ries 1.1.1

Find algebraic equations given their solution - Rust implementation
Documentation
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use super::*;

/// Create a fast test config with limited complexity and operators.
/// max_length: 8 keeps expression count tiny; complexity limits are set
/// high enough that simple 3-symbol expressions (e.g. `2x*` = 32) are
/// included under the new calibrated weights.
fn fast_test_config() -> crate::gen::GenConfig {
    crate::gen::GenConfig {
        max_lhs_complexity: 60,
        max_rhs_complexity: 60,
        max_length: 8,
        constants: vec![
            crate::symbol::Symbol::One,
            crate::symbol::Symbol::Two,
            crate::symbol::Symbol::Three,
            crate::symbol::Symbol::Four,
            crate::symbol::Symbol::Five,
            crate::symbol::Symbol::Pi,
            crate::symbol::Symbol::E,
        ],
        unary_ops: vec![
            crate::symbol::Symbol::Neg,
            crate::symbol::Symbol::Recip,
            crate::symbol::Symbol::Square,
            crate::symbol::Symbol::Sqrt,
        ],
        binary_ops: vec![
            crate::symbol::Symbol::Add,
            crate::symbol::Symbol::Sub,
            crate::symbol::Symbol::Mul,
            crate::symbol::Symbol::Div,
        ],
        rhs_constants: None,
        rhs_unary_ops: None,
        rhs_binary_ops: None,
        symbol_max_counts: std::collections::HashMap::new(),
        rhs_symbol_max_counts: None,
        min_num_type: crate::symbol::NumType::Transcendental,
        generate_lhs: true,
        generate_rhs: true,
        user_constants: Vec::new(),
        user_functions: Vec::new(),
        show_pruned_arith: false,
        symbol_table: std::sync::Arc::new(crate::symbol_table::SymbolTable::new()),
    }
}

#[test]
#[allow(unused_imports)]
fn test_simple_search() {
    use crate::gen::GenConfig;

    // Search for equations matching 2.5
    let config = fast_test_config();
    let matches = search(2.5, &config, 10);

    // Should find 2x = 5
    assert!(!matches.is_empty());

    // Print matches for debugging
    for m in &matches {
        println!("{}", m.display(2.5));
    }
}

#[test]
fn test_newton_raphson() {
    use crate::expr::Expression;

    // Test x^2 = 4, should find x = 2
    let expr = Expression::parse("xs").unwrap(); // x^2
    let x = newton_raphson(&expr, 4.0, 1.5, 15).unwrap();
    assert!((x - 2.0).abs() < 1e-10);
}

#[test]
fn test_2x_equals_5() {
    use crate::eval::evaluate;
    use crate::expr::Expression;
    use crate::gen::generate_all;

    // Test that 2*x is properly generated and evaluated
    let expr = Expression::parse("2x*").unwrap();
    let result = evaluate(&expr, 2.5).unwrap();
    assert!(expr.contains_x(), "2x* should contain x");
    assert!((result.value - 5.0).abs() < 1e-10, "2*2.5 should be 5");

    // Now test if 2x* is generated and matches with 5
    let config = fast_test_config();
    let generated = generate_all(&config, 2.5);

    // Check if 2x* is in LHS
    let has_2x = generated.lhs.iter().any(|e| e.expr.to_postfix() == "2x*");
    println!("LHS contains 2x*: {}", has_2x);

    // Check if 5 is in RHS
    let has_5 = generated.rhs.iter().any(|e| e.expr.to_postfix() == "5");
    println!("RHS contains 5: {}", has_5);

    // Find expressions with value near 5
    let near_5_lhs: Vec<_> = generated
        .lhs
        .iter()
        .filter(|e| (e.value - 5.0).abs() < 0.1)
        .take(5)
        .collect();
    println!("\nLHS expressions with value ≈ 5:");
    for e in &near_5_lhs {
        println!(
            "  {} = {} (value={:.4}, deriv={:.4})",
            e.expr.to_postfix(),
            e.expr.to_infix(),
            e.value,
            e.derivative
        );
    }

    let near_5_rhs: Vec<_> = generated
        .rhs
        .iter()
        .filter(|e| (e.value - 5.0).abs() < 0.1)
        .take(5)
        .collect();
    println!("\nRHS expressions with value ≈ 5:");
    for e in &near_5_rhs {
        println!(
            "  {} = {} (value={:.4})",
            e.expr.to_postfix(),
            e.expr.to_infix(),
            e.value
        );
    }

    assert!(has_2x, "2x* should be generated as LHS");
    assert!(has_5, "5 should be generated as RHS");
}

#[test]
fn test_tiered_database_sorting_with_nan() {
    use crate::expr::{EvaluatedExpr, Expression};

    // Create a database with some values including NaN
    let mut db = TieredExprDatabase::new();

    // Add normal values
    db.insert(EvaluatedExpr {
        expr: Expression::new(),
        value: 1.0,
        derivative: 0.0,
        num_type: crate::symbol::NumType::Rational,
    });

    db.insert(EvaluatedExpr {
        expr: Expression::new(),
        value: 3.0,
        derivative: 0.0,
        num_type: crate::symbol::NumType::Rational,
    });

    db.insert(EvaluatedExpr {
        expr: Expression::new(),
        value: 2.0,
        derivative: 0.0,
        num_type: crate::symbol::NumType::Rational,
    });

    // Add a NaN value - this should be sorted deterministically with total_cmp
    db.insert(EvaluatedExpr {
        expr: Expression::new(),
        value: f64::NAN,
        derivative: 0.0,
        num_type: crate::symbol::NumType::Rational,
    });

    // Finalize sorts using total_cmp which handles NaN deterministically
    db.finalize();

    // The tier should now be sorted deterministically
    // With total_cmp, NaN values are consistently ordered (less than all other values)
    let tier = db.tier(ComplexityTier::Tier0);
    let values: Vec<f64> = tier.iter().map(|e| e.value).collect();

