Repository navigation
Expand file tree
/
Copy pathNumpyTest.cs
More file actions
926 lines (846 loc) · 37 KB
/
Copy pathNumpyTest.cs
File metadata and controls
926 lines (846 loc) · 37 KB
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
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
using System;
using System.Collections.Generic;
using System.Drawing;
using System.IO;
using System.Linq;
using System.Numerics;
using System.Runtime.InteropServices;
using Microsoft.VisualStudio.TestTools.UnitTesting;
using Numpy;
using Numpy.Models;
using Python.Runtime;
using Assert = NUnit.Framework.Assert;
namespace Numpy.UnitTest
{
[TestClass]
public class NumpyTest
{
[TestMethod]
public void empty()
{
// initialize an array with random integers
var a = np.empty(new Shape(2, 3), np.int32);
Console.WriteLine(a.repr);
Assert.IsNotNull(a.ToString());
// this should print out the exact integers of the array
foreach (var x in a.GetData<int>())
Console.WriteLine(x);
}
[TestMethod]
public unsafe void create_from_pointer_without_copying()
{
IntPtr pointer = IntPtr.Zero;
try
{
var dtype = np.int32;
const int length = 1024;
pointer = Marshal.AllocHGlobal(length);
var ptr = (int*)pointer;
// fill the buffer with index numbers
for (int i = 0; i < length / sizeof(int); i++)
ptr[i] = i;
var a = new NDarray(pointer, length, dtype);
Console.WriteLine(a.ToString());
var b = np.arange(length / sizeof(int));
Console.WriteLine(b);
var truth1 = b.Equals(a);
var truth2 = a.Equals(b);
Assert.AreEqual(b, a);
}
finally
{
if (pointer != IntPtr.Zero)
Marshal.FreeHGlobal(pointer);
}
}
[TestMethod]
public void efficient_array_copy()
{
var a = np.empty(new Shape(2, 3), np.int32);
Console.WriteLine(a.repr);
Assert.IsNotNull(a.ToString());
long ptr = a.PyObject.ctypes.data;
Console.WriteLine("ptr: " + ptr);
var array = new int[] { 1, 2, 3, 4, 5, 6 };
Marshal.Copy(array, 0, new IntPtr(ptr), array.Length);
Console.WriteLine(a.ToString());
}
[TestMethod]
public void array()
{
var array = new int[] { 1, 2, 3, 4, 5, 6 };
var a = np.array(array);
Console.WriteLine(a.repr);
Assert.AreEqual(array, a.GetData());
}
[TestMethod]
public void ndarray_shape()
{
var array = new int[] { 1, 2, 3, 4, 5, 6 };
var a = np.array(array);
Assert.AreEqual(new Shape(6), a.shape);
Assert.AreEqual(new Shape(100), np.arange(100).shape);
}
[TestMethod]
public void ndarray_strides()
{
Assert.AreEqual(new int[] { 4 }, np.array(new int[] { 1, 2, 3, 4, 5, 6 }).strides);
Assert.AreEqual(new int[] { 8 }, np.arange(10, dtype: np.longlong).strides);
}
[TestMethod]
public void ndarray_ndim()
{
Assert.AreEqual(1, np.array(new int[] { 1, 2, 3, 4, 5, 6 }).ndim);
Assert.AreEqual(1, np.arange(10, dtype: np.longlong).ndim);
}
[TestMethod]
public void ndarray_size()
{
Assert.AreEqual(6, np.array(new int[] { 1, 2, 3, 4, 5, 6 }).size);
Assert.AreEqual(10, np.arange(10, dtype: np.longlong).size);
}
[TestMethod]
public void ndarray_len()
{
Assert.AreEqual(6, np.array(new int[] { 1, 2, 3, 4, 5, 6 }).len);
Assert.AreEqual(10, np.arange(10, dtype: np.longlong).len);
}
[TestMethod]
public void ndarray_itemsize()
{
Assert.AreEqual(4, np.array(new int[] { 1, 2, 3, 4, 5, 6 }).itemsize);
Assert.AreEqual(8, np.arange(10, dtype: np.longlong).itemsize);
}
[TestMethod]
public void ndarray_nbytes()
{
Assert.AreEqual(24, np.array(new int[] { 1, 2, 3, 4, 5, 6 }).nbytes);
Assert.AreEqual(80, np.arange(10, dtype: np.longlong).nbytes);
}
[TestMethod]
public void ndarray_base()
{
var a = np.array(new int[] { 1, 2, 3, 4, 5, 6 });
var b = a.reshape(new Shape(2, 3));
Assert.AreEqual(null, a.@base);
Assert.AreEqual(a, b.@base);
}
[TestMethod]
public void ndarray_dtype()
{
Assert.AreEqual(np.int32, np.array(new int[] { 1, 2, 3, 4, 5, 6 }, dtype: np.int32).dtype);
Assert.AreEqual(np.longlong, np.arange(10, dtype: np.longlong).dtype);
Assert.AreEqual(np.float32, np.arange(10, dtype: np.float32).dtype);
Assert.AreEqual(np.@double, np.arange(10, dtype: np.float64).dtype);
}
[TestMethod]
public void ndarray_multidim_source_array()
{
var a = np.array(new float[,] { { 1f, 2f }, { 3f, 4f }, { 3f, 4f } });
Console.WriteLine(a.repr);
Assert.AreEqual(new Shape(3, 2), a.shape);
Assert.AreEqual(np.float32, a.dtype);
}
[TestMethod]
public void ndarray_T()
{
var x = np.array(new float[,] { { 1f, 2f }, { 3f, 4f } });
Assert.AreEqual("[[1. 2.]\n [3. 4.]]", x.ToString());
var t = x.T;
Console.WriteLine(t.repr);
Assert.AreEqual("[[1. 3.]\n [2. 4.]]", t.ToString());
// getting data of transposed array returns transposed array!
