halo2_base/utils/
mod.rs

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
use core::hash::Hash;

use crate::ff::{FromUniformBytes, PrimeField};
#[cfg(not(feature = "halo2-axiom"))]
use crate::halo2_proofs::arithmetic::CurveAffine;
use crate::halo2_proofs::circuit::Value;
#[cfg(feature = "halo2-axiom")]
pub use crate::halo2_proofs::halo2curves::CurveAffineExt;

use num_bigint::BigInt;
use num_bigint::BigUint;
use num_bigint::Sign;
use num_traits::Signed;
use num_traits::{One, Zero};

/// Helper functions for raw halo2 operations to unify slight differences in API for halo2-axiom and halo2-pse
pub mod halo2;
#[cfg(any(test, feature = "test-utils"))]
pub mod testing;

/// Helper trait to convert to and from a [BigPrimeField] by converting a list of [u64] digits
#[cfg(feature = "halo2-axiom")]
pub trait BigPrimeField: ScalarField {
    /// Converts a slice of [u64] to [BigPrimeField]
    /// * `val`: the slice of u64
    ///
    /// # Assumptions
    /// * `val` has the correct length for the implementation
    /// * The integer value of `val` is already less than the modulus of `Self`
    fn from_u64_digits(val: &[u64]) -> Self;
}
#[cfg(feature = "halo2-axiom")]
impl<F> BigPrimeField for F
where
    F: ScalarField + From<[u64; 4]>, // Assume [u64; 4] is little-endian. We only implement ScalarField when this is true.
{
    #[inline(always)]
    fn from_u64_digits(val: &[u64]) -> Self {
        debug_assert!(val.len() <= 4);
        let mut raw = [0u64; 4];
        raw[..val.len()].copy_from_slice(val);
        Self::from(raw)
    }
}

/// Helper trait to represent a field element that can be converted into [u64] limbs.
///
/// Note: Since the number of bits necessary to represent a field element is larger than the number of bits in a u64, we decompose the integer representation of the field element into multiple [u64] values e.g. `limbs`.
pub trait ScalarField: PrimeField + FromUniformBytes<64> + From<bool> + Hash + Ord {
    /// Returns the base `2<sup>bit_len</sup>` little endian representation of the [ScalarField] element up to `num_limbs` number of limbs (truncates any extra limbs).
    ///
    /// Assumes `bit_len < 64`.
    /// * `num_limbs`: number of limbs to return
    /// * `bit_len`: number of bits in each limb
    fn to_u64_limbs(self, num_limbs: usize, bit_len: usize) -> Vec<u64>;

    /// Returns the little endian byte representation of the element.
    fn to_bytes_le(&self) -> Vec<u8>;

    /// Creates a field element from a little endian byte representation.
    ///
    /// The default implementation assumes that `PrimeField::from_repr` is implemented for little-endian.
    /// It should be overriden if this is not the case.
    fn from_bytes_le(bytes: &[u8]) -> Self {
        let mut repr = Self::Repr::default();
        repr.as_mut()[..bytes.len()].copy_from_slice(bytes);
        Self::from_repr(repr).unwrap()
    }

    /// Gets the least significant 32 bits of the field element.
    fn get_lower_32(&self) -> u32 {
        let bytes = self.to_bytes_le();
        let mut lower_32 = 0u32;
        for (i, byte) in bytes.into_iter().enumerate().take(4) {
            lower_32 |= (byte as u32) << (i * 8);
        }
        lower_32
    }

    /// Gets the least significant 64 bits of the field element.
    fn get_lower_64(&self) -> u64 {
        let bytes = self.to_bytes_le();
        let mut lower_64 = 0u64;
        for (i, byte) in bytes.into_iter().enumerate().take(8) {
            lower_64 |= (byte as u64) << (i * 8);
        }
        lower_64
    }
}
// See below for implementations

// Later: will need to separate BigPrimeField from ScalarField when Goldilocks is introduced

/// [ScalarField] that is ~256 bits long
#[cfg(feature = "halo2-pse")]
pub trait BigPrimeField = PrimeField<Repr = [u8; 32]> + ScalarField;