    // total_cmp places NaN at the beginning, then sorted values
    // The exact order depends on total_cmp's implementation
    // The key point is that sorting should be deterministic (no panic)
    assert_eq!(tier.len(), 4, "All 4 expressions should be in tier 0");

    // Verify sorting is stable and doesn't panic
    // The actual order with total_cmp: NaN < -inf < ... < -0.0 < 0.0 < ... < inf
    // But since we only have positive numbers + NaN, NaN comes first
    assert!(
        values[0].is_nan() || values[0] < values[1],
        "Values should be sorted"
    );
}

// =============================================================================
// EXPENSIVE DEBUG TESTS
// These tests use high complexity limits and all operators.
// Run with `cargo test -- --ignored` to include them.
// =============================================================================

#[test]
#[ignore = "expensive debug test - run with --ignored flag"]
fn test_xx_match_directly() {
    use crate::gen::{generate_all, GenConfig};

    let mut config = GenConfig::default();
    config.max_lhs_complexity = 50;
    config.max_rhs_complexity = 50;

    let generated = generate_all(&config, 2.5);

    // Find x^x LHS
    let xx = generated
        .lhs
        .iter()
        .find(|e| e.expr.to_postfix() == "xx^")
        .expect("xx^ should exist");

    println!("xx^ LHS: value={:.6}, deriv={:.6}", xx.value, xx.derivative);

    // Find pi^2 RHS
    let pi_sq = generated
        .rhs
        .iter()
        .find(|e| e.expr.to_postfix() == "ps")
        .expect("ps should exist");

    println!("ps RHS: value={:.6}", pi_sq.value);

    // Check the matching manually
    let val_diff = xx.value - pi_sq.value;
    let x_delta = -val_diff / xx.derivative;
    let error = x_delta.abs();

    println!("\nMatching:");
    println!("  val_diff = {:.6}", val_diff);
    println!("  x_delta = {:.6}", x_delta);
    println!("  error = {:.6}", error);

    // Try Newton-Raphson
    use crate::eval::evaluate;
    let mut x = 2.5_f64;
    for i in 0..10 {
        let result = evaluate(&xx.expr, x).unwrap();
        let f = result.value - pi_sq.value;
        let df = result.derivative;
        println!("  NR iter {}: x={:.10}, f={:.10}, df={:.6}", i, x, f, df);
        if df.abs() < DEGENERATE_DERIVATIVE {
            println!("  Derivative too small!");
            break;
        }
        let delta = f / df;
        x -= delta;
        if delta.abs() < 1e-15 * (1.0 + x.abs()) {
            println!("  Converged!");
            break;
        }
    }
    println!("\nFinal x = {:.15}, error from 2.5 = {:.10}", x, x - 2.5);
}

#[test]
#[ignore = "expensive debug test - run with --ignored flag"]
fn test_search_finds_xx() {
    use crate::gen::{generate_all, GenConfig};

    let mut config = GenConfig::default();
    config.max_lhs_complexity = 50;
    config.max_rhs_complexity = 50;

    let target = 2.5;
    let generated = generate_all(&config, target);

    println!(
        "Generated {} LHS and {} RHS",
        generated.lhs.len(),
        generated.rhs.len()
    );

    // Build database
    let mut db = ExprDatabase::new();
    db.insert_rhs(generated.rhs.clone());

    // Find x^x
    let xx = generated
        .lhs
        .iter()
        .find(|e| e.expr.to_postfix() == "xx^")
        .expect("xx^ should exist");

    println!(
        "\nLooking for match for xx^: value={:.6}, deriv={:.6}",
        xx.value, xx.derivative
    );

    // Check what's in the RHS database near 9.88
    let search_radius = 1.0 * xx.derivative.abs(); // Allow error up to 1.0
    println!("Search radius: {:.2}", search_radius);
    println!(
        "Search range: [{:.2}, {:.2}]",
        xx.value - search_radius,
        xx.value + search_radius
    );

    let low = xx.value - search_radius;
    let high = xx.value + search_radius;

    let in_range: Vec<_> = db.range(low, high).iter().take(10).collect();

    println!("\nRHS in range:");
    for e in &in_range {
        println!("  {} = {:.6}", e.expr.to_postfix(), e.value);
    }

    // Now do the full search
    let search_config = SearchConfig {
        target,
        max_matches: 100,
        max_error: 1.0,
        ..Default::default()
    };

    let matches = db.find_matches(&generated.lhs, &search_config);

    println!("\nFound {} matches", matches.len());

    // Check for x^x match
    let xx_match = matches.iter().find(|m| m.lhs.expr.to_postfix() == "xx^");

    if let Some(m) = xx_match {
        println!(
            "Found x^x match: {} = {} (error={:.6})",
            m.lhs.expr.to_infix(),
            m.rhs.expr.to_infix(),
            m.error
        );
    } else {
        println!("x^x match NOT found!");
    }
}

#[test]
#[ignore = "expensive debug test - run with --ignored flag"]
fn test_find_ps_in_rhs_db() {
    use crate::gen::{generate_all, GenConfig};

    let mut config = GenConfig::default();
    config.max_lhs_complexity = 50;
    config.max_rhs_complexity = 50;

    let generated = generate_all(&config, 2.5);

    // Check if ps is in RHS
    let ps = generated.rhs.iter().find(|e| e.expr.to_postfix() == "ps");

    if let Some(e) = ps {
        println!("ps in RHS: value={:.10}", e.value);
    } else {
        println!("ps NOT in generated RHS!");
        return;
    }

    // Build database
    let mut db = ExprDatabase::new();
    db.insert_rhs(generated.rhs);

