symplex 0.9.0

Exact symbolic mathematics for Rust: calculus, summation, solving, linear algebra, transforms, compile-time dimensional analysis, and Rust/C code generation
Documentation
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
//! Convergence tests for infinite series `Σ_{k≥k₀} a_k`.
//!
//! Every test returns `Some(true)` (converges), `Some(false)` (diverges)
//! or `None` (inconclusive) — never a guess.
//!
//! # Tests
//!
//! 1. **Constant terms** — `Σ c` diverges unless `c = 0`.
//! 2. **Rational functions** `N(k)/D(k)` — converges iff
//!    `deg D − deg N ≥ 2` (covers p-series with integer `p`, `k/(k+1)`, …).
//! 3. **Exact growth analysis** for hypergeometric-type terms
//!    `c · (−1)^k · rᵏ · Π(k+β)^p · Π((αk+β)!)^e · Π(αk+β)^(ck+d)`: Stirling's
//!    formula gives `ln|a_k| = A·k ln k + B·k + C·ln k + O(1)` with *exact*
//!    rational `A`, `C` and `B ∈ ℚ + Σ ℚ·ln p` (primes `p`).  The sign of
//!    `A`, then `B`, then `C` decides — this subsumes the ratio test, the
//!    root test, the p-series test and the alternating-series test (for
//!    `A = B = 0` the terms are eventually monotone, so `Σ(−1)^k a_k`
//!    converges iff `C < 0`).
//! 4. **Bounded factors** — `sin(·)`, `cos(·)` are stripped and the rest is
//!    tested for absolute convergence (direct comparison `|a_k| ≤ C/k^p`).
//! 5. **Integral test** for log-exp ("Hardy field") terms such as
//!    `1/(k ln² k)`: these are eventually monotone of constant sign, so
//!    `Σ a_k` converges iff `∫^∞ a(x) dx` does.  The antiderivative's limit
//!    is cross-checked numerically before it is trusted.
//!
//! [`is_absolutely_convergent`] runs the same machinery on `|a_k|`
//! (sign-alternating factors removed).

use std::collections::BTreeMap;

use num_bigint::BigInt;
use num_rational::Ratio;
use num_traits::{One, Signed, ToPrimitive, Zero};
use tracing::trace;

use crate::base::arena::Arena;
use crate::base::node::{ExprId, ExprNode};
use crate::base::walk;
use crate::calculus::summation::{self, TermShape};
use crate::poly::polybridge;
use crate::transforms::eval;

type Rat = Ratio<BigInt>;

/// Result of a convergence test.
#[derive(Debug, Clone, Copy, PartialEq, Eq)]
pub(crate) enum Convergence {
    /// The series converges.
    Converges,
    /// The series diverges.
    Diverges,
    /// The test was inconclusive.
    Inconclusive,
}

impl Convergence {
    fn to_option(self) -> Option<bool> {
        match self {
            Convergence::Converges => Some(true),
            Convergence::Diverges => Some(false),
            Convergence::Inconclusive => None,
        }
    }
}

/// Determine whether the infinite series `Σ_{k≥1} body(var)` converges.
///
/// Returns `Some(true)` if convergent (absolutely or conditionally),
/// `Some(false)` if divergent, `None` if inconclusive.
pub(crate) fn is_convergent(arena: &mut Arena, body: ExprId, var: ExprId) -> Option<bool> {
    test_convergence(arena, body, var, false).to_option()
}

/// Determine whether `Σ_{k≥1} |body(var)|` converges.
pub(crate) fn is_absolutely_convergent(
    arena: &mut Arena,
    body: ExprId,
    var: ExprId,
) -> Option<bool> {
    test_convergence(arena, body, var, true).to_option()
}

fn test_convergence(arena: &mut Arena, body: ExprId, var: ExprId, absolute: bool) -> Convergence {
    if !matches!(arena.node(var), ExprNode::Symbol(_)) {
        return Convergence::Inconclusive;
    }
    // 0. Constant terms.
    if !walk::contains(arena, body, var) {
        let v = eval::eval(arena, body);
        trace!("convergence: body is constant w.r.t. var");
        return if arena.is_zero_structural(v) || arena.as_num(v).is_some_and(|r| r.is_zero()) {
            Convergence::Converges
        } else {
            Convergence::Diverges
        };
    }