Assert.AreEqual(new[] { 1f, 3f, 2f, 4f }, t.GetData<float>());
}
[TestMethod]
public void ndarray_flatten()
{
var x = np.array(new float[,] { { 1f, 2f }, { 3f, 4f } });
Assert.AreEqual("[1. 2. 3. 4.]", x.flatten().ToString());
var t = x.T;
Assert.AreEqual("[1. 3. 2. 4.]", t.flatten().ToString());
Assert.AreEqual(new[] { 1f, 3f, 2f, 4f }, t.flatten().GetData<float>());
}
[TestMethod]
public void ndarray_reshape()
{
var a = np.array(new int[] { 1, 2, 3, 4, 5, 6 });
var b = a.reshape(new Shape(2, 3));
Assert.AreEqual("[[1 2 3]\n [4 5 6]]", b.str);
Assert.AreEqual(new Shape(2, 3), b.shape);
Assert.AreEqual(null, a.@base);
Assert.AreEqual(a, b.@base);
}
[TestMethod]
public void ndarray_indexing()
{
// using string indices
var x = np.arange(10);
Assert.AreEqual("2", x["2"].str);
Assert.AreEqual("8", x["-2"].str);
Assert.AreEqual("[2 3 4 5 6 7]", x["2:-2"].str);
var y = x.reshape(new Shape(2, 5));
Assert.AreEqual("8", y["1,3"].str);
Assert.AreEqual("9", y["1,-1"].str);
Assert.AreEqual("array([0, 1, 2, 3, 4])", y["0"].repr);
Assert.AreEqual("2", y["0"]["2"].str);
}
[TestMethod]
public void ndarray_indexing1()
{
// using int indices
var x = np.arange(10);
Assert.AreEqual("2", x[2].str);
Assert.AreEqual("8", x[-2].str);
var y = x.reshape(new Shape(2, 5));
Assert.AreEqual("8", y[1, 3].str);
Assert.AreEqual("9", y[1, -1].str);
Assert.AreEqual("array([0, 1, 2, 3, 4])", y[0].repr);
Assert.AreEqual("2", y[0][2].str);
}
[TestMethod]
public void ndarray_indexing2()
{
var x = np.arange(10, 1, -1);
Assert.AreEqual("array([10, 9, 8, 7, 6, 5, 4, 3, 2])", x.repr);
Assert.AreEqual("array([7, 7, 9, 2])", x[np.array(new[] { 3, 3, 1, 8 })].repr);
Assert.AreEqual("array([7, 7, 4, 2])", x[np.array(new[] { 3, 3, -3, 8 })].repr);
Assert.AreEqual("array([[9, 9],\n [8, 7]])", x[np.array(new int[,] { { 1, 1 }, { 2, 3 } })].repr);
}
[TestMethod]
public void ndarray_indexing3()
{
var y = np.arange(35).reshape(5, 7);
Assert.AreEqual("array([ 0, 15, 30])", y[np.array(0, 2, 4), np.array(0, 1, 2)].repr);
Assert.AreEqual("array([ 1, 15, 29])", y[np.array(0, 2, 4), 1].repr);
Assert.AreEqual(
"array([[ 0, 1, 2, 3, 4, 5, 6],\n [14, 15, 16, 17, 18, 19, 20],\n [28, 29, 30, 31, 32, 33, 34]])",
y[np.array(0, 2, 4)].repr);
}
[TestMethod]
public void ndarray_indexing_setter1()
{
// using int indices
var x = np.arange(10);
Assert.AreEqual("2", x[2].str);
x[2] = (NDarray)22;
Assert.AreEqual("22", x[2].str);
Assert.AreEqual("8", x[-2].str);
x[-2] = (NDarray)88;
Assert.AreEqual("88", x[-2].str);
var y = x.reshape(new Shape(2, 5));
Assert.AreEqual("88", y[1, 3].str);
y[1, 3] = (NDarray)888;
Assert.AreEqual("888", y[1, 3].str);
Assert.AreEqual("array([ 0, 1, 22, 3, 4])", y[0].repr);
Assert.AreEqual("22", y[0][2].str);
y[0][2] = (NDarray)222;
Assert.AreEqual("222", y[0][2].str);
}
[TestMethod]
public void ndarray_indexing_setter2()
{
// using string indices
var x = np.arange(10);
Assert.AreEqual("2", x[2].str);
x["2"] = (NDarray)22;
Assert.AreEqual("22", x[2].str);
Assert.AreEqual("8", x[-2].str);
x["-2"] = (NDarray)88;
Assert.AreEqual("88", x[-2].str);
var y = x.reshape(new Shape(2, 5));
Assert.AreEqual("88", y[1, 3].str);
y["1, 3"] = (NDarray)888;