    // Check if ps value is in database
    let pi_sq = std::f64::consts::PI.powi(2);

    let nearby: Vec<_> = db.range(pi_sq - 0.001, pi_sq + 0.001).iter().collect();

    if nearby.is_empty() {
        println!("No expressions at exact pi^2 value in database");
    } else {
        println!("Found {} expressions near pi^2 value", nearby.len());
        for e in &nearby {
            println!("  {} at {:.10}", e.expr.to_postfix(), e.value);
        }
    }
}

#[test]
#[ignore = "expensive debug test - run with --ignored flag"]
#[allow(unused_imports)]
fn test_xx_match_step_by_step() {
    use crate::eval::evaluate;
    use crate::gen::{generate_all, GenConfig};

    let mut config = GenConfig::default();
    config.max_lhs_complexity = 50;
    config.max_rhs_complexity = 50;

    let target = 2.5;
    let generated = generate_all(&config, target);

    // Get xx^ and ps
    let xx = generated
        .lhs
        .iter()
        .find(|e| e.expr.to_postfix() == "xx^")
        .expect("xx^");
    let ps = generated
        .rhs
        .iter()
        .find(|e| e.expr.to_postfix() == "ps")
        .expect("ps");

    println!(
        "xx^: value={:.6}, deriv={:.6}, complexity={}",
        xx.value,
        xx.derivative,
        xx.expr.complexity()
    );
    println!(
        "ps: value={:.6}, complexity={}",
        ps.value,
        ps.expr.complexity()
    );

    // Simulate the search logic
    let best_error = 1e-12; // After finding exact matches
    let max_error = 1.0;

    // Calculate search radius
    let min_search_radius = 0.5 * xx.derivative.abs();
    let search_radius = (best_error * xx.derivative.abs()).max(min_search_radius);
    println!(
        "\nSearch radius: {:.6} (min={:.6})",
        search_radius, min_search_radius
    );

    // Check if ps is in range
    let low = xx.value - search_radius;
    let high = xx.value + search_radius;
    println!("Range: [{:.6}, {:.6}]", low, high);
    println!(
        "ps.value={:.6} in range? {}",
        ps.value,
        ps.value >= low && ps.value <= high
    );

    // Compute error
    let val_diff = xx.value - ps.value;
    let x_delta = -val_diff / xx.derivative;
    let error = x_delta.abs();
    println!("\nError calculation:");
    println!("  val_diff = {:.6}", val_diff);
    println!("  x_delta = {:.6}", x_delta);
    println!("  error = {:.6}", error);

    // Check error threshold
    let error_threshold = best_error.max(max_error);
    println!(
        "  error < error_threshold ({:.6} < {:.6})? {}",
        error,
        error_threshold,
        error < error_threshold
    );

    // Newton-Raphson would give refined_error ≈ 0.000661
    // Check if refined_error < max_error
    let refined_error = 0.000661_f64;
    println!("\nRefined error check:");
    println!(
        "  refined_error.abs() < max_error ({:.6} < {:.6})? {}",
        refined_error.abs(),
        max_error,
        refined_error.abs() < max_error
    );
}

#[test]
#[ignore = "expensive debug test - run with --ignored flag"]
fn test_xx_derivative_check() {
    use crate::gen::{generate_all, GenConfig};

    let mut config = GenConfig::default();
    config.max_lhs_complexity = 50;
    config.max_rhs_complexity = 50;

    let generated = generate_all(&config, 2.5);

    let xx = generated
        .lhs
        .iter()
        .find(|e| e.expr.to_postfix() == "xx^")
        .expect("xx^");

    println!("xx^ derivative: {:.10}", xx.derivative);
    println!("derivative.abs() < 1e-10? {}", xx.derivative.abs() < 1e-10);

    // If derivative is small, it goes into the special path
    // Otherwise normal search path
    if xx.derivative.abs() < 1e-10 {
        println!("Would take DEGENERATE path");
    } else {
        println!("Would take NORMAL search path");
    }
}

#[test]
#[ignore = "expensive debug test - run with --ignored flag"]
fn test_manual_xx_match() {
    use crate::gen::{generate_all, GenConfig};
    use ordered_float::OrderedFloat;

    let mut config = GenConfig::default();
    config.max_lhs_complexity = 50;
    config.max_rhs_complexity = 50;

    let target = 2.5;
    let generated = generate_all(&config, target);

    // Build database manually
    let mut rhs_by_value: std::collections::BTreeMap<OrderedFloat<f64>, Vec<_>> =
        std::collections::BTreeMap::new();
    for expr in &generated.rhs {
        let key = OrderedFloat(expr.value);
        rhs_by_value.entry(key).or_default().push(expr.clone());
    }

    // Get xx^
    let xx = generated
        .lhs
        .iter()
        .find(|e| e.expr.to_postfix() == "xx^")
        .expect("xx^");

    // Search for matches
    let best_error = 1.0;
    let min_search_radius = 0.5 * xx.derivative.abs();
    let search_radius = (best_error * xx.derivative.abs()).max(min_search_radius);

    let low = OrderedFloat(xx.value - search_radius);
    let high = OrderedFloat(xx.value + search_radius);

    println!(
        "xx^ value={:.6}, searching [{:.2}, {:.2}]",
        xx.value, low.0, high.0
    );

    let mut found_ps = false;
    for (key, rhs_list) in rhs_by_value.range(low..=high) {
        for rhs in rhs_list {
            if rhs.expr.to_postfix() == "ps" {
                println!("Found ps at value {:.6}!", key.0);
                found_ps = true;