    // 1. Rational functions (after combining fractions).
    if let Some(c) = rational_test(arena, body, var) {
        return c;
    }

    // 2. Sums: term-wise.
    if let ExprNode::Add(ref terms) = arena.node(body).clone() {
        let terms: Vec<ExprId> = terms.to_vec();
        let mut convergent = 0usize;
        let mut divergent = 0usize;
        for &t in &terms {
            match test_convergence(arena, t, var, absolute) {
                Convergence::Converges => convergent += 1,
                Convergence::Diverges => divergent += 1,
                Convergence::Inconclusive => return Convergence::Inconclusive,
            }
        }
        if divergent == 0 {
            return Convergence::Converges;
        }
        if divergent == 1 && convergent == terms.len() - 1 {
            return Convergence::Diverges;
        }
        return Convergence::Inconclusive;
    }

    // 3. Exact growth analysis.
    if let Some(g) = growth_exponents(arena, body, var) {
        return g.decide(absolute);
    }

    // 4. Bounded factors → absolute comparison on the rest.
    if let Some(rest) = strip_bounded_factors(arena, body, var)
        && test_convergence(arena, rest, var, true) == Convergence::Converges
    {
        return Convergence::Converges;
    }

    // 5. Bertrand series  c · k^a · ln(k)^b.
    if let Some(c) = bertrand_test(arena, body, var) {
        return c;
    }

    // 6. Integral test for log-exp terms.
    if let Some(c) = integral_test(arena, body, var) {
        return c;
    }

    Convergence::Inconclusive
}

// ═══════════════════════════════════════════════════════════════════════════
// Bertrand series
// ═══════════════════════════════════════════════════════════════════════════

/// `Σ c · (αk+β)^a · ln(α'k+β')^b` converges iff `a < −1`, or `a = −1` and `b < −1`.
fn bertrand_test(arena: &mut Arena, body: ExprId, var: ExprId) -> Option<Convergence> {
    let factors: Vec<ExprId> = match arena.node(body) {
        ExprNode::Mul(ch) => ch.to_vec(),
        _ => vec![body],
    };
    let mut a = Rat::zero();
    let mut b = Rat::zero();
    let mut saw_log = false;
    for f in factors {
        if !walk::contains(arena, f, var) {
            continue;
        }
        let (base, exp) = arena.as_base_exp(f);
        let e = arena.as_num(exp).cloned()?;
        match arena.node(base).clone() {
            ExprNode::Ln(arg) => {
                let (alpha, _) = linear_in(arena, arg, var)?;
                if !alpha.is_positive() {
                    return None;
                }
                saw_log = true;
                b += e;
            }
            _ => {
                let (alpha, _) = linear_in(arena, base, var)?;
                if !alpha.is_positive() {
                    return None;
                }
                a += e;
            }
        }
    }
    if !saw_log {
        return None; // pure powers are handled by the growth analysis
    }
    let minus_one = -Rat::one();
    trace!("convergence: Bertrand series with a = {a}, b = {b}");
    Some(if a < minus_one || (a == minus_one && b < minus_one) {
        Convergence::Converges
    } else {
        Convergence::Diverges
    })
}

// ═══════════════════════════════════════════════════════════════════════════
// Rational functions
// ═══════════════════════════════════════════════════════════════════════════

fn rational_test(arena: &mut Arena, body: ExprId, var: ExprId) -> Option<Convergence> {
    let combined = if matches!(arena.node(body), ExprNode::Add(_)) {
        let t = polybridge::together(arena, body);
        eval::eval(arena, t)
    } else {
        body
    };
    let (n, d) = polybridge::as_numer_denom(arena, combined);
    let np = polybridge::expr_to_poly(arena, n, var)?;
    let dp = polybridge::expr_to_poly(arena, d, var)?;
    if dp.is_zero() {
        return None;
    }
    if np.is_zero() {
        return Some(Convergence::Converges);
    }
    let dn = np.degree()? as i64;
    let dd = dp.degree()? as i64;
    trace!("convergence: rational function, deg N = {dn}, deg D = {dd}");
    Some(if dd - dn >= 2 {
        Convergence::Converges
    } else {
        Convergence::Diverges
    })
}