/// Converts an [Iterator] of u64 digits into `number_of_limbs` limbs of `bit_len` bits returned as a [Vec].
///
/// Assumes: `bit_len < 64`.
/// * `e`: Iterator of [u64] digits
/// * `number_of_limbs`: number of limbs to return
/// * `bit_len`: number of bits in each limb
#[inline(always)]
pub(crate) fn decompose_u64_digits_to_limbs(
    e: impl IntoIterator<Item = u64>,
    number_of_limbs: usize,
    bit_len: usize,
) -> Vec<u64> {
    debug_assert!(bit_len < 64);

    let mut e = e.into_iter();
    // Mask to extract the bits from each digit
    let mask: u64 = (1u64 << bit_len) - 1u64;
    let mut u64_digit = e.next().unwrap_or(0);
    let mut rem = 64;

    // For each digit, we extract its individual limbs by repeatedly masking and shifting the digit based on how many bits we have left to extract.
    (0..number_of_limbs)
        .map(|_| match rem.cmp(&bit_len) {
            // If `rem` > `bit_len`, we mask the bits from the `u64_digit` to return the first limb.
            // We shift the digit to the right by `bit_len` bits and subtract `bit_len` from `rem`
            core::cmp::Ordering::Greater => {
                let limb = u64_digit & mask;
                u64_digit >>= bit_len;
                rem -= bit_len;
                limb
            }
            // If `rem` == `bit_len`, then we mask the bits from the `u64_digit` to return the first limb
            // We retrieve the next digit and reset `rem` to 64
            core::cmp::Ordering::Equal => {
                let limb = u64_digit & mask;
                u64_digit = e.next().unwrap_or(0);
                rem = 64;
                limb
            }
            // If `rem` < `bit_len`, we retrieve the next digit, mask it, and shift left `rem` bits from the `u64_digit` to return the first limb.
            // we shift the digit to the right by `bit_len` - `rem` bits to retrieve the start of the next limb and add 64 - bit_len to `rem` to get the remainder.
            core::cmp::Ordering::Less => {
                let mut limb = u64_digit;
                u64_digit = e.next().unwrap_or(0);
                limb |= (u64_digit & ((1u64 << (bit_len - rem)) - 1u64)) << rem;
                u64_digit >>= bit_len - rem;
                rem += 64 - bit_len;
                limb
            }
        })
        .collect()
}

/// Returns the number of bits needed to represent the value of `x`.
pub const fn bit_length(x: u64) -> usize {
    (u64::BITS - x.leading_zeros()) as usize
}

/// Returns the ceiling of the base 2 logarithm of `x`.
///
/// `log2_ceil(0)` returns 0.
pub fn log2_ceil(x: u64) -> usize {
    (u64::BITS - x.leading_zeros()) as usize - usize::from(x.is_power_of_two())
}

/// Returns the modulus of [BigPrimeField].
pub fn modulus<F: BigPrimeField>() -> BigUint {
    fe_to_biguint(&-F::ONE) + 1u64
}

/// Returns the [BigPrimeField] element of 2<sup>n</sup>.
/// * `n`: the desired power of 2.
pub fn power_of_two<F: BigPrimeField>(n: usize) -> F {
    biguint_to_fe(&(BigUint::one() << n))
}

/// Converts an immutable reference to [BigUint] to a [BigPrimeField].
/// * `e`: immutable reference to [BigUint]
///
/// # Assumptions:
/// * `e` is less than the modulus of `F`
pub fn biguint_to_fe<F: BigPrimeField>(e: &BigUint) -> F {
    #[cfg(feature = "halo2-axiom")]
    {
        F::from_u64_digits(&e.to_u64_digits())
    }

    #[cfg(feature = "halo2-pse")]
    {
        let bytes = e.to_bytes_le();
        F::from_bytes_le(&bytes)
    }
}

/// Converts an immutable reference to [BigInt] to a [BigPrimeField].
/// * `e`: immutable reference to [BigInt]
///
/// # Assumptions:
/// * The absolute value of `e` is less than the modulus of `F`
pub fn bigint_to_fe<F: BigPrimeField>(e: &BigInt) -> F {
    #[cfg(feature = "halo2-axiom")]
    {
        let (sign, digits) = e.to_u64_digits();
        if sign == Sign::Minus {
            -F::from_u64_digits(&digits)
        } else {
            F::from_u64_digits(&digits)
        }
    }
    #[cfg(feature = "halo2-pse")]
    {
        let (sign, bytes) = e.to_bytes_le();
        let f_abs = F::from_bytes_le(&bytes);
        if sign == Sign::Minus {
            -f_abs
        } else {
            f_abs
        }
    }
}