                // Check newton raphson
                if let Some(x) = newton_raphson(&xx.expr, rhs.value, target, 15) {
                    let error = x - target;
                    println!("Newton-Raphson: x={:.10}, error={:.10}", x, error);
                }
            }
        }
    }

    if !found_ps {
        println!("ps NOT found in range!");
    }
}

#[test]
#[ignore = "expensive debug test - run with --ignored flag"]
#[allow(unused_imports)]
fn test_xx_in_find_matches_detailed() {
    use crate::expr::EvaluatedExpr;
    use crate::gen::{generate_all, GenConfig};
    use ordered_float::OrderedFloat;

    let mut config = GenConfig::default();
    config.max_lhs_complexity = 50;
    config.max_rhs_complexity = 50;

    let target = 2.5;
    let generated = generate_all(&config, target);

    // Build database
    let mut db = ExprDatabase::new();
    db.insert_rhs(generated.rhs.clone());

    // Get xx^
    let xx = generated
        .lhs
        .iter()
        .find(|e| e.expr.to_postfix() == "xx^")
        .cloned()
        .expect("xx^");

    println!("Testing find_matches with ONLY xx^ as LHS");

    let search_config = SearchConfig {
        target,
        max_matches: 100,
        max_error: 1.0,
        ..Default::default()
    };

    // Call find_matches with only xx^
    let single_lhs = vec![xx.clone()];
    let matches = db.find_matches(&single_lhs, &search_config);

    println!("Found {} matches for xx^", matches.len());
    for m in &matches {
        println!(
            "  {} = {} (error={:.6})",
            m.lhs.expr.to_infix(),
            m.rhs.expr.to_infix(),
            m.error
        );
    }
}

#[test]
#[ignore = "expensive debug test - run with --ignored flag"]
fn test_2x_is_generated() {
    use crate::gen::{generate_all, GenConfig};

    let mut config = GenConfig::default();
    config.max_lhs_complexity = 50;
    config.max_rhs_complexity = 50;

    let generated = generate_all(&config, 2.5);

    // Find 2x*
    let twox = generated.lhs.iter().find(|e| e.expr.to_postfix() == "2x*");

    if let Some(e) = twox {
        println!(
            "2x*: value={:.10}, deriv={:.10}, complexity={}",
            e.value,
            e.derivative,
            e.expr.complexity()
        );
    } else {
        println!("2x* NOT in LHS!");
    }

    // Find 5 in RHS
    let five = generated.rhs.iter().find(|e| e.expr.to_postfix() == "5");

    if let Some(e) = five {
        println!(
            "5: value={:.10}, complexity={}",
            e.value,
            e.expr.complexity()
        );
    } else {
        println!("5 NOT in RHS!");
    }
}

#[test]
#[ignore = "expensive debug test - run with --ignored flag"]
fn test_2x_dedup() {
    use crate::gen::{generate_all, GenConfig};

    let mut config = GenConfig::default();
    config.max_lhs_complexity = 50;
    config.max_rhs_complexity = 50;

    let generated = generate_all(&config, 2.5);

    // All LHS with value exactly 5.0
    let val5: Vec<_> = generated
        .lhs
        .iter()
        .filter(|e| (e.value - 5.0).abs() < 1e-9)
        .collect();

    println!("LHS with value = 5.0:");
    for e in &val5 {
        println!(
            "  {} (deriv={:.4}, complexity={})",
            e.expr.to_postfix(),
            e.derivative,
            e.expr.complexity()
        );
    }
}

#[test]
#[ignore = "expensive debug test - run with --ignored flag"]
fn test_exact_matches() {
    use crate::gen::{generate_all, GenConfig};

    let mut config = GenConfig::default();
    config.max_lhs_complexity = 50;
    config.max_rhs_complexity = 50;

    let generated = generate_all(&config, 2.5);

    let mut db = ExprDatabase::new();
    db.insert_rhs(generated.rhs.clone());

    let search_config = SearchConfig {
        target: 2.5,
        max_matches: 1000,
        max_error: 1.0,
        ..Default::default()
    };

    // Get all matches (before filtering)
    let matches = db.find_matches(&generated.lhs, &search_config);

    // Count exact matches (error < 1e-14)
    let exact: Vec<_> = matches.iter().filter(|m| m.error.abs() < 1e-14).collect();

    println!("Total exact matches: {}", exact.len());
    println!("First 10 exact by complexity:");
    let mut sorted_exact: Vec<_> = exact.iter().collect();
    sorted_exact.sort_by_key(|m| m.complexity);
    for m in sorted_exact.iter().take(10) {
        println!(
            "  {} = {} (error={:.2e}, complexity={})",
            m.lhs.expr.to_postfix(),
            m.rhs.expr.to_postfix(),
            m.error,
            m.complexity
        );
    }
}

#[test]
#[ignore = "expensive debug test - run with --ignored flag"]
fn test_2x_search_trace() {
    use crate::gen::{generate_all, GenConfig};
    use ordered_float::OrderedFloat;

    let mut config = GenConfig::default();
    config.max_lhs_complexity = 50;
    config.max_rhs_complexity = 50;

    let generated = generate_all(&config, 2.5);

    let mut db = ExprDatabase::new();
    db.insert_rhs(generated.rhs.clone());

    // Find 2x*
    let twox = generated
        .lhs
        .iter()
        .find(|e| e.expr.to_postfix() == "2x*")
        .expect("2x*");

    println!(
        "2x*: value={:.10}, deriv={:.10}",
        twox.value, twox.derivative
    );

    // Check if value filter would skip it
    println!(
        "value.abs() < 1e-4? {} (would skip)",
        twox.value.abs() < 1e-4
    );
    println!(
        "derivative.abs() < 1e-10? {} (would take degenerate path)",
        twox.derivative.abs() < 1e-10
    );

    // Check search range
    let best_error = 1.0;
    let min_search_radius = 0.5 * twox.derivative.abs();
    let search_radius = (best_error * twox.derivative.abs()).max(min_search_radius);
    println!("Search radius: {:.4}", search_radius);

    let low = OrderedFloat(twox.value - search_radius);
    let high = OrderedFloat(twox.value + search_radius);
    println!("Range: [{:.4}, {:.4}]", low.0, high.0);