Assert.AreEqual("888", y[1, 3].str);
Assert.AreEqual("array([ 0, 1, 22, 3, 4])", y[0].repr);
Assert.AreEqual("22", y[0][2].str);
y["0"]["2"] = (NDarray)222;
Assert.AreEqual("222", y[0][2].str);
}
[TestMethod]
public void ndarray_indexing_setter3()
{
var a = np.array(new int[] { 1, 2, 3, 4, 5, 6 }).reshape(new Shape(2, 3));
Assert.AreEqual("[[1 2 3]\n [4 5 6]]", a.str);
a[":", 1] = a[":", 1] * 2;
Assert.AreEqual("[[ 1 4 3]\n [ 4 10 6]]", a.str);
}
[TestMethod]
public void ndarray_indexing_setter4()
{
var x = np.arange(10, 1, -1);
Assert.AreEqual("array([10, 9, 8, 7, 6, 5, 4, 3, 2])", x.repr);
Assert.AreEqual("array([7, 7, 9, 2])", x[np.array(new[] { 3, 3, 1, 8 })].repr);
x[np.array(new[] { 3, 3, 1, 8 })] = np.arange(4);
Assert.AreEqual("array([10, 2, 8, 1, 6, 5, 4, 3, 3])", x.repr);
}
[TestMethod]
public void ndarray_slice()
{
var x = np.arange(10);
Assert.AreEqual("array([2, 3, 4])", x["2:5"].repr);
Assert.AreEqual("array([0, 1, 2])", x[":-7"].repr);
Assert.AreEqual("array([1, 3, 5])", x["1:7:2"].repr);
var y = np.arange(35).reshape(new Shape(5, 7));
Assert.AreEqual("array([[ 7, 10, 13],\n [21, 24, 27]])", y["1:5:2,::3"].repr);
}
[TestMethod]
public void ndarray_slice1()
{
var y = np.arange(35).reshape(5, 7);
var b = y > 20;
Assert.AreEqual(
"array([[ 1, 2],\n" +
" [15, 16],\n" +
" [29, 30]])",
y[np.array(0, 2, 4), "1:3"].repr);
Assert.AreEqual("array([[22, 23],\n [29, 30]])", y[b[":", 5], "1:3"].repr);
}
[TestMethod]
public void ndarray_masking()
{
var y = np.arange(35).reshape(5, 7);
var b = y > 20;
Assert.AreEqual("array([21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34])", y[b].repr);
// use a 1-D boolean whose first dim agrees with the first dim of y
Assert.AreEqual("array([False, False, False, True, True])", b[":", 5].repr);
Assert.AreEqual("array([[21, 22, 23, 24, 25, 26, 27],\n [28, 29, 30, 31, 32, 33, 34]])", y[b[":", 5]].repr);
}
[TestMethod]
public void ndarray_masking1()
{
var x = np.arange(30).reshape(2, 3, 5);
Assert.AreEqual(
"array([[[ 0, 1, 2, 3, 4],\n" +
" [ 5, 6, 7, 8, 9],\n" +
" [10, 11, 12, 13, 14]],\n\n" +
" [[15, 16, 17, 18, 19],\n" +
" [20, 21, 22, 23, 24],\n" +
" [25, 26, 27, 28, 29]]])",
x.repr);
var b = np.array(new[,] { { true, true, false }, { false, true, true } });
Assert.AreEqual(
"array([[ 0, 1, 2, 3, 4],\n" +
" [ 5, 6, 7, 8, 9],\n" +
" [20, 21, 22, 23, 24],\n" +
" [25, 26, 27, 28, 29]])",
x[b].repr);
}
[TestMethod]
public void ndarray_comparison_operators()
{
var a = np.array(1, 2, 3);
// comparison with a scalar
Assert.AreEqual(new[] { true, false, false }, (a < 2).GetData());
Assert.AreEqual(new[] { true, true, false }, (a <= 2).GetData());
Assert.AreEqual(new[] { false, false, true }, (a > 2).GetData());
Assert.AreEqual(new[] { false, true, true }, (a >= 2).GetData());
Assert.AreEqual(new[] { false, true, false }, (a.equals(2)).GetData());
Assert.AreEqual(new[] { true, false, true }, (a.not_equals(2)).GetData());
// comparison with an array
var b = (np.ones(new Shape(3), np.int32) * 2);
Assert.AreEqual(new[] { true, false, false }, (a < b).GetData());
Assert.AreEqual(new[] { true, true, false }, (a <= b).GetData());
Assert.AreEqual(new[] { false, false, true }, (a > b).GetData());