// ═══════════════════════════════════════════════════════════════════════════
// Exact growth analysis
// ═══════════════════════════════════════════════════════════════════════════

/// `ln|a_k| = a·k ln k + b·k + c·ln k + O(1)` with `b = b_rat + Σ b_logs[p]·ln p`.
#[derive(Debug, Clone)]
pub(crate) struct Growth {
    a: Rat,
    b_rat: Rat,
    b_logs: BTreeMap<u64, Rat>,
    /// Contribution `Σ a·ln|base|` of constant, non-rational bases (e.g. `π^k`).
    b_numeric: f64,
    b_has_numeric: bool,
    /// `b` contains `ln|x|` for a symbolic base `x` (sign unknown).
    b_symbolic: bool,
    c: Rat,
    alternating: bool,
}

impl Growth {
    /// Sign of the exponential coefficient `b`: `Some(true)` positive,
    /// `Some(false)` negative, `None` zero or unknown.
    fn b_sign(&self) -> Option<Option<bool>> {
        if self.b_symbolic {
            return None;
        }
        let logs_zero = self.b_logs.values().all(|q| q.is_zero());
        if !self.b_has_numeric {
            if logs_zero {
                if self.b_rat.is_zero() {
                    return Some(None);
                }
                return Some(Some(self.b_rat.is_positive()));
            }
            // {1} ∪ {ln p : p prime} is ℚ-linearly independent (Lindemann–
            // Weierstrass + unique factorisation), so b ≠ 0 here and its sign
            // is safely decided numerically.
            let mut v = self.b_rat.to_f64().unwrap_or(0.0);
            for (p, q) in &self.b_logs {
                v += q.to_f64().unwrap_or(0.0) * (*p as f64).ln();
            }
            return Some(Some(v > 0.0));
        }
        // A transcendental constant base is involved: decide numerically
        // only when clearly away from zero.
        let mut v = self.b_rat.to_f64().unwrap_or(0.0) + self.b_numeric;
        for (p, q) in &self.b_logs {
            v += q.to_f64().unwrap_or(0.0) * (*p as f64).ln();
        }
        if v.abs() < 1e-9 {
            return None;
        }
        Some(Some(v > 0.0))
    }

    /// Does `|a_k| → 0`?  `Some(false)` when `|a_k| → ∞`, `None` when the
    /// terms stay bounded away from zero or the sign of `b` is unknown.
    pub(crate) fn tends_to_zero(&self) -> Option<bool> {
        if self.a.is_negative() {
            return Some(true);
        }
        if self.a.is_positive() {
            return Some(false);
        }
        match self.b_sign()? {
            Some(false) => Some(true),
            Some(true) => Some(false),
            None => {
                if self.c.is_negative() {
                    Some(true)
                } else if self.c.is_positive() {
                    Some(false)
                } else {
                    None
                }
            }
        }
    }

    fn decide(&self, absolute: bool) -> Convergence {
        if self.a.is_positive() {
            return Convergence::Diverges;
        }
        if self.a.is_negative() {
            return Convergence::Converges;
        }
        match self.b_sign() {
            None => return Convergence::Inconclusive,
            Some(Some(true)) => return Convergence::Diverges,
            Some(Some(false)) => return Convergence::Converges,
            Some(None) => {}
        }
        // Purely algebraic decay/growth k^c.
        let minus_one = -Rat::one();
        if self.alternating && !absolute {
            // Alternating-series test: terms are eventually monotone, so
            // convergence ⇔ |a_k| → 0 ⇔ c < 0.
            if self.c.is_negative() {
                Convergence::Converges
            } else {
                Convergence::Diverges
            }
        } else if self.c < minus_one {
            Convergence::Converges
        } else {
            Convergence::Diverges
        }
    }
}

/// Add `q·ln|r|` for a rational `r ≠ 0` to the exact log-sum.
fn add_log_rational(logs: &mut BTreeMap<u64, Rat>, r: &Rat, q: &Rat) -> Option<()> {
    if r.is_zero() {
        return None;
    }
    let numer = r.numer().abs().to_u64()?;
    let denom = r.denom().abs().to_u64()?;
    for (n, sign) in [(numer, 1i64), (denom, -1i64)] {
        for (p, e) in factor_small(n) {
            let entry = logs.entry(p).or_insert_with(Rat::zero);
            *entry += q * Ratio::from_integer(BigInt::from(sign * e as i64));
        }
    }
    Some(())
}

