diff options
author | Alberto Ruiz <aruiz@um.es> | 2015-06-05 16:35:18 +0200 |
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committer | Alberto Ruiz <aruiz@um.es> | 2015-06-05 16:35:18 +0200 |
commit | 2876998f04380c9e835c6177b440447368dfe623 (patch) | |
tree | 233144431cbcfcabdbc1433cda81f534f4262bbe /packages/base/src/Internal | |
parent | 01e2dac904b37e5831617c28814cf5a65bb6f1e6 (diff) |
move util
Diffstat (limited to 'packages/base/src/Internal')
-rw-r--r-- | packages/base/src/Internal/Util.hs | 568 |
1 files changed, 568 insertions, 0 deletions
diff --git a/packages/base/src/Internal/Util.hs b/packages/base/src/Internal/Util.hs new file mode 100644 index 0000000..9900770 --- /dev/null +++ b/packages/base/src/Internal/Util.hs | |||
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1 | {-# LANGUAGE FlexibleContexts #-} | ||
2 | {-# LANGUAGE FlexibleInstances #-} | ||
3 | {-# LANGUAGE TypeFamilies #-} | ||
4 | {-# LANGUAGE MultiParamTypeClasses #-} | ||
5 | {-# LANGUAGE FunctionalDependencies #-} | ||
6 | {-# LANGUAGE ViewPatterns #-} | ||
7 | |||
8 | |||
9 | ----------------------------------------------------------------------------- | ||
10 | {- | | ||
11 | Module : Internal.Util | ||
12 | Copyright : (c) Alberto Ruiz 2013 | ||
13 | License : BSD3 | ||
14 | Maintainer : Alberto Ruiz | ||
15 | Stability : provisional | ||
16 | |||
17 | -} | ||
18 | ----------------------------------------------------------------------------- | ||
19 | |||
20 | module Internal.Util( | ||
21 | |||
22 | -- * Convenience functions | ||
23 | vector, matrix, | ||
24 | disp, | ||
25 | formatSparse, | ||
26 | approxInt, | ||
27 | dispDots, | ||
28 | dispBlanks, | ||
29 | formatShort, | ||
30 | dispShort, | ||
31 | zeros, ones, | ||
32 | diagl, | ||
33 | row, | ||
34 | col, | ||
35 | (&), (¦), (|||), (——), (===), (#), | ||
36 | (?), (¿), | ||
37 | Indexable(..), size, | ||
38 | Numeric, | ||
39 | rand, randn, | ||
40 | cross, | ||
41 | norm, | ||
42 | ℕ,ℤ,ℝ,ℂ,iC, | ||
43 | Normed(..), norm_Frob, norm_nuclear, | ||
44 | unitary, | ||
45 | mt, | ||
46 | (~!~), | ||
47 | pairwiseD2, | ||
48 | rowOuters, | ||
49 | null1, | ||
50 | null1sym, | ||
51 | -- * Convolution | ||
52 | -- ** 1D | ||
53 | corr, conv, corrMin, | ||
54 | -- ** 2D | ||
55 | corr2, conv2, separable, | ||
56 | gaussElim | ||
57 | ) where | ||
58 | |||
59 | import Internal.Tools | ||
60 | import Internal.Vector | ||
61 | import Internal.Matrix hiding (size) | ||
62 | import Internal.Numeric | ||
63 | import Internal.Element | ||
64 | import Internal.Container | ||
65 | import Internal.Vectorized | ||
66 | import Internal.IO | ||
67 | import Internal.Algorithms hiding (i,Normed) | ||
68 | import Numeric.Matrix() | ||
69 | import Numeric.Vector() | ||
70 | import Internal.Random | ||
71 | import Internal.Convolution | ||
72 | import Control.Monad(when) | ||
73 | import Text.Printf | ||
74 | import Data.List.Split(splitOn) | ||
75 | import Data.List(intercalate,sortBy) | ||
76 | import Data.Function(on) | ||
77 | import Control.Arrow((&&&)) | ||
78 | import Data.Complex | ||
79 | import Data.Vector.Storable(fromList) | ||
80 | |||
81 | type ℝ = Double | ||
