forked from Consensys/gnark
-
Notifications
You must be signed in to change notification settings - Fork 0
/
solver.go
655 lines (560 loc) · 17.2 KB
/
solver.go
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
// Copyright 2020 ConsenSys Software Inc.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
// Code generated by gnark DO NOT EDIT
package cs
import (
"errors"
"fmt"
"github.com/consensys/gnark-crypto/ecc"
"github.com/consensys/gnark-crypto/field/pool"
"github.com/consensys/gnark/constraint"
csolver "github.com/consensys/gnark/constraint/solver"
"github.com/rs/zerolog"
"math"
"math/big"
"strconv"
"strings"
"sync"
"sync/atomic"
"github.com/consensys/gnark-crypto/ecc/bls12-381/fr"
)
// solver represent the state of the solver during a call to System.Solve(...)
type solver struct {
*system
// values and solved are index by the wire (variable) id
values []fr.Element
solved []bool
nbSolved uint64
// maps hintID to hint function
mHintsFunctions map[csolver.HintID]csolver.Hint
// used to out api.Println
logger zerolog.Logger
nbTasks int
a, b, c fr.Vector // R1CS solver will compute the a,b,c matrices
q *big.Int
}
func newSolver(cs *system, witness fr.Vector, opts ...csolver.Option) (*solver, error) {
// add GKR options to overwrite the placeholder
if cs.GkrInfo.Is() {
var gkrData GkrSolvingData
opts = append(opts,
csolver.OverrideHint(cs.GkrInfo.SolveHintID, GkrSolveHint(cs.GkrInfo, &gkrData)),
csolver.OverrideHint(cs.GkrInfo.ProveHintID, GkrProveHint(cs.GkrInfo.HashName, &gkrData)))
}
// parse options
opt, err := csolver.NewConfig(opts...)
if err != nil {
return nil, err
}
// check witness size
witnessOffset := 0
if cs.Type == constraint.SystemR1CS {
witnessOffset++
}
nbWires := len(cs.Public) + len(cs.Secret) + cs.NbInternalVariables
expectedWitnessSize := len(cs.Public) - witnessOffset + len(cs.Secret)
if len(witness) != expectedWitnessSize {
return nil, fmt.Errorf("invalid witness size, got %d, expected %d", len(witness), expectedWitnessSize)
}
// check all hints are there
hintFunctions := opt.HintFunctions
// hintsDependencies is from compile time; it contains the list of hints the solver **needs**
var missing []string
for hintUUID, hintID := range cs.MHintsDependencies {
if _, ok := hintFunctions[hintUUID]; !ok {
missing = append(missing, hintID)
}
}
if len(missing) > 0 {
return nil, fmt.Errorf("solver missing hint(s): %v", missing)
}
s := solver{
system: cs,
values: make([]fr.Element, nbWires),
solved: make([]bool, nbWires),
mHintsFunctions: hintFunctions,
logger: opt.Logger,
nbTasks: opt.NbTasks,
q: cs.Field(),
}
// set the witness indexes as solved
if witnessOffset == 1 {
s.solved[0] = true // ONE_WIRE
s.values[0].SetOne()
}
copy(s.values[witnessOffset:], witness)
for i := range witness {
s.solved[i+witnessOffset] = true
}
// keep track of the number of wire instantiations we do, for a post solve sanity check
// to ensure we instantiated all wires
s.nbSolved += uint64(len(witness) + witnessOffset)
if s.Type == constraint.SystemR1CS {
n := ecc.NextPowerOfTwo(uint64(cs.GetNbConstraints()))
s.a = make(fr.Vector, cs.GetNbConstraints(), n)
s.b = make(fr.Vector, cs.GetNbConstraints(), n)
s.c = make(fr.Vector, cs.GetNbConstraints(), n)
}
return &s, nil
}
func (s *solver) set(id int, value fr.Element) {
if s.solved[id] {
panic("solving the same wire twice should never happen.")