Assert.AreEqual(new[] { false, true, true }, (a >= b).GetData());
Assert.AreEqual(new[] { false, true, false }, (a.equals(b)).GetData());
Assert.AreEqual(new[] { true, false, true }, (a.not_equals(b)).GetData());
}
[TestMethod]
public void ndarray_unary_operators()
{
// unary operations
var a = np.array(1, 2, 3);
Assert.AreEqual(new[] { -1, -2, -3 }, (-a).GetData<int>());
Assert.AreEqual(new[] { 1, 2, 3 }, (+a).GetData<int>());
// todo: test operator ~
}
[TestMethod]
public void ndarray_arithmetic_operators()
{
// arithmetic operators
var a = np.array(1, 2, 3);
var b = (np.ones(new Shape(3), np.int32) * 2);
Assert.AreEqual(new[] { 11, 12, 13 }, (a + 10).GetData<int>());
Assert.AreEqual(new[] { 3, 4, 5 }, (a + b).GetData<int>());
Assert.AreEqual(new[] { -9, -8, -7 }, (a - 10).GetData<int>());
Assert.AreEqual(new[] { -1, 0, 1 }, (a - b).GetData<int>());
Assert.AreEqual(new[] { 10, 20, 30 }, (a * 10).GetData<int>());
Assert.AreEqual(new[] { 2, 4, 6 }, (a * b).GetData<int>());
a = np.array(2, 4, 16);
Assert.AreEqual(new[] { 1, 2, 8 }, (a / 2).GetData<double>());
Assert.AreEqual(new[] { 1, 2, 8 }, (a / b).GetData<double>());
Assert.AreEqual(new[] { 4, 2, .5 }, (8 / a).GetData<double>());
Assert.AreEqual(new[] { 4, 2, -10 }, (6 - a).GetData<int>());
}
[TestMethod]
public void ndarray_arithmetic_inplace_operators()
{
var a = np.array(1, 2, 3);
var b = (np.ones(new Shape(3), np.int32) * 2);
a.iadd(10);
Assert.AreEqual(new[] { 11, 12, 13 }, a.GetData<int>());
a.isub(10);
Assert.AreEqual(new[] { 1, 2, 3 }, a.GetData<int>());
a.iadd(b);
Assert.AreEqual(new[] { 3, 4, 5 }, a.GetData<int>());
a.isub(b);
Assert.AreEqual(new[] { 1, 2, 3 }, a.GetData<int>());
}
[TestMethod]
public void ndarray_value_div_ndarray()
{
// division operator
var a = np.array(1.0, 2.0, 3.0);
Assert.AreEqual(new[] { 0.5, 1.0, 1.5 }, (a / 2.0).GetData<double>());
Assert.AreEqual(new[] { 6.0, 3.0, 2.0 }, (6.0 / a).GetData<double>());
// minus operator
Assert.AreEqual(new[] { -1.0, 0.0, 1.0 }, (a - 2.0).GetData<double>());
Assert.AreEqual(new[] { 1.0, 0.0, -1.0 }, (2.0 - a).GetData<double>());
}
[TestMethod]
public void np_where()
{
//>>> import numpy as np
//>>> a = [1, 2, 3, 4, 0, 0, 1, 2]
//>>> a = np.array(a)
//>>> b = np.where(a == 0)
//>>> b[0]
//array([4, 5], dtype = int64)
var a = np.array(new[] { 1, 2, 3, 4, 0, 0, 1, 2 });
var b = np.where(a.equals(0));
Assert.AreEqual("array([4, 5], dtype=int64)", b[0].repr);
}
[TestMethod]
public void GetData_noncontiguous()
{
int[,] X = new int[3, 3];
X[0, 0] = -1;
NDarray npX = np.array(X, dtype: np.int32); // control
NDarray npY = np.array(X, dtype: np.int32); // test
Console.WriteLine("Control:");
Console.WriteLine(npX);
Console.WriteLine("Test:");
Console.WriteLine(npY);
// flip on the row axis
npY = np.flip(npY, new int[] { 0 });
Console.WriteLine("Test flipped on axis 0:");
Console.WriteLine(npY);
// get their data
int[] cX = npX.GetData<int>();
int[] cY = npY.GetData<int>();
Console.WriteLine("Control extracted back to C#:\n" + string.Join(" ", cX));
Assert.AreEqual("-1 0 0 0 0 0 0 0 0", string.Join(" ", cX));
Console.WriteLine("Test extracted back to C#:\n" + string.Join(" ", cY));