/// Trial-division prime factorisation for the small integers that appear
/// as coefficients.
fn factor_small(mut n: u64) -> Vec<(u64, u32)> {
    let mut out = Vec::new();
    if n < 2 {
        return out;
    }
    let mut p = 2u64;
    while p * p <= n {
        let mut e = 0u32;
        while n.is_multiple_of(p) {
            n /= p;
            e += 1;
        }
        if e > 0 {
            out.push((p, e));
        }
        p += if p == 2 { 1 } else { 2 };
    }
    if n > 1 {
        out.push((n, 1));
    }
    out
}

/// Compute the growth exponents of `body`, or `None` if a factor is not of a
/// recognised shape.
pub(crate) fn growth_exponents(arena: &mut Arena, body: ExprId, var: ExprId) -> Option<Growth> {
    let factors: Vec<ExprId> = match arena.node(body) {
        ExprNode::Mul(ch) => ch.to_vec(),
        _ => vec![body],
    };
    // Split off (αk+β)^(ck+d) factors, which `term_shape` does not model.
    let mut pow_pows: Vec<(Rat, Rat, Rat, Rat)> = Vec::new();
    let mut rest: Vec<ExprId> = Vec::new();
    for f in factors {
        // Flatten (b^p)^q with integer q (e.g. (k^k)^(-1) → k^(-k)).
        let f = if let ExprNode::Pow(base, exp) = arena.node(f).clone()
            && let ExprNode::Pow(b2, e2) = arena.node(base).clone()
            && arena.as_num(exp).is_some_and(|q| q.is_integer())
        {
            let pq = arena.mul(&[e2, exp]);
            let pq = eval::eval(arena, pq);
            arena.pow(b2, pq)
        } else {
            f
        };
        if let ExprNode::Pow(base, exp) = arena.node(f).clone()
            && walk::contains(arena, base, var)
            && walk::contains(arena, exp, var)
        {
            let (alpha, beta) = linear_in(arena, base, var)?;
            let (c, d) = linear_in(arena, exp, var)?;
            if !alpha.is_positive() {
                return None;
            }
            pow_pows.push((alpha, beta, c, d));
        } else {
            rest.push(f);
        }
    }
    let rest_expr = match rest.len() {
        0 => arena.one,
        1 => rest[0],
        _ => arena.mul(&rest),
    };
    let shape: TermShape = summation::term_shape(arena, rest_expr, var)?;
    if !shape.binomials.is_empty() {
        return None;
    }
    let mut g = Growth {
        a: Rat::zero(),
        b_rat: Rat::zero(),
        b_logs: BTreeMap::new(),
        b_numeric: 0.0,
        b_has_numeric: false,
        b_symbolic: false,
        c: Rat::zero(),
        alternating: shape.alternating,
    };
    // Algebraic part.
    for (_, p) in &shape.lin_pows {
        g.c += p;
    }
    // Geometric part: r^k → b += ln|r|.
    if !shape.numeric_base.is_one() {
        if shape.numeric_base.is_negative() {
            g.alternating = !g.alternating;
        }
        add_log_rational(&mut g.b_logs, &shape.numeric_base, &Rat::one())?;
    }
    for (base, a) in &shape.bases {
        if *base == arena.e_const {
            g.b_rat += a;
        } else if let Some(v) = numeric_abs(arena, *base) {
            // |base| is a known constant but not rational (e.g. π): the
            // contribution a·ln|base| can only be assessed numerically.
            if v <= 0.0 || !v.is_finite() {
                return None;
            }
            g.b_numeric += a.to_f64()? * v.ln();
            g.b_has_numeric = true;
        } else {
            g.b_symbolic = true;
        }
    }
    // Factorials: ((αk+β)!)^e → a += eα, b += e(α ln α − α), c += e(β + 1/2).
    let half = Rat::new(BigInt::one(), BigInt::from(2));
    for (alpha, beta, e) in &shape.facts {
        if !alpha.is_positive() {
            return None;
        }
        let er = Ratio::from_integer(BigInt::from(*e));
        g.a += &er * alpha;
        g.b_rat -= &er * alpha;
        add_log_rational(&mut g.b_logs, alpha, &(&er * alpha))?;
        g.c += &er * (beta + &half);
    }
    // (αk+β)^(ck+d) → a += c, b += c ln α, c += d.
    for (alpha, _beta, c, d) in &pow_pows {
        g.a += c;
        add_log_rational(&mut g.b_logs, alpha, c)?;
        g.c += d;
    }
    trace!(?g, "convergence: growth exponents");
    Some(g)
}

