            "inertia_correct": k.inertia_correct,
2091            "delta_w": k.delta_w,
2092            "delta_c": k.delta_c,
2093            "status": k.status,
2094        }))
2095    }
2096
2097    /// `print rank` — numerical rank diagnosis of the equality-constraint
2098    /// Jacobian `J_c` at the current iterate. Runs a rank-revealing SVD,
2099    /// reports the numerical rank / condition number, and — when the block
2100    /// is rank-deficient — names the equations participating in the
2101    /// near-null space (the dependency the `δ_c` regularization is papering
2102    /// over). The numerical complement to the structural `diagnose` /
2103    /// Dulmage–Mendelsohn pass: it also catches *value* dependencies a
2104    /// full sparsity pattern hides.
2105    fn cmd_print_rank(&self, ctx: &DebugCtx) -> CmdOut {
2106        let Some(rep) = ctx.rank_report() else {
2107            return CmdOut::err(
2108                "no equality-constraint Jacobian to analyze (the problem has no equality \
2109                 constraints, or there is no iterate yet)",
2110            );
2111        };
2112        let names = ctx.split_names();
2113        let (lines, data) =
2114            render_rank_report(&rep, &names, self.equation_book.as_ref(), ctx.iter());
2115        CmdOut::ok(lines).with_data(data)
2116    }
2117
2118    fn cmd_run(&mut self, rest: &[&str]) -> CmdOut {
2119        match rest.first().and_then(|s| s.parse::<i32>().ok()) {
2120            Some(n) => {
2121                self.run_to = Some(n);
2122                self.step = false;
2123                CmdOut::ok(vec![format!("running until iteration {n}")]).flow(Flow::Resume)
2124            }
2125            None => CmdOut::err("usage: run <iteration>"),
2126        }
2127    }
2128
2129    fn cmd_break(&mut self, rest: &[&str]) -> CmdOut {
2130        // Conditional breakpoint: `break if <metric><op><value>`. Tokens
2131        // after `if` are concatenated so `inf_pr < 1e-6` and `inf_pr<1e-6`
2132        // parse the same.
2133        if rest.first().copied() == Some("if") {
2134            let expr: String = rest[1..].concat();
2135            if expr.is_empty() {
2136                return CmdOut::err(
2137                    "usage: break if <metric><op><value>  (e.g. break if inf_pr<1e-6)",
2138                );
2139            }
2140            return match Condition::parse(&expr) {
2141                Ok(c) => {
2142                    let raw = c.raw.clone();
2143                    if !self.conds.iter().any(|e| e.raw == raw) {
2144                        self.conds.push(c);
2145                    }
2146                    CmdOut::ok(vec![format!("conditional breakpoint: {raw}")])
2147                        .with_data(serde_json::json!({"condition": raw}))
2148                }
2149                Err(e) => CmdOut::err(e),
2150            };
2151        }
2152        // Event breakpoint: `break on <event>` (#72 §3).
2153        if rest.first().copied() == Some("on") {
2154            let Some(&name) = rest.get(1) else {
2155                return CmdOut::err(format!("usage: break on <event>  (one of {EVENTS:?})"));
2156            };
2157            let Some(&canon) = EVENTS.iter().find(|&&e| e == name) else {
2158                return CmdOut::err(format!("unknown event `{name}` (one of {EVENTS:?})"));
2159            };
2160            self.break_events.insert(canon);
2161            return CmdOut::ok(vec![format!("break on event `{canon}`")])
2162                .with_data(serde_json::json!({"event": canon}));
2163        }
2164        match rest {
2165            [] => {
2166                let mut bs = self.breaks.clone();
2167                bs.sort_unstable();
2168                let conds: Vec<String> = self.conds.iter().map(|c| c.raw.clone()).collect();
2169                let mut events: Vec<&str> = self.break_events.iter().copied().collect();
2170                events.sort_unstable();
2171                let mut lines = vec![format!("breakpoints: {bs:?}")];
2172                if !conds.is_empty() {
2173                    lines.push(format!("conditions: {}", conds.join(", ")));
2174                }
2175                if !events.is_empty() {
2176                    lines.push(format!("events: {}", events.join(", ")));
2177                }
2178                CmdOut::ok(lines).with_data(
2179                    serde_json::json!({"breakpoints": bs, "conditions": conds, "events": events}),
2180                )
2181            }
2182            ["clear", "cond"] | ["clear", "conditions"] => {
2183                self.conds.clear();
2184                CmdOut::ok(vec!["cleared conditional breakpoints".into()])
2185            }
2186            ["clear", "events"] => {
2187                self.break_events.clear();
2188                CmdOut::ok(vec!["cleared event breakpoints".into()])
2189            }
2190            ["clear"] => {
2191                self.breaks.clear();
2192                self.conds.clear();
2193                self.break_events.clear();
2194                CmdOut::ok(vec!["cleared all breakpoints".into()])
2195            }
2196            ["del", n] | ["delete", n] => match n.parse::<i32>() {
2197                Ok(n) => {
2198                    self.breaks.retain(|&b| b != n);
2199                    CmdOut::ok(vec![format!("removed breakpoint {n}")])
2200                }
2201                Err(_) => CmdOut::err("usage: break del <iteration>"),
2202            },
2203            [n] => match n.parse::<i32>() {
2204                Ok(n) => {
2205                    if !self.breaks.contains(&n) {
2206                        self.breaks.push(n);
2207                    }
2208                    CmdOut::ok(vec![format!("breakpoint at iteration {n}")])
2209                }
2210                Err(_) => CmdOut::err("usage: break <iteration>"),
2211            },
2212            _ => CmdOut::err("usage: break [N | if <m><op><v> | clear | clear cond | del N]"),
2213        }
2214    }
2215
2216    /// `stop-at [name|clear]` — pause at a sub-iteration checkpoint every
2217    /// time it fires. Names: after_mu, after_search_dir, after_step
2218    /// (also iter_start / terminated). Aliases: mu, kkt/search_dir, step.
2219    fn cmd_stop_at(&mut self, rest: &[&str]) -> CmdOut {
2220        let canon = |s: &str| -> Option<&'static str> {
2221            match s {
2222                "mu" | "after_mu" => Some("after_mu"),
2223                "kkt" | "search_dir" | "after_search_dir" => Some("after_search_dir"),
2224                "step" | "after_step" => Some("after_step"),
2225                "rejected" | "ls_rejected" | "step_rejected" => Some("step_rejected"),
2226                "resto" | "restoration" | "pre_restoration_entry" => Some("pre_restoration_entry"),
2227                "resto_exit" | "post_restoration_exit" => Some("post_restoration_exit"),
2228                "iter" | "iter_start" => Some("iter_start"),
2229                "terminated" => Some("terminated"),
2230                _ => None,
2231            }
2232        };
2233        match rest {
2234            [] => {
2235                let mut v: Vec<&str> = self.stop_at.iter().copied().collect();
2236                v.sort_unstable();
2237                CmdOut::ok(vec![format!(
2238                    "stop-at: {v:?}  (available: {CHECKPOINTS:?})"
2239                )])
2240                .with_data(serde_json::json!({"stop_at": v, "available": CHECKPOINTS}))
2241            }
2242            ["clear"] => {
2243                self.stop_at.clear();
2244                CmdOut::ok(vec!["cleared stop-at checkpoints".into()])
2245            }
2246            [name] => match canon(name) {
2247                Some(c) => {
2248                    self.stop_at.insert(c);
2249                    CmdOut::ok(vec![format!("will stop at checkpoint `{c}`")])
2250                        .with_data(serde_json::json!({"stop_at_added": c}))
2251                }
2252                None => CmdOut::err(format!(
2253                    "unknown checkpoint `{name}` (one of {CHECKPOINTS:?})"
2254                )),
2255            },
2256            _ => CmdOut::err("usage: stop-at [<checkpoint> | clear]"),
2257        }
2258    }
2259
2260    fn cmd_set(&mut self, rest: &[&str], ctx: &mut dyn DebugState) -> CmdOut {
2261        match rest {
2262            ["mu", v] => match v.parse::<f64>() {
2263                Ok(mu) => match ctx.set_mu(mu) {
2264                    Ok(()) => CmdOut::ok(vec![format!("mu := {mu:.6e}")]),
2265                    Err(e) => CmdOut::err(e),
2266                },
2267                Err(_) => CmdOut::err("usage: set mu <value>"),
2268            },
2269            ["opt", name, value] => match as_nlp_mut(ctx) {
2270                Some(c) => self.cmd_set_opt(name, value, c),
2271                None => nlp_only("set opt"),
2272            },
2273            [target, value] => self.cmd_set_block(target, value, ctx),
2274            _ => CmdOut::err(
2275                "usage: set mu <v> | set <blk>[<i>] <v> | set <blk> <v0,v1,..> | set opt <name> <v>",
2276            ),
2277        }
2278    }
2279
2280    /// `set x[2] 1.5` (component) or `set x 1,2,3` (whole block).
2281    fn cmd_set_block(&mut self, target: &str, value: &str, ctx: &mut dyn DebugState) -> CmdOut {
2282        // Component form: name[idx]
2283        if let Some(open) = target.find('[') {
2284            if !target.ends_with(']') {
2285                return CmdOut::err("malformed component target (expected name[idx])");
2286            }
2287            let name = &target[..open];
2288            let idx_str = &target[open + 1..target.len() - 1];
2289            let Ok(idx) = idx_str.parse::<usize>() else {
2290                return CmdOut::err(format!("bad index `{idx_str}`"));
2291            };
2292            let Ok(val) = value.parse::<f64>() else {
2293                return CmdOut::err(format!("bad value `{value}`"));
2294            };
2295            return match ctx.set_component(name, idx, val) {
2296                Ok(()) => CmdOut::ok(vec![format!("{name}[{idx}] := {val:.6e}")]),
2297                Err(e) => CmdOut::err(e),
2298            };
2299        }
2300        // Whole-block form: comma-separated values.
2301        let parsed: Result<Vec<f64>, _> =
2302            value.split(',').map(|s| s.trim().parse::<f64>()).collect();
2303        match parsed {
2304            Ok(vals) => match ctx.set_block(target, &vals) {
2305                Ok(()) => CmdOut::ok(vec![format!("{target} := {} value(s)", vals.len())]),
2306                Err(e) => CmdOut::err(e),
2307            },
2308            Err(_) => CmdOut::err("could not parse comma-separated values"),
2309        }
2310    }
2311
2312    fn cmd_set_opt(&mut self, name: &str, value: &str, ctx: &mut DebugCtx) -> CmdOut {
2313        let Some(reg) = self.reg.as_ref() else {
2314            return CmdOut::err("no options registry available");
2315        };
2316        let Some(opt) = reg.get_option(name) else {
2317            return CmdOut::err(format!("unknown option `{name}` (try `opt {name}`)"));
2318        };
2319        // Validate against the registered type/bounds.
2320        let valid = match opt.option_type {
2321            OptionType::OT_Number => value
2322                .parse::<f64>()
2323                .map(|v| opt.is_valid_number(v))
2324                .unwrap_or(false),
2325            OptionType::OT_Integer => value
2326                .parse::<i32>()
2327                .map(|v| opt.is_valid_integer(v))
2328                .unwrap_or(false),
2329            OptionType::OT_String => opt.is_valid_string(value),
2330            OptionType::OT_Unknown => true,
2331        };
2332        if !valid {
2333            return CmdOut::err(format!("`{value}` is not a valid value for `{name}`"));
2334        }
2335        // Record it on the staged list either way, so `get opt` reflects
2336        // it and a later `resolve` re-applies it from scratch.
2337        self.staged.retain(|(k, _)| k != name);
2338        self.staged.push((name.to_string(), value.to_string()));
2339        // Convergence tolerances are re-read by the conv-check policy each
2340        // iteration, so we can hot-swap them in place: hand the value to
2341        // the live `DebugCtx`, which the main loop drains after this hook
2342        // returns. The next `step` honors it — no `resolve` required.
2343        if is_live_tolerance(name) {
2344            if let Ok(v) = value.parse::<f64>() {
2345                ctx.set_live_tolerance(name, v);
2346                return CmdOut::ok(vec![format!(
2347                    "{name} = {value}  (applied live — the next `step` uses it)"
2348                )])
2349                .with_data(serde_json::json!({
2350                    "option": name, "value": value, "live": true
2351                }));
2352            }
2353        }
2354        CmdOut::ok(vec![format!(
2355            "staged {name} = {value}  (validated; takes effect on `resolve` — built strategies don't re-read mid-solve)"
2356        )])
2357        .with_data(serde_json::json!({"option": name, "value": value, "staged": true}))
2358    }
2359
2360    /// `get opt <name>` (or the shorthand `get <name>`) — show the value
2361    /// an option would take on the next solve: the value you staged this
2362    /// session with `set opt`, if any, else the registered default. The
2363    /// debugger holds the staged overrides and the option registry, not
2364    /// the running solver's live `OptionsList`, so this is the *configured*
2365    /// value, not a mid-solve internal.
2366    fn cmd_get(&self, rest: &[&str]) -> CmdOut {
2367        // Accept both `get opt <name>` and the shorthand `get <name>`.
2368        let name = match rest {
2369            ["opt", n] => *n,
2370            [n] => *n,
2371            _ => return CmdOut::err("usage: get opt <name>"),
2372        };
2373        let Some(reg) = self.reg.as_ref() else {
2374            return CmdOut::err("no options registry available");
2375        };
2376        let Some(o) = reg.get_option(name) else {
2377            return CmdOut::err(format!("unknown option `{name}` (try `opt {name}`)"));
2378        };
2379        let def = default_str(&o.default);
2380        let staged = self
2381            .staged
2382            .iter()
2383            .find(|(k, _)| k == name)
2384            .map(|(_, v)| v.clone());
2385        let (value, source) = match &staged {
2386            Some(v) => (v.clone(), "staged"),
2387            None => (def.clone(), "default"),
2388        };
2389        CmdOut::ok(vec![format!("{name} = {value}  ({source}; default={def})")]).with_data(
2390            serde_json::json!({
2391                "option": name, "value": value, "source": source,
2392                "default": def, "staged": staged,
2393            }),
2394        )
2395    }
2396
2397    fn cmd_opt(&self, rest: &[&str]) -> CmdOut {
2398        let Some(reg) = self.reg.as_ref() else {
2399            return CmdOut::err("no options registry available");
2400        };
2401        let filter = rest.first().copied().unwrap_or("");
2402        let mut lines = Vec::new();
2403        let mut data = Vec::new();
2404        for o in reg.registered_options_in_order() {
2405            if !filter.is_empty()
2406                && !o.name.contains(filter)
2407                && !o
2408                    .category
2409                    .to_ascii_lowercase()
2410                    .contains(&filter.to_ascii_lowercase())
2411            {
2412                continue;
2413            }
2414            let ty = type_str(o.option_type);
2415            let def = default_str(&o.default);
2416            lines.push(format!(
2417                "  {:<28} {:<7} default={:<12} {}",
2418                o.name, ty, def, o.short_description
2419            ));
2420            data.push(serde_json::json!({
2421                "name": o.name,
2422                "type": ty,
2423                "default": def,
2424                "category": o.category,
2425                "short": o.short_description,
2426                "valid": o.valid_strings.iter().map(|e| e.value.clone()).collect::<Vec<_>>(),
2427            }));
2428        }
2429        if lines.is_empty() {
2430            return CmdOut::ok(vec![format!("no options match `{filter}`")]);
2431        }
2432        // For a single exact match, also show the long description.
2433        if data.len() == 1 {
2434            if let Some(o) = reg.get_option(filter) {
2435                if !o.long_description.is_empty() {
2436                    lines.push(String::new());
2437                    lines.push(o.long_description.clone());
2438                }
2439            }
2440        }
2441        CmdOut::ok(lines).with_data(serde_json::json!({"options": data}))
2442    }
2443
2444    /// `complete <line…>` — context-sensitive completion candidates for
2445    /// the last token, using the same engine as TTY Tab. The preceding
2446    /// tokens form the context (so `complete set opt mu` completes option
2447    /// names, `complete set opt mu_strategy a` completes valid values).
2448    fn cmd_complete(&self, rest: &[&str]) -> CmdOut {
2449        let (before, word) = match rest.split_last() {
2450            Some((w, pre)) => (pre.join(" "), *w),
2451            None => (String::new(), ""),
2452        };
2453        let mut cands = completion_candidates(self.reg.as_deref(), &before, word);
2454        cands.sort();
2455        cands.dedup();
2456        CmdOut::ok(vec![cands.join(" ")]).with_data(serde_json::json!({"candidates": cands}))
2457    }
2458
2459    /// `save [path]` — dump the full current iterate (all blocks +
2460    /// search-direction blocks) and residual scalars to a JSON file for
2461    /// external analysis. Defaults to a temp path keyed by iteration.
2462    fn cmd_save(&self, rest: &[&str], ctx: &dyn DebugState) -> CmdOut {
2463        let iter = ctx.iter();
2464        let path = rest
2465            .first()
2466            .map(PathBuf::from)
2467            .unwrap_or_else(|| std::env::temp_dir().join(format!("pounce-dbg-iter{iter}.json")));
2468        let collect = |delta: bool| -> serde_json::Map<String, serde_json::Value> {
2469            let mut m = serde_json::Map::new();
2470            for b in block_names(ctx) {
2471                let v = if delta {
2472                    ctx.delta_block(b)
2473                } else {
2474                    ctx.block(b)
2475                };
2476                if let Some(v) = v {
2477                    if !v.is_empty() {
2478                        let key = if delta {
2479                            format!("d{b}")
2480                        } else {
2481                            b.to_string()
2482                        };
2483                        m.insert(key, serde_json::json!(v));
2484                    }
2485                }
2486            }
2487            m
2488        };
2489        let payload = serde_json::json!({
2490            "iter": iter,
2491            "mu": ctx.mu(),
2492            "objective": ctx.objective(),
2493            "inf_pr": ctx.inf_pr(),
2494            "inf_du": ctx.inf_du(),
2495            "nlp_error": ctx.nlp_error(),
2496            "iterate": collect(false),
2497            "delta": collect(true),
2498        });
2499        match std::fs::write(&path, format!("{payload}\n")) {
2500            Ok(()) => {
2501                let p = path.to_string_lossy().to_string();
2502                CmdOut::ok(vec![format!("saved iterate to {p}")])
2503                    .with_data(serde_json::json!({"path": p}))
2504            }
2505            Err(e) => CmdOut::err(format!("save failed: {e}")),
2506        }
2507    }
2508
2509    /// `load <file> [block]` — the inverse of `save`. Read a block (by
2510    /// default `x`) into the live iterate from either a `save` artifact
2511    /// (JSON: top-level or under `iterate`, every block found is loaded) or
2512    /// a plain numeric file (comma/whitespace/newline-separated values →
2513    /// the named block, default `x`). The point that a many-variable start
2514    /// is awkward to type by hand — generate it once, `load` it here.