/// Converts an immutable reference to an PrimeField element into a [BigUint] element.
/// * `fe`: immutable reference to PrimeField element to convert
pub fn fe_to_biguint<F: ScalarField>(fe: &F) -> BigUint {
    BigUint::from_bytes_le(fe.to_bytes_le().as_ref())
}

/// Converts a [BigPrimeField] element into a [BigInt] element by sending `fe` in `[0, F::modulus())` to
/// ```ignore
/// fe,                 if fe < F::modulus() / 2
/// fe - F::modulus(),  otherwise
/// ```
pub fn fe_to_bigint<F: BigPrimeField>(fe: &F) -> BigInt {
    // TODO: `F` should just have modulus as lazy_static or something
    let modulus = modulus::<F>();
    let e = fe_to_biguint(fe);
    if e <= &modulus / 2u32 {
        BigInt::from_biguint(Sign::Plus, e)
    } else {
        BigInt::from_biguint(Sign::Minus, modulus - e)
    }
}

/// Decomposes an immutable reference to a [BigPrimeField] element into `number_of_limbs` limbs of `bit_len` bits each and returns a [Vec] of [BigPrimeField] represented by those limbs.
///
/// Assumes `bit_len < 128`.
/// * `e`: immutable reference to [BigPrimeField] element to decompose
/// * `number_of_limbs`: number of limbs to decompose `e` into
/// * `bit_len`: number of bits in each limb
pub fn decompose<F: BigPrimeField>(e: &F, number_of_limbs: usize, bit_len: usize) -> Vec<F> {
    if bit_len > 64 {
        decompose_biguint(&fe_to_biguint(e), number_of_limbs, bit_len)
    } else {
        decompose_fe_to_u64_limbs(e, number_of_limbs, bit_len).into_iter().map(F::from).collect()
    }
}

/// Decomposes an immutable reference to a [ScalarField] element into `number_of_limbs` limbs of `bit_len` bits each and returns a [Vec] of [u64] represented by those limbs.
///
/// Assumes `bit_len` < 64
/// * `e`: immutable reference to [ScalarField] element to decompose
/// * `number_of_limbs`: number of limbs to decompose `e` into
/// * `bit_len`: number of bits in each limb
pub fn decompose_fe_to_u64_limbs<F: ScalarField>(
    e: &F,
    number_of_limbs: usize,
    bit_len: usize,
) -> Vec<u64> {
    #[cfg(feature = "halo2-axiom")]
    {
        e.to_u64_limbs(number_of_limbs, bit_len)
    }

    #[cfg(feature = "halo2-pse")]
    {
        decompose_u64_digits_to_limbs(fe_to_biguint(e).iter_u64_digits(), number_of_limbs, bit_len)
    }
}

/// Decomposes an immutable reference to a [BigUint] into `num_limbs` limbs of `bit_len` bits each and returns a [Vec] of [BigPrimeField] represented by those limbs.
///
/// Assumes 64 <= `bit_len` < 128.
/// * `e`: immutable reference to [BigInt] to decompose
/// * `num_limbs`: number of limbs to decompose `e` into
/// * `bit_len`: number of bits in each limb
///
/// Truncates to `num_limbs` limbs if `e` is too large.
pub fn decompose_biguint<F: BigPrimeField>(
    e: &BigUint,
    num_limbs: usize,
    bit_len: usize,
) -> Vec<F> {
    // bit_len must be between 64` and 128
    debug_assert!((64..128).contains(&bit_len));
    let mut e = e.iter_u64_digits();

    // Grab first 128-bit limb from iterator
    let mut limb0 = e.next().unwrap_or(0) as u128;
    let mut rem = bit_len - 64;
    let mut u64_digit = e.next().unwrap_or(0);
    // Extract second limb (bit length 64) from e
    limb0 |= ((u64_digit & ((1u64 << rem) - 1u64)) as u128) << 64u32;
    u64_digit >>= rem;
    rem = 64 - rem;