    // Find 5 in range
    if 5.0 >= low.0 && 5.0 <= high.0 {
        println!("5 is in search range!");
    } else {
        println!("5 is NOT in search range!");
    }

    // Check if 5 is in database
    let exprs_at_5: Vec<_> = db.range(4.999, 5.001).iter().collect();
    if !exprs_at_5.is_empty() {
        println!("Found {} expressions at value ~5.0:", exprs_at_5.len());
        for e in &exprs_at_5 {
            println!("  {}", e.expr.to_postfix());
        }
    } else {
        println!("No expressions at value 5.0 in database!");
    }
}

#[test]
#[ignore = "expensive debug test - run with --ignored flag"]
fn test_2x_newton() {
    use crate::gen::{generate_all, GenConfig};

    let mut config = GenConfig::default();
    config.max_lhs_complexity = 50;
    config.max_rhs_complexity = 50;

    let generated = generate_all(&config, 2.5);

    // Find 2x*
    let twox = generated
        .lhs
        .iter()
        .find(|e| e.expr.to_postfix() == "2x*")
        .expect("2x*");

    // Try Newton-Raphson
    if let Some(x) = newton_raphson(&twox.expr, 5.0, 2.5, 15) {
        let error = x - 2.5;
        println!("Newton-Raphson converged: x={:.15}, error={:.2e}", x, error);
        println!("error.abs() < 1e-14? {}", error.abs() < 1e-14);
        println!("error.abs() < 1.0 (max_error)? {}", error.abs() < 1.0);
    } else {
        println!("Newton-Raphson FAILED!");
    }
}

#[test]
#[ignore = "expensive debug test - run with --ignored flag"]
#[allow(unused_imports)]
fn test_2x_only() {
    use crate::expr::EvaluatedExpr;
    use crate::gen::{generate_all, GenConfig};

    let mut config = GenConfig::default();
    config.max_lhs_complexity = 50;
    config.max_rhs_complexity = 50;

    let generated = generate_all(&config, 2.5);

    let mut db = ExprDatabase::new();
    db.insert_rhs(generated.rhs.clone());

    // Find 2x*
    let twox = generated
        .lhs
        .iter()
        .find(|e| e.expr.to_postfix() == "2x*")
        .cloned()
        .expect("2x*");

    let search_config = SearchConfig {
        target: 2.5,
        max_matches: 100,
        max_error: 1.0,
        ..Default::default()
    };

    // Search with only 2x*
    let single_lhs = vec![twox];
    let matches = db.find_matches(&single_lhs, &search_config);

    println!("Found {} matches for 2x*", matches.len());

    // Check for exact match with 5
    let exact_5 = matches.iter().find(|m| m.rhs.expr.to_postfix() == "5");

    if let Some(m) = exact_5 {
        println!(
            "Found 2x* = 5: error={:.2e}, complexity={}",
            m.error, m.complexity
        );
    } else {
        println!("2x* = 5 NOT found!");
    }

    // Show first 5 matches
    for m in matches.iter().take(5) {
        println!(
            "  {} = {} (error={:.2e})",
            m.lhs.expr.to_infix(),
            m.rhs.expr.to_infix(),
            m.error
        );
    }
}

#[test]
#[ignore = "expensive debug test - run with --ignored flag"]
fn test_one_over_x_minus_1() {
    use crate::gen::{generate_all, GenConfig};

    let mut config = GenConfig::default();
    // Level 2 defaults: LHS=43, RHS=36
    config.max_lhs_complexity = 43;
    config.max_rhs_complexity = 36;

    let generated = generate_all(&config, 2.5);

    // Find 1/(x-1) = x1-r
    println!("Looking for 1/(x-1)...");
    let lhs = generated.lhs.iter().find(|e| e.expr.to_postfix() == "x1-r");

    if let Some(e) = lhs {
        println!(
            "Found x1-r: value={:.10}, deriv={:.10}",
            e.value, e.derivative
        );
    } else {
        println!("x1-r NOT in LHS!");

        // Check for 1/(x-1) in other forms
        let with_recip: Vec<_> = generated
            .lhs
            .iter()
            .filter(|e| {
                let inf = e.expr.to_infix();
                inf.contains("x") && inf.contains("1/")
            })
            .take(10)
            .collect();

        println!("\nLHS with 1/(...x...):");
        for e in &with_recip {
            println!(
                "  {} = {} (val={:.4})",
                e.expr.to_postfix(),
                e.expr.to_infix(),
                e.value
            );
        }
    }

    // Find 1-1/3 = 2/3
    let two_thirds = 2.0 / 3.0;
    println!("\nLooking for RHS near 2/3...");
    let rhs: Vec<_> = generated
        .rhs
        .iter()
        .filter(|e| (e.value - two_thirds).abs() < 0.001)
        .take(5)
        .collect();

    println!("RHS near 2/3:");
    for e in &rhs {
        println!(
            "  {} = {} (val={:.10})",
            e.expr.to_postfix(),
            e.expr.to_infix(),
            e.value
        );
    }

    // Now check if the match 1/(x-1) = 2/3 is found
    let mut db = ExprDatabase::new();
    db.insert_rhs(generated.rhs.clone());

    let lhs_expr = generated
        .lhs
        .iter()
        .find(|e| e.expr.to_postfix() == "x1-r")
        .cloned()
        .unwrap();

    let search_config = SearchConfig {
        target: 2.5,
        max_matches: 100,
        max_error: 1.0,
        ..Default::default()
    };

    let single_lhs = vec![lhs_expr];
    let matches = db.find_matches(&single_lhs, &search_config);

    println!("\nMatches for 1/(x-1):");
    for m in matches.iter().take(10) {
        println!(
            "  1/(x-1) = {} (error={:.2e}, complexity={})",
            m.rhs.expr.to_infix(),
            m.error,
            m.complexity
        );
    }