2515    fn cmd_load(&mut self, rest: &[&str], ctx: &mut DebugCtx) -> CmdOut {
2516        let Some(&path) = rest.first() else {
2517            return CmdOut::err("usage: load <file> [block]   (inverse of `save`)");
2518        };
2519        let content = match std::fs::read_to_string(path) {
2520            Ok(c) => c,
2521            Err(e) => return CmdOut::err(format!("cannot read `{path}`: {e}")),
2522        };
2523        // JSON path: a `save` artifact (blocks at top level or under
2524        // `iterate`). Load every block present; report dims and any
2525        // dimension mismatches per block.
2526        if let Ok(v) = serde_json::from_str::<serde_json::Value>(content.trim()) {
2527            let obj = v
2528                .get("iterate")
2529                .and_then(|o| o.as_object())
2530                .or_else(|| v.as_object());
2531            if let Some(obj) = obj {
2532                let mut loaded: Vec<(String, usize)> = Vec::new();
2533                let mut errs: Vec<String> = Vec::new();
2534                for &b in BLOCK_NAMES.iter() {
2535                    let Some(arr) = obj.get(b).and_then(|a| a.as_array()) else {
2536                        continue;
2537                    };
2538                    let vals: Option<Vec<f64>> = arr.iter().map(|x| x.as_f64()).collect();
2539                    let Some(vals) = vals else {
2540                        errs.push(format!("{b}: non-numeric entries"));
2541                        continue;
2542                    };
2543                    match ctx.set_block(b, &vals) {
2544                        Ok(()) => loaded.push((b.to_string(), vals.len())),
2545                        Err(e) => errs.push(format!("{b}: {e}")),
2546                    }
2547                }
2548                if loaded.is_empty() && errs.is_empty() {
2549                    return CmdOut::err(
2550                        "no recognizable blocks in JSON (expected `x`, `s`, … at top level or under `iterate`)",
2551                    );
2552                }
2553                let mut lines: Vec<String> = loaded
2554                    .iter()
2555                    .map(|(b, n)| format!("loaded {b} ({n} values)"))
2556                    .collect();
2557                lines.extend(errs.iter().map(|e| format!("skipped {e}")));
2558                return CmdOut::ok(lines).with_data(serde_json::json!({
2559                    "loaded": loaded.iter().map(|(b, n)| serde_json::json!({"block": b, "n": n})).collect::<Vec<_>>(),
2560                    "skipped": errs,
2561                }));
2562            }
2563        }
2564        // Raw numeric path: parse floats and set the named block (default x).
2565        let block = rest.get(1).copied().unwrap_or("x");
2566        let vals = match parse_floats(&content) {
2567            Ok(v) if !v.is_empty() => v,
2568            Ok(_) => return CmdOut::err("file held no numbers"),
2569            Err(e) => return CmdOut::err(e),
2570        };
2571        match ctx.set_block(block, &vals) {
2572            Ok(()) => CmdOut::ok(vec![format!("loaded {block} ({} values)", vals.len())])
2573                .with_data(serde_json::json!({"block": block, "n": vals.len()})),
2574            Err(e) => CmdOut::err(e),
2575        }
2576    }
2577
2578    /// `sweep <file>` — run one full solve per start point in `file` (one
2579    /// start per line, comma/whitespace-separated; `#` comments skipped),
2580    /// then tabulate the terminal status / objective of each. An
2581    /// initialization-sensitivity probe: which starts converge, and to
2582    /// which minima. Needs the re-solve machinery (a restart cell).
2583    fn cmd_sweep(&mut self, rest: &[&str], ctx: &mut DebugCtx) -> CmdOut {
2584        if self.restart.is_none() {
2585            return CmdOut::err("sweep needs re-solve, which is not available in this context");
2586        }
2587        let Some(&path) = rest.first() else {
2588            return CmdOut::err("usage: sweep <file>   (one start per line, comma-separated)");
2589        };
2590        let content = match std::fs::read_to_string(path) {
2591            Ok(c) => c,
2592            Err(e) => return CmdOut::err(format!("cannot read `{path}`: {e}")),
2593        };
2594        let dim = ctx.block("x").map(|x| x.len()).unwrap_or(0);
2595        let mut seeds: Vec<Vec<f64>> = Vec::new();
2596        for (lineno, raw) in content.lines().enumerate() {
2597            let line = raw.trim();
2598            if line.is_empty() || line.starts_with('#') || line.starts_with("//") {
2599                continue;
2600            }
2601            match parse_floats(line) {
2602                Ok(v) if v.len() == dim => seeds.push(v),
2603                Ok(v) => {
2604                    return CmdOut::err(format!(
2605                        "line {}: got {} values, expected {dim} (= dim x)",
2606                        lineno + 1,
2607                        v.len()
2608                    ));
2609                }
2610                Err(e) => return CmdOut::err(format!("line {}: {e}", lineno + 1)),
2611            }
2612        }
2613        self.start_sweep(seeds, &format!("sweep `{path}`"))
2614    }
2615
2616    /// `multistart <N> [rel]` — run `N` full solves from sampled starts,
2617    /// then tabulate the outcomes. Each variable with a finite box
2618    /// `[x_Lᵢ, x_Uᵢ]` is sampled **uniformly in that box**; variables that
2619    /// are unbounded on either side fall back to a relative jitter
2620    /// `±rel·(|xᵢ|+1)` around the current point (`rel` default 0.1). Start 0
2621    /// is always the current `x`. Deterministic (a fixed-seed PRNG), so runs
2622    /// reproduce.
2623    fn cmd_multistart(&mut self, rest: &[&str], ctx: &mut DebugCtx) -> CmdOut {
2624        if self.restart.is_none() {
2625            return CmdOut::err(
2626                "multistart needs re-solve, which is not available in this context",
2627            );
2628        }
2629        let Some(n) = rest.first().and_then(|s| s.parse::<usize>().ok()) else {
2630            return CmdOut::err("usage: multistart <N> [rel]   (N sampled restarts)");
2631        };
2632        if n == 0 {
2633            return CmdOut::err("N must be ≥ 1");
2634        }
2635        let rel = rest
2636            .get(1)
2637            .and_then(|s| s.parse::<f64>().ok())
2638            .unwrap_or(0.1);
2639        let Some(base) = ctx.block("x") else {
2640            return CmdOut::err("no current iterate to sample from");
2641        };
2642        // Full-length algorithm-space bounds, if available and aligned.
2643        let bounds = ctx
2644            .var_bounds()
2645            .filter(|(lo, hi)| lo.len() == base.len() && hi.len() == base.len());
2646        let n_box = bounds
2647            .as_ref()
2648            .map(|(lo, hi)| {
2649                lo.iter()
2650                    .zip(hi)
2651                    .filter(|(l, u)| l.is_finite() && u.is_finite() && u > l)
2652                    .count()
2653            })
2654            .unwrap_or(0);
2655        let seeds: Vec<Vec<f64>> = (0..n)
2656            .map(|k| {
2657                let b = bounds
2658                    .as_ref()
2659                    .map(|(lo, hi)| (lo.as_slice(), hi.as_slice()));
2660                sample_start(&base, b, rel, k)
2661            })
2662            .collect();
2663        let n_var = base.len();
2664        let label = if n_box == n_var {
2665            format!("multistart {n} (box-sampled, {n_box}/{n_var} vars bounded)")
2666        } else if n_box > 0 {
2667            format!(
2668                "multistart {n} (box {n_box}/{n_var} vars; {} unbounded → jitter rel={rel})",
2669                n_var - n_box
2670            )
2671        } else {
2672            format!("multistart {n} (no finite boxes → jitter rel={rel})")
2673        };
2674        self.start_sweep(seeds, &label)
2675    }
2676
2677    /// Launch a sweep: stop the current solve and re-solve from the first
2678    /// seed; the rest are driven from the terminal checkpoint
2679    /// ([`Self::drive_sweep`]). Each solve runs free (`pause_iters` off,
2680    /// restored when the sweep ends).
2681    fn start_sweep(&mut self, seeds: Vec<Vec<f64>>, label: &str) -> CmdOut {
2682        if seeds.is_empty() {
2683            return CmdOut::err("no start points");
2684        }
2685        let Some(cell) = self.restart.as_ref() else {
2686            return CmdOut::err("sweep needs re-solve, which is not available in this context");
2687        };
2688        let total = seeds.len();
2689        let mut queue: VecDeque<Vec<f64>> = seeds.into();
2690        let first = queue.pop_front().expect("non-empty");
2691        *cell.borrow_mut() = Some(RestartRequest {
2692            seed_x: first.clone(),
2693            options: self.staged.clone(),
2694            warm: None,
2695        });
2696        // Run each sweep solve free; we intercept only at the terminal
2697        // checkpoint. Clear any one-shot arming so the re-solve doesn't pause.
2698        let saved_pause_iters = self.pause_iters;
2699        self.pause_iters = false;
2700        self.step = false;
2701        self.sub_step = false;
2702        self.run_to = None;
2703        self.sweep = Some(SweepState {
2704            queue,
2705            current: Some(first),
2706            records: Vec::new(),
2707            total,
2708            saved_pause_iters,
2709        });
2710        CmdOut::ok(vec![format!("{label}: running {total} start(s)…")])
2711            .with_data(serde_json::json!({"sweep": label, "starts": total}))
2712            .flow(Flow::Stop)
2713    }
2714
2715    /// Drive an in-flight sweep at the terminal checkpoint: record the
2716    /// solve that just finished, then either launch the next seed (returns
2717    /// `Some(Resume)` — the CLI re-solve loop picks up the queued
2718    /// [`RestartRequest`]) or, when the queue drains, print the summary,
2719    /// restore state, and return `None` so the caller falls through to the
2720    /// normal terminal handling.
2721    fn drive_sweep(&mut self, ctx: &DebugCtx) -> Option<DebugAction> {
2722        let mut sweep = self.sweep.take()?;
2723        let rec = SweepRecord {
2724            idx: sweep.records.len(),
2725            seed: sweep.current.clone().unwrap_or_default(),
2726            status: ctx.status().unwrap_or("?").to_string(),
2727            objective: ctx.objective(),
2728            inf_pr: ctx.inf_pr(),
2729            iters: ctx.iter(),
2730        };
2731        self.emit_sweep_progress(&rec, sweep.total);
2732        sweep.records.push(rec);
2733        if let Some(next) = sweep.queue.pop_front() {
2734            sweep.current = Some(next.clone());
2735            if let Some(cell) = self.restart.as_ref() {
2736                *cell.borrow_mut() = Some(RestartRequest {
2737                    seed_x: next,
2738                    options: self.staged.clone(),
2739                    warm: None,
2740                });
2741            }
2742            self.sweep = Some(sweep);
2743            return Some(DebugAction::Resume);
2744        }
2745        // Sweep complete: restore per-iteration pausing and report.
2746        self.pause_iters = sweep.saved_pause_iters;
2747        self.emit_sweep_summary(&sweep);
2748        None
2749    }
2750
2751    /// One-line-per-solve progress as a sweep runs (REPL → stderr; JSON →
2752    /// a `sweep_result` event).
2753    fn emit_sweep_progress(&self, rec: &SweepRecord, total: usize) {
2754        match self.mode {
2755            DebugMode::Repl => eprintln!(
2756                "   sweep {}/{}: {:<22} iters={:<4} obj={:.6e} inf_pr={:.2e}",
2757                rec.idx + 1,
2758                total,
2759                rec.status,
2760                rec.iters,
2761                rec.objective,
2762                rec.inf_pr,
2763            ),
2764            DebugMode::Json => emit_json(&serde_json::json!({
2765                "event": "sweep_result",
2766                "index": rec.idx,
2767                "total": total,
2768                "status": rec.status,
2769                "iters": rec.iters,
2770                "objective": rec.objective,
2771                "inf_pr": rec.inf_pr,
2772                "seed": rec.seed,
2773            })),
2774        }
2775    }
2776
2777    /// Final sweep summary: a table of every solve plus a distinct-minima
2778    /// count and the best (lowest-objective) successful solve.
2779    fn emit_sweep_summary(&self, sweep: &SweepState) {
2780        let succeeded: Vec<&SweepRecord> = sweep
2781            .records
2782            .iter()
2783            .filter(|r| is_success_status(&r.status))
2784            .collect();
2785        // Distinct minima: successful objectives clustered to a relative 1e-6.
2786        let mut distinct: Vec<f64> = Vec::new();
2787        for r in &succeeded {
2788            if !distinct
2789                .iter()
2790                .any(|&o| (o - r.objective).abs() <= 1e-6 * o.abs().max(1.0))
2791            {
2792                distinct.push(r.objective);
2793            }
2794        }
2795        let best = succeeded.iter().min_by(|a, b| {
2796            a.objective
2797                .partial_cmp(&b.objective)
2798                .unwrap_or(std::cmp::Ordering::Equal)
2799        });
2800        match self.mode {
2801            DebugMode::Repl => {
2802                eprintln!(
2803                    "\n── sweep complete ── {} solves, {} succeeded, {} distinct minima",
2804                    sweep.records.len(),
2805                    succeeded.len(),
2806                    distinct.len()
2807                );
2808                eprintln!(
2809                    "   {:>3}  {:<22} {:>5}  {:>14}  {:>9}",
2810                    "#", "status", "iters", "objective", "inf_pr"
2811                );
2812                for r in &sweep.records {
2813                    eprintln!(
2814                        "   {:>3}  {:<22} {:>5}  {:>14.6e}  {:>9.2e}",
2815                        r.idx, r.status, r.iters, r.objective, r.inf_pr
2816                    );
2817                }
2818                if let Some(b) = best {
2819                    eprintln!("   best: solve #{}  obj={:.8e}", b.idx, b.objective);
2820                }
2821            }
2822            DebugMode::Json => emit_json(&serde_json::json!({
2823                "event": "sweep_summary",
2824                "solves": sweep.records.len(),
2825                "succeeded": succeeded.len(),
2826                "distinct_minima": distinct.len(),
2827                "best_index": best.map(|b| b.idx),
2828                "best_objective": best.map(|b| b.objective),
2829                "records": sweep.records.iter().map(|r| serde_json::json!({
2830                    "index": r.idx, "status": r.status, "iters": r.iters,
2831                    "objective": r.objective, "inf_pr": r.inf_pr,
2832                })).collect::<Vec<_>>(),
2833            })),
2834        }
2835    }
2836
2837    /// `goto <k>` — rewind to a captured iteration.
2838    fn cmd_goto(&mut self, rest: &[&str], ctx: &mut dyn DebugState) -> CmdOut {
2839        match rest.first().and_then(|s| s.parse::<i32>().ok()) {
2840            Some(k) => self.restore_to(k, ctx),
2841            None => CmdOut::err("usage: goto <iteration>"),
2842        }
2843    }
2844
2845    /// Restore the snapshot for iteration `k` (primal-dual state only;
2846    /// strategy history is not rewound). Stays paused so the user can
2847    /// inspect / re-tune before `continue`/`step`.
2848    fn restore_to(&mut self, k: i32, ctx: &mut dyn DebugState) -> CmdOut {
2849        match self.snapshots.get(&k) {
2850            Some(snap) => {
2851                if !ctx.restore(snap.as_ref()) {
2852                    return CmdOut::err(format!(
2853                        "this solver does not support rewinding to iter {k}"
2854                    ));
2855                }
2856                CmdOut::ok(vec![format!(
2857                    "rewound to iter {k} (primal-dual only; strategy history not restored). \
2858                     `continue`/`step` to resume."
2859                )])
2860                .with_data(serde_json::json!({"restored_iter": k}))
2861            }
2862            None => {
2863                let have: Vec<i32> = self.snapshots.keys().copied().collect();
2864                CmdOut::err(format!("no snapshot for iter {k} (captured: {have:?})"))
2865            }
2866        }
2867    }
2868
2869    /// `resolve` — capture the full primal-dual iterate (all 8 blocks +
2870    /// μ) and the staged option edits, then stop this solve so the CLI
2871    /// re-runs continuing from that interior point with the new options
2872    /// applied (a true warm start: duals carry over, the barrier resumes
2873    /// at the current μ rather than restarting at `mu_init`). Falls back
2874    /// to a primal-only seed if the iterate can't be snapshotted. Needs a
2875    /// restart cell (wired by the CLI); a no-op error otherwise.
2876    fn cmd_resolve(&mut self, ctx: &DebugCtx) -> CmdOut {
2877        let Some(cell) = self.restart.as_ref() else {
2878            return CmdOut::err("re-solve is not available in this context");
2879        };
2880        let Some(seed_x) = ctx.block("x") else {
2881            return CmdOut::err("no current iterate to seed from");
2882        };
2883        let warm = ctx.snapshot();
2884        let mu = warm.as_ref().map(|s| s.mu());
2885        let options = self.staged.clone();
2886        let n_opt = options.len();
2887        let warm_msg = match mu {
2888            Some(mu) => format!(
2889                "re-solving warm from the current primal-dual iterate (μ={mu:.3e}) \
2890                 with {n_opt} staged option override(s)…"
2891            ),
2892            None => format!(
2893                "re-solving from current x (primal-only) with {n_opt} staged option override(s)…"
2894            ),
2895        };
2896        *cell.borrow_mut() = Some(RestartRequest {
2897            seed_x,
2898            options,
2899            warm,
2900        });
2901        CmdOut::ok(vec![warm_msg])
2902            .with_data(serde_json::json!({
2903                "resolve": true,
2904                "options": n_opt,
2905                "warm": mu.is_some(),
2906                "mu": mu,
2907            }))
2908            .flow(Flow::Stop)
2909    }
2910
2911    /// `ask [question]` — hand the current solver state to an LLM CLI and
2912    /// print its reply. Defaults to headless Claude Code; `$POUNCE_DBG_LLM`
2913    /// selects another provider (`codex`, `gemini`, `llm`) or a full command
2914    /// template. Degrades gracefully when the CLI isn't installed.
2915    /// "Ask why this step looks wrong without leaving the debugger."
2916    fn cmd_ask(&self, rest: &[&str], ctx: &dyn DebugState) -> CmdOut {
2917        let question = if rest.is_empty() {
2918            "Explain the current state of this interior-point solve and suggest what to try next."
2919                .to_string()
2920        } else {
2921            rest.join(" ")
2922        };
2923        let prompt = build_ask_prompt(ctx, &question);
2924        match run_llm(&prompt) {
2925            Ok(reply) => {
2926                let lines: Vec<String> = reply.lines().map(|l| l.to_string()).collect();
2927                CmdOut::ok(lines).with_data(serde_json::json!({
2928                    "question": question,
2929                    "reply": reply,
2930                }))
2931            }
2932            Err(e) => CmdOut::err(e),
2933        }
2934    }
2935
2936    /// `watch [target|clear|del <target>]` — auto-print a `print` target
2937    /// (block, `dx`, scalar, `kkt`) at every pause.