Assert.AreEqual("0 0 0 0 0 0 -1 0 0", string.Join(" ", cY));
}
[TestMethod]
public void CopyDataInAndOutExample()
{
var a = np.array(new[] { 2, 4, 9, 25 });
Console.WriteLine("a: " + a.repr);
// a: array([ 2, 4, 9, 25])
var roots = np.sqrt(a);
Console.WriteLine(roots.repr);
// array([1.41421356, 2. , 3. , 5. ])
Assert.AreEqual("array([1.41421356, 2. , 3. , 5. ])", roots.repr);
Console.WriteLine(string.Join(", ", roots.GetData<int>()));
// 1719614413, 1073127582, 0, 1073741824
Console.WriteLine("roots.dtype: " + roots.dtype);
// roots.dtype: float64
Console.WriteLine(string.Join(", ", roots.GetData<double>()));
// 1.4142135623731, 2, 3, 5
Assert.AreEqual(new double[] { 1.41, 2, 3, 5 }, roots.GetData<double>().Select(x => Math.Round(x, 2)).ToArray());
}
[TestMethod]
public void QuestionByPiyushspss()
{
// np.column_stack(np.where(mat > 0))
//>>> a = np.array([1, 0, 0, 1, 2, 3, 0, 1]).reshape(2, 4)
// >>> a
//array([[1, 0, 0, 1],
// [2, 3, 0, 1]])
//>>> np.column_stack(a)
//array([[1, 2],
// [0, 3],
// [0, 0],
// [1, 1]])
//>>> np.where(a > 0)
//(array([0, 0, 1, 1, 1], dtype = int64), array([0, 3, 0, 1, 3], dtype = int64))
//>>> np.column_stack(np.where(a > 0))
//array([[0, 0],
// [0, 3],
// [1, 0],
// [1, 1],
// [1, 3]], dtype = int64)
//>>>
var a = np.array(new[] { 1, 0, 0, 1, 2, 3, 0, 1 }).reshape(2, 4);
var expected =
"array([[1, 2],\n" +
" [0, 3],\n" +
" [0, 0],\n" +
" [1, 1]])";
Assert.AreEqual(expected, np.column_stack(a).repr);
// note: this was a bug, now you don't get a python tuple back, but an array of NDarrays instead so the following line just doesn't compile any more
//Assert.AreEqual("(array([0, 0, 1, 1, 1], dtype=int64), array([0, 3, 0, 1, 3], dtype=int64))", np.where(a > 0).repr);
expected =
"array([[0, 0],\n" +
" [0, 3],\n" +
" [1, 0],\n" +
" [1, 1],\n" +
" [1, 3]], dtype=int64)";
Assert.AreEqual(expected, np.column_stack(np.where(a > 0)).repr);
}
[TestMethod]
public void QuestionByGurelsoycaner()
{
//>>> import numpy as np
//>>> P1 = np.array([1, 2, 3, 4])
//>>> P2 = np.array([4, 3, 2, 1])
//>>> ex = (P2 - P1) / (np.linalg.norm(P2 - P1))
//>>> ex
//array([0.67082039, 0.2236068, -0.2236068, -0.67082039])
var P1 = np.array(new[] { 1, 2, 3, 4 });
var P2 = np.array(new[] { 4, 3, 2, 1 });
var ex = (P2 - P1) / (np.linalg.norm(P2 - P1));
Assert.AreEqual("array([ 0.67082039, 0.2236068 , -0.2236068 , -0.67082039])", ex.repr);
}
[TestMethod]
public void QuestionBySimonBuehler()
{
//import numpy as np
//bboxes = np.empty([999, 4])
//keep_idx = np.array([2, 6, 7, 8, 9, 13])
//bboxes = bboxes[keep_idx]
//>>> bboxes.shape
//(6, 4)
var bboxes = np.empty(new Shape(999, 4));
var keep_idx = np.array(new[] { 2, 6, 7, 8, 9, 13 });
bboxes = bboxes[keep_idx];
Assert.AreEqual("(6, 4)", bboxes.shape.ToString());
//>>> np.where(keep_idx > 4)[0]
//array([1, 2, 3, 4, 5], dtype = int64)
var x = np.where(keep_idx > 4)[0];
Assert.AreEqual("array([1, 2, 3, 4, 5], dtype=int64)", x.repr);
}
[TestMethod]
public void StringArray()
{
//>>> a = numpy.array(['apples', 'foobar', 'cowboy'])
//>>> a[2] = 'bananas'
//>>> a
//array(['apples', 'foobar', 'banana'],
// dtype = '|S6')
var a = np.array(new string[] { "apples", "foobar", "cowboy" });
