mosekcomodel 0.5.0

Library for Conic Optimization Modeling with Mosek
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
use itertools::izip;

/// The `WorkStack` struct defines working areas for evaluating expressions. An evaluated
/// expression has a specific format on the stacks. A stack can contain multiple expressions that
/// can be parsed top-down. 
///
/// Internally, the workstack defines two stacks: An `usize` stack and a `f64` stack. Linear
/// expressions are stored on the stack in a format that allows traversing expressions top-down.
/// The stacks are resized as necessary when new expressions are allocated.
///
/// 
/// Structure of a computed expression on the workstack:
/// ```text
/// stack bottom <---> top 
/// susize: [ asubj[nnz], 
///           sp[0 if nelm < fullsize else nelm], 
///           ptr[nelm+1], 
///           shape[ndim], 
///           nelm, 
///           nnz, 
///           nd ]
/// sf64:   [ acof[nnz] ]
/// ```
///
/// The top 3 values on the integer stack, `(nelm,nnz,nd)`, define the exact size of the expression
/// on the stack of the top expression, so the offset of the next expression can be computed from
/// these 3 values. These are written when the expression is allocated and cannot then be modified.
pub struct WorkStack {
    /// Stack of unsigned integers
    susize : Vec<usize>,
    /// Stack of floats
    sf64   : Vec<f64>,

    /// Index of the current top of the integer stack, i.e. the index of the first unused element.
    utop : usize,
    /// Index of the current top of the float stack, i.e. the index of the first unused element.
    ftop : usize
}
impl Default for WorkStack {
    fn default() -> Self {
        WorkStack { susize: Vec::with_capacity(1024), sf64: Vec::with_capacity(1023), utop: 0, ftop: 0 }
    }
}

impl WorkStack {
    /// Create a new stack with a given initial capacity.
    pub fn new(cap : usize) -> WorkStack {
        WorkStack{
            susize : Vec::with_capacity(cap),
            sf64   : Vec::with_capacity(cap),
            utop : 0,
            ftop : 0  }
    }

    /// Reset top pointers to 0. Note that this does not clear the actual values in the stack.
    pub fn clear(& mut self) {
        self.utop = 0;
        self.ftop = 0;
    }

    /// Indicates if the stack is empty.
    pub fn is_empty(& mut self) -> bool {
        self.utop == 0 && self.ftop == 0
    }

    /// Perform inplace multiplication of the top-level expression. Multiply all coefficients by a
    /// constant.
    pub fn inplace_mul(& mut self, c : f64) {
        let selfutop = self.utop;
        let nnz   = self.susize[selfutop-2];
        self.sf64[self.ftop-nnz..].iter_mut().for_each(|v| *v *= c);
    }


    /// Perform inline reshaping of the top-level expression.
    pub fn inline_reshape_expr(& mut self, shape: &[usize]) -> Result<(),String> {
        let selfutop = self.utop;

        let nd    = self.susize[selfutop-1];
        let nnz   = self.susize[selfutop-2];
        let nelem = self.susize[selfutop-3];

        let totalsize : usize = self.susize[selfutop-3-nd .. selfutop-3].iter().product();
        let newtotalsize : usize = shape.iter().product();

        if newtotalsize != totalsize {
            return Err("New shape and original shape do not match".to_string());
        }

        let newnd = shape.len();

        if newnd < nd {
            self.utop -= nd-newnd;
        }
        else {
            self.utop += newnd - nd;
            if self.susize.len() < self.utop {
                self.susize.resize(self.utop, 0);
            }
        }

        self.susize[self.utop-newnd-3..self.utop-3].clone_from_slice(shape);
        self.susize[self.utop-1] = newnd;
        self.susize[self.utop-2] = nnz;
        self.susize[self.utop-3] = nelem;