    // Check for exact match with 2/3
    let exact = matches.iter().find(|m| m.rhs.expr.to_postfix() == "23/");
    if let Some(m) = exact {
        println!("\nFound 1/(x-1) = 2/3: error={:.2e}", m.error);
    } else {
        println!("\n1/(x-1) = 2/3 NOT found!");
    }
}

#[test]
#[ignore = "expensive debug test - run with --ignored flag"]
#[allow(unused_imports)]
fn test_cospi_1_over_x() {
    use crate::eval::evaluate;
    use crate::gen::{generate_all, GenConfig};

    let mut config = GenConfig::default();
    config.max_lhs_complexity = 43;
    config.max_rhs_complexity = 36;

    let generated = generate_all(&config, 2.5);

    // Find cospi(1/x) = xrC
    println!("Looking for cospi(1/x)...");
    let lhs = generated.lhs.iter().find(|e| e.expr.to_postfix() == "xrC");

    if let Some(e) = lhs {
        println!(
            "Found xrC: value={:.10}, deriv={:.10}",
            e.value, e.derivative
        );
    } else {
        println!("xrC NOT in LHS!");
    }

    // Find 1/pi = pr
    println!("\nLooking for 1/pi...");
    let rhs = generated.rhs.iter().find(|e| e.expr.to_postfix() == "pr");

    if let Some(e) = rhs {
        println!("Found pr: value={:.10}", e.value);
    } else {
        println!("pr NOT in RHS!");
        // Check what's near 1/pi
        let one_over_pi = 1.0 / std::f64::consts::PI;
        let nearby: Vec<_> = generated
            .rhs
            .iter()
            .filter(|e| (e.value - one_over_pi).abs() < 0.05)
            .take(5)
            .collect();
        println!("RHS near 1/pi ({:.6}):", one_over_pi);
        for e in &nearby {
            println!(
                "  {} = {} (val={:.6})",
                e.expr.to_postfix(),
                e.expr.to_infix(),
                e.value
            );
        }
    }

    // Calculate what the match would be
    let cospi_1_over_x = (std::f64::consts::PI / 2.5).cos();
    println!("\ncospi(1/2.5) = {:.10}", cospi_1_over_x);
    println!("1/pi = {:.10}", 1.0 / std::f64::consts::PI);

    // Now search for matches
    let mut db = ExprDatabase::new();
    db.insert_rhs(generated.rhs.clone());

    let lhs_expr = generated
        .lhs
        .iter()
        .find(|e| e.expr.to_postfix() == "xrC")
        .cloned()
        .unwrap();

    let search_config = SearchConfig {
        target: 2.5,
        max_matches: 100,
        max_error: 1.0,
        ..Default::default()
    };

    let single_lhs = vec![lhs_expr];
    let matches = db.find_matches(&single_lhs, &search_config);

    println!("\nMatches for cospi(1/x):");
    for m in matches.iter().take(10) {
        println!(
            "  cospi(1/x) = {} (error={:.2e}, complexity={})",
            m.rhs.expr.to_infix(),
            m.error,
            m.complexity
        );
    }

    // Check for match with 1/pi
    let one_over_pi = matches.iter().find(|m| m.rhs.expr.to_postfix() == "pr");
    if let Some(m) = one_over_pi {
        println!("\nFound cospi(1/x) = 1/pi: error={:.6}", m.error);
    } else {
        println!("\ncospi(1/x) = 1/pi NOT found in matches!");
    }
}

#[test]
#[ignore = "expensive debug test - run with --ignored flag"]
#[allow(unused_imports)]
fn test_debug_1_over_x_minus_1() {
    use crate::gen::{generate_all, GenConfig};
    use ordered_float::OrderedFloat;

    let mut config = GenConfig::default();
    config.max_lhs_complexity = 43;
    config.max_rhs_complexity = 36;

    let generated = generate_all(&config, 2.5);

    // Check if 23/ is in RHS
    println!("RHS count: {}", generated.rhs.len());
    let has_23 = generated.rhs.iter().find(|e| e.expr.to_postfix() == "23/");
    if let Some(e) = has_23 {
        println!(
            "23/ in RHS: value={:.10}, complexity={}",
            e.value,
            e.expr.complexity()
        );
    } else {
        println!("23/ NOT in RHS!");
    }

    // Check if x1-r is in LHS
    let has_x1r = generated.lhs.iter().find(|e| e.expr.to_postfix() == "x1-r");
    if let Some(e) = has_x1r {
        println!(
            "x1-r in LHS: value={:.10}, complexity={}",
            e.value,
            e.expr.complexity()
        );
    } else {
        println!("x1-r NOT in LHS!");
    }

    // Build database and check range search
    let mut db = ExprDatabase::new();
    db.insert_rhs(generated.rhs.clone());

    let two_thirds = 2.0 / 3.0;
    let search_radius = 0.5;
    let low = two_thirds - search_radius;
    let high = two_thirds + search_radius;

    println!("\nSearching RHS in range [{:.4}, {:.4}]:", low, high);
    let in_range: Vec<_> = db.range(low, high).iter().take(100).collect();
    println!("Found {} RHS in range", in_range.len());

    // Look specifically for 23/
    let nearby_23: Vec<_> = db
        .range(two_thirds - 0.0001, two_thirds + 0.0001)
        .iter()
        .collect();
    if !nearby_23.is_empty() {
        println!("Found {} expressions near 2/3 value", nearby_23.len());
        for e in &nearby_23 {
            println!("  {}", e.expr.to_postfix());
        }
    } else {
        println!("No RHS at exact value {:.10}", two_thirds);
    }