Assert.AreEqual("array(['apples', 'foobar', 'cowboy'], dtype='<U6')", a.repr);
// todo: a[2]="banana";
a.self.SetItem(new PyInt(2), new PyString("banana"));
Assert.AreEqual("array(['apples', 'foobar', 'banana'], dtype='<U6')", a.repr);
//>>> a = numpy.array(['apples', 'foobar', 'cowboy'], dtype = object)
//>>> a
//array([apples, foobar, cowboy], dtype = object)
//>>> a[2] = 'bananas'
//>>> a
//array([apples, foobar, bananas], dtype = object)
a = np.array(new string[] { "apples", "foobar", "cowboy" }, dtype: np.object_);
Assert.AreEqual("array(['apples', 'foobar', 'cowboy'], dtype=object)", a.repr);
// todo: a[2]="banana";
a.self.SetItem(new PyInt(2), new PyString("banana"));
Assert.AreEqual("array(['apples', 'foobar', 'banana'], dtype=object)", a.repr);
}
[TestMethod]
public void ComplexNumbers()
{
//>>> a = np.array([1+2j, 3+4j, 5+6j])
//>>> a.imag
//array([2., 4., 6.])
var a = np.array(new Complex[] { new Complex(1, 2), new Complex(3, 4), new Complex(5, 6), });
Assert.AreEqual("array([1., 3., 5.])", a.real.repr);
Assert.AreEqual("array([2., 4., 6.])", a.imag.repr);
//>>> np.imag(a)
//array([2., 4., 6.])
//>>> np.real(a)
//array([1., 3., 5.])
Assert.AreEqual("array([1., 3., 5.])", np.real(a).repr);
Assert.AreEqual("array([2., 4., 6.])", np.imag(a).repr);
//>>> a.imag = np.array([8, 10, 12])
//>>> a
//array([1. +8.j, 3.+10.j, 5.+12.j])
a.imag = np.array(new[] { 8, 10, 12 });
Assert.AreEqual("array([1. +8.j, 3.+10.j, 5.+12.j])", a.repr);
//>>> np.imag(1 + 1j)
//1.0
Assert.AreEqual(1.0, np.imag(new Complex(1, 1)).asscalar<double>());
// getting the complex numbers out again
var c = a.GetData<Complex>();
Assert.IsTrue(Enumerable.SequenceEqual(new Complex[] { new Complex(1, 8), new Complex(3, 10), new Complex(5, 12), }, c));
// accessing scalar values
var b = new NDarray<Complex>(a);
Assert.AreEqual(new Complex(1, 8), b[0].asscalar<Complex>());
}
[TestMethod]
public void IssueByXlient()
{
var points = new Point[] { new Point(0, 0), new Point(17, 4), new Point(2, 22), new Point(10, 7), };
int[,] Pts = new int[,]
{
{points[0].X, points[0].Y },
{points[1].X, points[1].Y },
{points[2].X, points[2].Y } ,
{points[3].X, points[3].Y }
};
// exception here / deadlock
Dtype dtype = Pts.GetDtype();
NDarray pts = np.array(Pts);
NDarray rectangle = np.zeros(new Shape(4, 2), dtype);
NDarray sum = np.sum(pts, 1);
NDarray differnce = np.diff(pts, axis: 1);
rectangle[0] = pts[sum.argmin()];
rectangle[2] = pts[sum.argmax()];
rectangle[1] = pts[differnce.argmin()];
rectangle[3] = pts[differnce.argmax()];
}
[TestMethod]
public void IssueByVolgaone()
{
var n = np.array(new float[,] { { 1, 2, 3 }, { 4, 5, 6 }, { 7, 8, 9 } });
var row0 = n[0]; //extract 1st row
Assert.AreEqual("array([1., 2., 3.], dtype=float32)", row0.repr);
var row0Data = row0.GetData<float>(); //this is correct - {1,2,3}
Assert.AreEqual("1,2,3", string.Join(",", row0Data));
var col1 = n[":,1"]; //extract 1st column - NDarray is [2 5 8] as expected
Assert.AreEqual("array([2., 5., 8.], dtype=float32)", col1.repr);
var col1Data = col1.GetData();//this is wrong - {2,3,4}
Assert.AreEqual("2,5,8", string.Join(",", col1Data));
}
[TestMethod]