        
        Ok(())
    }

    /// Allocate a new expression on the stack.
    ///
    /// # Arguments
    /// - `shape`  Shape of the expression
    /// - `nnz`  Total number of non-zeros
    /// - `nelm`  Number of elements. This must not be greater than the size of `shape`. If it
    ///   equals the size of `shape`, the returned `sp` is None
    ///
    /// # Returns
    /// - `ptr`  Ptr array of size `nelm+1`
    /// - `sp`  `None` for a dense expression, otherwise `Some(a)` with an array of size `nelm`.
    /// - `subj`  Subscripts array of size `nnz`
    /// - `cof`  Coefficients array of size `nnz`
    /// Returns (ptr,sp,subj,cof)
    ///
    pub fn alloc_expr(& mut self, shape : &[usize], nnz : usize, nelm : usize) -> (& mut [usize], Option<& mut [usize]>,& mut [usize], & mut [f64]) {
        let nd      = shape.len();
        let ubase   = self.utop;
        let fbase   = self.ftop;

        let fullsize : usize = shape.iter().product();
        if fullsize < nelm { panic!("Number of elements too large for shape: {} in {:?} (total size = {})",nelm,shape,fullsize); }

        let unnz  = 3+nd+(nelm+1)+nnz+(if nelm < fullsize { nelm } else { 0 } );

        self.utop += unnz;
        self.ftop += nnz;
        self.susize.resize(self.utop,0);
        self.sf64.resize(self.ftop,0.0);

        let (_,upart) = self.susize.split_at_mut(ubase);
        let (_,fpart) = self.sf64.split_at_mut(fbase);

        #[cfg(debug_assertions)]
        {
            upart.fill(usize::MAX);
            fpart.fill(f64::MAX);
        }

        let (subj,upart) = upart.split_at_mut(nnz);
        let (sp,upart)   = 
            if nelm < fullsize {
                let (sp,upart) = upart.split_at_mut(nelm);
                (Some(sp),upart)
            } else {
                (None,upart)
            };
        let (ptr,upart)    = upart.split_at_mut(nelm+1);
        let (shape_,head)  = upart.split_at_mut(nd);
        shape_.clone_from_slice(shape);

        head[0] = nelm;
        head[1] = nnz;
        head[2] = nd;

        let cof = fpart;

        (ptr,sp,subj,cof)
    }

    /// Allocate data on an empty stack.
    ///
    /// # Arguments
    /// - `nint` Number of integers to allocate.
    /// - `nfloat` Number of floats to allocate.
    ///
    /// # Returns
    /// - `ints : & mut [usize]` Allocated slice of ints.
    /// - `floats : & mut [f64]` Allocated slice of floats.
    pub fn alloc(&mut self, nint : usize, nfloat : usize) -> (& mut [usize], & mut [f64]) {
        self.susize.resize(nint,0);
        self.sf64.resize(nfloat,0.0);
        (self.susize.as_mut_slice(),self.sf64.as_mut_slice())
    }
    
    fn soft_pop(&self, utop : usize, ftop : usize) -> (&[usize],&[usize],Option<&[usize]>,&[usize],&[f64],usize,usize) {
        let nd   = self.susize[utop-1];
        let nnz  = self.susize[utop-2];
        let nelm = self.susize[utop-3];
        let totalsize : usize = self.susize[utop-3-nd..utop-3].iter().product();

        let totalusize = nd+nelm+1+nnz + (if totalsize > nelm { nelm } else { 0 });
        let totalfsize = nnz;

        let utop = utop-3;

        let ubase = utop - totalusize;
        let fbase = ftop - totalfsize;

        let uslice : &[usize] = & self.susize[ubase..utop];
        let cof    : &[f64]   = & self.sf64[fbase..ftop];

        let subj_base = 0;
        let sp_base = subj_base+nnz;
        let ptr_base = if nelm < totalsize { sp_base + nelm } else { sp_base };
        let shape_base = ptr_base + nelm+1;
        //println!("totalusize = {}, nd = {}, nnz = {}, nelm = {}, base[ subj:{}, sp:{}, ptr:{}, shape:{} ]",
        //         totalusize,
        //         nd,nnz,nelm,
        //         subj_base,sp_base,ptr_base,shape_base);