2938    fn cmd_watch(&mut self, rest: &[&str]) -> CmdOut {
2939        match rest {
2940            [] => CmdOut::ok(vec![format!("watches: {:?}", self.watches)])
2941                .with_data(serde_json::json!({"watches": self.watches})),
2942            ["clear"] => {
2943                self.watches.clear();
2944                CmdOut::ok(vec!["cleared watches".into()])
2945            }
2946            ["del", w] | ["delete", w] => {
2947                self.watches.retain(|x| x != w);
2948                CmdOut::ok(vec![format!("unwatched {w}")])
2949            }
2950            [w] => {
2951                let w = w.to_string();
2952                if !self.watches.contains(&w) {
2953                    self.watches.push(w.clone());
2954                }
2955                CmdOut::ok(vec![format!("watching {w}")])
2956            }
2957            _ => CmdOut::err("usage: watch [<target> | clear | del <target>]"),
2958        }
2959    }
2960
2961    /// `watchpoint <blk>[<i>] [threshold] | clear | del <spec>` — pause
2962    /// when a watched value changes by more than `threshold` (default 0,
2963    /// any change) between iterations.
2964    fn cmd_watchpoint(&mut self, rest: &[&str], ctx: &dyn DebugState) -> CmdOut {
2965        match rest {
2966            [] => {
2967                let v: Vec<&str> = self.watchpoints.iter().map(|w| w.raw.as_str()).collect();
2968                CmdOut::ok(vec![format!("watchpoints: {v:?}")])
2969                    .with_data(serde_json::json!({"watchpoints": v}))
2970            }
2971            ["clear"] => {
2972                self.watchpoints.clear();
2973                CmdOut::ok(vec!["cleared watchpoints".into()])
2974            }
2975            ["del", spec] | ["delete", spec] => {
2976                self.watchpoints.retain(|w| w.raw != *spec);
2977                CmdOut::ok(vec![format!("removed watchpoint {spec}")])
2978            }
2979            [spec, rest @ ..] => {
2980                let threshold = rest
2981                    .first()
2982                    .and_then(|s| s.parse::<f64>().ok())
2983                    .unwrap_or(0.0);
2984                // Parse `block` or `block[idx]`.
2985                let (block, idx) = match spec.find('[') {
2986                    Some(open) if spec.ends_with(']') => {
2987                        let b = &spec[..open];
2988                        match spec[open + 1..spec.len() - 1].parse::<usize>() {
2989                            Ok(i) => (b.to_string(), Some(i)),
2990                            Err(_) => return CmdOut::err(format!("bad index in `{spec}`")),
2991                        }
2992                    }
2993                    _ => (spec.to_string(), None),
2994                };
2995                if !is_block(ctx, block.as_str()) {
2996                    return CmdOut::err(format!("unknown block `{block}`"));
2997                }
2998                let raw = spec.to_string();
2999                if !self.watchpoints.iter().any(|w| w.raw == raw) {
3000                    self.watchpoints.push(WatchPoint {
3001                        raw: raw.clone(),
3002                        block,
3003                        idx,
3004                        threshold,
3005                        last: None,
3006                    });
3007                }
3008                CmdOut::ok(vec![format!("watchpoint on {raw} (Δ>{threshold:.3e})")])
3009            }
3010        }
3011    }
3012
3013    /// `commands <iter> <cmd> ; <cmd> …` — attach an auto-run command
3014    /// list to the breakpoint at iteration `iter` (e.g.
3015    /// `commands 5 set mu 0.1 ; continue`). `commands <iter> clear`
3016    /// removes it; `commands` lists all.
3017    fn cmd_commands(&mut self, rest: &[&str]) -> CmdOut {
3018        let Some(iter) = rest.first().and_then(|s| s.parse::<i32>().ok()) else {
3019            if rest.is_empty() {
3020                let mut items: Vec<(i32, Vec<String>)> = self
3021                    .bp_commands
3022                    .iter()
3023                    .map(|(k, v)| (*k, v.clone()))
3024                    .collect();
3025                items.sort_by_key(|(k, _)| *k);
3026                let lines = if items.is_empty() {
3027                    vec!["no breakpoint command lists".into()]
3028                } else {
3029                    items
3030                        .iter()
3031                        .map(|(k, v)| format!("iter {k}: {}", v.join(" ; ")))
3032                        .collect()
3033                };
3034                return CmdOut::ok(lines);
3035            }
3036            return CmdOut::err(
3037                "usage: commands <iter> <cmd> ; <cmd> …  (or: commands <iter> clear)",
3038            );
3039        };
3040        let tail = rest[1..].join(" ");
3041        let tail = tail.trim();
3042        if tail.is_empty() || tail == "clear" {
3043            self.bp_commands.remove(&iter);
3044            return CmdOut::ok(vec![format!("cleared commands for iteration {iter}")]);
3045        }
3046        let cmds: Vec<String> = tail
3047            .split(';')
3048            .map(|s| s.trim().to_string())
3049            .filter(|s| !s.is_empty())
3050            .collect();
3051        self.bp_commands.insert(iter, cmds.clone());
3052        CmdOut::ok(vec![format!(
3053            "commands for iter {iter}: {}",
3054            cmds.join(" ; ")
3055        )])
3056        .with_data(serde_json::json!({"iter": iter, "commands": cmds}))
3057    }
3058
3059    /// `diff` — what changed in the iterate since the previous captured
3060    /// iteration: per-block max |Δ| (and where), plus Δμ.
3061    fn cmd_diff(&self, ctx: &dyn DebugState) -> CmdOut {
3062        let iter = ctx.iter();
3063        let Some((&piter, prev)) = self.snapshots.range(..iter).next_back() else {
3064            return CmdOut::err("no previous iterate to diff against");
3065        };
3066        let mut lines = vec![format!("Δ since iter {piter}:")];
3067        let dmu = ctx.mu() - prev.mu();
3068        lines.push(format!("  mu  = {:.6e}  (Δ {:+.3e})", ctx.mu(), dmu));
3069        let mut blocks = serde_json::Map::new();
3070        for b in block_names(ctx) {
3071            let (Some(cur), Some(old)) = (ctx.block(b), prev.block(b)) else {
3072                continue;
3073            };
3074            if cur.is_empty() || cur.len() != old.len() {
3075                continue;
3076            }
3077            let mut amax = 0.0_f64;
3078            let mut imax = 0usize;
3079            for (i, (c, o)) in cur.iter().zip(&old).enumerate() {
3080                let d = (c - o).abs();
3081                if d > amax {
3082                    amax = d;
3083                    imax = i;
3084                }
3085            }
3086            if amax > 0.0 {
3087                lines.push(format!(
3088                    "  {b}: max|Δ|={amax:.3e} at [{imax}]  ({:.4e} → {:.4e})",
3089                    old[imax], cur[imax]
3090                ));
3091                blocks.insert(
3092                    b.to_string(),
3093                    serde_json::json!({"max_abs_change": amax, "argmax": imax}),
3094                );
3095            }
3096        }
3097        if lines.len() == 2 {
3098            lines.push("  (no change)".into());
3099        }
3100        CmdOut::ok(lines).with_data(
3101            serde_json::json!({"from_iter": piter, "to_iter": iter, "dmu": dmu, "blocks": blocks}),
3102        )
3103    }
3104
3105    /// `source <file>` — run debugger commands from a file (one per line;
3106    /// `#` comments and blank lines skipped). Stops early if a command
3107    /// resumes or stops the solve, propagating that control flow.
3108    fn cmd_source(&mut self, rest: &[&str], ctx: &mut dyn DebugState) -> CmdOut {
3109        let Some(&path) = rest.first() else {
3110            return CmdOut::err("usage: source <file>");
3111        };
3112        let content = match std::fs::read_to_string(path) {
3113            Ok(c) => c,
3114            Err(e) => return CmdOut::err(format!("cannot read `{path}`: {e}")),
3115        };
3116        let mut lines = Vec::new();
3117        let mut flow = Flow::Stay;
3118        for raw in content.lines() {
3119            let cmd = raw.trim();
3120            if cmd.is_empty() || cmd.starts_with('#') || cmd.starts_with("//") {
3121                continue;
3122            }
3123            lines.push(format!("[source] {cmd}"));
3124            let out = self.dispatch(cmd, ctx);
3125            lines.extend(out.lines);
3126            if !matches!(out.flow, Flow::Stay) {
3127                flow = out.flow;
3128                break;
3129            }
3130        }
3131        CmdOut {
3132            ok: true,
3133            lines,
3134            data: None,
3135            flow,
3136        }
3137    }
3138
3139    fn cmd_viz(&self, rest: &[&str], ctx: &mut dyn DebugState) -> CmdOut {
3140        let Some(&target) = rest.first() else {
3141            return CmdOut::err("usage: viz <x|s|y_c|...|dx|kkt|L>");
3142        };
3143        // `viz kkt` writes the assembled augmented-system matrix (triplets
3144        // → heatmap) plus the inertia/regularization summary.
3145        if target == "kkt" {
3146            // Capability first, timing second (see `print kkt`, #462).
3147            if as_nlp(ctx).is_none() {
3148                return nlp_only("viz kkt");
3149            }
3150            let Some(k) = ctx.kkt() else {
3151                return CmdOut::err(
3152                    "no KKT factorization captured yet — nothing has been factored (iter 0), \
3153                     or the debugger is detached. `step` once to capture.",
3154                );
3155            };
3156            // The matrix triplets are captured into `kkt_debug` whenever the
3157            // debugger is stepping, so once anything has been factored they're
3158            // here — this is the previous iteration's system at `iter_start`,
3159            // the current one at `after_search_dir`.
3160            let Some((dim, irn, jcn, vals)) = ctx.kkt_matrix() else {
3161                return CmdOut::err(
3162                    "KKT matrix not captured here — the debugger is detached \
3163                     (running free). `step` once to capture and re-run `viz kkt`.",
3164                );
3165            };
3166            // Label with the iteration the factorization came from — at an
3167            // `iter_start` pause that's the previous iteration, not `ctx.iter()`.
3168            let kiter = k.iter;
3169            let matrix = serde_json::json!({"dim": dim, "irn": irn, "jcn": jcn, "vals": vals,
3170                                            "format": "triplet_1based_lower"});
3171            let payload = serde_json::json!({
3172                "label": "kkt", "iter": kiter,
3173                "dim": k.dim, "n_pos": k.n_pos, "n_neg": k.n_neg,
3174                "expected_neg": k.expected_neg, "inertia_correct": k.inertia_correct,
3175                "delta_w": k.delta_w, "delta_c": k.delta_c, "status": k.status,
3176                "matrix": matrix,
3177            });
3178            return match write_json_and_open("kkt", kiter, &payload) {
3179                Ok((path, viewer)) => CmdOut::ok(vec![format!(
3180                    "wrote {path} (KKT system, iter {kiter}); opened with `{viewer}`"
3181                )])
3182                .with_data(serde_json::json!({"path": path, "viewer": viewer})),
3183                Err(e) => CmdOut::err(e),
3184            };
3185        }
3186        // `viz L` writes the LDLᵀ factor triplets, read out of the factor
3187        // the solver actually computed. Captured into `kkt_debug` whenever
3188        // the debugger is stepping (same as the matrix), so it shows the
3189        // previous iteration's factorization at `iter_start`.
3190        if target == "L" {
3191            if as_nlp(ctx).is_none() {
3192                return nlp_only("viz L");
3193            }
3194            match ctx.kkt_l_factor() {
3195                Some((n, perm, l_irn, l_jcn, l_vals)) => {
3196                    // Iteration the factor came from (previous iter at `iter_start`).
3197                    let kiter = ctx.kkt_captured_iter().unwrap_or_else(|| ctx.iter());
3198                    let payload = serde_json::json!({
3199                        "label": "L", "iter": kiter, "n": n, "perm": perm,
3200                        "l_irn": l_irn, "l_jcn": l_jcn, "l_vals": l_vals,
3201                        "format": "strict_lower_1based_permuted",
3202                    });
3203                    return match write_json_and_open("L", kiter, &payload) {
3204                        Ok((path, viewer)) => CmdOut::ok(vec![format!(
3205                            "wrote {path} (L factor, iter {kiter}); opened with `{viewer}`"
3206                        )])
3207                        .with_data(serde_json::json!({"path": path, "viewer": viewer})),
3208                        Err(e) => CmdOut::err(e),
3209                    };
3210                }
3211                None => {
3212                    return CmdOut::err(
3213                        "L factor not captured here — nothing factored yet (iter 0), \
3214                         or the debugger is detached. `step` once to capture.",
3215                    );
3216                }
3217            }
3218        }
3219        // Resolve the vector to visualize.
3220        let (label, vals) = if is_block(ctx, target) {
3221            match ctx.block(target) {
3222                Some(v) => (target.to_string(), v),
3223                None => return CmdOut::err(format!("no data for block `{target}`")),
3224            }
3225        } else if let Some(blk) = target.strip_prefix("d").filter(|b| is_block(ctx, b)) {
3226            match ctx.delta_block(blk) {
3227                Some(v) => (format!("d{blk}"), v),
3228                None => return CmdOut::err(format!("no search direction for `d{blk}`")),
3229            }
3230        } else {
3231            return CmdOut::err(format!("don't know how to visualize `{target}`"));
3232        };
3233        match write_and_open(&label, ctx.iter(), &vals) {
3234            Ok((path, viewer)) => CmdOut::ok(vec![format!(
3235                "wrote {} ({} values); opened with `{}`",
3236                path,
3237                vals.len(),
3238                viewer
3239            )])
3240            .with_data(serde_json::json!({"path": path, "viewer": viewer, "n": vals.len()})),
3241            Err(e) => CmdOut::err(e),
3242        }
3243    }
3244
3245    // ---- front ends ----------------------------------------------------
3246
3247    /// Emit the pause banner / state for the current front end.
3248    fn emit_pause(&self, ctx: &dyn DebugState, reason: Option<&str>) {
3249        let terminal = matches!(ctx.checkpoint(), Checkpoint::Terminated);
3250        match self.mode {
3251            DebugMode::Repl => {
3252                if terminal {
3253                    eprintln!(
3254                        "\n── pounce-dbg ── TERMINATED ({})  iter {}  obj={:.6e}  inf_pr={:.2e}  inf_du={:.2e}",
3255                        ctx.status().unwrap_or("?"),
3256                        ctx.iter(),
3257                        ctx.objective(),
3258                        ctx.inf_pr(),
3259                        ctx.inf_du(),
3260                    );
3261                } else {
3262                    let resto = if self.in_restoration {
3263                        " [restoration]"
3264                    } else {
3265                        ""
3266                    };
3267                    eprintln!(
3268                        "\n── pounce-dbg ── iter {} @{}{}  mu={:.3e}  obj={:.6e}  inf_pr={:.2e}  inf_du={:.2e}",
3269                        ctx.iter(),
3270                        ctx.checkpoint().as_str(),
3271                        resto,
3272                        ctx.mu(),
3273                        ctx.objective(),
3274                        ctx.inf_pr(),
3275                        ctx.inf_du(),
3276                    );
3277                }
3278                if let Some(r) = reason {
3279                    eprintln!("   ↳ {r}");
3280                }
3281                for w in &self.watches {
3282                    let out = self.cmd_print(&[w.as_str()], ctx);
3283                    if out.ok {
3284                        for l in &out.lines {
3285                            eprintln!("   watch {l}");
3286                        }
3287                    } else {
3288                        // Don't spam the full error every pause for a target
3289                        // that isn't available yet (e.g. `kkt` before a
3290                        // factorization) — a compact note instead.
3291                        eprintln!("   watch {w}: (n/a)");
3292                    }
3293                }
3294            }
3295            DebugMode::Json => {
3296                let watches: Vec<serde_json::Value> = self
3297                    .watches
3298                    .iter()
3299                    .map(|w| {
3300                        let out = self.cmd_print(&[w.as_str()], ctx);
3301                        serde_json::json!({"expr": w, "ok": out.ok, "output": out.lines, "data": out.data})
3302                    })
3303                    .collect();
3304                let dims: serde_json::Map<String, serde_json::Value> = ctx
3305                    .block_dims()
3306                    .into_iter()
3307                    .map(|(n, d)| (n.to_string(), serde_json::json!(d)))
3308                    .collect();
3309                let conds: Vec<String> = self.conds.iter().map(|c| c.raw.clone()).collect();
3310                let mut ev = serde_json::json!({
3311                    "event": "pause",
3312                    "checkpoint": ctx.checkpoint().as_str(),
3313                    "status": ctx.status(),
3314                    "in_restoration": self.in_restoration,
3315                    "dims": dims,
3316                    "breakpoints": self.breaks,
3317                    "conditions": conds,
3318                    "reason": reason,
3319                    "watches": watches,
3320                });
3321                // iter / mu / objective / inf_pr / inf_du / nlp_error /
3322                // complementarity — from the single METRICS source of truth.
3323                insert_metric_fields(&mut ev, ctx);
3324                emit_json(&ev);
3325            }
3326        }
3327    }
3328
3329    /// Emit a per-iteration `progress` event (JSON mode only). Carries the
3330    /// same scalar fields, under the same names, as `pause` (minus the
3331    /// per-pause `dims` / `breakpoints` / `watches`); fired while running
3332    /// between pauses.
3333    fn emit_progress_event(&self, ctx: &dyn DebugState) {
3334        let mut ev = serde_json::json!({ "event": "progress" });
3335        // Same scalar metric block as `pause`, from the single METRICS source.
3336        insert_metric_fields(&mut ev, ctx);
3337        emit_json(&ev);
3338    }
3339
3340    /// Emit a command result for the current front end. `req_id` is the
3341    /// client's request id (JSON mode), echoed for response correlation.
3342    fn emit_result(&self, command: &str, out: &CmdOut, req_id: Option<&serde_json::Value>) {
3343        match self.mode {
3344            DebugMode::Repl => {
3345                let stderr = std::io::stderr();
3346                let mut h = stderr.lock();
3347                for l in &out.lines {
3348                    let _ = writeln!(h, "{l}");
3349                }
3350                if !out.ok {
3351                    let _ = writeln!(h, "(error)");
3352                }
3353            }
3354            DebugMode::Json => {
3355                let ev = serde_json::json!({
3356                    "event": "result",
3357                    "request_id": req_id,
3358                    "command": command,
3359                    "ok": out.ok,
3360                    "output": out.lines,
3361                    "data": out.data,
3362                });
3363                emit_json(&ev);
3364            }
3365        }
3366    }
3367
3368    /// Emit the one-time JSON handshake: protocol version, the solver
3369    /// version, advertised capabilities, and the command / metric
3370    /// vocabulary — everything a visual debugger needs to configure its
3371    /// UI before the first `pause`.