    // Convert `limb0` into field element `F` and create an iterator by chaining `limb0` with the computing the remaining limbs
    core::iter::once(F::from_u128(limb0))
        .chain((1..num_limbs).map(|_| {
            let mut limb = u64_digit as u128;
            let mut bits = rem;
            u64_digit = e.next().unwrap_or(0);
            if bit_len >= 64 + bits {
                limb |= (u64_digit as u128) << bits;
                u64_digit = e.next().unwrap_or(0);
                bits += 64;
            }
            rem = bit_len - bits;
            limb |= ((u64_digit & ((1u64 << rem) - 1u64)) as u128) << bits;
            u64_digit >>= rem;
            rem = 64 - rem;
            F::from_u128(limb)
        }))
        .collect()
}

/// Decomposes an immutable reference to a [BigInt] into `num_limbs` limbs of `bit_len` bits each and returns a [Vec] of [BigPrimeField] represented by those limbs.
///
/// Assumes `bit_len < 128`.
/// * `e`: immutable reference to `BigInt` to decompose
/// * `num_limbs`: number of limbs to decompose `e` into
/// * `bit_len`: number of bits in each limb
pub fn decompose_bigint<F: BigPrimeField>(e: &BigInt, num_limbs: usize, bit_len: usize) -> Vec<F> {
    if e.is_negative() {
        decompose_biguint::<F>(e.magnitude(), num_limbs, bit_len).into_iter().map(|x| -x).collect()
    } else {
        decompose_biguint(e.magnitude(), num_limbs, bit_len)
    }
}

/// Decomposes an immutable reference to a [BigInt] into `num_limbs` limbs of `bit_len` bits each and returns a [Vec] of [BigPrimeField] represented by those limbs wrapped in [Value].
///
/// Assumes `bit_len` < 128.
/// * `e`: immutable reference to `BigInt` to decompose
/// * `num_limbs`: number of limbs to decompose `e` into
/// * `bit_len`: number of bits in each limb
pub fn decompose_bigint_option<F: BigPrimeField>(
    value: Value<&BigInt>,
    number_of_limbs: usize,
    bit_len: usize,
) -> Vec<Value<F>> {
    value.map(|e| decompose_bigint(e, number_of_limbs, bit_len)).transpose_vec(number_of_limbs)
}

/// Wraps the internal value of `value` in an [Option].
/// If the value is [None], then the function returns [None].
/// * `value`: Value to convert.
pub fn value_to_option<V>(value: Value<V>) -> Option<V> {
    let mut v = None;
    value.map(|val| {
        v = Some(val);
    });
    v
}

/// Computes the value of an integer by passing as `input` a [Vec] of its limb values and the `bit_len` (bit length) used.
///
/// Returns the sum of all limbs scaled by 2<sup>(bit_len * i)</sup> where i is the index of the limb.
/// * `input`: Limb values of the integer.
/// * `bit_len`: Length of limb in bits
pub fn compose(input: Vec<BigUint>, bit_len: usize) -> BigUint {
    input.iter().rev().fold(BigUint::zero(), |acc, val| (acc << bit_len) + val)
}

/// Helper trait
#[cfg(feature = "halo2-pse")]
pub trait CurveAffineExt: CurveAffine {
    /// Returns the raw affine (X, Y) coordinantes
    fn into_coordinates(self) -> (Self::Base, Self::Base) {
        let coordinates = self.coordinates().unwrap();
        (*coordinates.x(), *coordinates.y())
    }
}
#[cfg(feature = "halo2-pse")]
impl<C: CurveAffine> CurveAffineExt for C {}

mod scalar_field_impls {
    use super::{decompose_u64_digits_to_limbs, ScalarField};
    #[cfg(feature = "halo2-pse")]
    use crate::ff::PrimeField;
    use crate::halo2_proofs::halo2curves::{
        bn256::{Fq as bn254Fq, Fr as bn254Fr},
        secp256k1::{Fp as secpFp, Fq as secpFq},
    };

    /// To ensure `ScalarField` is only implemented for `ff:Field` where `Repr` is little endian, we use the following macro
    /// to implement the trait for each field.
    #[cfg(feature = "halo2-axiom")]
    #[macro_export]
    macro_rules! impl_scalar_field {
        ($field:ident) => {
            impl ScalarField for $field {
                #[inline(always)]
                fn to_u64_limbs(self, num_limbs: usize, bit_len: usize) -> Vec<u64> {
                    // Basically same as `to_repr` but does not go further into bytes
                    let tmp: [u64; 4] = self.into();
                    decompose_u64_digits_to_limbs(tmp, num_limbs, bit_len)
                }