        let subj  = &uslice[subj_base..subj_base+nnz];
        let sp    = if totalsize > nelm { Some(&uslice[sp_base..sp_base+nelm]) } else { None };
        let ptr   = &uslice[ptr_base..ptr_base+nelm+1];
        let shape = &uslice[shape_base..shape_base+nd];
        //println!("subj = {:?}",subj);
        //println!("ptr = {:?}",ptr);
        //println!("shape = {:?}",shape);
        (shape,ptr,sp,subj,cof,ubase,fbase)
    }


    fn validate(shape : &[usize], ptr : &[usize], sp : Option<&[usize]>, subj : &[usize]) -> Result<(),String> {
        let & nnz = ptr.last().unwrap();
        let fullsize : usize = shape.iter().product();

        if let Some(sp) = sp {
            if sp.len() > 0 {
                if izip!(sp.iter(),
                         sp[1..].iter()).any(|(&a,&b)| a >= b) { return Err("Popped invalid expression: Sparsity not sorted or contains duplicates".to_string()); }
                if let Some(&n) = sp.last() { if n > fullsize { return Err("Popped invalid expression: Sparsity entry out of bounds".to_string()); } }
            }
        }

        if izip!(ptr.iter(),ptr[1..].iter()).any(|(&a,&b)| a > b) { return Err("Popped invalid expression: Ptr is not ascending".to_string()); }
        if nnz > subj.len() { 
            //println!("workstack::validate(), ptr = {:?}",ptr);
            return Err(format!("Popped invalid expression: Ptr does not match the number of actual nonzeros: {} vs {}",nnz,subj.len()).to_string()) 
        }
        Ok(())
    }

    fn soft_pop_validate(&self, utop : usize, ftop : usize) -> (&[usize],&[usize],Option<&[usize]>,&[usize],&[f64],usize,usize) {
        let (shape,ptr,sp,subj,cof,ubase,fbase) = self.soft_pop(utop,ftop);
        let nnz = subj.len();
        let fullsize : usize = shape.iter().product();

        if let Some(sp) = sp {
            if izip!(sp[0..sp.len()-1].iter(),
                     sp[1..].iter()).any(|(&a,&b)| a >= b) { panic!("Stack does not contain a valid expression: invalid Sparsity"); }
            if let Some(&n) = sp.last() { if n > fullsize { panic!("Stack does not contain a valid expression: invalid Sparsity"); } }
        }

        if izip!(ptr[..ptr.len()-1].iter(),
                 ptr[1..].iter()).any(|(&a,&b)| a > b) {  panic!("Stack does not contain a valid expression: invalid ptr"); }
        if ptr.last().copied().unwrap() > nnz { panic!("Stack does not contain a valid expression: invalid ptr"); }

        (shape,ptr,sp,subj,cof,ubase,fbase)
    }

    /// Returns and validatas a list of views of the `n` top-most expressions on the stack, first
    /// in the result list is the top-most, i.e. the order of the list is reverse of the order in
    /// which expressions were evaluated.
    ///
    /// # Arguments
    /// - `n` Number of expressions to pop. Will panic if less than `n` are available.
    ///
    /// # Returns
    /// A vector of tuples `(shape,ptr,sp,subj,cof)`:
    /// - `shape : &[usize]` The shape of the expression.
    /// - `ptr : &[usize]` Length of `nelem+1`.
    /// - `sp : Option<&[usize]>` If `None`, the expression is dense, otherwise `sp` defines the
    ///    sparsity pattern.
    /// - `subj : &[usize]` Variable indexes. The length is `nnz`.
    /// - `cof : &[f64]` Variable coefficients. The length is `nnz`.
    pub fn pop_exprs(&mut self, n : usize) -> Vec<(&[usize],&[usize],Option<&[usize]>,&[usize],&[f64])> {
        let mut res = Vec::with_capacity(n);