3372    ///
3373    /// The backend-conditional entries are answered for the backend that is
3374    /// actually running: a client feature-detecting off `capabilities` must
3375    /// not be told the convex/conic IPM can do `print kkt` / `diagnose`
3376    /// when the REPL rejects those with "not available for this solver"
3377    /// (#462). Likewise `blocks` names *this* solver's iterate blocks.
3378    fn emit_hello(&self, ctx: &dyn DebugState) {
3379        let nlp = as_nlp(ctx).is_some();
3380        // `viz kkt` / `viz L` need an augmented system to show.
3381        let viz: &[&str] = if nlp {
3382            &["block", "delta", "kkt", "L"]
3383        } else {
3384            &["block", "delta"]
3385        };
3386        let ev = serde_json::json!({
3387            "event": "hello",
3388            "protocol": "pounce-dbg/1",
3389            "pounce_version": env!("CARGO_PKG_VERSION"),
3390            "capabilities": {
3391                "inspect": true,
3392                "mutate_iterate": true,
3393                // The convex μ is derived from ⟨s, z⟩; `set mu` is rejected
3394                // there (edit the `s`/`z` blocks instead).
3395                "mutate_mu": nlp,
3396                "conditional_breakpoints": "compound",
3397                "request_ids": true,
3398                "viz": viz,
3399                "save": true,
3400                "load": nlp,
3401                "sweep": nlp && self.restart.is_some(),
3402                "kkt_inspect": nlp,
3403                // `print equation <name|row>` is available when a source
3404                // model (`.nl`) supplied constraint algebra to render.
3405                "equations": self.equation_book.is_some(),
3406                // Live `diagnose` — point-in-time named health findings.
3407                "diagnose": nlp,
3408                // `diagnose`'s structural rank pass (Dulmage–Mendelsohn)
3409                // names dependent equations; available with a `.nl` model.
3410                "structural_diagnose": nlp && self.structure_book.is_some(),
3411                "llm_assist": true,
3412                "rewind": "primal_dual",
3413                "resolve": nlp && self.restart.is_some(),
3414                "terminal_checkpoint": true,
3415                "interruptible": self.interruptible,
3416                // #72 §1 / §5.
3417                "progress_events": self.emit_progress,
3418                "async_pause": "checkpoint",
3419                // Both transports for async pause: SIGINT and the in-band
3420                // `{"cmd":"pause"}` (JSON mode).
3421                "pause_command": true,
3422            },
3423            "checkpoints": CHECKPOINTS,
3424            "events": EVENTS,
3425            "commands": COMMANDS,
3426            "blocks": block_names(ctx),
3427            "metrics": METRICS,
3428        });
3429        emit_json(&ev);
3430    }
3431
3432    /// Lazily build the rustyline editor for an interactive REPL on a
3433    /// TTY. No-op for JSON mode, non-terminal stdin, or if construction
3434    /// fails — those paths fall back to a plain line reader.
3435    fn ensure_editor(&mut self) {
3436        if !matches!(self.mode, DebugMode::Repl)
3437            || self.editor.is_some()
3438            || !std::io::stdin().is_terminal()
3439        {
3440            return;
3441        }
3442        let mut ed: Editor<DbgHelper, FileHistory> = match Editor::new() {
3443            Ok(e) => e,
3444            Err(_) => return,
3445        };
3446        ed.set_helper(Some(DbgHelper {
3447            reg: self.reg.clone(),
3448        }));
3449        let path = std::env::var_os("HOME")
3450            .or_else(|| std::env::var_os("USERPROFILE"))
3451            .map(|h| PathBuf::from(h).join(".pounce_dbg_history"));
3452        if let Some(p) = &path {
3453            let _ = ed.load_history(p);
3454        }
3455        self.hist_path = path;
3456        self.editor = Some(ed);
3457    }
3458
3459    /// Handle a Ctrl-C received at the prompt. Returns the command line to
3460    /// feed the loop: the first interrupt in a row cancels the line (empty
3461    /// string → reprompt) with a hint; a second quits the solve. The
3462    /// counter resets when any real line is entered (see `next_command_line`).
3463    fn on_prompt_interrupt(&mut self) -> String {
3464        self.prompt_interrupts += 1;
3465        if self.prompt_interrupts >= 2 {
3466            self.prompt_interrupts = 0;
3467            eprintln!("(quitting — Ctrl-C)");
3468            "quit".to_string()
3469        } else {
3470            eprintln!("(Ctrl-C — press again, or `quit`/Ctrl-D, to stop the solve)");
3471            String::new()
3472        }
3473    }
3474
3475    /// Read one command line. Returns `None` on EOF. Uses rustyline when
3476    /// an editor is active (history / Tab / Ctrl-R); otherwise a plain
3477    /// reader with a stderr prompt (REPL) or no prompt (JSON).
3478    fn next_command_line(&mut self) -> Option<String> {
3479        // A shared script (sub-solve under the tree debugger's --debug-script)
3480        // takes precedence: pop the next command, echoing it. An empty queue
3481        // returns None, which resumes this sub-solve back to the tree.
3482        if let Some(q) = &self.script_queue {
3483            let cmd = q.borrow_mut().pop_front();
3484            if let Some(c) = &cmd {
3485                let _ = writeln!(std::io::stderr(), "pounce-dbg> {c}");
3486            }
3487            return cmd;
3488        }
3489        if let DebugMode::Repl = self.mode {
3490            if let Some(ed) = self.editor.as_mut() {
3491                return match ed.readline("pounce-dbg> ") {
3492                    Ok(l) => {
3493                        self.prompt_interrupts = 0;
3494                        let _ = ed.add_history_entry(l.as_str());
3495                        if let Some(p) = &self.hist_path {
3496                            let _ = ed.save_history(p);
3497                        }
3498                        Some(l)
3499                    }
3500                    // Ctrl-C at the prompt: the first cancels the current
3501                    // line (readline convention); a second in a row quits the
3502                    // solve, so Ctrl-C is a working escape hatch here too —
3503                    // matching the running-mode double-tap.
3504                    Err(ReadlineError::Interrupted) => Some(self.on_prompt_interrupt()),
3505                    // Ctrl-D / closed input: EOF.
3506                    Err(ReadlineError::Eof) => None,
3507                    Err(_) => None,
3508                };
3509            }
3510            let _ = write!(std::io::stderr(), "pounce-dbg> ");
3511            let _ = std::io::stderr().flush();
3512            return read_stdin_line();
3513        }
3514        // JSON mode reads through the background pump (so async pause can
3515        // peek the same stream); lazily start it.
3516        self.pump.get_or_insert_with(StdinPump::start).next()
3517    }
3518}
3519
3520/// Plain blocking line read from stdin; `None` on EOF.
3521fn read_stdin_line() -> Option<String> {
3522    let mut line = String::new();
3523    match std::io::stdin().read_line(&mut line) {
3524        Ok(0) => None,
3525        Ok(_) => Some(line),
3526        Err(_) => None,
3527    }
3528}
3529
3530/// Rank residuals by descending magnitude and keep the top `k`.
3531///
3532/// Pure (no solver state) so it can be unit-tested directly. Ties on
3533/// `|value|` keep input order (stable sort), so within equal magnitudes
3534/// equality constraints precede inequalities precede dual components —
3535/// the order [`DebugCtx::constraint_residuals`]/`dual_residuals` emit.
3536/// `k == 0` returns empty.
3537fn rank_residuals(mut entries: Vec<Residual>, k: usize) -> Vec<Residual> {
3538    entries.sort_by(|a, b| {
3539        b.value
3540            .abs()
3541            .partial_cmp(&a.value.abs())
3542            .unwrap_or(std::cmp::Ordering::Equal)
3543    });
3544    entries.truncate(k);
3545    entries
3546}
3547
3548/// Look up the model name for a residual by kind + split index, given
3549/// optional split-space names. Equality residuals index the `eq` pool;
3550/// inequality and `s`-space dual residuals share the `ineq` pool (one
3551/// slack per inequality); `x`-space dual residuals index `x_var`. Returns
3552/// `None` when the problem carries no names or the index is out of range.
3553/// Render a [`RankReport`] into the human-readable REPL lines and the JSON
3554/// payload for the agent interface. Pure (no solver access) so it can be
3555/// unit-tested with a synthetic report and a name pool. Shared by the
3556/// `print rank` command; the `diagnose` finding builds its own one-line
3557/// summary directly from the report.
3558fn render_rank_report(
3559    rep: &RankReport,
3560    names: &Option<SplitNames>,
3561    equations: Option<&EquationBook>,
3562    iter: i32,
3563) -> (Vec<String>, serde_json::Value) {
3564    let m = rep.n_rows();
3565    let n = rep.n_cols;
3566    let mut lines = vec![
3567        format!("equality Jacobian J_c: {m} row(s) × {n} column(s)"),
3568        format!(
3569            "numerical rank = {} / {}  (deficiency {})",
3570            rep.rank,
3571            m,
3572            rep.deficiency()
3573        ),
3574        format!(
3575            "σ_max = {:.3e}   σ_min = {:.3e}   cond = {}   (rank tol τ = {:.3e})",
3576            rep.sigma_max(),
3577            rep.sigma_min(),
3578            fmt_cond(rep.cond),
3579            rep.tol
3580        ),
3581    ];
3582
3583    // Singular-value spectrum, capped so a large block stays readable.
3584    let shown: Vec<String> = rep
3585        .singular_values
3586        .iter()
3587        .take(MAX_SINGULAR_VALUES_SHOWN)
3588        .map(|s| format!("{s:.3e}"))
3589        .collect();
3590    let tail = if rep.singular_values.len() > MAX_SINGULAR_VALUES_SHOWN {
3591        " …"
3592    } else {
3593        ""
3594    };
3595    lines.push(format!("singular values: [{}{tail}]", shown.join(", ")));
3596
3597    if rep.is_rank_deficient() {
3598        lines.push(format!(
3599            "rank-deficient: {} equation(s) lie in the near-null space \
3600             (linearly dependent / redundant) — the source of δ_c regularization:",
3601            rep.deficiency()
3602        ));
3603        let mut shown_any_eq = false;
3604        for c in rep.culprits.iter().take(MAX_RANK_CULPRITS) {
3605            let row = &rep.rows[c.row];
3606            let label = rank_row_label(row, names);
3607            lines.push(format!("  {label}   (participation {:.2})", c.weight));
3608            // Print the offending equation's source algebra directly beneath
3609            // it, so the dependency is readable without a second command.
3610            // Resolves by model name, so it lands only when the row is named.
3611            if let Some(eq) = culprit_equation(row, names, equations) {
3612                lines.push(format!("      {eq}"));
3613                shown_any_eq = true;
3614            }
3615        }
3616        if rep.culprits.len() > MAX_RANK_CULPRITS {
3617            lines.push(format!(
3618                "  … and {} more",
3619                rep.culprits.len() - MAX_RANK_CULPRITS
3620            ));
3621        }
3622        // Only nag about `print equation` when we couldn't show the algebra
3623        // inline (no .nl model loaded, or the rows are unnamed).
3624        if !shown_any_eq {
3625            lines.push("inspect a row with `print equation <name>` to see its terms".to_string());
3626        }
3627    } else {
3628        lines.push("J_c has full row rank at this iterate.".to_string());
3629    }
3630
3631    let culprits_json: Vec<serde_json::Value> = rep
3632        .culprits
3633        .iter()
3634        .map(|c| {
3635            let row = &rep.rows[c.row];
3636            serde_json::json!({
3637                "row": c.row,
3638                "kind": row.kind.tag(),
3639                "index": row.index,
3640                "name": rank_row_name(row, names),
3641                "label": rank_row_label(row, names),
3642                "weight": c.weight,
3643                "equation": culprit_equation(row, names, equations),
3644            })
3645        })
3646        .collect();
3647
3648    let data = serde_json::json!({
3649        "iter": iter,
3650        "n_rows": m,
3651        "n_cols": n,
3652        "rank": rep.rank,
3653        "deficiency": rep.deficiency(),
3654        "rank_deficient": rep.is_rank_deficient(),
3655        "sigma_max": rep.sigma_max(),
3656        "sigma_min": rep.sigma_min(),
3657        "cond": cond_json(rep.cond),
3658        "tol": rep.tol,
3659        "singular_values": rep.singular_values,
3660        "culprits": culprits_json,
3661    });
3662
3663    (lines, data)
3664}
3665
3666/// Rendered source algebra of a rank-report culprit row, resolved through
3667/// the [`EquationBook`] by model name (the same DAG-faithful text `print
3668/// equation` shows). `None` when no equation book is loaded, the row is
3669/// unnamed, or the name doesn't resolve — the split equality index the
3670/// rank report carries is *not* the original `.nl` row index the book keys
3671/// on, so only named rows can be mapped.
3672fn culprit_equation(
3673    row: &RankRow,
3674    names: &Option<SplitNames>,
3675    equations: Option<&EquationBook>,
3676) -> Option<String> {
3677    let book = equations?;
3678    let name = rank_row_name(row, names)?;
3679    let i = book.resolve(&name)?;
3680    Some(book.equations.get(i)?.clone())
3681}
3682
3683/// Model name of a rank-report row, if the problem carries names — the
3684/// bare name (e.g. `mass_balance`), no `kind[..]` wrapper. `None` when
3685/// unnamed. Routes through [`resid_name`] so equality/inequality rows hit
3686/// the same name pools as the rest of the debugger.
3687fn rank_row_name(row: &RankRow, names: &Option<SplitNames>) -> Option<String> {
3688    let r = Residual {
3689        kind: row.kind,
3690        index: row.index,
3691        value: 0.0,
3692    };
3693    resid_name(&r, names).map(|s| s.to_string())
3694}
3695
3696/// Display label for a rank-report row: `c[mass_balance]` when named, else
3697/// `c[3]` by split index — matching [`worst_named`]'s convention.
3698fn rank_row_label(row: &RankRow, names: &Option<SplitNames>) -> String {
3699    match rank_row_name(row, names) {
3700        Some(name) => format!("{}[{}]", row.kind.tag(), name),
3701        None => format!("{}[{}]", row.kind.tag(), row.index),
3702    }
3703}
3704
3705/// Human rendering of a condition number, spelling out a non-finite ratio
3706/// (`σ_min == 0`) as `inf` rather than `NaN`/`inf` float formatting.
3707fn fmt_cond(cond: f64) -> String {
3708    if cond.is_finite() {
3709        format!("{cond:.3e}")
3710    } else {
3711        "inf (σ_min = 0)".to_string()
3712    }
3713}
3714
3715/// JSON rendering of a condition number — `null` for a non-finite ratio,
3716/// since JSON has no infinity.
3717fn cond_json(cond: f64) -> serde_json::Value {
3718    if cond.is_finite() {
3719        serde_json::json!(cond)
3720    } else {
3721        serde_json::Value::Null
3722    }
3723}
3724
3725fn resid_name<'a>(r: &Residual, names: &'a Option<SplitNames>) -> Option<&'a str> {
3726    let n = names.as_ref()?;
3727    let pool = match r.kind {
3728        ResidKind::Eq => &n.eq,
3729        ResidKind::Ineq | ResidKind::DualS => &n.ineq,
3730        ResidKind::DualX => &n.x_var,
3731    };
3732    pool.get(r.index).and_then(|o| o.as_deref())
3733}
3734
3735/// The single largest-magnitude residual, labeled with its model name
3736/// (`c[mass_balance]`) when available, else its split index (`c[3]`),
3737/// paired with its signed value. `None` for an empty input.
3738fn worst_named(resids: Vec<Residual>, names: &Option<SplitNames>) -> Option<(String, f64)> {
3739    let top = rank_residuals(resids, 1);
3740    let r = top.first()?;
3741    let label = match resid_name(r, names) {
3742        Some(name) => format!("{}[{}]", r.kind.tag(), name),
3743        None => format!("{}[{}]", r.kind.tag(), r.index),
3744    };
3745    Some((label, r.value))
3746}
3747
3748/// Print the branded open banner (human REPL only): the project POUNCE
3749/// wordmark (shared with the solve header) over a brief command cheat
3750/// sheet. Colour only on a TTY and unless `NO_COLOR` is set.
3751pub fn print_open_banner(mode: DebugMode) {
3752    if !matches!(mode, DebugMode::Repl) {
3753        return;
3754    }
3755    let color = std::io::stderr().is_terminal() && std::env::var_os("NO_COLOR").is_none();
3756    let paint = |r: u8, g: u8, b: u8, bold: bool, s: &str| -> String {
3757        if color {
3758            let w = if bold { "1;" } else { "" };
3759            format!("\x1b[{w}38;2;{r};{g};{b}m{s}\x1b[0m")
3760        } else {
3761            s.to_string()
3762        }
3763    };
3764    // Project palette: tiger-orange accents, gold highlight, dim text.
3765    let orange = |s: &str| paint(0xE8, 0x7A, 0x1E, true, s);
3766    let gold = |s: &str| paint(0xFF, 0xB0, 0x00, true, s);
3767    let dim = |s: &str| paint(0x7A, 0x7E, 0x88, false, s);
3768    // One cheat-sheet item: orange key (with shortcut) + dim gloss.
3769    let item = |key: &str, gloss: &str| format!("{} {}", orange(key), dim(gloss));
3770
3771    let err = std::io::stderr();
3772    let mut h = err.lock();
3773    let _ = writeln!(h);
3774    // The official wordmark (steel sheen + molten claws), shared with the
3775    // solve header, rendered to stderr with a small indent.
3776    for row in crate::print::logo_rows(color) {
3777        let _ = writeln!(h, "  {row}");
3778    }
3779    let _ = writeln!(h);
3780    let _ = writeln!(
3781        h,
3782        "  {}  {}",
3783        gold("interior-point debugger"),
3784        dim(&format!(
3785            "· pounce {} · pdb for the IPM",
3786            env!("CARGO_PKG_VERSION")
3787        ))
3788    );
3789    let _ = writeln!(h);
3790    // Most-common commands with their letter shortcuts.