fn numeric_abs(arena: &mut Arena, e: ExprId) -> Option<f64> {
    if !walk::free_symbols(arena, e).is_empty() {
        return None;
    }
    crate::transforms::evalf::eval_const_f64(arena, e).map(f64::abs)
}

fn linear_in(arena: &Arena, e: ExprId, var: ExprId) -> Option<(Rat, Rat)> {
    let p = polybridge::expr_to_poly(arena, e, var)?;
    match p.degree() {
        Some(1) => Some((p.coeff(1), p.coeff(0))),
        Some(0) => Some((Rat::zero(), p.coeff(0))),
        _ => None,
    }
}

// ═══════════════════════════════════════════════════════════════════════════
// Bounded factors
// ═══════════════════════════════════════════════════════════════════════════

/// Remove `sin(·)` / `cos(·)` factors (bounded by 1 for real arguments).
/// Returns `None` if there was nothing to strip.
fn strip_bounded_factors(arena: &mut Arena, body: ExprId, var: ExprId) -> Option<ExprId> {
    let ExprNode::Mul(ref factors) = arena.node(body).clone() else {
        return None;
    };
    let factors: Vec<ExprId> = factors.to_vec();
    let mut kept = Vec::new();
    let mut stripped = false;
    for f in factors {
        let bounded = match arena.node(f).clone() {
            ExprNode::Sin(_) | ExprNode::Cos(_) => true,
            ExprNode::Pow(base, exp) => {
                matches!(arena.node(base), ExprNode::Sin(_) | ExprNode::Cos(_))
                    && arena.as_num(exp).is_some_and(|r| r.is_positive())
            }
            _ => false,
        };
        if bounded && walk::contains(arena, f, var) {
            stripped = true;
        } else {
            kept.push(f);
        }
    }
    if !stripped {
        return None;
    }
    Some(match kept.len() {
        0 => arena.one,
        1 => kept[0],
        _ => arena.mul(&kept),
    })
}

// ═══════════════════════════════════════════════════════════════════════════
// Integral test
// ═══════════════════════════════════════════════════════════════════════════

/// Is `e` built only from `var`, numbers, `+`, `×`, rational powers, `ln`
/// and `exp`?  Such functions lie in a Hardy field: they are eventually
/// monotone and of constant sign.
fn is_log_exp(arena: &Arena, e: ExprId, var: ExprId) -> bool {
    let mut stack = vec![e];
    let mut has_log = false;
    while let Some(id) = stack.pop() {
        match arena.node(id) {
            ExprNode::Num(_) => {}
            ExprNode::Symbol(_) => {
                if id != var {
                    return false;
                }
            }
            ExprNode::Add(ch) | ExprNode::Mul(ch) => stack.extend(ch.iter().copied()),
            ExprNode::Pow(b, x) => {
                if arena.as_num(*x).is_none() {
                    return false;
                }
                stack.push(*b);
            }
            ExprNode::Ln(a) => {
                has_log = true;
                stack.push(*a);
            }
            ExprNode::Exp(a) => stack.push(*a),
            ExprNode::Neg(a) => stack.push(*a),
            _ => return false,
        }
    }
    has_log
}