}
s.values[id] = value
s.solved[id] = true
atomic.AddUint64(&s.nbSolved, 1)
}
// computeTerm computes coeff*variable
func (s *solver) computeTerm(t constraint.Term) fr.Element {
cID, vID := t.CoeffID(), t.WireID()
if t.IsConstant() {
return s.Coefficients[cID]
}
if cID != 0 && !s.solved[vID] {
panic("computing a term with an unsolved wire")
}
switch cID {
case constraint.CoeffIdZero:
return fr.Element{}
case constraint.CoeffIdOne:
return s.values[vID]
case constraint.CoeffIdTwo:
var res fr.Element
res.Double(&s.values[vID])
return res
case constraint.CoeffIdMinusOne:
var res fr.Element
res.Neg(&s.values[vID])
return res
default:
var res fr.Element
res.Mul(&s.Coefficients[cID], &s.values[vID])
return res
}
}
// r += (t.coeff*t.value)
// TODO @gbotrel check t.IsConstant on the caller side when necessary
func (s *solver) accumulateInto(t constraint.Term, r *fr.Element) {
cID := t.CoeffID()
vID := t.WireID()
if t.IsConstant() {
r.Add(r, &s.Coefficients[cID])
return
}
switch cID {
case constraint.CoeffIdZero:
return
case constraint.CoeffIdOne:
r.Add(r, &s.values[vID])
case constraint.CoeffIdTwo:
var res fr.Element
res.Double(&s.values[vID])
r.Add(r, &res)
case constraint.CoeffIdMinusOne:
r.Sub(r, &s.values[vID])
default:
var res fr.Element
res.Mul(&s.Coefficients[cID], &s.values[vID])
r.Add(r, &res)
}
}
// solveWithHint executes a hint and assign the result to its defined outputs.
func (s *solver) solveWithHint(h *constraint.HintMapping) error {
// ensure hint function was provided
f, ok := s.mHintsFunctions[h.HintID]
if !ok {
return errors.New("missing hint function")
}
// tmp IO big int memory
nbInputs := len(h.Inputs)
nbOutputs := int(h.OutputRange.End - h.OutputRange.Start)
inputs := make([]*big.Int, nbInputs)
outputs := make([]*big.Int, nbOutputs)
for i := 0; i < nbOutputs; i++ {
outputs[i] = pool.BigInt.Get()
outputs[i].SetUint64(0)
}
q := pool.BigInt.Get()
q.Set(s.q)
for i := 0; i < nbInputs; i++ {
var v fr.Element
for _, term := range h.Inputs[i] {
if term.IsConstant() {
v.Add(&v, &s.Coefficients[term.CoeffID()])
continue
}
s.accumulateInto(term, &v)
}
inputs[i] = pool.BigInt.Get()
v.BigInt(inputs[i])
}
err := f(q, inputs, outputs)
var v fr.Element
for i := range outputs {
v.SetBigInt(outputs[i])
s.set(int(h.OutputRange.Start)+i, v)
pool.BigInt.Put(outputs[i])
}
for i := range inputs {
pool.BigInt.Put(inputs[i])
}
pool.BigInt.Put(q)
return err
}
func (s *solver) printLogs(logs []constraint.LogEntry) {
if s.logger.GetLevel() == zerolog.Disabled {
return
}
for i := 0; i < len(logs); i++ {
logLine := s.logValue(logs[i])
s.logger.Debug().Str(zerolog.CallerFieldName, logs[i].Caller).Msg(logLine)
}
}
const unsolvedVariable = "<unsolved>"
func (s *solver) logValue(log constraint.LogEntry) string {
var toResolve []interface{}
var (
eval fr.Element
missingValue bool
)
for j := 0; j < len(log.ToResolve); j++ {
// before eval le
missingValue = false
eval.SetZero()
for _, t := range log.ToResolve[j] {
// for each term in the linear expression
cID, vID := t.CoeffID(), t.WireID()
if t.IsConstant() {
// just add the constant
eval.Add(&eval, &s.Coefficients[cID])
continue
}
if !s.solved[vID] {
missingValue = true
break // stop the loop we can't evaluate.
}
tv := s.computeTerm(t)
eval.Add(&eval, &tv)
}
// after
if missingValue {
toResolve = append(toResolve, unsolvedVariable)
} else {
// we have to append our accumulator
toResolve = append(toResolve, eval.String())
}
}
if len(log.Stack) > 0 {
var sbb strings.Builder
for _, lID := range log.Stack {
location := s.SymbolTable.Locations[lID]
function := s.SymbolTable.Functions[location.FunctionID]
sbb.WriteString(function.Name)
sbb.WriteByte('\n')
sbb.WriteByte('\t')
sbb.WriteString(function.Filename)
sbb.WriteByte(':')
sbb.WriteString(strconv.Itoa(int(location.Line)))
sbb.WriteByte('\n')
}
toResolve = append(toResolve, sbb.String())
}
return fmt.Sprintf(log.Format, toResolve...)