3791    let _ = writeln!(
3792        h,
3793        "  {}   {}   {}   {}   {}",
3794        item("s", "step"),
3795        item("c", "continue"),
3796        item("b", "N break"),
3797        item("r", "N run"),
3798        item("q", "quit"),
3799    );
3800    let _ = writeln!(
3801        h,
3802        "  {}   {}   {}   {}   {}",
3803        item("p", "x print"),
3804        item("i", "info"),
3805        item("set", "x[i] v"),
3806        item("watch", "x"),
3807        item("viz", "kkt"),
3808    );
3809    let _ = writeln!(
3810        h,
3811        "  {} {} {}",
3812        dim("type"),
3813        gold("help"),
3814        dim("for all commands · `ask` to consult Claude · Ctrl-C breaks in"),
3815    );
3816    let _ = writeln!(h);
3817}
3818
3819/// Whether a command line is an in-band pause request (`pause`, or a JSON
3820/// `{"cmd":"pause"}`), used for the async-pause-while-running path.
3821fn is_pause_command(line: &str) -> bool {
3822    parse_command(line, DebugMode::Json).command.trim() == "pause"
3823}
3824
3825/// Background stdin reader for JSON mode. A thread reads newline-delimited
3826/// commands into a shared queue so the running loop can *peek* for an
3827/// async `{"cmd":"pause"}` between iterations (no signals — the
3828/// Windows-friendly path) while the prompt still pops commands blocking.
3829struct StdinPump {
3830    inner: std::sync::Arc<(
3831        std::sync::Mutex<VecDeque<Option<String>>>,
3832        std::sync::Condvar,
3833    )>,
3834}
3835
3836impl StdinPump {
3837    fn start() -> Self {
3838        let inner = std::sync::Arc::new((
3839            std::sync::Mutex::new(VecDeque::new()),
3840            std::sync::Condvar::new(),
3841        ));
3842        let w = std::sync::Arc::clone(&inner);
3843        std::thread::spawn(move || {
3844            use std::io::BufRead;
3845            let stdin = std::io::stdin();
3846            let mut lock = stdin.lock();
3847            let (m, cv) = &*w;
3848            loop {
3849                let mut line = String::new();
3850                let item = match lock.read_line(&mut line) {
3851                    Ok(0) | Err(_) => None, // EOF / error sentinel
3852                    Ok(_) => Some(line),
3853                };
3854                let done = item.is_none();
3855                m.lock()
3856                    .unwrap_or_else(std::sync::PoisonError::into_inner)
3857                    .push_back(item);
3858                cv.notify_one();
3859                if done {
3860                    break;
3861                }
3862            }
3863        });
3864        Self { inner }
3865    }
3866
3867    /// Blocking pop of the next command line; `None` on EOF (sticky).
3868    fn next(&self) -> Option<String> {
3869        let (m, cv) = &*self.inner;
3870        let mut q = m.lock().unwrap_or_else(std::sync::PoisonError::into_inner);
3871        loop {
3872            match q.front() {
3873                None => {
3874                    q = cv
3875                        .wait(q)
3876                        .unwrap_or_else(std::sync::PoisonError::into_inner)
3877                }
3878                Some(None) => return None, // EOF — leave sentinel in place
3879                Some(Some(_)) => return q.pop_front().flatten(),
3880            }
3881        }
3882    }
3883
3884    /// Non-blocking: if a queued `pause` request is at the front, consume
3885    /// it and return true. Leaves any other queued command in place.
3886    fn try_take_pause(&self) -> bool {
3887        let (m, _) = &*self.inner;
3888        let mut q = m.lock().unwrap_or_else(std::sync::PoisonError::into_inner);
3889        if let Some(Some(front)) = q.front() {
3890            if is_pause_command(front) {
3891                q.pop_front();
3892                return true;
3893            }
3894        }
3895        false
3896    }
3897}
3898
3899impl DebugHook for SolverDebugger {
3900    /// Capture the heavy KKT matrix / `LDLᵀ` factor only while attached:
3901    /// once detached the debugger runs free and won't `viz`, so there's
3902    /// no reason to pay the O(nnz) assembly every iteration.
3903    fn wants_kkt_capture(&self) -> bool {
3904        !self.detached
3905    }
3906
3907    /// Re-arm a [`quiet`](SolverDebugger::quiet) debugger to drop in at the
3908    /// next checkpoint of the next sub-solve (the tree debugger's
3909    /// step-into-relaxation).
3910    fn arm(&mut self) {
3911        self.step = true;
3912        self.detached = false;
3913        self.pause_iters = true;
3914        self.pause_terminal = true;
3915    }
3916
3917    fn at_checkpoint(&mut self, ctx: &mut dyn DebugState) -> DebugAction {
3918        // One-time handshake so a JSON client learns the protocol /
3919        // capabilities before the first pause.
3920        if matches!(self.mode, DebugMode::Json) && !self.hello_sent {
3921            self.emit_hello(&*ctx);
3922            self.hello_sent = true;
3923        }
3924        // Terminal post-mortem checkpoint: pause if configured (and, for
3925        // `--debug-on-error`, only when the solve failed). Snapshots /
3926        // rewinding don't apply — the solve is over.
3927        if let Checkpoint::Terminated = ctx.checkpoint() {
3928            // An in-flight `sweep`/`multistart` records this solve and
3929            // launches the next; `Some` means "re-solving from the next
3930            // seed", `None` means the sweep finished (fall through).
3931            if self.sweep.is_some() {
3932                // A sweep can only be started on the NLP solver, so the
3933                // downcast succeeds whenever one is in flight.
3934                if let Some(c) = as_nlp(ctx) {
3935                    if let Some(action) = self.drive_sweep(c) {
3936                        return action;
3937                    }
3938                }
3939            }
3940            let failed = ctx.status().map(|s| !is_success_status(s)).unwrap_or(false);
3941            let should =
3942                self.pause_terminal && !self.detached && (!self.terminal_only_on_error || failed);
3943            if !should {
3944                return DebugAction::Resume;
3945            }
3946            self.ensure_editor();
3947            self.emit_pause(ctx, None);
3948            return self.prompt_loop(ctx);
3949        }
3950
3951        let cp = ctx.checkpoint();
3952        // Track the restoration bracket so inner-IPM pauses are flagged.
3953        match cp {
3954            Checkpoint::PreRestoration => self.in_restoration = true,
3955            Checkpoint::PostRestoration => self.in_restoration = false,
3956            _ => {}
3957        }
3958        let is_iter_start = matches!(cp, Checkpoint::IterStart);
3959
3960        // At each iteration top, snapshot the primal-dual state (cheap —
3961        // Rc clone) so `goto` can reach any seen iteration. Bound memory
3962        // by evicting the oldest beyond the cap.
3963        if is_iter_start {
3964            if let Some(snap) = ctx.snapshot() {
3965                self.snapshots.insert(ctx.iter(), snap);
3966                while self.snapshots.len() > SNAPSHOT_CAP {
3967                    let Some(&oldest) = self.snapshots.keys().next() else {
3968                        break;
3969                    };
3970                    self.snapshots.remove(&oldest);
3971                }
3972            }
3973            // Update μ-stall tracking before events are evaluated.
3974            self.update_mu_stall(ctx.mu());
3975        }
3976
3977        // Decide whether to pause. `stop-at` and a one-shot `stepi` apply
3978        // at every checkpoint; step / run / breakpoints / conditions /
3979        // Ctrl-C only at the iteration top.
3980        let mut reason: Option<String> = None;
3981        let mut pause = self.sub_step || self.stop_at.contains(cp.as_str());
3982
3983        // Event breakpoints fire at whatever checkpoint makes them
3984        // observable (e.g. `regularized` at after_search_dir), so check
3985        // them at every checkpoint, not just iter_start.
3986        if let Some(ev) = self.matched_event(ctx) {
3987            pause = true;
3988            reason = Some(format!("event: {ev}"));
3989        }
3990
3991        if is_iter_start {
3992            if self.interruptible && interrupt::take() {
3993                pause = true;
3994                reason = Some("interrupt (Ctrl-C)".into());
3995            }
3996            // In-band async pause: a `{"cmd":"pause"}` that arrived on
3997            // stdin during the run (JSON mode, #72 §5 option b).
3998            if let Some(p) = self.pump.as_ref() {
3999                if p.try_take_pause() {
4000                    pause = true;
4001                    reason = Some("pause (requested)".into());
4002                }
4003            }
4004            if self.pause_iters {
4005                if self.should_pause(ctx.iter()) {
4006                    pause = true;
4007                }
4008                if let Some(c) = self.matched_condition(ctx) {
4009                    pause = true;
4010                    reason = Some(c);
4011                }
4012            }
4013            // Watchpoints fire regardless of pause_iters (explicit, like
4014            // breakpoints); evaluated every iter to keep baselines fresh.
4015            if let Some(w) = self.matched_watchpoint(ctx) {
4016                pause = true;
4017                reason = Some(format!("watchpoint: {w}"));
4018            }
4019        }
4020
4021        if !pause {
4022            // Not pausing: in JSON mode emit a per-iteration `progress`
4023            // event (once per outer iter) so a visual debugger isn't blind
4024            // during a long `continue`. Issue #72 §1.
4025            if is_iter_start && self.emit_progress && matches!(self.mode, DebugMode::Json) {
4026                self.emit_progress_event(ctx);
4027            }
4028            return DebugAction::Resume;
4029        }
4030        // Consume one-shot arming; commands re-arm as needed.
4031        self.step = false;
4032        self.sub_step = false;
4033        self.emit_pause(ctx, reason.as_deref());
4034
4035        // Auto-run any command list attached to this iteration's
4036        // breakpoint (`commands N …`). If it resumes/stops, honor that
4037        // without dropping to the prompt.
4038        if is_iter_start {
4039            if let Some(cmds) = self.bp_commands.get(&ctx.iter()).cloned() {
4040                for c in cmds {
4041                    let out = self.dispatch(&c, ctx);
4042                    self.emit_result(&c, &out, None);
4043                    match out.flow {
4044                        Flow::Resume => return DebugAction::Resume,
4045                        Flow::Stop => return DebugAction::Stop,
4046                        Flow::Stay => {}
4047                    }
4048                }
4049            }
4050        }
4051
4052        self.ensure_editor();
4053        self.prompt_loop(ctx)
4054    }
4055}
4056
4057impl SolverDebugger {
4058    /// Read and dispatch commands until one resumes or stops the solve.
4059    fn prompt_loop(&mut self, ctx: &mut dyn DebugState) -> DebugAction {
4060        // Run a `--debug-script` once, at the first pause, before reading
4061        // any interactive command. It may itself resume / stop the solve.
4062        if let Some(path) = self.pending_script.take() {
4063            let out = self.cmd_source(&[path.as_str()], ctx);
4064            self.emit_result("source", &out, None);
4065            match out.flow {
4066                Flow::Resume => return DebugAction::Resume,
4067                Flow::Stop => return DebugAction::Stop,
4068                Flow::Stay => {}
4069            }
4070        }
4071        loop {
4072            let line = match self.next_command_line() {
4073                Some(l) => l,
4074                None => {
4075                    // EOF on stdin. REPL (Ctrl-D) means "let it run" —
4076                    // detach and finish, pdb-style. In JSON mode a closed
4077                    // pipe means the controlling client went away, so
4078                    // abort the solve rather than run on headless.
4079                    return match self.mode {
4080                        DebugMode::Repl => {
4081                            self.detached = true;
4082                            DebugAction::Resume
4083                        }
4084                        DebugMode::Json => DebugAction::Stop,
4085                    };
4086                }
4087            };
4088            let parsed = parse_command(&line, self.mode);
4089            let cmd = parsed.command.trim().to_string();
4090            if cmd.is_empty() {
4091                continue;
4092            }
4093            let out = self.dispatch(&cmd, ctx);
4094            self.emit_result(&cmd, &out, parsed.id.as_ref());
4095            match out.flow {
4096                Flow::Stay => continue,
4097                Flow::Resume => return DebugAction::Resume,
4098                Flow::Stop => return DebugAction::Stop,
4099            }
4100        }
4101    }
4102}
4103
4104/// A command read from the input stream: the resolved command string
4105/// plus an optional client-supplied request id (echoed back as
4106/// `request_id` so an async client can correlate responses).
4107struct ParsedCmd {
4108    command: String,
4109    id: Option<serde_json::Value>,
4110}
4111
4112/// Split a command line on whitespace, honoring double-quoted spans so a
4113/// file-path argument containing spaces survives as one token. Quotes are
4114/// delimiters and stripped; for any line without quotes this is byte-for-byte
4115/// equivalent to `str::split_whitespace` (collapsing runs of whitespace,
4116/// trimming the ends).
4117fn tokenize_quoted(line: &str) -> Vec<String> {
4118    let mut out = Vec::new();
4119    let mut cur = String::new();
4120    let mut in_quote = false;
4121    let mut has_tok = false;
4122    for c in line.chars() {
4123        match c {
4124            '"' => {
4125                in_quote = !in_quote;
4126                has_tok = true; // an empty "" is still a token
4127            }
4128            c if c.is_whitespace() && !in_quote => {
4129                if has_tok {
4130                    out.push(std::mem::take(&mut cur));
4131                    has_tok = false;
4132                }
4133            }
4134            c => {
4135                cur.push(c);
4136                has_tok = true;
4137            }
4138        }
4139    }
4140    if has_tok {
4141        out.push(cur);
4142    }
4143    out
4144}
4145
4146/// In JSON mode a command line may be a bare string or a JSON object
4147/// `{"cmd": "...", "args": [...], "id": <any>}`. Returns the resolved
4148/// command string and the request id (if the object carried one).
4149fn parse_command(line: &str, mode: DebugMode) -> ParsedCmd {
4150    let trimmed = line.trim();
4151    if let DebugMode::Json = mode {
4152        if trimmed.starts_with('{') {
4153            if let Ok(v) = serde_json::from_str::<serde_json::Value>(trimmed) {
4154                let cmd = v.get("cmd").and_then(|c| c.as_str()).unwrap_or("");
4155                let mut s = cmd.to_string();
4156                if let Some(args) = v.get("args").and_then(|a| a.as_array()) {
4157                    for a in args {
4158                        s.push(' ');
4159                        let tok = a
4160                            .as_str()
4161                            .map(str::to_string)
4162                            .unwrap_or_else(|| a.to_string());
4163                        // Quote whitespace-bearing args (e.g. paths) so the
4164                        // quote-aware tokenizer keeps them as one token.
4165                        if tok.contains(char::is_whitespace) {
4166                            s.push('"');
4167                            s.push_str(&tok);
4168                            s.push('"');
4169                        } else {
4170                            s.push_str(&tok);
4171                        }
4172                    }
4173                }
4174                return ParsedCmd {
4175                    command: s,
4176                    id: v.get("id").cloned(),
4177                };
4178            }
4179        }
4180    }
4181    ParsedCmd {
4182        command: trimmed.to_string(),
4183        id: None,
4184    }
4185}
4186
4187fn emit_json(v: &serde_json::Value) {
4188    let stdout = std::io::stdout();
4189    let mut h = stdout.lock();
4190    let _ = writeln!(h, "{v}");
4191    let _ = h.flush();
4192}
4193
4194/// Downcast a generic [`DebugState`] to the NLP solver's concrete
4195/// [`DebugCtx`], for the NLP-only REPL commands (rank diagnosis, model-name
4196/// resolution, warm `resolve`, sweep/multistart). `None` for the
4197/// convex/conic solver, whose REPL reports "not supported".
4198fn as_nlp<'a>(ctx: &'a dyn DebugState) -> Option<&'a DebugCtx> {
4199    ctx.as_any().and_then(|a| a.downcast_ref::<DebugCtx>())
4200}
4201
4202/// Mutable form of [`as_nlp`], for commands that mutate NLP-specific state.
4203fn as_nlp_mut<'a>(ctx: &'a mut dyn DebugState) -> Option<&'a mut DebugCtx> {
4204    ctx.as_any_mut().and_then(|a| a.downcast_mut::<DebugCtx>())
4205}
4206
4207/// Standard "command needs the NLP solver" error for the convex/conic REPL.
4208fn nlp_only(cmd: &str) -> CmdOut {
4209    CmdOut::err(format!(
4210        "`{cmd}` is only available for the NLP solver (not the convex/conic solver)"
4211    ))
4212}
4213
4214/// The iterate-block names the *current* solver exposes (NLP: the eight
4215/// primal-dual blocks; convex IPM: `x`/`s`/`y`/`z`). Block commands use
4216/// this rather than the static NLP [`BLOCK_NAMES`] so they work for any
4217/// solver behind the [`DebugState`] trait.
4218fn block_names(ctx: &dyn DebugState) -> Vec<&'static str> {
4219    ctx.block_dims().into_iter().map(|(n, _)| n).collect()
4220}
4221
4222/// Whether `name` is one of the current solver's iterate blocks.
4223fn is_block(ctx: &dyn DebugState, name: &str) -> bool {
4224    block_names(ctx).iter().any(|n| *n == name)
4225}
4226
4227fn fmt_vec(name: &str, v: &[f64]) -> String {
4228    const MAX: usize = 12;
4229    if v.len() <= MAX {
4230        format!(
4231            "{name} = [{}]",
4232            v.iter()
4233                .map(|x| format!("{x:.6e}"))
4234                .collect::<Vec<_>>()
4235                .join(", ")
4236        )
4237    } else {
4238        let head = v[..MAX]
4239            .iter()
4240            .map(|x| format!("{x:.6e}"))
4241            .collect::<Vec<_>>()
4242            .join(", ");
4243        format!("{name} = [{head}, … ({} total)]", v.len())
4244    }
4245}
4246
4247fn type_str(t: OptionType) -> &'static str {
4248    match t {
4249        OptionType::OT_Number => "Number",
4250        OptionType::OT_Integer => "Integer",
4251        OptionType::OT_String => "String",
4252        OptionType::OT_Unknown => "Unknown",
4253    }
4254}
4255
4256fn default_str(d: &DefaultValue) -> String {
4257    match d {
4258        DefaultValue::None => "-".into(),
4259        DefaultValue::Number(v) => format!("{v}"),
4260        DefaultValue::Integer(v) => format!("{v}"),
4261        DefaultValue::String(s) => s.clone(),
4262    }
4263}
4264
4265/// Write `vals` to a temp JSON file and open it in an external viewer.
4266/// The viewer command comes from `POUNCE_DBG_VIEWER` (a template where
4267/// `{}` is replaced by the path; if absent, the path is appended), else
4268/// the platform default (`xdg-open` on Linux, `open` on macOS).
4269fn write_and_open(label: &str, iter: i32, vals: &[f64]) -> Result<(String, String), String> {
4270    let payload = serde_json::json!({"label": label, "iter": iter, "values": vals});
4271    write_json_and_open(label, iter, &payload)
4272}
4273
4274/// Build the prompt handed to the LLM by `ask`: a compact, self-contained
4275/// description of the paused interior-point state plus the user question.