    // Now actually do the find_matches
    let lhs_expr = generated
        .lhs
        .iter()
        .find(|e| e.expr.to_postfix() == "x1-r")
        .cloned()
        .unwrap();

    println!(
        "\nLHS x1-r: value={:.10}, deriv={:.10}",
        lhs_expr.value, lhs_expr.derivative
    );

    // Check the LHS filter conditions
    println!(
        "value.abs() < 1e-4? {} (would skip)",
        lhs_expr.value.abs() < 1e-4
    );
    println!(
        "deriv.abs() < 1e-10? {} (would take degenerate path)",
        lhs_expr.derivative.abs() < 1e-10
    );

    let search_config = SearchConfig {
        target: 2.5,
        max_matches: 100,
        max_error: 1.0,
        ..Default::default()
    };

    let single_lhs = vec![lhs_expr.clone()];
    let matches = db.find_matches(&single_lhs, &search_config);

    println!("\nFound {} matches for x1-r", matches.len());
    for m in matches.iter().take(10) {
        println!(
            "  1/(x-1) = {} (error={:.2e}, complexity={})",
            m.rhs.expr.to_infix(),
            m.error,
            m.complexity
        );
    }

    // Check for 23/
    let has_23 = matches.iter().find(|m| m.rhs.expr.to_postfix() == "23/");
    if let Some(m) = has_23 {
        println!("\nFound 1/(x-1) = 2/3: error={:.2e}", m.error);
    } else {
        println!("\n1/(x-1) = 2/3 NOT in matches!");
    }
}

#[test]
#[ignore = "expensive debug test - run with --ignored flag"]
fn test_exact_match_threshold() {
    use crate::gen::{generate_all, GenConfig};

    let mut config = GenConfig::default();
    config.max_lhs_complexity = 43;
    config.max_rhs_complexity = 36;

    let generated = generate_all(&config, 2.5);

    // Find all exact matches (error < 1e-14)
    let mut db = ExprDatabase::new();
    db.insert_rhs(generated.rhs.clone());

    let search_config = SearchConfig {
        target: 2.5,
        max_matches: 100,
        max_error: 1.0,
        ..Default::default()
    };

    let matches = db.find_matches(&generated.lhs, &search_config);

    // Count and list exact matches
    let exact_matches: Vec<_> = matches.iter().filter(|m| m.error.abs() < 1e-14).collect();

    println!("Found {} exact matches:", exact_matches.len());
    for m in &exact_matches {
        println!(
            "  {} = {} (error={:.2e}, complexity={})",
            m.lhs.expr.to_infix(),
            m.rhs.expr.to_infix(),
            m.error,
            m.complexity
        );
    }

    // Check specifically for 1/(x-1) = 2/3
    let one_over = exact_matches
        .iter()
        .find(|m| m.lhs.expr.to_postfix() == "x1-r");
    if let Some(m) = one_over {
        println!(
            "\n1/(x-1) = {} error = {:.20e}",
            m.rhs.expr.to_infix(),
            m.error
        );
    }
}

#[test]
#[ignore = "expensive debug test - run with --ignored flag"]
fn test_x1sr_in_generated() {
    use crate::gen::{generate_all, GenConfig};

    let mut config = GenConfig::default();
    config.max_lhs_complexity = 43;
    config.max_rhs_complexity = 36;

    let generated = generate_all(&config, 2.5);

    // Find x1-r in LHS
    let x1sr = generated.lhs.iter().find(|e| e.expr.to_postfix() == "x1-r");
    if let Some(e) = x1sr {
        println!("Found x1-r: complexity={}", e.expr.complexity());
        println!("  value = {:.10}", e.value);
        println!("  derivative = {:.10}", e.derivative);
    } else {
        println!("x1-r NOT in generated.lhs!");

        // Check for similar expressions
        let similar: Vec<_> = generated
            .lhs
            .iter()
            .filter(|e| e.expr.to_postfix().contains("x") && e.expr.to_postfix().contains("r"))
            .take(20)
            .map(|e| (e.expr.to_postfix(), e.expr.complexity()))
            .collect();
        println!("Similar expressions: {:?}", similar);
    }

    println!("\nTotal LHS expressions: {}", generated.lhs.len());

    // List all LHS with complexity <= 30
    let low_complexity: Vec<_> = generated
        .lhs
        .iter()
        .filter(|e| e.expr.complexity() <= 30)
        .map(|e| (e.expr.to_postfix(), e.expr.complexity()))
        .collect();
    println!("LHS with complexity <= 30 ({}):", low_complexity.len());
    for (pf, c) in &low_complexity {
        println!("  {} : {}", pf, c);
    }
}

#[test]
#[ignore = "expensive debug test - run with --ignored flag"]
fn test_newton_x1sr() {
    use crate::expr::Expression;
    use crate::symbol::Symbol;

    // x1-r means: push x, push 1, subtract, reciprocal = 1/(x-1)
    let expr = Expression::from_symbols(&[Symbol::X, Symbol::One, Symbol::Sub, Symbol::Recip]);

    println!("Expression: {} = {}", expr.to_postfix(), expr.to_infix());

    // At x=2.5: 1/(2.5-1) = 1/1.5 = 0.6667
    let result = crate::eval::evaluate(&expr, 2.5).unwrap();
    println!(
        "At x=2.5: value={:.10}, deriv={:.10}",
        result.value, result.derivative
    );

    // Newton-Raphson to solve 1/(x-1) = 2/3
    // Solution should be x = 2.5 exactly
    let rhs_value = 2.0 / 3.0;
    println!("\nSolving 1/(x-1) = {:.10}", rhs_value);

    let refined = newton_raphson(&expr, rhs_value, 2.5, 15);
    match refined {
        Some(x) => println!("Newton-Raphson: x = {:.15}, error = {:.2e}", x, x - 2.5),
        None => println!("Newton-Raphson FAILED!"),
    }
}