82 | type ℕ = Int | ||
83 | type ℤ = Int | ||
84 | type ℂ = Complex Double | ||
85 | |||
86 | -- | imaginary unit | ||
87 | iC :: ℂ | ||
88 | iC = 0:+1 | ||
89 | |||
90 | {- | Create a real vector. | ||
91 | |||
92 | >>> vector [1..5] | ||
93 | fromList [1.0,2.0,3.0,4.0,5.0] | ||
94 | |||
95 | -} | ||
96 | vector :: [ℝ] -> Vector ℝ | ||
97 | vector = fromList | ||
98 | |||
99 | {- | Create a real matrix. | ||
100 | |||
101 | >>> matrix 5 [1..15] | ||
102 | (3><5) | ||
103 | [ 1.0, 2.0, 3.0, 4.0, 5.0 | ||
104 | , 6.0, 7.0, 8.0, 9.0, 10.0 | ||
105 | , 11.0, 12.0, 13.0, 14.0, 15.0 ] | ||
106 | |||
107 | -} | ||
108 | matrix | ||
109 | :: Int -- ^ number of columns | ||
110 | -> [ℝ] -- ^ elements in row order | ||
111 | -> Matrix ℝ | ||
112 | matrix c = reshape c . fromList | ||
113 | |||
114 | |||
115 | {- | print a real matrix with given number of digits after the decimal point | ||
116 | |||
117 | >>> disp 5 $ ident 2 / 3 | ||
118 | 2x2 | ||
119 | 0.33333 0.00000 | ||
120 | 0.00000 0.33333 | ||
121 | |||
122 | -} | ||
123 | disp :: Int -> Matrix Double -> IO () | ||
124 | |||
125 | disp n = putStr . dispf n | ||
126 | |||
127 | |||
128 | {- | create a real diagonal matrix from a list | ||
129 | |||
130 | >>> diagl [1,2,3] | ||
131 | (3><3) | ||
132 | [ 1.0, 0.0, 0.0 | ||
133 | , 0.0, 2.0, 0.0 | ||
134 | , 0.0, 0.0, 3.0 ] | ||
135 | |||
136 | -} | ||
137 | diagl :: [Double] -> Matrix Double | ||
138 | diagl = diag . fromList | ||
139 | |||
140 | -- | a real matrix of zeros | ||
141 | zeros :: Int -- ^ rows | ||
142 | -> Int -- ^ columns | ||
143 | -> Matrix Double | ||
144 | zeros r c = konst 0 (r,c) | ||
145 | |||
146 | -- | a real matrix of ones | ||
147 | ones :: Int -- ^ rows | ||
148 | -> Int -- ^ columns | ||
149 | -> Matrix Double | ||
150 | ones r c = konst 1 (r,c) | ||
151 | |||
152 | -- | concatenation of real vectors | ||
153 | infixl 3 & | ||
154 | (&) :: Vector Double -> Vector Double -> Vector Double | ||
155 | a & b = vjoin [a,b] | ||
156 | |||
157 | {- | horizontal concatenation of real matrices | ||
158 | |||
159 | >>> ident 3 ||| konst 7 (3,4) | ||
160 | (3><7) | ||
161 | [ 1.0, 0.0, 0.0, 7.0, 7.0, 7.0, 7.0 | ||
162 | , 0.0, 1.0, 0.0, 7.0, 7.0, 7.0, 7.0 | ||
163 | , 0.0, 0.0, 1.0, 7.0, 7.0, 7.0, 7.0 ] | ||
164 | |||
165 | -} | ||
166 | infixl 3 ||| | ||
167 | (|||) :: Matrix Double -> Matrix Double -> Matrix Double | ||
168 | a ||| b = fromBlocks [[a,b]] | ||
169 | |||
170 | -- | a synonym for ('|||') (unicode 0x00a6, broken bar) | ||
171 | infixl 3 ¦ | ||
172 | (¦) :: Matrix Double -> Matrix Double -> Matrix Double | ||
173 | (¦) = (|||) | ||
174 | |||
175 | |||
176 | -- | vertical concatenation of real matrices | ||
177 | -- | ||
178 | (===) :: Matrix Double -> Matrix Double -> Matrix Double | ||
179 | infixl 2 === | ||
180 | a === b = fromBlocks [[a],[b]] | ||
181 | |||
182 | -- | a synonym for ('===') (unicode 0x2014, em dash) | ||
183 | (——) :: Matrix Double -> Matrix Double -> Matrix Double | ||
184 | infixl 2 —— | ||
185 | (——) = (===) | ||
186 | |||
187 | |||
188 | (#) :: Matrix Double -> Matrix Double -> Matrix Double | ||
189 | infixl 2 # | ||
190 | a # b = fromBlocks [[a],[b]] | ||