4276fn build_ask_prompt(ctx: &dyn DebugState, question: &str) -> String {
4277    use std::fmt::Write as _;
4278    let mut p = String::new();
4279    p.push_str(
4280        "You are helping debug a paused run of POUNCE, a pure-Rust interior-point \
4281         optimization solver whose NLP core is ported from Ipopt. The solve is \
4282         stopped at a debugger checkpoint. \
4283         Use the state below to answer concisely and suggest concrete next steps \
4284         (options to try, what to inspect). State:\n\n",
4285    );
4286    let _ = writeln!(p, "checkpoint = {}", ctx.checkpoint().as_str());
4287    if let Some(s) = ctx.status() {
4288        let _ = writeln!(p, "status     = {s}");
4289    }
4290    let _ = writeln!(p, "iter       = {}", ctx.iter());
4291    let _ = writeln!(p, "mu         = {:.6e}", ctx.mu());
4292    let _ = writeln!(p, "objective  = {:.8e}", ctx.objective());
4293    let _ = writeln!(p, "inf_pr     = {:.6e}", ctx.inf_pr());
4294    let _ = writeln!(p, "inf_du     = {:.6e}", ctx.inf_du());
4295    let _ = writeln!(p, "nlp_error  = {:.6e}", ctx.nlp_error());
4296    let (ap, ad) = ctx.alpha();
4297    let _ = writeln!(p, "alpha_pr   = {ap:.4e}, alpha_du = {ad:.4e}");
4298    let _ = writeln!(p, "ls_trials  = {}", ctx.ls_count());
4299    let dims: Vec<String> = ctx
4300        .block_dims()
4301        .into_iter()
4302        .map(|(n, d)| format!("{n}:{d}"))
4303        .collect();
4304    let _ = writeln!(p, "dims       = {}", dims.join(" "));
4305    if let Some(k) = ctx.kkt() {
4306        let _ = writeln!(
4307            p,
4308            "kkt        = dim {} inertia n+={} n-={} (expected n-={}, {}) delta_w={:.3e} delta_c={:.3e} status={}",
4309            k.dim,
4310            k.n_pos,
4311            k.n_neg,
4312            k.expected_neg,
4313            if k.inertia_correct {
4314                "correct"
4315            } else {
4316                "WRONG"
4317            },
4318            k.delta_w,
4319            k.delta_c,
4320            k.status
4321        );
4322    }
4323    let _ = write!(p, "\nQuestion: {question}\n");
4324    p
4325}
4326
4327/// Provider keywords with a built-in non-interactive invocation, so a user
4328/// can select one with just `POUNCE_DBG_LLM=codex` instead of memorizing
4329/// each CLI's flags. Returns the program, its argv (with the prompt already
4330/// placed for arg-style tools), and whether the prompt is *also* written to
4331/// stdin. Keep `LLM_PROVIDERS` in sync for help/error text.
4332const LLM_PROVIDERS: &[&str] = &["claude", "codex", "gemini", "llm"];
4333
4334fn llm_preset(name: &str, prompt: &str) -> Option<(String, Vec<String>, bool)> {
4335    match name {
4336        // Claude Code — headless print mode, prompt on stdin.
4337        "claude" => Some(("claude".to_string(), vec!["-p".to_string()], true)),
4338        // OpenAI Codex CLI — non-interactive `codex exec <prompt>`.
4339        "codex" => Some((
4340            "codex".to_string(),
4341            vec!["exec".to_string(), prompt.to_string()],
4342            false,
4343        )),
4344        // Google Gemini CLI — non-interactive `gemini -p <prompt>`.
4345        "gemini" => Some((
4346            "gemini".to_string(),
4347            vec!["-p".to_string(), prompt.to_string()],
4348            false,
4349        )),
4350        // simonw's `llm` — prompt as a positional argument.
4351        "llm" => Some(("llm".to_string(), vec![prompt.to_string()], false)),
4352        _ => None,
4353    }
4354}
4355
4356/// Resolve the LLM command from `$POUNCE_DBG_LLM`, defaulting to `claude`.
4357/// The value may be either a **bare provider keyword** (`claude`, `codex`,
4358/// `gemini`, `llm` — see `llm_preset`) or a **full command template**
4359/// (whitespace-split; `{}` substitutes the prompt as an argument, else the
4360/// prompt is fed on stdin). The bool is whether the prompt goes on stdin.
4361fn llm_command(prompt: &str) -> (String, Vec<String>, bool) {
4362    let raw = std::env::var("POUNCE_DBG_LLM").unwrap_or_default();
4363    let tmpl = raw.trim();
4364    if tmpl.is_empty() {
4365        // Default provider.
4366        return llm_preset("claude", prompt).expect("claude is a known provider");
4367    }
4368    // A bare keyword (no whitespace) matching a known provider wins; this is
4369    // the ergonomic `POUNCE_DBG_LLM=codex` path.
4370    if !tmpl.contains(char::is_whitespace) {
4371        if let Some(preset) = llm_preset(tmpl, prompt) {
4372            return preset;
4373        }
4374    }
4375    // Otherwise: a full command template.
4376    let mut parts = tmpl
4377        .split_whitespace()
4378        .map(str::to_string)
4379        .collect::<Vec<_>>();
4380    let prog = parts.remove(0);
4381    let mut substituted = false;
4382    for a in parts.iter_mut() {
4383        if a.contains("{}") {
4384            *a = a.replace("{}", prompt);
4385            substituted = true;
4386        }
4387    }
4388    (prog, parts, !substituted)
4389}
4390
4391/// Run the configured LLM command, feeding `prompt` on stdin (unless it
4392/// was substituted into an argument), and return its stdout.
4393fn run_llm(prompt: &str) -> Result<String, String> {
4394    use std::io::Write as _;
4395    use std::process::{Command, Stdio};
4396    let (prog, args, on_stdin) = llm_command(prompt);
4397    let mut cmd = Command::new(&prog);
4398    cmd.args(&args)
4399        .stdout(Stdio::piped())
4400        .stderr(Stdio::piped());
4401    cmd.stdin(if on_stdin {
4402        Stdio::piped()
4403    } else {
4404        Stdio::null()
4405    });
4406    let mut child = cmd.spawn().map_err(|e| {
4407        if e.kind() == std::io::ErrorKind::NotFound {
4408            // The configured LLM CLI isn't installed / not on PATH. Fail with
4409            // an actionable message instead of a raw OS error — the rest of
4410            // the debugger keeps working regardless.
4411            format!(
4412                "LLM CLI `{prog}` is not installed or not on PATH. Install it, \
4413                 or set POUNCE_DBG_LLM to another provider \
4414                 ({}) or a full command template (e.g. `my-llm --ask {{}}`).",
4415                LLM_PROVIDERS.join(" | ")
4416            )
4417        } else {
4418            format!("could not launch `{prog}`: {e}")
4419        }
4420    })?;
4421    if on_stdin {
4422        // Write the prompt and close stdin so the child sees EOF.
4423        if let Some(mut si) = child.stdin.take() {
4424            let _ = si.write_all(prompt.as_bytes());
4425        }
4426    }
4427    let out = child
4428        .wait_with_output()
4429        .map_err(|e| format!("`{prog}` failed: {e}"))?;
4430    if !out.status.success() {
4431        let err = String::from_utf8_lossy(&out.stderr);
4432        return Err(format!(
4433            "`{prog}` exited with {}: {}",
4434            out.status,
4435            err.trim()
4436        ));
4437    }
4438    let reply = String::from_utf8_lossy(&out.stdout).trim().to_string();
4439    if reply.is_empty() {
4440        Err(format!("`{prog}` returned no output"))
4441    } else {
4442        Ok(reply)
4443    }
4444}
4445
4446/// Write a JSON artifact to a temp file and open it in an external viewer
4447/// (`POUNCE_DBG_VIEWER`, else `xdg-open`/`open`). Shared by `viz`.
4448fn write_json_and_open(
4449    label: &str,
4450    iter: i32,
4451    payload: &serde_json::Value,
4452) -> Result<(String, String), String> {
4453    let dir = std::env::temp_dir();
4454    let path = dir.join(format!("pounce-dbg-{label}-iter{iter}.json"));
4455    std::fs::write(&path, payload.to_string()).map_err(|e| format!("write failed: {e}"))?;
4456    let path_s = path.to_string_lossy().to_string();
4457
4458    // Candidate viewers, tried in order until one launches. Each carries
4459    // the artifact path we report on success (JSON for the data consumers,
4460    // the rendered HTML for the OS opener):
4461    //   1. $POUNCE_DBG_VIEWER (a command template; `{}` ← the JSON path),
4462    //   2. `pounce-dbg-viz` — the bundled interactive Plotly viewer
4463    //      (`pip install 'pounce-solver[viz]'`), when on PATH,
4464    //   3. the OS opener (xdg-open / open) on a self-contained HTML
4465    //      visualization — NOT the raw JSON, which a text editor (VS Code)
4466    //      would just display instead of plotting.
4467    let mut candidates: Vec<(String, Vec<String>, String)> = Vec::new();
4468    match std::env::var("POUNCE_DBG_VIEWER") {
4469        Ok(tmpl) if !tmpl.trim().is_empty() => {
4470            let mut parts = tmpl
4471                .split_whitespace()
4472                .map(String::from)
4473                .collect::<Vec<_>>();
4474            let prog = parts.remove(0);
4475            let mut replaced = false;
4476            for a in parts.iter_mut() {
4477                if a.contains("{}") {
4478                    *a = a.replace("{}", &path_s);
4479                    replaced = true;
4480                }
4481            }
4482            if !replaced {
4483                parts.push(path_s.clone());
4484            }
4485            candidates.push((prog, parts, path_s.clone()));
4486        }
4487        _ => {
4488            candidates.push((
4489                "pounce-dbg-viz".to_string(),
4490                vec![path_s.clone()],
4491                path_s.clone(),
4492            ));
4493            let opener = if cfg!(target_os = "macos") {
4494                "open"
4495            } else {
4496                "xdg-open"
4497            };
4498            // Render the HTML spy/bar plot; if that write fails for any
4499            // reason, fall back to opening the raw JSON.
4500            let artifact = write_html_viz(label, iter, payload).unwrap_or_else(|_| path_s.clone());
4501            candidates.push((opener.to_string(), vec![artifact.clone()], artifact));
4502        }
4503    }
4504
4505    let mut last_err = String::new();
4506    for (program, args, artifact) in &candidates {
4507        match std::process::Command::new(program).args(args).spawn() {
4508            Ok(_) => return Ok((artifact.clone(), format!("{program} {}", args.join(" ")))),
4509            Err(e) => last_err = format!("`{program}`: {e}"),
4510        }
4511    }
4512    Err(format!(
4513        "wrote {path_s} but could not launch a viewer ({last_err}). \
4514         Install the interactive viewer (`pip install 'pounce-solver[viz]'`) \
4515         or set POUNCE_DBG_VIEWER, e.g. `python my_plot.py {{}}`."
4516    ))
4517}
4518
4519/// Render a self-contained HTML visualization (no external assets, no pip
4520/// install) for a `viz` payload and write it next to the JSON. A KKT/L
4521/// matrix becomes a sign-colored sparsity (spy) plot; a plain vector
4522/// becomes a zero-centered bar chart. Opening this in the OS default
4523/// handler pops a browser window that actually draws the artifact —
4524/// unlike the raw JSON, which a text editor (VS Code) would just display.
4525fn write_html_viz(label: &str, iter: i32, payload: &serde_json::Value) -> Result<String, String> {
4526    let dir = std::env::temp_dir();
4527    let path = dir.join(format!("pounce-dbg-{label}-iter{iter}.html"));
4528    let html = VIZ_HTML_TEMPLATE.replace("__PAYLOAD__", &payload.to_string());
4529    std::fs::write(&path, html).map_err(|e| format!("write failed: {e}"))?;
4530    Ok(path.to_string_lossy().to_string())
4531}
4532
4533/// Self-contained HTML viewer for `viz` artifacts. `__PAYLOAD__` is
4534/// replaced with the JSON payload; an inline canvas renderer picks the
4535/// plot type from the payload shape (`matrix` → KKT spy, `l_irn` → L-factor
4536/// spy, `values` → vector bar chart).
4537const VIZ_HTML_TEMPLATE: &str = r##"<!doctype html>
4538<html lang="en"><head><meta charset="utf-8">
4539<title>pounce-dbg viz</title>
4540<style>
4541 html,body{margin:0;background:#0e1116;color:#d6dae0;
4542   font:13px/1.5 -apple-system,BlinkMacSystemFont,"SF Mono",Menlo,monospace}
4543 .wrap{padding:18px 20px;max-width:880px;margin:0 auto}
4544 h1{font-size:15px;margin:0 0 4px;font-weight:600}
4545 .sub{color:#7d8694;margin:0 0 12px}
4546 .stats{color:#9aa4b2;white-space:pre-wrap;margin:0 0 14px;
4547   background:#161b22;border:1px solid #21262d;border-radius:6px;padding:10px 12px}
4548 canvas{background:#161b22;border:1px solid #30363d;border-radius:6px;
4549   max-width:100%;height:auto;image-rendering:pixelated}
4550 .legend{margin-top:10px;color:#9aa4b2}
4551 .pos{color:#4ea1ff}.neg{color:#ff6b6b}.bad{color:#ff6b6b;font-weight:600}
4552 .ok{color:#56d364;font-weight:600}
4553</style></head><body><div class="wrap">
4554<h1 id="title">pounce-dbg</h1>
4555<div class="sub" id="sub"></div>
4556<div class="stats" id="stats"></div>
4557<canvas id="c" width="820" height="820"></canvas>
4558<div class="legend" id="legend"></div>
4559</div>
4560<script>
4561const D = __PAYLOAD__;
4562const cv = document.getElementById('c');
4563const ctx = cv.getContext('2d');
4564const $ = id => document.getElementById(id);
4565const fmt = x => (x===null||x===undefined) ? '—'
4566  : (Math.abs(x) >= 1e4 || (x!==0 && Math.abs(x) < 1e-3) ? x.toExponential(3) : (+x).toPrecision(6));
4567
4568function clearCanvas(){ ctx.fillStyle='#161b22'; ctx.fillRect(0,0,cv.width,cv.height); }
4569
4570function spy(irn, jcn, vals, dim, symmetric, title){
4571  $('sub').textContent = title;
4572  clearCanvas();
4573  const W=cv.width, H=cv.height, pad=42;
4574  const span=Math.max(1, dim);
4575  const cell=(Math.min(W,H)-2*pad)/span;
4576  const px=Math.max(0.7, cell);
4577  // frame + light grid ticks
4578  ctx.strokeStyle='#30363d'; ctx.lineWidth=1;
4579  ctx.strokeRect(pad-0.5, pad-0.5, span*cell+1, span*cell+1);
4580  ctx.fillStyle='#6e7681'; ctx.font='11px monospace';
4581  ctx.fillText('0', pad-12, pad+9);
4582  ctx.fillText(String(dim), pad+span*cell-8, pad-8);
4583  ctx.fillText('row', pad-34, pad+span*cell/2);
4584  ctx.fillText('col', pad+span*cell/2-8, pad-22);
4585  let nnz=0;
4586  for(let k=0;k<irn.length;k++){
4587    const i=irn[k]-1, j=jcn[k]-1, v=vals?vals[k]:1;
4588    ctx.fillStyle = v>=0 ? 'rgba(78,161,255,0.92)' : 'rgba(255,107,107,0.92)';
4589    ctx.fillRect(pad+j*cell, pad+i*cell, px, px); nnz++;
4590    if(symmetric && i!==j){ ctx.fillRect(pad+i*cell, pad+j*cell, px, px); nnz++; }
4591  }
4592  $('legend').innerHTML =
4593    `<span class="pos">■</span> positive&nbsp;&nbsp;<span class="neg">■</span> negative`
4594    + `&nbsp;&nbsp;·&nbsp;&nbsp;${dim}×${dim}, ${nnz} plotted nonzeros`
4595    + (symmetric ? ' (lower triangle mirrored)' : '');
4596}
4597
4598function bars(values, title){
4599  $('sub').textContent = title;
4600  clearCanvas();
4601  const W=cv.width, H=cv.height, pad=42;
4602  const n=values.length;
4603  const maxAbs=Math.max(1e-300, ...values.map(v=>Math.abs(v)));
4604  const x0=pad, y0=H-pad, plotW=W-2*pad, plotH=H-2*pad, mid=pad+plotH/2;
4605  const bw=Math.max(0.7, plotW/Math.max(1,n));
4606  // zero axis
4607  ctx.strokeStyle='#30363d'; ctx.beginPath();
4608  ctx.moveTo(pad, mid); ctx.lineTo(W-pad, mid); ctx.stroke();
4609  ctx.fillStyle='#6e7681'; ctx.font='11px monospace';
4610  ctx.fillText('+'+fmt(maxAbs), 4, pad+10);
4611  ctx.fillText('-'+fmt(maxAbs), 4, H-pad-2);
4612  ctx.fillText('0', 4, mid+4);
4613  for(let k=0;k<n;k++){
4614    const v=values[k], h=(Math.abs(v)/maxAbs)*(plotH/2);
4615    ctx.fillStyle = v>=0 ? 'rgba(78,161,255,0.92)' : 'rgba(255,107,107,0.92)';
4616    if(v>=0) ctx.fillRect(pad+k*bw, mid-h, bw, h);
4617    else     ctx.fillRect(pad+k*bw, mid, bw, h);
4618  }
4619  $('legend').innerHTML = `${n} components · max |val| = ${fmt(maxAbs)}`;
4620}
4621
4622const lbl = D.label || 'viz';
4623const iter = (D.iter!==undefined) ? D.iter : '?';
4624$('title').textContent = `pounce-dbg · viz ${lbl} · iter ${iter}`;
4625
4626if(D.matrix && D.matrix.irn){
4627  const m=D.matrix;
4628  const inertia = (D.inertia_correct===false)
4629    ? `<span class="bad">WRONG</span>` : `<span class="ok">correct</span>`;
4630  $('stats').innerHTML =
4631    `KKT augmented system   dim=${D.dim}\n`+
4632    `inertia  n+=${D.n_pos}  n-=${D.n_neg}  (expected n-=${D.expected_neg}, ${inertia})\n`+
4633    `regularization  delta_w=${fmt(D.delta_w)}  delta_c=${fmt(D.delta_c)}\n`+
4634    `factorization status: ${D.status}`;
4635  spy(m.irn, m.jcn, m.vals, m.dim, true, 'sparsity pattern (sign-colored)');
4636} else if(D.l_irn){
4637  $('stats').textContent =
4638    `LDLᵀ factor   n=${D.n}   nnz(L)=${D.l_irn.length}   format=${D.format||''}`;
4639  spy(D.l_irn, D.l_jcn, D.l_vals, D.n, false, 'L factor sparsity (permuted, strict lower)');
4640} else if(D.values){
4641  $('stats').textContent = `vector ${lbl}   length=${D.values.length}`;
4642  bars(D.values, 'component magnitudes (zero-centered)');
4643} else {
4644  $('stats').textContent = 'unrecognized payload — raw JSON:\n'+JSON.stringify(D,null,2);
4645}
4646</script></body></html>
4647"##;
4648
4649#[cfg(test)]
4650mod tests {
4651    use super::*;
4652
4653    fn dbg(mode: DebugMode) -> SolverDebugger {
4654        SolverDebugger::new(mode, None)
4655    }
4656
4657    #[test]
4658    fn json_command_object_is_flattened() {
4659        assert_eq!(
4660            parse_command("{\"cmd\":\"print x\"}", DebugMode::Json).command,
4661            "print x"
4662        );
4663        let p = parse_command(
4664            "{\"cmd\":\"set\",\"args\":[\"x[0]\",\"1.5\"],\"id\":7}",
4665            DebugMode::Json,
4666        );
4667        assert_eq!(p.command, "set x[0] 1.5");
4668        // Request id is captured for response correlation.