}
// divByCoeff sets res = res / t.Coeff
func (solver *solver) divByCoeff(res *fr.Element, cID uint32) {
switch cID {
case constraint.CoeffIdOne:
return
case constraint.CoeffIdMinusOne:
res.Neg(res)
case constraint.CoeffIdZero:
panic("division by 0")
default:
// this is slow, but shouldn't happen as divByCoeff is called to
// remove the coeff of an unsolved wire
// but unsolved wires are (in gnark frontend) systematically set with a coeff == 1 or -1
res.Div(res, &solver.Coefficients[cID])
}
}
// Implement constraint.Solver
func (s *solver) GetValue(cID, vID uint32) constraint.Element {
var r constraint.Element
e := s.computeTerm(constraint.Term{CID: cID, VID: vID})
copy(r[:], e[:])
return r
}
func (s *solver) GetCoeff(cID uint32) constraint.Element {
var r constraint.Element
copy(r[:], s.Coefficients[cID][:])
return r
}
func (s *solver) SetValue(vID uint32, f constraint.Element) {
s.set(int(vID), *(*fr.Element)(f[:]))
}
func (s *solver) IsSolved(vID uint32) bool {
return s.solved[vID]
}
// Read interprets input calldata as either a LinearExpression (if R1CS) or a Term (if Plonkish),
// evaluates it and return the result and the number of uint32 word read.
func (s *solver) Read(calldata []uint32) (constraint.Element, int) {
if s.Type == constraint.SystemSparseR1CS {
if calldata[0] != 1 {
panic("invalid calldata")
}
return s.GetValue(calldata[1], calldata[2]), 3
}
var r fr.Element
n := int(calldata[0])
j := 1
for k := 0; k < n; k++ {
// we read k Terms
s.accumulateInto(constraint.Term{CID: calldata[j], VID: calldata[j+1]}, &r)
j += 2
}
var ret constraint.Element
copy(ret[:], r[:])
return ret, j
}
// processInstruction decodes the instruction and execute blueprint-defined logic.
// an instruction can encode a hint, a custom constraint or a generic constraint.
func (solver *solver) processInstruction(pi constraint.PackedInstruction, scratch *scratch) error {
// fetch the blueprint
blueprint := solver.Blueprints[pi.BlueprintID]
inst := pi.Unpack(&solver.System)
cID := inst.ConstraintOffset // here we have 1 constraint in the instruction only
if solver.Type == constraint.SystemR1CS {
if bc, ok := blueprint.(constraint.BlueprintR1C); ok {
// TODO @gbotrel we use the solveR1C method for now, having user-defined
// blueprint for R1CS would require constraint.Solver interface to add methods
// to set a,b,c since it's more efficient to compute these while we solve.
bc.DecompressR1C(&scratch.tR1C, inst)
return solver.solveR1C(cID, &scratch.tR1C)
}
}
// blueprint declared "I know how to solve this."
if bc, ok := blueprint.(constraint.BlueprintSolvable); ok {
if err := bc.Solve(solver, inst); err != nil {
return solver.wrapErrWithDebugInfo(cID, err)
}
return nil
}
// blueprint encodes a hint, we execute.
// TODO @gbotrel may be worth it to move hint logic in blueprint "solve"
if bc, ok := blueprint.(constraint.BlueprintHint); ok {
bc.DecompressHint(&scratch.tHint, inst)
return solver.solveWithHint(&scratch.tHint)
}
return nil
}
// run runs the solver. it return an error if a constraint is not satisfied or if not all wires
// were instantiated.
func (solver *solver) run() error {
// minWorkPerCPU is the minimum target number of constraint a task should hold
// in other words, if a level has less than minWorkPerCPU, it will not be parallelized and executed
// sequentially without sync.
const minWorkPerCPU = 50.0 // TODO @gbotrel revisit that with blocks.
// cs.Levels has a list of levels, where all constraints in a level l(n) are independent
// and may only have dependencies on previous levels
// for each constraint
// we are guaranteed that each R1C contains at most one unsolved wire
// first we solve the unsolved wire (if any)
// then we check that the constraint is valid
// if a[i] * b[i] != c[i]; it means the constraint is not satisfied
var wg sync.WaitGroup
chTasks := make(chan []uint32, solver.nbTasks)
chError := make(chan error, solver.nbTasks)
// start a worker pool
// each worker wait on chTasks
// a task is a slice of constraint indexes to be solved
for i := 0; i < solver.nbTasks; i++ {
go func() {
var scratch scratch
for t := range chTasks {
for _, i := range t {
if err := solver.processInstruction(solver.Instructions[i], &scratch); err != nil {
chError <- err
wg.Done()
return
}
}
wg.Done()
}
}()
}
// clean up pool go routines
defer func() {
close(chTasks)
close(chError)
}()
var scratch scratch
// for each level, we push the tasks
for _, level := range solver.Levels {
// max CPU to use
maxCPU := float64(len(level)) / minWorkPerCPU
if maxCPU <= 1.0 || solver.nbTasks == 1 {
// we do it sequentially
for _, i := range level {
if err := solver.processInstruction(solver.Instructions[i], &scratch); err != nil {
return err
}
}
continue
}
// number of tasks for this level is set to number of CPU
// but if we don't have enough work for all our CPU, it can be lower.