fn integral_test(arena: &mut Arena, body: ExprId, var: ExprId) -> Option<Convergence> {
    if !is_log_exp(arena, body, var) {
        return None;
    }
    let anti = crate::transforms::integrate::integrate(arena, body, var);
    if walk::has_unevaluated(arena, anti) {
        return None;
    }
    let inf = arena.infinity;
    let lim = crate::calculus::limit::limit(arena, anti, var, inf).ok()?;
    if lim == arena.infinity || lim == arena.neg_infinity {
        // Cross-check: |F(N)| must grow.
        let f1 = value_at(arena, anti, var, 1_000)?;
        let f2 = value_at(arena, anti, var, 1_000_000_000)?;
        if f2.abs() > f1.abs() {
            return Some(Convergence::Diverges);
        }
        return None;
    }
    if walk::has_unevaluated(arena, lim) || !walk::free_symbols(arena, lim).is_empty() {
        return None;
    }
    let l = crate::transforms::evalf::eval_const_f64(arena, lim)?;
    if !l.is_finite() {
        return None;
    }
    // Cross-check the claimed limit numerically.
    let f1 = value_at(arena, anti, var, 1_000)?;
    let f2 = value_at(arena, anti, var, 1_000_000_000)?;
    let d1 = (f1 - l).abs();
    let d2 = (f2 - l).abs();
    if d2 <= d1 + 1e-12 && d2 < 0.5 * f64::max(1.0, l.abs()) {
        trace!("convergence: integral test → converges (limit {l})");
        Some(Convergence::Converges)
    } else {
        None
    }
}

fn value_at(arena: &mut Arena, e: ExprId, var: ExprId, n: i64) -> Option<f64> {
    let ne = arena.int(n);
    let s = crate::transforms::subs::subs(arena, e, var, ne);
    let v = crate::transforms::evalf::eval_const_f64(arena, s)?;
    if v.is_finite() { Some(v) } else { None }
}

// ═══════════════════════════════════════════════════════════════════════════
// Tests
// ═══════════════════════════════════════════════════════════════════════════

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

    fn setup() -> (Arena, ExprId) {
        let mut arena = Arena::new();
        let k = arena.symbol("k");
        (arena, k)
    }

    #[test]
    fn p_series_converges_p2() {
        let (mut arena, k) = setup();
        let neg2 = arena.int(-2);
        let body = arena.pow(k, neg2);
        assert_eq!(is_convergent(&mut arena, body, k), Some(true));
        assert_eq!(is_absolutely_convergent(&mut arena, body, k), Some(true));
    }

    #[test]
    fn p_series_diverges_harmonic() {
        let (mut arena, k) = setup();
        let neg1 = arena.neg_one;
        let body = arena.pow(k, neg1);
        assert_eq!(is_convergent(&mut arena, body, k), Some(false));
    }

    #[test]
    fn p_series_diverges_p_half() {
        let (mut arena, k) = setup();
        let neg_half = arena.rational(-1, 2);
        let body = arena.pow(k, neg_half);
        assert_eq!(is_convergent(&mut arena, body, k), Some(false));
    }

    #[test]
    fn geometric_converges_half() {
        let (mut arena, k) = setup();
        let half = arena.rational(1, 2);
        let body = arena.pow(half, k);
        assert_eq!(is_convergent(&mut arena, body, k), Some(true));
    }

    #[test]
    fn geometric_diverges_two() {
        let (mut arena, k) = setup();
        let two = arena.int(2);
        let body = arena.pow(two, k);
        assert_eq!(is_convergent(&mut arena, body, k), Some(false));
    }

    #[test]
    fn constant_zero_converges() {
        let (mut arena, k) = setup();
        let body = arena.zero;
        assert_eq!(is_convergent(&mut arena, body, k), Some(true));
    }

    #[test]
    fn constant_nonzero_diverges() {
        let (mut arena, k) = setup();
        let body = arena.int(5);
        assert_eq!(is_convergent(&mut arena, body, k), Some(false));
    }

    #[test]
    fn growing_terms_diverge() {
        let (mut arena, k) = setup();
        let two = arena.int(2);
        let body = arena.pow(k, two);
        assert_eq!(is_convergent(&mut arena, body, k), Some(false));
    }

    #[test]
    fn sin_over_k_inconclusive_but_sin_over_k_squared_converges() {
        let (mut arena, k) = setup();
        let sin_k = arena.sin(k);
        let neg1 = arena.neg_one;
        let k_inv = arena.pow(k, neg1);
        let body = arena.mul(&[sin_k, k_inv]);
        assert_eq!(is_convergent(&mut arena, body, k), None);
        let neg2 = arena.int(-2);
        let k_inv2 = arena.pow(k, neg2);
        let body = arena.mul(&[sin_k, k_inv2]);
        assert_eq!(is_convergent(&mut arena, body, k), Some(true));
    }