4669        assert_eq!(p.id, Some(serde_json::json!(7)));
4670        // Bare strings pass through in either mode, with no id.
4671        let s = parse_command("step\n", DebugMode::Json);
4672        assert_eq!(s.command, "step");
4673        assert!(s.id.is_none());
4674        assert_eq!(
4675            parse_command("  print x \n", DebugMode::Repl).command,
4676            "print x"
4677        );
4678    }
4679
4680    #[test]
4681    fn pauses_at_first_checkpoint_then_only_when_rearmed() {
4682        let mut d = dbg(DebugMode::Repl);
4683        // Fresh debugger is armed (step=true) so it pauses at iter 0.
4684        assert!(d.should_pause(0));
4685        // After consuming the arming (as at_checkpoint does), no pause.
4686        d.step = false;
4687        assert!(!d.should_pause(1));
4688        assert!(!d.should_pause(2));
4689    }
4690
4691    #[test]
4692    fn breakpoints_and_run_to_arm_pauses() {
4693        let mut d = dbg(DebugMode::Repl);
4694        d.step = false;
4695        d.breaks = vec![3, 7];
4696        assert!(!d.should_pause(2));
4697        assert!(d.should_pause(3));
4698        assert!(d.should_pause(7));
4699        // run_to fires once at/after target, then disarms.
4700        d.run_to = Some(5);
4701        assert!(!d.should_pause(4));
4702        assert!(d.should_pause(5));
4703        assert_eq!(d.run_to, None);
4704        assert!(!d.should_pause(6));
4705    }
4706
4707    #[test]
4708    fn atom_parses_metric_op_threshold() {
4709        let a = Atom::parse("mu<1e-4").unwrap();
4710        assert_eq!(a.metric, Metric::Mu);
4711        assert_eq!(a.op, CmpOp::Lt);
4712        assert_eq!(a.rhs, 1e-4);
4713
4714        // `<=` must not be truncated to `<`.
4715        let a = Atom::parse("inf_pr<=1e-6").unwrap();
4716        assert_eq!(a.metric, Metric::InfPr);
4717        assert_eq!(a.op, CmpOp::Le);
4718
4719        let a = Atom::parse("iter==10").unwrap();
4720        assert_eq!(a.metric, Metric::Iter);
4721        assert_eq!(a.op, CmpOp::Eq);
4722        assert_eq!(a.rhs, 10.0);
4723    }
4724
4725    /// A bare-minimum [`DebugState`] that implements only the required
4726    /// methods and leaves every optional one (including `nlp_error`) at its
4727    /// trait default. Stands in for "a new backend with no solver-specific
4728    /// extras", so the metric-vocabulary test below exercises the
4729    /// default-`NaN` (unsupported-metric) path.
4730    struct MinimalState;
4731    impl DebugState for MinimalState {
4732        fn checkpoint(&self) -> Checkpoint {
4733            Checkpoint::IterStart
4734        }
4735        fn iter(&self) -> i32 {
4736            7
4737        }
4738        fn mu(&self) -> f64 {
4739            1e-3
4740        }
4741        fn objective(&self) -> f64 {
4742            42.0
4743        }
4744        fn inf_pr(&self) -> f64 {
4745            1e-4
4746        }
4747        fn inf_du(&self) -> f64 {
4748            2e-4
4749        }
4750        fn complementarity(&self) -> f64 {
4751            5e-4
4752        }
4753        fn alpha(&self) -> (f64, f64) {
4754            (1.0, 1.0)
4755        }
4756        fn block_dims(&self) -> Vec<(&'static str, usize)> {
4757            vec![]
4758        }
4759        fn block(&self, _name: &str) -> Option<Vec<f64>> {
4760            None
4761        }
4762        fn delta_block(&self, _name: &str) -> Option<Vec<f64>> {
4763            None
4764        }
4765    }
4766
4767    /// The streamed scalar block is driven by the single `METRICS` source of
4768    /// truth: `metric_fields` emits *exactly* the advertised `hello.metrics`
4769    /// names, every backend answers each (required accessors), and an
4770    /// unsupported metric surfaces explicitly as JSON `null` (default `NaN`)
4771    /// rather than a dropped field — so the protocol can't silently drift.
4772    #[test]
4773    fn metric_fields_match_advertised_vocabulary() {
4774        let fields = metric_fields(&MinimalState);
4775
4776        // Same names, same order as the advertised `hello.metrics`.
4777        let names: Vec<&str> = fields.iter().map(|(n, _)| *n).collect();
4778        assert_eq!(names, METRICS);
4779
4780        // Every METRICS name parses to a Metric arm (except `iter`, the
4781        // integer counter) — the invariant `metric_fields` relies on.
4782        for &name in METRICS {
4783            assert!(
4784                name == "iter" || Metric::parse(name).is_some(),
4785                "METRICS entry `{name}` has no matching Metric arm"
4786            );
4787        }
4788
4789        let map: std::collections::HashMap<_, _> = fields.into_iter().collect();
4790        // `iter` is an integer, not a float.
4791        assert_eq!(map["iter"], serde_json::json!(7));
4792        assert_eq!(map["objective"], serde_json::json!(42.0));
4793        // The one optional metric, left at its `NaN` default, is reported
4794        // explicitly as `null` — present, not silently omitted.
4795        assert_eq!(map["nlp_error"], serde_json::Value::Null);
4796    }
4797
4798    #[test]
4799    fn atom_parse_rejects_garbage() {
4800        assert!(Atom::parse("inf_pr 1e-6").is_err()); // no operator
4801        assert!(Atom::parse("bogus<1").is_err()); // unknown metric
4802        assert!(Atom::parse("mu<abc").is_err()); // bad threshold
4803    }
4804
4805    #[test]
4806    fn compound_condition_parses_and_evaluates_left_to_right() {
4807        // Chain length + joins.
4808        let c = Condition::parse("mu<1e-4&&inf_pr>1e-3").unwrap();
4809        assert_eq!(c.rest.len(), 1);
4810        assert_eq!(c.rest[0].0, Join::And);
4811
4812        // Parens are stripped; `||` recognized.
4813        let c = Condition::parse("iter>10&&(inf_du>1e-2||obj<0)").unwrap();
4814        assert_eq!(c.rest.len(), 2);
4815        assert_eq!(c.rest[0].0, Join::And);
4816        assert_eq!(c.rest[1].0, Join::Or);
4817        assert_eq!(c.raw, "iter>10&&inf_du>1e-2||obj<0");
4818
4819        // A bad atom anywhere fails the whole parse.
4820        assert!(Condition::parse("mu<1e-4&&bogus>0").is_err());
4821    }
4822
4823    #[test]
4824    fn completion_is_context_sensitive() {
4825        // First token completes command verbs.
4826        let c = completion_candidates(None, "", "co");
4827        assert!(c.contains(&"continue".to_string()));
4828        assert!(c.contains(&"complete".to_string()));
4829        assert!(!c.contains(&"step".to_string()));
4830
4831        // After `set`, both mu/opt and block names are offered.
4832        let c = completion_candidates(None, "set ", "");
4833        assert!(c.contains(&"mu".to_string()));
4834        assert!(c.contains(&"opt".to_string()));
4835        assert!(c.contains(&"x".to_string()));
4836
4837        // After `break if`, metric names.
4838        let c = completion_candidates(None, "break if ", "inf");
4839        assert!(c.contains(&"inf_pr".to_string()));
4840        assert!(c.contains(&"inf_du".to_string()));
4841        assert!(!c.contains(&"mu".to_string()));
4842
4843        // `print` completes blocks + scalar keywords.
4844        let c = completion_candidates(None, "print ", "");
4845        assert!(c.contains(&"x".to_string()));
4846        assert!(c.contains(&"obj".to_string()));
4847    }
4848
4849    #[test]
4850    fn cmp_op_truth_table() {
4851        assert!(CmpOp::Lt.eval(1.0, 2.0));
4852        assert!(!CmpOp::Lt.eval(2.0, 2.0));
4853        assert!(CmpOp::Le.eval(2.0, 2.0));
4854        assert!(CmpOp::Gt.eval(3.0, 2.0));
4855        assert!(CmpOp::Ge.eval(2.0, 2.0));
4856        assert!(CmpOp::Eq.eval(2.0, 2.0));
4857        assert!(!CmpOp::Eq.eval(2.0, 2.5));
4858    }
4859
4860    #[test]
4861    fn interrupt_is_consumed_once() {
4862        interrupt::set_pending_for_test();
4863        assert!(interrupt::take(), "first take sees the pending Ctrl-C");
4864        assert!(!interrupt::take(), "second take is clear (consumed once)");
4865    }
4866
4867    #[test]
4868    fn on_interrupt_constructor_runs_free_but_interruptible() {
4869        let d = SolverDebugger::on_interrupt(DebugMode::Repl, None);
4870        assert!(!d.pause_iters, "on-interrupt does not pause each iter");
4871        assert!(!d.pause_terminal, "on-interrupt does not pause at terminal");
4872        assert!(d.interruptible, "on-interrupt honors Ctrl-C");
4873        assert!(!d.step, "on-interrupt starts un-armed");
4874    }
4875
4876    #[test]
4877    fn coffee_easter_egg_prints_art_but_stays_hidden() {
4878        let d = SolverDebugger::new(DebugMode::Repl, None);
4879        let out = d.cmd_coffee();
4880        assert!(out.ok);
4881        assert!(out.lines.len() > 5, "multi-line art");
4882        assert!(
4883            out.lines.iter().any(|l| l.contains("COFFEE")),
4884            "the mug says COFFEE"
4885        );
4886        // Easter egg: not advertised anywhere discoverable.
4887        assert!(
4888            !COMMANDS.contains(&"coffee"),
4889            "hidden from help/complete/Tab"
4890        );
4891        // Output is plain in the (non-TTY) test context — no escape codes.
4892        assert!(
4893            out.lines.iter().all(|l| !l.contains('\x1b')),
4894            "no color when stderr isn't a TTY"
4895        );
4896    }
4897
4898    #[test]
4899    fn double_ctrl_c_at_prompt_quits_single_cancels_line() {
4900        let mut d = SolverDebugger::new(DebugMode::Repl, None);
4901        // First Ctrl-C in a row cancels the line (empty → reprompt).
4902        assert_eq!(d.on_prompt_interrupt(), "");
4903        // Second in a row quits the solve.
4904        assert_eq!(d.on_prompt_interrupt(), "quit");
4905        // Counter reset after quitting, so the next single press cancels again.
4906        assert_eq!(d.on_prompt_interrupt(), "");
4907        // A real command in between resets the streak (simulating the
4908        // `Ok(l)` branch of `next_command_line`).
4909        d.prompt_interrupts = 0;
4910        assert_eq!(d.on_prompt_interrupt(), "", "fresh streak after a command");
4911    }
4912
4913    #[test]
4914    fn stop_at_accepts_names_and_aliases() {
4915        let mut d = SolverDebugger::new(DebugMode::Repl, None);
4916        assert!(d.cmd_stop_at(&["after_search_dir"]).ok);
4917        assert!(d.stop_at.contains("after_search_dir"));
4918        // Aliases canonicalize.
4919        assert!(d.cmd_stop_at(&["mu"]).ok);
4920        assert!(d.stop_at.contains("after_mu"));
4921        assert!(d.cmd_stop_at(&["kkt"]).ok);
4922        assert!(d.stop_at.contains("after_search_dir"));
4923        // Unknown name is rejected.
4924        assert!(!d.cmd_stop_at(&["bogus"]).ok);
4925        // Clear empties the set.
4926        assert!(d.cmd_stop_at(&["clear"]).ok);
4927        assert!(d.stop_at.is_empty());
4928    }
4929
4930    #[test]
4931    fn llm_command_defaults_and_overrides() {
4932        // Default is `claude -p`, prompt on stdin.
4933        // FIXME: Audit that the environment access only happens in single-threaded code.
4934        unsafe { std::env::remove_var("POUNCE_DBG_LLM") };
4935        let (prog, args, on_stdin) = llm_command("hi");
4936        assert_eq!(prog, "claude");
4937        assert_eq!(args, vec!["-p".to_string()]);
4938        assert!(on_stdin);
4939
4940        // `{}` substitution puts the prompt in an arg (no stdin).
4941        // FIXME: Audit that the environment access only happens in single-threaded code.
4942        unsafe { std::env::set_var("POUNCE_DBG_LLM", "mytool --ask {}") };
4943        let (prog, args, on_stdin) = llm_command("why");
4944        assert_eq!(prog, "mytool");
4945        assert_eq!(args, vec!["--ask".to_string(), "why".to_string()]);
4946        assert!(!on_stdin);
4947
4948        // No `{}` ⇒ prompt on stdin.
4949        // FIXME: Audit that the environment access only happens in single-threaded code.
4950        unsafe { std::env::set_var("POUNCE_DBG_LLM", "llm -m gpt") };
4951        let (_, _, on_stdin) = llm_command("q");
4952        assert!(on_stdin);
4953
4954        // Bare provider keywords resolve to the right non-interactive call.
4955        // (All env-var assertions live in this one test so they can't race
4956        // a sibling that mutates the same process-global var.)
4957        // FIXME: Audit that the environment access only happens in single-threaded code.
4958        unsafe { std::env::set_var("POUNCE_DBG_LLM", "codex") };
4959        let (prog, args, on_stdin) = llm_command("why is mu stuck");
4960        assert_eq!(prog, "codex");
4961        assert_eq!(
4962            args,
4963            vec!["exec".to_string(), "why is mu stuck".to_string()]
4964        );
4965        assert!(!on_stdin); // prompt is in the argv, not stdin
4966
4967        // FIXME: Audit that the environment access only happens in single-threaded code.
4968        unsafe { std::env::set_var("POUNCE_DBG_LLM", "gemini") };
4969        let (prog, args, _) = llm_command("q");
4970        assert_eq!(prog, "gemini");
4971        assert_eq!(args, vec!["-p".to_string(), "q".to_string()]);
4972
4973        // FIXME: Audit that the environment access only happens in single-threaded code.
4974        unsafe { std::env::set_var("POUNCE_DBG_LLM", "llm") };
4975        let (prog, args, _) = llm_command("q");
4976        assert_eq!(prog, "llm");
4977        assert_eq!(args, vec!["q".to_string()]);
4978
4979        // Bare `claude` keyword goes through the preset (gains `-p`), not the
4980        // bare-program fallback that would hang in interactive mode.
4981        // FIXME: Audit that the environment access only happens in single-threaded code.
4982        unsafe { std::env::set_var("POUNCE_DBG_LLM", "claude") };
4983        let (prog, args, on_stdin) = llm_command("q");
4984        assert_eq!(prog, "claude");
4985        assert_eq!(args, vec!["-p".to_string()]);
4986        assert!(on_stdin);
4987
4988        // An unknown bare word is NOT a preset: bare program, prompt on stdin
4989        // (backward-compatible).
4990        // FIXME: Audit that the environment access only happens in single-threaded code.
4991        unsafe { std::env::set_var("POUNCE_DBG_LLM", "mytool") };
4992        let (prog, args, on_stdin) = llm_command("q");
4993        assert_eq!(prog, "mytool");
4994        assert!(args.is_empty());
4995        assert!(on_stdin);
4996
4997        // A missing CLI fails gracefully: an error (never a panic) with an
4998        // actionable, provider-listing message.
4999        // FIXME: Audit that the environment access only happens in single-threaded code.
5000        unsafe { std::env::set_var("POUNCE_DBG_LLM", "pounce-no-such-llm-xyz") };
5001        let err = run_llm("hello").unwrap_err();
5002        assert!(err.contains("not installed or not on PATH"), "{err}");
5003        assert!(err.contains("codex"), "{err}");
5004
5005        // FIXME: Audit that the environment access only happens in single-threaded code.
5006        unsafe { std::env::remove_var("POUNCE_DBG_LLM") };
5007    }
5008
5009    #[test]
5010    fn detach_disables_all_pausing() {
5011        let mut d = dbg(DebugMode::Repl);
5012        d.detached = true;
5013        d.step = true;
5014        d.breaks = vec![1];
5015        assert!(!d.should_pause(0));
5016        assert!(!d.should_pause(1));
5017    }
5018
5019    #[test]
5020    fn kkt_capture_tracks_attached_state() {
5021        // Heavy KKT/L capture is on while stepping (attached), off once
5022        // detached so a free run doesn't pay the per-iteration assembly.
5023        let mut d = dbg(DebugMode::Repl);
5024        assert!(d.wants_kkt_capture());
5025        d.detached = true;
5026        assert!(!d.wants_kkt_capture());
5027    }
5028
5029    fn resid(kind: ResidKind, index: usize, value: f64) -> Residual {
5030        Residual { kind, index, value }
5031    }
5032
5033    #[test]
5034    fn rank_residuals_sorts_by_magnitude_and_truncates() {
5035        use ResidKind::*;
5036        let entries = vec![
5037            resid(Eq, 0, -0.5),
5038            resid(Ineq, 1, 3.0),
5039            resid(DualX, 2, -7.0),
5040            resid(DualS, 3, 1.0),
5041        ];
5042        let top = rank_residuals(entries, 2);
5043        assert_eq!(top.len(), 2);
5044        // Largest |value| first: |-7|, then |3|.
5045        assert_eq!(top[0].value, -7.0);
5046        assert_eq!(top[0].kind, DualX);
5047        assert_eq!(top[1].value, 3.0);
5048        assert_eq!(top[1].kind, Ineq);
5049    }
5050
5051    #[test]
5052    fn rank_residuals_k_zero_and_k_over_len() {
5053        use ResidKind::*;
5054        let entries = vec![resid(Eq, 0, 1.0), resid(Ineq, 1, 2.0)];
5055        assert!(rank_residuals(entries.clone(), 0).is_empty());
5056        // k larger than the input just returns everything, ranked.