nbTasks := solver.nbTasks
maxTasks := int(math.Ceil(maxCPU))
if nbTasks > maxTasks {
nbTasks = maxTasks
}
nbIterationsPerCpus := len(level) / nbTasks
// more CPUs than tasks: a CPU will work on exactly one iteration
// note: this depends on minWorkPerCPU constant
if nbIterationsPerCpus < 1 {
nbIterationsPerCpus = 1
nbTasks = len(level)
}
extraTasks := len(level) - (nbTasks * nbIterationsPerCpus)
extraTasksOffset := 0
for i := 0; i < nbTasks; i++ {
wg.Add(1)
_start := i*nbIterationsPerCpus + extraTasksOffset
_end := _start + nbIterationsPerCpus
if extraTasks > 0 {
_end++
extraTasks--
extraTasksOffset++
}
// since we're never pushing more than num CPU tasks
// we will never be blocked here
chTasks <- level[_start:_end]
}
// wait for the level to be done
wg.Wait()
if len(chError) > 0 {
return <-chError
}
}
if int(solver.nbSolved) != len(solver.values) {
return errors.New("solver didn't assign a value to all wires")
}
return nil
}
// solveR1C compute unsolved wires in the constraint, if any and set the solver accordingly
//
// returns an error if the solver called a hint function that errored
// returns false, nil if there was no wire to solve
// returns true, nil if exactly one wire was solved. In that case, it is redundant to check that
// the constraint is satisfied later.
func (solver *solver) solveR1C(cID uint32, r *constraint.R1C) error {
a, b, c := &solver.a[cID], &solver.b[cID], &solver.c[cID]
// the index of the non-zero entry shows if L, R or O has an uninstantiated wire
// the content is the ID of the wire non instantiated
var loc uint8
var termToCompute constraint.Term
processLExp := func(l constraint.LinearExpression, val *fr.Element, locValue uint8) {
for _, t := range l {
vID := t.WireID()
// wire is already computed, we just accumulate in val
if solver.solved[vID] {
solver.accumulateInto(t, val)
continue
}
if loc != 0 {
panic("found more than one wire to instantiate")
}
termToCompute = t
loc = locValue
}
}
processLExp(r.L, a, 1)
processLExp(r.R, b, 2)
processLExp(r.O, c, 3)
if loc == 0 {
// there is nothing to solve, may happen if we have an assertion
// (ie a constraints that doesn't yield any output)
// or if we solved the unsolved wires with hint functions
var check fr.Element
if !check.Mul(a, b).Equal(c) {
return solver.wrapErrWithDebugInfo(cID, fmt.Errorf("%s ⋅ %s != %s", a.String(), b.String(), c.String()))
}
return nil
}
// we compute the wire value and instantiate it
wID := termToCompute.WireID()
// solver result
var wire fr.Element
switch loc {
case 1:
if !b.IsZero() {
wire.Div(c, b).
Sub(&wire, a)
a.Add(a, &wire)
} else {
// we didn't actually ensure that a * b == c
var check fr.Element
if !check.Mul(a, b).Equal(c) {
return solver.wrapErrWithDebugInfo(cID, fmt.Errorf("%s ⋅ %s != %s", a.String(), b.String(), c.String()))
}
}
case 2:
if !a.IsZero() {
wire.Div(c, a).
Sub(&wire, b)
b.Add(b, &wire)
} else {
var check fr.Element
if !check.Mul(a, b).Equal(c) {
return solver.wrapErrWithDebugInfo(cID, fmt.Errorf("%s ⋅ %s != %s", a.String(), b.String(), c.String()))
}
}
case 3:
wire.Mul(a, b).
Sub(&wire, c)
c.Add(c, &wire)
}
// wire is the term (coeff * value)
// but in the solver we want to store the value only
// note that in gnark frontend, coeff here is always 1 or -1
solver.divByCoeff(&wire, termToCompute.CID)
solver.set(wID, wire)
return nil
}
// UnsatisfiedConstraintError wraps an error with useful metadata on the unsatisfied constraint
type UnsatisfiedConstraintError struct {
Err error
CID int // constraint ID
DebugInfo *string // optional debug info
}
func (r *UnsatisfiedConstraintError) Error() string {
if r.DebugInfo != nil {
return fmt.Sprintf("constraint #%d is not satisfied: %s", r.CID, *r.DebugInfo)
}
return fmt.Sprintf("constraint #%d is not satisfied: %s", r.CID, r.Err.Error())
}
func (solver *solver) wrapErrWithDebugInfo(cID uint32, err error) *UnsatisfiedConstraintError {
var debugInfo *string
if dID, ok := solver.MDebug[int(cID)]; ok {
debugInfo = new(string)
*debugInfo = solver.logValue(solver.DebugInfo[dID])
}
return &UnsatisfiedConstraintError{CID: int(cID), Err: err, DebugInfo: debugInfo}
}
// temporary variables to avoid memallocs in hotloop
type scratch struct {
tR1C constraint.R1C
tHint constraint.HintMapping
}