    #[test]
    fn alternating_harmonic_conditionally_convergent() {
        let (mut arena, k) = setup();
        let m1 = arena.neg_one;
        let sgn = arena.pow(m1, k);
        let body = arena.div(sgn, k);
        assert_eq!(is_convergent(&mut arena, body, k), Some(true));
        assert_eq!(is_absolutely_convergent(&mut arena, body, k), Some(false));
        // (−1)^k alone diverges
        assert_eq!(is_convergent(&mut arena, sgn, k), Some(false));
    }

    #[test]
    fn factorial_ratio_tests() {
        let (mut arena, k) = setup();
        let kf = arena.factorial(k);
        // k!/k^k converges
        let kk = arena.pow(k, k);
        let body = arena.div(kf, kk);
        assert_eq!(is_convergent(&mut arena, body, k), Some(true));
        // 2^k/k! converges
        let two = arena.int(2);
        let tk = arena.pow(two, k);
        let body = arena.div(tk, kf);
        assert_eq!(is_convergent(&mut arena, body, k), Some(true));
        // k!/2^k diverges
        let body = arena.div(kf, tk);
        assert_eq!(is_convergent(&mut arena, body, k), Some(false));
        // k^10/2^k converges
        let ten = arena.int(10);
        let k10 = arena.pow(k, ten);
        let body = arena.div(k10, tk);
        assert_eq!(is_convergent(&mut arena, body, k), Some(true));
        // C(2k,k)/4^k diverges (~ 1/√(πk)); C(2k,k)/5^k converges
        let two_k = arena.mul(&[two, k]);
        let c2k = arena.binomial(two_k, k);
        let four = arena.int(4);
        let fk = arena.pow(four, k);
        let body = arena.div(c2k, fk);
        assert_eq!(is_convergent(&mut arena, body, k), Some(false));
        let five = arena.int(5);
        let fk5 = arena.pow(five, k);
        let body = arena.div(c2k, fk5);
        assert_eq!(is_convergent(&mut arena, body, k), Some(true));
        // C(2k,k)/(4^k k) converges (~ k^(-3/2))
        let den = arena.mul(&[fk, k]);
        let body = arena.div(c2k, den);
        assert_eq!(is_convergent(&mut arena, body, k), Some(true));
    }

    #[test]
    fn rational_function_terms() {
        let (mut arena, k) = setup();
        let one = arena.one;
        let k1 = arena.add(&[k, one]);
        let body = arena.div(k, k1);
        assert_eq!(is_convergent(&mut arena, body, k), Some(false));
        // 1/k − 1/(k+1) converges (telescoping, ~1/k²)
        let a = arena.div(one, k);
        let b = arena.div(one, k1);
        let body = arena.sub(a, b);
        assert_eq!(is_convergent(&mut arena, body, k), Some(true));
    }

    #[test]
    fn integral_test_log_terms() {
        let (mut arena, k) = setup();
        let one = arena.one;
        let lnk = arena.ln(k);
        let two = arena.int(2);
        let ln2 = arena.pow(lnk, two);
        let den = arena.mul(&[k, ln2]);
        let body = arena.div(one, den);
        assert_eq!(is_convergent(&mut arena, body, k), Some(true));
    }

    #[test]
    fn symbolic_parameter_decided_by_factorial() {
        let (mut arena, k) = setup();
        let x = arena.symbol("x");
        let xk = arena.pow(x, k);
        let kf = arena.factorial(k);
        let body = arena.div(xk, kf);
        assert_eq!(is_convergent(&mut arena, body, k), Some(true));
        // x^k alone: depends on x
        assert_eq!(is_convergent(&mut arena, xk, k), None);
    }

    #[test]
    fn factor_small_primes() {
        assert_eq!(factor_small(360), vec![(2, 3), (3, 2), (5, 1)]);
        assert_eq!(factor_small(1), vec![]);
        assert_eq!(factor_small(97), vec![(97, 1)]);
    }
}