        let mut selfutop = self.utop;
        let mut selfftop = self.ftop;
        for _i in 0..n {
            // println!("---ustack @ {} = {:?}",i,&self.susize[..selfutop]);
            let nd   = self.susize[selfutop-1];
            let nnz  = self.susize[selfutop-2];
            let nelm = self.susize[selfutop-3];
            let totalsize : usize = self.susize[selfutop-3-nd..selfutop-3].iter().product();
            // println!("nd = {}, nelm = {}, nnz = {}",nd,nelm,nnz);
            // println!("shape = {:?}",&self.susize[selfutop-3-nd..selfutop-3]);

            let totalusize = nd+nelm+1+nnz + (if nelm < totalsize { nelm } else { 0 });
            let totalfsize = nnz;

            let utop = selfutop-3;
            let ftop = selfftop;

            let ubase = utop - totalusize;
            let fbase = ftop - totalfsize;

            let uslice : &[usize] = & self.susize[ubase..utop];
            // println!("  expr slice = {:?}",uslice);

            let cof    : &[f64]   = & self.sf64[fbase..ftop];

            let subj  = &uslice[..nnz];
            let sp    = if totalsize > nelm { Some(&uslice[nnz..nnz+nelm]) } else { None };
            let ptrbase = nnz+sp.map(|v| v.len()).unwrap_or(0);
            let ptr   = &uslice[ptrbase..ptrbase+nelm+1];
            let shape = &uslice[ptrbase+nelm+1..];

            let rnnz = ptr.last().copied().unwrap();

            selfutop = ubase;
            selfftop = fbase;

            //println!("ptr = {:?}",ptr);
            Self::validate(shape,ptr,sp,subj).unwrap();
            res.push((shape,ptr,sp,&subj[..rnnz],&cof[..rnnz]))
        }

        self.utop = selfutop;
        self.ftop = selfftop;

        res
    }

    /// Returns and validatas a view of the top-most expression on the stack.
    ///
    /// # Returns
    /// A tuple `(shape,ptr,sp,subj,cof)`:
    /// - `shape : &[usize]` The shape of the expression.
    /// - `ptr : &[usize]` Length of `nelem+1`.
    /// - `sp : Option<&[usize]>` If `None`, the expression is dense, otherwise `sp` defines the
    ///    sparsity pattern.
    /// - `subj : &[usize]` Variable indexes. The length is `nnz`.
    /// - `cof : &[f64]` Variable coefficients. The length is `nnz`.
    pub fn pop_expr(&mut self) -> (&[usize],&[usize],Option<&[usize]>,&[usize],&[f64]) {
        let selfutop = self.utop;
        let selfftop = self.ftop;

        let nd   = self.susize[selfutop-1];
        let nnz  = self.susize[selfutop-2];
        let nelm = self.susize[selfutop-3];

        // println!("nd = {}, nelm = {}, nnz = {}",nd,nelm,nnz);
        let totalsize : usize = self.susize[selfutop-3-nd..selfutop-3].iter().product();

        let totalusize = nd+nelm+1+nnz + (if nelm < totalsize { nelm } else { 0 });
        // println!("totalusize = {}, ustack.len = {}",totalusize,self.susize.len());

        let utop = selfutop-3;
        let ftop = selfftop;

        let ubase = utop - totalusize;
        let fbase = ftop - nnz;

        let uslice : &[usize] = & self.susize[ubase..utop];
        let cof    : &[f64]   = & self.sf64[fbase..ftop];

        let subj  = &uslice[..nnz];
        let sp    = if totalsize > nelm { Some(&uslice[nnz..nnz+nelm]) } else { None };
        let ptrbase = nnz+sp.map(|v| v.len()).unwrap_or(0);
        let ptr   = &uslice[ptrbase..ptrbase+nelm+1];
        let shape = &uslice[ptrbase+nelm+1..ptrbase+nelm+1+nd];
        