                #[inline(always)]
                fn to_bytes_le(&self) -> Vec<u8> {
                    let tmp: [u64; 4] = (*self).into();
                    tmp.iter().flat_map(|x| x.to_le_bytes()).collect()
                }

                #[inline(always)]
                fn get_lower_32(&self) -> u32 {
                    let tmp: [u64; 4] = (*self).into();
                    tmp[0] as u32
                }

                #[inline(always)]
                fn get_lower_64(&self) -> u64 {
                    let tmp: [u64; 4] = (*self).into();
                    tmp[0]
                }
            }
        };
    }

    /// To ensure `ScalarField` is only implemented for `ff:Field` where `Repr` is little endian, we use the following macro
    /// to implement the trait for each field.
    #[cfg(feature = "halo2-pse")]
    #[macro_export]
    macro_rules! impl_scalar_field {
        ($field:ident) => {
            impl ScalarField for $field {
                #[inline(always)]
                fn to_u64_limbs(self, num_limbs: usize, bit_len: usize) -> Vec<u64> {
                    let bytes = self.to_repr();
                    let digits = (0..4)
                        .map(|i| u64::from_le_bytes(bytes[i * 8..(i + 1) * 8].try_into().unwrap()));
                    decompose_u64_digits_to_limbs(digits, num_limbs, bit_len)
                }

                #[inline(always)]
                fn to_bytes_le(&self) -> Vec<u8> {
                    self.to_repr().to_vec()
                }
            }
        };
    }

    impl_scalar_field!(bn254Fr);
    impl_scalar_field!(bn254Fq);
    impl_scalar_field!(secpFp);
    impl_scalar_field!(secpFq);
}

/// Module for reading parameters for Halo2 proving system from the file system.
pub mod fs {
    use std::{
        env::var,
        fs::{self, File},
        io::{BufReader, BufWriter},
    };

    use crate::halo2_proofs::{
        halo2curves::{
            bn256::{Bn256, G1Affine},
            CurveAffine,
        },
        poly::{
            commitment::{Params, ParamsProver},
            kzg::commitment::ParamsKZG,
        },
    };
    use rand_chacha::{rand_core::SeedableRng, ChaCha20Rng};

    /// Reads the srs from a file found in `./params/kzg_bn254_{k}.srs` or `{dir}/kzg_bn254_{k}.srs` if `PARAMS_DIR` env var is specified.
    /// * `k`: degree that expresses the size of circuit (i.e., 2^<sup>k</sup> is the number of rows in the circuit)
    pub fn read_params(k: u32) -> ParamsKZG<Bn256> {
        let dir = var("PARAMS_DIR").unwrap_or_else(|_| "./params".to_string());
        ParamsKZG::<Bn256>::read(&mut BufReader::new(
            File::open(format!("{dir}/kzg_bn254_{k}.srs").as_str())
                .expect("Params file does not exist"),
        ))
        .unwrap()
    }

    /// Attempts to read the srs from a file found in `./params/kzg_bn254_{k}.srs` or `{dir}/kzg_bn254_{k}.srs` if `PARAMS_DIR` env var is specified, creates a file it if it does not exist.
    /// * `k`: degree that expresses the size of circuit (i.e., 2^<sup>k</sup> is the number of rows in the circuit)
    /// * `setup`: a function that creates the srs
    pub fn read_or_create_srs<'a, C: CurveAffine, P: ParamsProver<'a, C>>(
        k: u32,
        setup: impl Fn(u32) -> P,
    ) -> P {
        let dir = var("PARAMS_DIR").unwrap_or_else(|_| "./params".to_string());
        let path = format!("{dir}/kzg_bn254_{k}.srs");
        match File::open(path.as_str()) {
            Ok(f) => {
                #[cfg(feature = "display")]
                println!("read params from {path}");
                let mut reader = BufReader::new(f);
                P::read(&mut reader).unwrap()
            }
            Err(_) => {
                #[cfg(feature = "display")]
                println!("creating params for {k}");
                fs::create_dir_all(dir).unwrap();
                let params = setup(k);
                params.write(&mut BufWriter::new(File::create(path).unwrap())).unwrap();
                params
            }
        }
    }