191 | |||
192 | -- | create a single row real matrix from a list | ||
193 | -- | ||
194 | -- >>> row [2,3,1,8] | ||
195 | -- (1><4) | ||
196 | -- [ 2.0, 3.0, 1.0, 8.0 ] | ||
197 | -- | ||
198 | row :: [Double] -> Matrix Double | ||
199 | row = asRow . fromList | ||
200 | |||
201 | -- | create a single column real matrix from a list | ||
202 | -- | ||
203 | -- >>> col [7,-2,4] | ||
204 | -- (3><1) | ||
205 | -- [ 7.0 | ||
206 | -- , -2.0 | ||
207 | -- , 4.0 ] | ||
208 | -- | ||
209 | col :: [Double] -> Matrix Double | ||
210 | col = asColumn . fromList | ||
211 | |||
212 | {- | extract rows | ||
213 | |||
214 | >>> (20><4) [1..] ? [2,1,1] | ||
215 | (3><4) | ||
216 | [ 9.0, 10.0, 11.0, 12.0 | ||
217 | , 5.0, 6.0, 7.0, 8.0 | ||
218 | , 5.0, 6.0, 7.0, 8.0 ] | ||
219 | |||
220 | -} | ||
221 | infixl 9 ? | ||
222 | (?) :: Element t => Matrix t -> [Int] -> Matrix t | ||
223 | (?) = flip extractRows | ||
224 | |||
225 | {- | extract columns | ||
226 | |||
227 | (unicode 0x00bf, inverted question mark, Alt-Gr ?) | ||
228 | |||
229 | >>> (3><4) [1..] ¿ [3,0] | ||
230 | (3><2) | ||
231 | [ 4.0, 1.0 | ||
232 | , 8.0, 5.0 | ||
233 | , 12.0, 9.0 ] | ||
234 | |||
235 | -} | ||
236 | infixl 9 ¿ | ||
237 | (¿) :: Element t => Matrix t -> [Int] -> Matrix t | ||
238 | (¿)= flip extractColumns | ||
239 | |||
240 | |||
241 | cross :: Product t => Vector t -> Vector t -> Vector t | ||
242 | -- ^ cross product (for three-element vectors) | ||
243 | cross x y | dim x == 3 && dim y == 3 = fromList [z1,z2,z3] | ||
244 | | otherwise = error $ "the cross product requires 3-element vectors (sizes given: " | ||
245 | ++show (dim x)++" and "++show (dim y)++")" | ||
246 | where | ||
247 | [x1,x2,x3] = toList x | ||
248 | [y1,y2,y3] = toList y | ||
249 | z1 = x2*y3-x3*y2 | ||
250 | z2 = x3*y1-x1*y3 | ||
251 | z3 = x1*y2-x2*y1 | ||
252 | |||
253 | {-# SPECIALIZE cross :: Vector Double -> Vector Double -> Vector Double #-} | ||
254 | {-# SPECIALIZE cross :: Vector (Complex Double) -> Vector (Complex Double) -> Vector (Complex Double) #-} | ||
255 | |||
256 | norm :: Vector Double -> Double | ||
257 | -- ^ 2-norm of real vector | ||
258 | norm = pnorm PNorm2 | ||
259 | |||
260 | class Normed a | ||
261 | where | ||
262 | norm_0 :: a -> ℝ | ||
263 | norm_1 :: a -> ℝ | ||
264 | norm_2 :: a -> ℝ | ||
265 | norm_Inf :: a -> ℝ | ||
266 | |||
267 | |||
268 | instance Normed (Vector ℝ) | ||
269 | where | ||
270 | norm_0 v = sumElements (step (abs v - scalar (eps*normInf v))) | ||
271 | norm_1 = pnorm PNorm1 | ||
272 | norm_2 = pnorm PNorm2 | ||
273 | norm_Inf = pnorm Infinity | ||
274 | |||
275 | instance Normed (Vector ℂ) | ||
276 | where | ||
277 | norm_0 v = sumElements (step (fst (fromComplex (abs v)) - scalar (eps*normInf v))) | ||
278 | norm_1 = pnorm PNorm1 | ||
279 | norm_2 = pnorm PNorm2 | ||
280 | norm_Inf = pnorm Infinity | ||
281 | |||
282 | instance Normed (Matrix ℝ) | ||
283 | where | ||
284 | norm_0 = norm_0 . flatten | ||
285 | norm_1 = pnorm PNorm1 | ||
286 | norm_2 = pnorm PNorm2 | ||
287 | norm_Inf = pnorm Infinity | ||
288 | |||
289 | instance Normed (Matrix ℂ) | ||
290 | where | ||
291 | norm_0 = norm_0 . flatten | ||