        // println!("{}:{}: workstack::pop_expr:\n\tshape={:?}\n\tptr={:?}\n\tsubj={:?}",file!(),line!(),shape,ptr,subj);
        
        Self::validate(shape,ptr,sp,subj).unwrap();
        let &rnnz = ptr.last().unwrap();

        self.utop = ubase;
        self.ftop = fbase;

        (shape,ptr,sp,&subj[..rnnz],&cof[..rnnz])
    }

    /// Returns without validation a mutable view of the top-most
    /// expression on the stack, but does not remove it from the
    /// stack.  Note that this returns the full subj and cof, not just
    /// the part indexes by ptr.
    ///
    /// # Returns
    /// A tuple `(shape,ptr,sp,subj,cof)`:
    /// - `shape : &[usize]` The shape of the expression.
    /// - `ptr : &[usize]` Length of `nelem+1`.
    /// - `sp : Option<&[usize]>` If `None`, the expression is dense, otherwise `sp` defines the
    ///    sparsity pattern.
    /// - `subj : &[usize]` Variable indexes. The length is `nnz`.
    /// - `cof : &[f64]` Variable coefficients. The length is `nnz`.
    pub fn peek_expr(&self) -> (&[usize],&[usize],Option<&[usize]>,&[usize],&[f64]) {
        let (shape,ptr,sp,subj,cof,_nextutop,_nextftop) = self.soft_pop_validate(self.utop,self.ftop);

        (shape,ptr,sp,subj,cof)
    }
    /// Returns without validation a mutable view of the top-most
    /// expression on the stack, but does not remove it from the stack
    ///
    /// # Returns
    /// A tuple of mutable values `(shape,ptr,sp,subj,cof)`:
    /// - `shape : &[usize]` The shape of the expression.
    /// - `ptr : &[usize]` Length of `nelem+1`.
    /// - `sp : Option<&[usize]>` If `None`, the expression is dense, otherwise `sp` defines the
    ///    sparsity pattern.
    /// - `subj : &[usize]` Variable indexes. The length is `nnz`.
    /// - `cof : &[f64]` Variable coefficients. The length is `nnz`.
    pub fn peek_expr_mut(&mut self) -> (&mut [usize],&mut [usize],Option<&mut [usize]>,&mut [usize],&mut [f64]) {
        let nd   = self.susize[self.utop-1];
        let nnz  = self.susize[self.utop-2];
        let nelm = self.susize[self.utop-3];
        let totalsize : usize = self.susize[self.utop-3-nd..self.utop-3].iter().product();

        let ubase = self.utop - if totalsize > nelm { 3+2*nelm+1+nnz+nd } else { 3+nelm+1+nnz+nd };
        let fbase = self.ftop-nnz;

        let utop = self.utop-3;
        let ftop = self.ftop;

        let uslice : &mut[usize] = & mut self.susize[ubase..utop];
        let cof    : &mut[f64]   = & mut self.sf64[fbase..ftop];
        let (subj,uslice) = uslice.split_at_mut(nnz);
        if nelm < totalsize {
            let (sp,uslice) = uslice.split_at_mut(nelm);
            let (ptr,shape) = uslice.split_at_mut(nelm+1);
            (shape,ptr,Some(sp),subj,cof)
        }
        else {
            let (ptr,shape) = uslice.split_at_mut(nelm+1);
            (shape,ptr,None,subj,cof)
        }
    }

    /// Validate the top expression.
    pub fn validate_top(&self) -> Result<(),String> {
        if self.utop < 3 { return Err("Invalid utop".to_string()); }
        let nd   = self.susize[self.utop-1];
        let nnz  = self.susize[self.utop-2];
        let nelm = self.susize[self.utop-3];

        if self.utop < 3+nd+nnz+nelm+1 { return Err("Invalid utop".to_string()); }
        let shape = &self.susize[self.utop-3-nd..self.utop-3];
        let totalsize : usize = shape.iter().product();
        
        let totalusize = nd+nelm+1+nnz + (if totalsize > nelm { nelm } else { 0 });
        let totalfsize = nnz;
        