    /// Generates the SRS for the KZG scheme and writes it to a file found in "./params/kzg_bn2_{k}.srs` or `{dir}/kzg_bn254_{k}.srs` if `PARAMS_DIR` env var is specified, creates a file it if it does not exist"
    /// * `k`: degree that expresses the size of circuit (i.e., 2^<sup>k</sup> is the number of rows in the circuit)
    pub fn gen_srs(k: u32) -> ParamsKZG<Bn256> {
        read_or_create_srs::<G1Affine, _>(k, |k| {
            ParamsKZG::<Bn256>::setup(k, ChaCha20Rng::from_seed(Default::default()))
        })
    }
}

#[cfg(test)]
mod tests {
    use crate::halo2_proofs::halo2curves::bn256::Fr;
    use num_bigint::RandomBits;
    use rand::{
        rngs::{OsRng, StdRng},
        Rng, SeedableRng,
    };
    use std::ops::Shl;

    use super::*;

    #[test]
    fn test_signed_roundtrip() {
        use crate::halo2_proofs::halo2curves::bn256::Fr;
        assert_eq!(fe_to_bigint(&bigint_to_fe::<Fr>(&-BigInt::one())), -BigInt::one());
    }

    #[test]
    fn test_decompose_biguint() {
        let mut rng = OsRng;
        const MAX_LIMBS: u64 = 5;
        for bit_len in 64..128usize {
            for num_limbs in 1..=MAX_LIMBS {
                for _ in 0..10_000usize {
                    let mut e: BigUint = rng.sample(RandomBits::new(num_limbs * bit_len as u64));
                    let limbs = decompose_biguint::<Fr>(&e, num_limbs as usize, bit_len);

                    let limbs2 = {
                        let mut limbs = vec![];
                        let mask = BigUint::one().shl(bit_len) - 1usize;
                        for _ in 0..num_limbs {
                            let limb = &e & &mask;
                            let mut bytes_le = limb.to_bytes_le();
                            bytes_le.resize(32, 0u8);
                            limbs.push(Fr::from_bytes(&bytes_le.try_into().unwrap()).unwrap());
                            e >>= bit_len;
                        }
                        limbs
                    };
                    assert_eq!(limbs, limbs2);
                }
            }
        }
    }

    #[test]
    fn test_decompose_u64_digits_to_limbs() {
        let mut rng = OsRng;
        const MAX_LIMBS: u64 = 5;
        for bit_len in 0..64usize {
            for num_limbs in 1..=MAX_LIMBS {
                for _ in 0..10_000usize {
                    let mut e: BigUint = rng.sample(RandomBits::new(num_limbs * bit_len as u64));
                    let limbs = decompose_u64_digits_to_limbs(
                        e.to_u64_digits(),
                        num_limbs as usize,
                        bit_len,
                    );
                    let limbs2 = {
                        let mut limbs = vec![];
                        let mask = BigUint::one().shl(bit_len) - 1usize;
                        for _ in 0..num_limbs {
                            let limb = &e & &mask;
                            limbs.push(u64::try_from(limb).unwrap());
                            e >>= bit_len;
                        }
                        limbs
                    };
                    assert_eq!(limbs, limbs2);
                }
            }
        }
    }

    #[test]
    fn test_log2_ceil_zero() {
        assert_eq!(log2_ceil(0), 0);
    }

    #[test]
    fn test_get_lower_32() {
        let mut rng = StdRng::seed_from_u64(0);
        for _ in 0..10_000usize {
            let e: u32 = rng.gen_range(0..u32::MAX);
            assert_eq!(Fr::from(e as u64).get_lower_32(), e);
        }
        assert_eq!(Fr::from((1u64 << 32_i32) + 1).get_lower_32(), 1);
    }

    #[test]
    fn test_get_lower_64() {
        let mut rng = StdRng::seed_from_u64(0);
        for _ in 0..10_000usize {
            let e: u64 = rng.gen_range(0..u64::MAX);
            assert_eq!(Fr::from(e).get_lower_64(), e);
        }
    }
}