292 | norm_1 = pnorm PNorm1 | ||
293 | norm_2 = pnorm PNorm2 | ||
294 | norm_Inf = pnorm Infinity | ||
295 | |||
296 | instance Normed (Vector I) | ||
297 | where | ||
298 | norm_0 = fromIntegral . sumElements . step . abs | ||
299 | norm_1 = fromIntegral . norm1 | ||
300 | norm_2 v = sqrt . fromIntegral $ dot v v | ||
301 | norm_Inf = fromIntegral . normInf | ||
302 | |||
303 | |||
304 | |||
305 | norm_Frob :: (Normed (Vector t), Element t) => Matrix t -> ℝ | ||
306 | norm_Frob = norm_2 . flatten | ||
307 | |||
308 | norm_nuclear :: Field t => Matrix t -> ℝ | ||
309 | norm_nuclear = sumElements . singularValues | ||
310 | |||
311 | |||
312 | -- | Obtains a vector in the same direction with 2-norm=1 | ||
313 | unitary :: Vector Double -> Vector Double | ||
314 | unitary v = v / scalar (norm v) | ||
315 | |||
316 | |||
317 | -- | trans . inv | ||
318 | mt :: Matrix Double -> Matrix Double | ||
319 | mt = trans . inv | ||
320 | |||
321 | -------------------------------------------------------------------------------- | ||
322 | {- | | ||
323 | |||
324 | >>> size $ vector [1..10] | ||
325 | 10 | ||
326 | >>> size $ (2><5)[1..10::Double] | ||
327 | (2,5) | ||
328 | |||
329 | -} | ||
330 | size :: Container c t => c t -> IndexOf c | ||
331 | size = size' | ||
332 | |||
333 | {- | Alternative indexing function. | ||
334 | |||
335 | >>> vector [1..10] ! 3 | ||
336 | 4.0 | ||
337 | |||
338 | On a matrix it gets the k-th row as a vector: | ||
339 | |||
340 | >>> matrix 5 [1..15] ! 1 | ||
341 | fromList [6.0,7.0,8.0,9.0,10.0] | ||
342 | |||
343 | >>> matrix 5 [1..15] ! 1 ! 3 | ||
344 | 9.0 | ||
345 | |||
346 | -} | ||
347 | class Indexable c t | c -> t , t -> c | ||
348 | where | ||
349 | infixl 9 ! | ||
350 | (!) :: c -> Int -> t | ||
351 | |||
352 | instance Indexable (Vector Double) Double | ||
353 | where | ||
354 | (!) = (@>) | ||
355 | |||
356 | instance Indexable (Vector Float) Float | ||
357 | where | ||
358 | (!) = (@>) | ||
359 | |||
360 | instance Indexable (Vector I) I | ||
361 | where | ||
362 | (!) = (@>) | ||
363 | |||
364 | instance Indexable (Vector (Complex Double)) (Complex Double) | ||
365 | where | ||
366 | (!) = (@>) | ||
367 | |||
368 | instance Indexable (Vector (Complex Float)) (Complex Float) | ||
369 | where | ||
370 | (!) = (@>) | ||
371 | |||
372 | instance Element t => Indexable (Matrix t) (Vector t) | ||
373 | where | ||
374 | m!j = subVector (j*c) c (flatten m) | ||
375 | where | ||
376 | c = cols m | ||
377 | |||
378 | -------------------------------------------------------------------------------- | ||
379 | |||
380 | -- | Matrix of pairwise squared distances of row vectors | ||
381 | -- (using the matrix product trick in blog.smola.org) | ||
382 | pairwiseD2 :: Matrix Double -> Matrix Double -> Matrix Double | ||
383 | pairwiseD2 x y | ok = x2 `outer` oy + ox `outer` y2 - 2* x <> trans y | ||
384 | | otherwise = error $ "pairwiseD2 with different number of columns: " | ||
385 | ++ show (size x) ++ ", " ++ show (size y) | ||
386 | where | ||
387 | ox = one (rows x) | ||
388 | oy = one (rows y) | ||
389 | oc = one (cols x) | ||
390 | one k = konst 1 k | ||
391 | x2 = x * x <> oc | ||