public void IssueByNbustins()
{
int[,,,] iarr = new int[3, 25, 25, 3];
NDarray nd = np.array(iarr);
Assert.AreEqual(new Shape(3,25,25,3), nd.shape);
}
[TestMethod]
public void IssueByBanyc1()
{
//a = np.array([[1, 2, 3], [4, 5, 6]])
//b = np.array([1, 2])
//np.savez('/tmp/123.npz', a = a, b = b)
//data = np.load('/tmp/123.npz')
//data['a']
//array([[1, 2, 3],
//[4, 5, 6]])
//data['b']
//array([1, 2])
//data.close()
var a = np.array(new[,] {{1, 2, 3}, {4, 5, 6}});
var b = np.array(new[] {1, 2});
string tempFile = Path.GetTempFileName() + ".npz";
Console.WriteLine(tempFile);
np.savez(tempFile, kwds:new Dictionary<string, NDarray>() {["a"]=a, ["b"]=b});
var data = np.load(tempFile, allow_pickle:true);
var a1 = new NDarray(data.self["a"]);
Console.WriteLine(a1.repr);
var b1 = new NDarray(data.self["b"]);
Console.WriteLine(b1.repr);
Assert.AreEqual("array([[1, 2, 3],\n [4, 5, 6]])", a1.repr);
Assert.AreEqual(@"array([1, 2])", b1.repr);
}
[TestMethod]
public void IssueByBanyc2()
{
var a = np.array(new[,] { { 1, 2, 3 }, { 4, 5, 6 } });
var b = np.array(new[] { 1, 2 });
string tempFile = Path.GetTempFileName() + ".npz";
Console.WriteLine(tempFile);
np.savez(tempFile, new []{ a, b });
var data = np.load(tempFile, allow_pickle: true);
var a1 = new NDarray(data.self["arr_0"]);
Console.WriteLine(a1.repr);
var b1 = new NDarray(data.self["arr_1"]);
Console.WriteLine(b1.repr);
Assert.AreEqual("array([[1, 2, 3],\n [4, 5, 6]])", a1.repr);
Assert.AreEqual(@"array([1, 2])", b1.repr);
}
[TestMethod]
public void IssueByBanyc3()
{
//>>> a = np.ones((1, 2, 3, 4))
//>>> a
//array([[[[1., 1., 1., 1.],
// [1., 1., 1., 1.],
// [1., 1., 1., 1.]],
// [[1., 1., 1., 1.],
// [1., 1., 1., 1.],
// [1., 1., 1., 1.]]]])
//>>> c = np.transpose(a, (0, 2, 3, 1))
//>>> c
//array([[[[1., 1.],
// [1., 1.],
// [1., 1.],
// [1., 1.]],
// [[1., 1.],
// [1., 1.],
// [1., 1.],
// [1., 1.]],
// [[1., 1.],
// [1., 1.],
// [1., 1.],
// [1., 1.]]]])
//>>> b = a.transpose((0, 2, 3, 1))
//>>> b
//array([[[[1., 1.],
// [1., 1.],
// [1., 1.],
// [1., 1.]],
// [[1., 1.],
// [1., 1.],
// [1., 1.],
// [1., 1.]],
// [[1., 1.],
// [1., 1.],
// [1., 1.],
// [1., 1.]]]])
//>>>
NDarray a = np.ones(1, 2, 3, 4);
NDarray c = np.transpose(a, new int[] { 0, 2, 3, 1 });
string s = "array([[[[1., 1.],\n [1., 1.],\n [1., 1.],\n [1., 1.]],\n\n [[1., 1.],\n [1., 1.],\n [1., 1.],\n [1., 1.]],\n\n [[1., 1.],\n [1., 1.],\n [1., 1.],\n [1., 1.]]]])";
Assert.AreEqual(s, c.repr);
NDarray b = a.transpose(0, 2, 3, 1);
Assert.AreEqual(s, b.repr);
}
[TestMethod]
public void IssueBybeanels01()
{
//sample = [np.array([[1., 2., 3.]]),np.array([[4., 5., 6.]]),np.array([[7., 8., 9.]])]
//for test in sample:
// n = np.argmax(test[0])
// print(n)
//# expected:
//# 2
//# 2
//# 2
var result = new List<int>();
var nc = np.array(new[] {np.array(new[] {1, 2, 3}), np.array(new[] {4, 5, 6}), np.array(new[] {7, 8, 9})});
for (int i = 0; i < nc.len; i++)
{
var n = np.argmax(nc[i]).asscalar<int>();
result.Add(n);
}
Assert.AreEqual("2, 2, 2", string.Join(", ", result));
}
[TestMethod]
public void IssueBybeanels01a()
{
//sample = [np.array([[1., 2., 3.]]),np.array([[4., 5., 6.]]),np.array([[7., 8., 9.]])]