        if self.utop < 3+totalusize { return Err("Invalid utop".to_string()); }
        if self.ftop < totalfsize { return Err("Invalid ftop".to_string()); }

        let ubase = self.utop - 3 - totalusize;
        let fbase = self.ftop - totalfsize;

        let uslice : &[usize] = & self.susize[ubase..self.utop];
        let _cof    : &[f64]   = & self.sf64[fbase..self.ftop];

        let subj_base = 0;
        let sp_base = subj_base+nnz;
        let ptr_base = if nelm < totalsize { sp_base + nelm } else { sp_base };
        let shape_base = ptr_base + nelm+1;

        let _subj  = &uslice[subj_base..subj_base+nnz];
        let sp    = if totalsize > nelm { Some(&uslice[sp_base..sp_base+nelm]) } else { None };
        let ptr   = &uslice[ptr_base..ptr_base+nelm+1];
        let _shape = &uslice[shape_base..shape_base+nd];
        
        if *ptr.last().unwrap() > nnz { return Err("Ptr structure does not match nnz".to_string()); }
        if ptr.iter().zip(ptr[1..].iter()).any(|(a,b)| a > b) {
            return Err("Ptr array is not increasing".to_string());
        }

        if let Some(sp) = sp {
            if let Some((a,b)) = sp.iter().zip(sp[1..].iter()).find(|(a,b)| a >= b) {
                println!("sp : {:?}",sp);
                return Err(format!("Sparsity pattern is unsorted or contains duplicates: {} >= {}",a,b));
            }
        }

        Ok(()) 
    }
    #[cfg(not(debug_assertions))]
    pub fn check(&self) {
        // nop
    }
    #[cfg(debug_assertions)]
    pub fn check(&self) {
        self.validate_top().unwrap();
    }
}

impl std::fmt::Display for WorkStack {
    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> Result<(), std::fmt::Error> {
        write!(f,"WorkStack{{ us : {:?}, fs : {:?} }}",&self.susize[..self.utop],&self.sf64[..self.ftop])
    }
}

#[cfg(test)]
mod test {
    use super::*;
    #[test]
    fn workstack() {
        let mut ws = WorkStack::new(512);

        {
            let (ptr,_sp,subj,cof) = ws.alloc_expr(&[3,3],9,9);
            ptr.iter_mut().enumerate().for_each(|(i,p)| *p = i);
            subj.iter_mut().enumerate().for_each(|(i,p)| *p = i);
            cof.iter_mut().enumerate().for_each(|(i,p)| *p = (i as f64)*1.1);
        }

        {
            let (ptr,_sp,subj,cof) = ws.alloc_expr(&[2,3],6,6);
            ptr.iter_mut().enumerate().for_each(|(i,p)| *p = i);
            subj.iter_mut().enumerate().for_each(|(i,p)| *p = i+100);
            cof.iter_mut().enumerate().for_each(|(i,p)| *p = (i as f64)*1.1);
        }

        {
            let (shape,ptr,_sp,subj,cof) = ws.pop_expr();

            assert!(shape.len() == 2);
            assert!(shape[0] == 2);
            assert!(shape[1] == 3);
            assert!(ptr.iter().enumerate().all(|(i,&p)| i == p));
            assert!(subj.iter().enumerate().all(|(i,&j)| i == j-100));
            assert!(cof.iter().enumerate().all(|(i,&c)| (i as f64)*1.1 == c));
        }

        {
            let (shape,ptr,_sp,subj,cof) = ws.pop_expr();

            assert!(shape.len() == 2);
            assert!(shape[0] == 3);
            assert!(shape[1] == 3);
            assert!(ptr.iter().enumerate().all(|(i,&p)| i == p));
            assert!(subj.iter().enumerate().all(|(i,&j)| i == j));
            assert!(cof.iter().enumerate().all(|(i,&c)| (i as f64)*1.1 == c));
        }
    }
}