392 | y2 = y * y <> oc | ||
393 | ok = cols x == cols y | ||
394 | |||
395 | -------------------------------------------------------------------------------- | ||
396 | |||
397 | {- | outer products of rows | ||
398 | |||
399 | >>> a | ||
400 | (3><2) | ||
401 | [ 1.0, 2.0 | ||
402 | , 10.0, 20.0 | ||
403 | , 100.0, 200.0 ] | ||
404 | >>> b | ||
405 | (3><3) | ||
406 | [ 1.0, 2.0, 3.0 | ||
407 | , 4.0, 5.0, 6.0 | ||
408 | , 7.0, 8.0, 9.0 ] | ||
409 | |||
410 | >>> rowOuters a (b ||| 1) | ||
411 | (3><8) | ||
412 | [ 1.0, 2.0, 3.0, 1.0, 2.0, 4.0, 6.0, 2.0 | ||
413 | , 40.0, 50.0, 60.0, 10.0, 80.0, 100.0, 120.0, 20.0 | ||
414 | , 700.0, 800.0, 900.0, 100.0, 1400.0, 1600.0, 1800.0, 200.0 ] | ||
415 | |||
416 | -} | ||
417 | rowOuters :: Matrix Double -> Matrix Double -> Matrix Double | ||
418 | rowOuters a b = a' * b' | ||
419 | where | ||
420 | a' = kronecker a (ones 1 (cols b)) | ||
421 | b' = kronecker (ones 1 (cols a)) b | ||
422 | |||
423 | -------------------------------------------------------------------------------- | ||
424 | |||
425 | -- | solution of overconstrained homogeneous linear system | ||
426 | null1 :: Matrix Double -> Vector Double | ||
427 | null1 = last . toColumns . snd . rightSV | ||
428 | |||
429 | -- | solution of overconstrained homogeneous symmetric linear system | ||
430 | null1sym :: Matrix Double -> Vector Double | ||
431 | null1sym = last . toColumns . snd . eigSH' | ||
432 | |||
433 | -------------------------------------------------------------------------------- | ||
434 | |||
435 | infixl 0 ~!~ | ||
436 | c ~!~ msg = when c (error msg) | ||
437 | |||
438 | -------------------------------------------------------------------------------- | ||
439 | |||
440 | formatSparse :: String -> String -> String -> Int -> Matrix Double -> String | ||
441 | |||
442 | formatSparse zeroI _zeroF sep _ (approxInt -> Just m) = format sep f m | ||
443 | where | ||
444 | f 0 = zeroI | ||
445 | f x = printf "%.0f" x | ||
446 | |||
447 | formatSparse zeroI zeroF sep n m = format sep f m | ||
448 | where | ||
449 | f x | abs (x::Double) < 2*peps = zeroI++zeroF | ||
450 | | abs (fromIntegral (round x::Int) - x) / abs x < 2*peps | ||
451 | = printf ("%.0f."++replicate n ' ') x | ||
452 | | otherwise = printf ("%."++show n++"f") x | ||
453 | |||
454 | approxInt m | ||
455 | | norm_Inf (v - vi) < 2*peps * norm_Inf v = Just (reshape (cols m) vi) | ||
456 | | otherwise = Nothing | ||
457 | where | ||
458 | v = flatten m | ||
459 | vi = roundVector v | ||
460 | |||
461 | dispDots n = putStr . formatSparse "." (replicate n ' ') " " n | ||
462 | |||
463 | dispBlanks n = putStr . formatSparse "" "" " " n | ||
464 | |||
465 | formatShort sep fmt maxr maxc m = auxm4 | ||
466 | where | ||
467 | (rm,cm) = size m | ||
468 | (r1,r2,r3) | ||
469 | | rm <= maxr = (rm,0,0) | ||
470 | | otherwise = (maxr-3,rm-maxr+1,2) | ||
471 | (c1,c2,c3) | ||
472 | | cm <= maxc = (cm,0,0) | ||
473 | | otherwise = (maxc-3,cm-maxc+1,2) | ||
474 | [ [a,_,b] | ||
475 | ,[_,_,_] | ||
476 | ,[c,_,d]] = toBlocks [r1,r2,r3] | ||
477 | [c1,c2,c3] m | ||
478 | auxm = fromBlocks [[a,b],[c,d]] | ||
479 | auxm2 | ||