5057        let all = rank_residuals(entries, 99);
5058        assert_eq!(all.len(), 2);
5059        assert_eq!(all[0].value, 2.0);
5060    }
5061
5062    #[test]
5063    fn rank_residuals_is_stable_on_magnitude_ties() {
5064        use ResidKind::*;
5065        // Equal |value|: input order preserved (Eq before Ineq before dual).
5066        let entries = vec![
5067            resid(Ineq, 5, -2.0),
5068            resid(Eq, 1, 2.0),
5069            resid(DualX, 9, -2.0),
5070        ];
5071        let top = rank_residuals(entries, 3);
5072        assert_eq!(
5073            top.iter().map(|r| r.kind).collect::<Vec<_>>(),
5074            vec![Ineq, Eq, DualX]
5075        );
5076    }
5077
5078    fn split_names_fixture() -> SplitNames {
5079        SplitNames {
5080            x_var: vec![Some("T_reactor".into()), None],
5081            eq: vec![Some("mass_balance".into()), Some("energy_balance".into())],
5082            ineq: vec![Some("pressure_cap".into())],
5083        }
5084    }
5085
5086    #[test]
5087    fn resid_name_maps_each_kind_to_its_pool() {
5088        use ResidKind::*;
5089        let names = Some(split_names_fixture());
5090        // Equality → eq pool; inequality and s-space dual → ineq pool;
5091        // x-space dual → x_var pool.
5092        assert_eq!(
5093            resid_name(&resid(Eq, 1, 0.0), &names),
5094            Some("energy_balance")
5095        );
5096        assert_eq!(
5097            resid_name(&resid(Ineq, 0, 0.0), &names),
5098            Some("pressure_cap")
5099        );
5100        assert_eq!(
5101            resid_name(&resid(DualS, 0, 0.0), &names),
5102            Some("pressure_cap")
5103        );
5104        assert_eq!(resid_name(&resid(DualX, 0, 0.0), &names), Some("T_reactor"));
5105        // Unnamed slot (None) and out-of-range fall back to no name.
5106        assert_eq!(resid_name(&resid(DualX, 1, 0.0), &names), None);
5107        assert_eq!(resid_name(&resid(Eq, 9, 0.0), &names), None);
5108        // No names at all ⇒ None.
5109        assert_eq!(resid_name(&resid(Eq, 0, 0.0), &None), None);
5110    }
5111
5112    #[test]
5113    fn worst_named_picks_largest_and_labels_it() {
5114        use ResidKind::*;
5115        let names = Some(split_names_fixture());
5116        // |−3.2| is the largest; it sits in the eq pool at index 1.
5117        let resids = vec![resid(Eq, 0, 0.5), resid(Eq, 1, -3.2), resid(Ineq, 0, 1.1)];
5118        assert_eq!(
5119            worst_named(resids, &names),
5120            Some(("c[energy_balance]".to_string(), -3.2))
5121        );
5122        // Without names, the label falls back to the split index.
5123        let resids = vec![resid(DualX, 7, 9.0)];
5124        assert_eq!(
5125            worst_named(resids, &None),
5126            Some(("grad_x_L[7]".to_string(), 9.0))
5127        );
5128        // Empty input ⇒ None.
5129        assert_eq!(worst_named(vec![], &names), None);
5130    }
5131
5132    use pounce_algorithm::debug_rank::RankCulprit;
5133
5134    fn rank_report_fixture() -> RankReport {
5135        // 2×3 equality block, row 1 redundant: rank 1, deficiency 1, with
5136        // both equality rows sharing the single null direction.
5137        RankReport {
5138            rows: vec![
5139                RankRow {
5140                    kind: ResidKind::Eq,
5141                    index: 0,
5142                },
5143                RankRow {
5144                    kind: ResidKind::Eq,
5145                    index: 1,
5146                },
5147            ],
5148            n_cols: 3,
5149            singular_values: vec![2.0, 0.0],
5150            tol: 1e-15,
5151            rank: 1,
5152            cond: f64::INFINITY,
5153            culprits: vec![
5154                RankCulprit {
5155                    row: 0,
5156                    weight: 0.5,
5157                },
5158                RankCulprit {
5159                    row: 1,
5160                    weight: 0.5,
5161                },
5162            ],
5163        }
5164    }
5165
5166    #[test]
5167    fn render_rank_report_names_culprits_and_builds_json() {
5168        let names = Some(split_names_fixture());
5169        let rep = rank_report_fixture();
5170        // No equation book ⇒ names only, plus the `print equation` hint.
5171        let (lines, data) = render_rank_report(&rep, &names, None, 7);
5172
5173        let text = lines.join("\n");
5174        assert!(text.contains("2 row(s) × 3 column(s)"), "{text}");
5175        assert!(text.contains("numerical rank = 1 / 2"), "{text}");
5176        // cond is non-finite (σ_min = 0) ⇒ spelled out, not "inf"/"NaN".
5177        assert!(text.contains("inf (σ_min = 0)"), "{text}");
5178        // Culprits resolved to model names from the eq pool.
5179        assert!(text.contains("c[mass_balance]"), "{text}");
5180        assert!(text.contains("c[energy_balance]"), "{text}");
5181        assert!(text.contains("participation 0.50"), "{text}");
5182        // No book ⇒ fall back to the inspect hint, no inline algebra.
5183        assert!(text.contains("print equation"), "{text}");
5184
5185        // JSON payload: cond is null (non-finite), culprits carry names but
5186        // no resolved equation (no book).
5187        assert_eq!(data["iter"], 7);
5188        assert_eq!(data["rank"], 1);
5189        assert_eq!(data["deficiency"], 1);
5190        assert_eq!(data["rank_deficient"], true);
5191        assert!(data["cond"].is_null(), "non-finite cond ⇒ null: {data}");
5192        assert_eq!(data["culprits"][0]["name"], "mass_balance");
5193        assert_eq!(data["culprits"][0]["label"], "c[mass_balance]");
5194        assert!(data["culprits"][0]["equation"].is_null());
5195        assert_eq!(data["culprits"][1]["name"], "energy_balance");
5196    }
5197
5198    #[test]
5199    fn render_rank_report_prints_culprit_equations_inline() {
5200        let names = Some(split_names_fixture());
5201        let rep = rank_report_fixture();
5202        // The equation book keys on original .nl row order; both eq names
5203        // present so the rank culprits resolve by name.
5204        let book = EquationBook::new(
5205            vec!["mass_balance".into(), "energy_balance".into()],
5206            vec![
5207                "x[0] + x[1] - 10 = 0".into(),
5208                "T_reactor*flow - Q = 0".into(),
5209            ],
5210        );
5211        let (lines, data) = render_rank_report(&rep, &names, Some(&book), 7);
5212
5213        let text = lines.join("\n");
5214        // The offending equations' algebra is printed inline, beneath each
5215        // named culprit — no second command needed.
5216        assert!(text.contains("x[0] + x[1] - 10 = 0"), "{text}");
5217        assert!(text.contains("T_reactor*flow - Q = 0"), "{text}");
5218        // With the algebra shown inline, the `print equation` nag is dropped.
5219        assert!(!text.contains("inspect a row with"), "{text}");
5220
5221        // JSON carries the resolved equation per culprit.
5222        assert_eq!(data["culprits"][0]["equation"], "x[0] + x[1] - 10 = 0");
5223        assert_eq!(data["culprits"][1]["equation"], "T_reactor*flow - Q = 0");
5224    }
5225
5226    #[test]
5227    fn render_rank_report_full_rank_reports_positive_signal() {
5228        let rep = RankReport {
5229            rows: vec![
5230                RankRow {
5231                    kind: ResidKind::Eq,
5232                    index: 0,
5233                },
5234                RankRow {
5235                    kind: ResidKind::Eq,
5236                    index: 1,
5237                },
5238            ],
5239            n_cols: 3,
5240            singular_values: vec![2.0, 1.0],
5241            tol: 1e-15,
5242            rank: 2,
5243            cond: 2.0,
5244            culprits: vec![],
5245        };
5246        let (lines, data) = render_rank_report(&rep, &None, None, 3);
5247        let text = lines.join("\n");
5248        assert!(text.contains("full row rank"), "{text}");
5249        assert!(!text.contains("rank-deficient"), "{text}");
5250        assert_eq!(data["rank_deficient"], false);
5251        assert_eq!(data["cond"], 2.0);
5252        assert_eq!(data["culprits"].as_array().map(|a| a.len()), Some(0));
5253    }
5254
5255    #[test]
5256    fn print_equation_resolves_by_name_index_and_errors() {
5257        let mut d = dbg(DebugMode::Repl);
5258        // No book wired in yet ⇒ a helpful error, not a panic.
5259        let out = d.cmd_print_equation(&[]);
5260        assert!(!out.ok);
5261        assert!(out.lines[0].contains("needs an .nl model"));
5262
5263        d.set_equation_book(EquationBook::new(
5264            vec!["mass_balance".into(), String::new()],
5265            vec!["x[0] + x[1] = 10".into(), "x[0] - x[1] <= 2".into()],
5266        ));
5267
5268        // No arg ⇒ count + usage hint.
5269        let out = d.cmd_print_equation(&[]);
5270        assert!(out.ok);
5271        assert!(out.lines[0].contains("2 constraint equation"));
5272
5273        // By model name.
5274        let out = d.cmd_print_equation(&["mass_balance"]);
5275        assert!(out.ok);
5276        assert_eq!(out.lines[0], "mass_balance:  x[0] + x[1] = 10");
5277
5278        // By original row index; the unnamed row falls back to `c[1]`.
5279        let out = d.cmd_print_equation(&["1"]);
5280        assert!(out.ok);
5281        assert_eq!(out.lines[0], "c[1]:  x[0] - x[1] <= 2");
5282
5283        // Unknown key ⇒ error.
5284        let out = d.cmd_print_equation(&["nope"]);
5285        assert!(!out.ok);
5286        assert!(out.lines[0].contains("no constraint named or indexed"));
5287    }
5288
5289    /// Build an `EqualityIncidence` from an explicit row→vars adjacency,
5290    /// carrying the original-row indices so `con_label`'s `c[orig]`
5291    /// fallback can be exercised.
5292    fn eq_inc(n_vars: usize, eq_row_inner_idx: Vec<usize>, rows: &[&[usize]]) -> EqualityIncidence {
5293        let mut adj_ptr = vec![0usize];
5294        let mut vars = Vec::new();
5295        for r in rows {
5296            let mut v = r.to_vec();
5297            v.sort_unstable();
5298            v.dedup();
5299            vars.extend_from_slice(&v);
5300            adj_ptr.push(vars.len());
5301        }
5302        EqualityIncidence {
5303            n_vars,
5304            eq_row_inner_idx,
5305            adj_ptr,
5306            vars,
5307        }
5308    }
5309
5310    #[test]
5311    fn structural_singularity_names_overdetermined_equations() {
5312        // 3 equality rows over 2 vars, each touching both → a maximum
5313        // matching saturates the 2 columns, leaving 1 row unmatched;
5314        // the alternating walk pulls all 3 rows into the over-determined
5315        // block. The finding must name every candidate equation, the
5316        // shared variables, and the ≥1 redundancy excess.
5317        let inc = eq_inc(2, vec![0, 1, 2], &[&[0, 1], &[0, 1], &[0, 1]]);
5318        let book = StructureBook::new(
5319            inc,
5320            vec!["balance_a".into(), "balance_b".into(), "balance_c".into()],
5321            vec!["flow".into(), "temp".into()],
5322        );
5323        let f = book.findings();
5324        assert_eq!(f.len(), 1);
5325        let (sev, code, msg) = &f[0];
5326        assert_eq!(*sev, "warning");
5327        assert_eq!(*code, "structural_singularity");
5328        assert!(msg.contains("balance_a"), "msg: {msg}");
5329        assert!(msg.contains("balance_b"), "msg: {msg}");
5330        assert!(msg.contains("balance_c"), "msg: {msg}");
5331        assert!(msg.contains("flow") && msg.contains("temp"), "msg: {msg}");
5332        assert!(msg.contains("≥1"), "msg: {msg}");
5333    }
5334
5335    #[test]
5336    fn structural_findings_silent_when_well_posed_and_fall_back_to_indices() {
5337        // Square 2×2 with a perfect matching → structurally sound, no
5338        // finding (and the normal "more vars than eqs" case is never
5339        // flagged either, since we only report the over-determined side).
5340        let inc = eq_inc(2, vec![0, 1], &[&[0], &[1]]);
5341        let book = StructureBook::new(inc, vec![], vec![]);
5342        assert!(book.findings().is_empty());
5343
5344        // Over-determined but unnamed: 3 rows over 1 var, with the
5345        // original row indices skipping 2 (e.g. an interleaved
5346        // inequality) → labels fall back to `c[<orig>]`.
5347        let inc = eq_inc(1, vec![0, 1, 3], &[&[0], &[0], &[0]]);
5348        let book = StructureBook::new(inc, vec![], vec![]);
5349        let f = book.findings();
5350        assert_eq!(f.len(), 1);
5351        let msg = &f[0].2;
5352        assert!(
5353            msg.contains("c[0]") && msg.contains("c[1]") && msg.contains("c[3]"),
5354            "msg: {msg}"
5355        );
5356    }
5357
5358    #[test]
5359    fn structural_singularity_handles_empty_row_with_no_variables() {
5360        // An empty equality row (no variable support) is unmatched and
5361        // touches no columns → over-determined with no shared variables.
5362        let inc = eq_inc(1, vec![0, 1], &[&[0], &[]]);
5363        let book = StructureBook::new(inc, vec!["real".into(), "ghost".into()], vec!["x".into()]);
5364        let f = book.findings();
5365        assert_eq!(f.len(), 1);
5366        let msg = &f[0].2;
5367        assert!(msg.contains("ghost"), "msg: {msg}");
5368        assert!(msg.contains("no variables"), "msg: {msg}");
5369    }
5370
5371    #[test]
5372    fn parse_floats_accepts_commas_whitespace_and_newlines() {
5373        assert_eq!(parse_floats("1, 2 ,3").unwrap(), vec![1.0, 2.0, 3.0]);
5374        assert_eq!(parse_floats("1\n2\n-3.5").unwrap(), vec![1.0, 2.0, -3.5]);
5375        assert_eq!(parse_floats("  1.0   2e-1 ").unwrap(), vec![1.0, 0.2]);
5376        assert!(parse_floats("1, nope, 3").is_err());
5377        assert_eq!(parse_floats("").unwrap(), Vec::<f64>::new());
5378    }
5379
5380    #[test]
5381    fn jitter_start_zero_is_the_unperturbed_base_and_is_deterministic() {
5382        let base = vec![1.0, -2.0, 0.0];
5383        // k=0 reproduces the base exactly, so a multistart always covers x0.
5384        assert_eq!(jitter(&base, 0.1, 0), base);
5385        // k>0 perturbs, bounded by rel·(|xᵢ|+1), and reproduces run-to-run.
5386        let a = jitter(&base, 0.1, 1);
5387        let b = jitter(&base, 0.1, 1);
5388        assert_eq!(a, b);
5389        assert_ne!(a, base);
5390        for (j, (&p, &x)) in a.iter().zip(&base).enumerate() {
5391            let bound = 0.1 * (x.abs() + 1.0);
5392            assert!(
5393                (p - x).abs() <= bound + 1e-12,
5394                "component {j} moved {} > bound {bound}",
5395                (p - x).abs()
5396            );
5397        }
5398        // Different start index → different point.
5399        assert_ne!(jitter(&base, 0.1, 1), jitter(&base, 0.1, 2));
5400    }
5401
5402    #[test]
5403    fn sample_start_draws_inside_finite_boxes_and_jitters_unbounded() {
5404        let base = vec![1.0, 1.0, 0.5];
5405        // var 0: box [0,2]; var 1: lower-only (upper = +inf); var 2: box [-1,1].
5406        let lo = vec![0.0, 0.0, -1.0];
5407        let hi = vec![2.0, f64::INFINITY, 1.0];
5408        let b = Some((lo.as_slice(), hi.as_slice()));
5409        // Start 0 is always the base, regardless of bounds.
5410        assert_eq!(sample_start(&base, b, 0.1, 0), base);
5411        for k in 1..50 {
5412            let s = sample_start(&base, b, 0.1, k);
5413            // Boxed components land strictly inside their box.
5414            assert!((0.0..=2.0).contains(&s[0]), "var0 {} out of [0,2]", s[0]);
5415            assert!((-1.0..=1.0).contains(&s[2]), "var2 {} out of [-1,1]", s[2]);
5416            // The half-bounded component falls back to jitter around base.
5417            let bound = 0.1 * (base[1].abs() + 1.0);
5418            assert!(
5419                (s[1] - base[1]).abs() <= bound + 1e-12,
5420                "var1 jitter exceeded"
5421            );
5422        }
5423        // Deterministic in k.
5424        assert_eq!(
5425            sample_start(&base, b, 0.1, 7),
5426            sample_start(&base, b, 0.1, 7)
5427        );
5428    }
5429
5430    #[test]
5431    fn path_completion_lists_matching_files_with_dir_prefix() {
5432        let dir = std::env::temp_dir().join("pounce_dbg_complete_test");
5433        let _ = std::fs::remove_dir_all(&dir);
5434        std::fs::create_dir_all(&dir).unwrap();
5435        std::fs::write(dir.join("starts.txt"), "0,0\n").unwrap();
5436        std::fs::write(dir.join("start2.txt"), "1,1\n").unwrap();
5437        std::fs::write(dir.join("other.json"), "{}").unwrap();
5438        std::fs::create_dir_all(dir.join("subdir")).unwrap();
5439
5440        let p = dir.to_string_lossy().to_string();
5441        // Prefix filters; the dir prefix is preserved so the token replaces whole.
5442        let mut got = path_candidates(&format!("{p}/start"));
5443        got.sort();
5444        assert_eq!(
5445            got,
5446            vec![format!("{p}/start2.txt"), format!("{p}/starts.txt")]
5447        );
5448        // Directories get a trailing slash.
5449        let got = path_candidates(&format!("{p}/sub"));
5450        assert_eq!(got, vec![format!("{p}/subdir/")]);
5451        // Listing a directory with an empty basename returns all entries.
5452        assert_eq!(path_candidates(&format!("{p}/")).len(), 4);
5453        // Verb-context routing: `load <file>` arg yields path candidates.
5454        assert!(
5455            completion_candidates(None, "load", &format!("{p}/star"))
5456                .iter()
5457                .all(|c| c.contains("start"))
5458        );
5459
5460        let _ = std::fs::remove_dir_all(&dir);
5461    }
5462}