#[test]
#[ignore = "expensive debug test - run with --ignored flag"]
#[allow(unused_imports)]
fn test_full_search_with_trace() {
    use crate::gen::{generate_all, GenConfig};
    use ordered_float::OrderedFloat;

    let mut config = GenConfig::default();
    config.max_lhs_complexity = 43;
    config.max_rhs_complexity = 36;

    let generated = generate_all(&config, 2.5);

    // Find x1-r in LHS
    let x1sr = generated
        .lhs
        .iter()
        .find(|e| e.expr.to_postfix() == "x1-r")
        .unwrap();
    println!(
        "x1-r: value={:.10}, deriv={:.10}",
        x1sr.value, x1sr.derivative
    );

    // Check if 2/3 is in RHS database
    let mut db = ExprDatabase::new();
    db.insert_rhs(generated.rhs.clone());

    // Check what's in the RHS database around value 0.6667
    let two_thirds = 2.0 / 3.0;
    let low = two_thirds - 0.01;
    let high = two_thirds + 0.01;

    println!("\nRHS in range [{:.4}, {:.4}]:", low, high);
    for rhs in db.range(low, high) {
        println!(
            "  {} = {} (val={:.10})",
            rhs.expr.to_postfix(),
            rhs.expr.to_infix(),
            rhs.value
        );
    }

    // Check if the search would find this
    let search_config = SearchConfig {
        target: 2.5,
        max_matches: 100,
        max_error: 1.0,
        ..Default::default()
    };

    // Search with just x1-r
    let single_lhs = vec![x1sr.clone()];
    let matches = db.find_matches(&single_lhs, &search_config);
    println!("\nMatches for just x1-r: {}", matches.len());
    for m in &matches {
        println!(
            "  {} = {} (error={:.2e})",
            m.lhs.expr.to_infix(),
            m.rhs.expr.to_infix(),
            m.error
        );
    }

    // Now search with ALL LHS expressions and see what happens
    let all_matches = db.find_matches(&generated.lhs, &search_config);
    println!("\nTotal matches from full search: {}", all_matches.len());

    // Check if x1-r is in the results
    let x1sr_match = all_matches
        .iter()
        .find(|m| m.lhs.expr.to_postfix() == "x1-r");
    if let Some(m) = x1sr_match {
        println!(
            "Found x1-r match: {} = {} (error={:.2e})",
            m.lhs.expr.to_infix(),
            m.rhs.expr.to_infix(),
            m.error
        );
    } else {
        println!("x1-r NOT in full search results!");
    }

    // List all exact matches
    let exact_matches: Vec<_> = all_matches
        .iter()
        .filter(|m| m.error.abs() < 1e-14)
        .collect();
    println!("\nExact matches in full search: {}", exact_matches.len());
    for m in &exact_matches {
        println!(
            "  {} = {} (complexity={})",
            m.lhs.expr.to_infix(),
            m.rhs.expr.to_infix(),
            m.complexity
        );
    }
}

#[test]
#[ignore = "expensive debug test - run with --ignored flag"]
fn test_ries_gem_formula() {
    use crate::eval::evaluate;
    use crate::expr::Expression;

    // Try to build: 24 * sqrt(atan2(1, 2)) - 6/e
    // In postfix: 1 2 A q 24 * 6 e / -
    // But we need to check our constants...

    // First, can we even do atan2(1, 2)?
    let atan_expr = Expression::parse("12A").unwrap();
    let result = evaluate(&atan_expr, 0.0).unwrap();
    println!("atan2(1, 2) = {:.15}", result.value);
    println!("Expected:    {:.15}", 0.4636476090008061);

    // What about sqrt of that?
    let sqrt_atan = Expression::parse("12Aq").unwrap();
    let result2 = evaluate(&sqrt_atan, 0.0).unwrap();
    println!("sqrt(atan2(1,2)) = {:.15}", result2.value);

    // Now 24 * that - but we don't have 24 as a constant
    // We'd need to compose it: 24 = 8*3 or 4*6 or 3*8
    // Let's try 8*3 = "83*"
    // So: 12Aq 83* * 6 e / -
    // But we don't have 'e' as a constant separate from E (exp)
    // Actually 'e' is the constant, 'E' is exp()

    println!("\nConstants available:");
    println!("1-9, p(pi), e, f(phi), x");
}

#[test]
#[ignore = "expensive debug test - run with --ignored flag"]
fn test_full_gem_formula() {
    use crate::eval::evaluate;
    use crate::expr::Expression;

    // Formula: 24 * sqrt(atan2(1, 2)) - 6/e
    // We need: 24 = 8*3, and 6 = 6
    // Postfix: 12Aq 83** 6er -
    // Wait, let me think...
    // 1 2 A -> atan2(1,2)
    // q -> sqrt(atan2(1,2))
    // 8 3 * -> 24
    // * -> 24 * sqrt(atan2(1,2))
    // 6 e / -> 6/e  (but '/' is a/b, and 'r' is 1/a)
    // Actually for 6/e we need: 6 e /
    // - -> subtract

    // Full: 12Aq83**6e/-
    let expr_str = "12Aq83**6e/-";
    println!("Trying to parse: {}", expr_str);

    match Expression::parse(expr_str) {
        Some(expr) => {
            println!("Parsed OK: {} symbols", expr.len());
            println!("Complexity: {}", expr.complexity());
            println!("Postfix: {}", expr.to_postfix());
            println!("Infix: {}", expr.to_infix());

            match evaluate(&expr, 0.0) {
                Ok(result) => {
                    let gamma1 = 14.134_725_141_734_694_f64;
                    println!("\nValue: {:.15}", result.value);
                    println!("γ₁:    {:.15}", gamma1);
                    println!("Error: {:.2e}", result.value - gamma1);
                }
                Err(e) => println!("Eval error: {:?}", e),
            }
        }
        None => println!("Parse failed!"),
    }
}