480 | | cm > maxc = format "|" fmt auxm | ||
481 | | otherwise = format sep fmt auxm | ||
482 | auxm3 | ||
483 | | cm > maxc = map (f . splitOn "|") (lines auxm2) | ||
484 | | otherwise = (lines auxm2) | ||
485 | f items = intercalate sep (take (maxc-3) items) ++ " .. " ++ | ||
486 | intercalate sep (drop (maxc-3) items) | ||
487 | auxm4 | ||
488 | | rm > maxr = unlines (take (maxr-3) auxm3 ++ vsep : drop (maxr-3) auxm3) | ||
489 | | otherwise = unlines auxm3 | ||
490 | vsep = map g (head auxm3) | ||
491 | g '.' = ':' | ||
492 | g _ = ' ' | ||
493 | |||
494 | |||
495 | dispShort :: Int -> Int -> Int -> Matrix Double -> IO () | ||
496 | dispShort maxr maxc dec m = | ||
497 | printf "%dx%d\n%s" (rows m) (cols m) (formatShort " " fmt maxr maxc m) | ||
498 | where | ||
499 | fmt = printf ("%."++show dec ++"f") | ||
500 | |||
501 | -------------------------------------------------------------------------------- | ||
502 | |||
503 | -- | generic reference implementation of gaussian elimination | ||
504 | -- | ||
505 | -- @a <> gauss a b = b@ | ||
506 | -- | ||
507 | gaussElim | ||
508 | :: (Fractional t, Num (Vector t), Ord t, Indexable (Vector t) t, Numeric t) | ||
509 | => Matrix t -> Matrix t -> Matrix t | ||
510 | |||
511 | gaussElim x y = dropColumns (rows x) (flipud $ fromRows s2) | ||
512 | where | ||
513 | rs = toRows $ fromBlocks [[x , y]] | ||
514 | s1 = pivotDown (rows x) 0 rs | ||
515 | s2 = pivotUp (rows x-1) (reverse s1) | ||
516 | |||
517 | pivotDown t n xs | ||
518 | | t == n = [] | ||
519 | | otherwise = y : pivotDown t (n+1) ys | ||
520 | where | ||
521 | y:ys = redu (pivot n xs) | ||
522 | |||
523 | pivot k = (const k &&& id) | ||
524 | . reverse . sortBy (compare `on` (abs. (!k))) -- FIXME | ||
525 | |||
526 | redu (k,x:zs) | ||
527 | | p == 0 = error "gauss: singular!" -- FIXME | ||
528 | | otherwise = u : map f zs | ||
529 | where | ||
530 | p = x!k | ||
531 | u = scale (recip (x!k)) x | ||
532 | f z = z - scale (z!k) u | ||
533 | redu (_,[]) = [] | ||
534 | |||
535 | |||
536 | pivotUp n xs | ||
537 | | n == -1 = [] | ||
538 | | otherwise = y : pivotUp (n-1) ys | ||
539 | where | ||
540 | y:ys = redu' (n,xs) | ||
541 | |||
542 | redu' (k,x:zs) = u : map f zs | ||
543 | where | ||
544 | u = x | ||
545 | f z = z - scale (z!k) u | ||
546 | redu' (_,[]) = [] | ||
547 | |||
548 | -------------------------------------------------------------------------------- | ||
549 | |||
550 | instance Testable (Matrix I) where | ||
551 | checkT _ = test | ||
552 | |||
553 | test :: (Bool, IO()) | ||
554 | test = (and ok, return ()) | ||
555 | where | ||
556 | m = (3><4) [1..12] :: Matrix I | ||
557 | r = (2><3) [1,2,3,4,3,2] | ||
558 | c = (3><2) [0,4,4,1,2,3] | ||
559 | p = (9><10) [0..89] :: Matrix I | ||
560 | ep = (2><3) [10,24,32,44,31,23] | ||
561 | md = fromInt m :: Matrix Double | ||
562 | ok = [ tr m <> m == toInt (tr md <> md) | ||
563 | , m <> tr m == toInt (md <> tr md) | ||
564 | , m ?? (Take 2, Take 3) == remap (asColumn (range 2)) (asRow (range 3)) m | ||
565 | , remap r (tr c) p == ep | ||
566 | , tr p ?? (PosCyc (idxs[-5,13]), Pos (idxs[3,7,1])) == (2><3) [35,75,15,33,73,13] | ||
567 | ] | ||
568 | |||