//for test in sample:
// n = np.argmax(test[0])
// print(n)
//# expected:
//# 2
//# 2
//# 2
var result = new List<int>();
var nc = np.array(new[] { np.array(new[] { 1, 2, 3 }), np.array(new[] { 4, 5, 6 }), np.array(new[] { 7, 8, 9 }) });
for (int i = 0; i < nc.len; i++)
{
var n = np.argmax(nc[i]).asscalar<int>();
result.Add(n);
}
Assert.AreEqual("2, 2, 2", string.Join(", ", result));
}
[TestMethod]
public void IssueByMatteo_0()
{
//>>> x = np.array([0, 1, 2, 3])
//>>> y = np.array([-1, 0.2, 0.9, 2.1])
//>>> A = np.vstack([x, np.ones(len(x))]).T
//>>> A
//array([[0., 1.],
// [1., 1.],
// [2., 1.],
// [3., 1.]])
//>>> np.linalg.lstsq(A, y, rcond = None)
//(array([1. , -0.95]), array([0.05]), 2, array([4.10003045, 1.09075677]))
var x= np.array(new[] { 0, 1, 2, 3 });
var y= np.array(new[] { -1, 0.2, 0.9, 2.1 });
var A = np.vstack(x, np.ones(x.len)).T;
Assert.AreEqual("array([[0., 1.],\n [1., 1.],\n [2., 1.],\n [3., 1.]])", A.repr);
var tuple=np.linalg.lstsq(A, y, null);
Assert.AreEqual("array([ 1. , -0.95])", tuple.Item1.repr);
Assert.AreEqual("array([0.05])", tuple.Item2.repr);
Assert.AreEqual(2, tuple.Item3);
Assert.AreEqual("array([4.10003045, 1.09075677])", tuple.Item4.repr);
}
[TestMethod]
public void IssueByDecemberDream()
{
//a = np.array([1, 2, -2, -4, 0])
//np.roots(a)
//# returns array([ 1.41421356, -2., -1.41421356, 0.])
var a = np.array(new[] { 1, 2, -2, -4, 0 });
var b = np.roots(a);
Assert.AreEqual("array([ 1.41421356, -2. , -1.41421356, 0. ])", b.repr);
}
[TestMethod]
public void IssueByDecemberDream2()
{
NDarray test = np.array(new int[,] { { 0, 1, 2 }, { 3, 4, 5 }, { 6, 7, 8 }, { 9, 10, 11 } });
NDarray rows = np.array(new int[,] { { 0, 0 }, { 3, 3 } });
NDarray cols = np.array(new int[,] { { 0, 2 }, { 0, 2 } });
var b = test[rows, cols];
// should return
// [[0, 2],
// [9, 11]]
Assert.AreEqual("array([[ 0, 2],\n [ 9, 11]])", b.repr);
}
[TestMethod]
public void IssueByAmpangboy()
{
var arr = np.array(1.0);
var result=np.insert(arr, 0, 1.0);
Assert.AreEqual("array([1., 1.])", result.repr);
}
[TestMethod]
public void IssueByBigpo()
{
var a = np.random.randn(3, 3);
var tmp = np.linalg.qr(a);
}
[TestMethod]
public void IssueByAllenP()
{
//>>> dx = 4.0
//>>> dy = 5.0
//>>> zX =[[1, 2, 3],[4,5,6],[8,9,0]]
//>>> np.gradient(zX, dx, dy)
//[array([[0.75, 0.75, 0.75],
// [0.875, 0.875, -0.375],
// [1. , 1. , -1.5]]), array([[0.2, 0.2, 0.2],
// [ 0.2, 0.2, 0.2],
// [ 0.2, -0.8, -1.8]])]
var zX = new NDarray(new[,] { { 1, 2, 3 }, { 4, 5, 6 }, { 8, 9, 0 } });
var result=np.gradient(zX, new List<double> { 4.0, 5.0 });
var expected = @"[array([[ 0.75 , 0.75 , 0.75 ],
[ 0.875, 0.875, -0.375],
[ 1. , 1. , -1.5 ]]), array([[ 0.2, 0.2, 0.2],
[ 0.2, 0.2, 0.2],
[ 0.2, -0.8, -1.8]])]".Replace("\r","");
Assert.AreEqual(expected,result.repr);
}
[TestMethod]
public void PrimitiveConversion()
{
dynamic np = Numpy.np.dynamic_self;
Assert.AreEqual(3, (new PyInt(3)).As<int>());
Assert.AreEqual(1_000_000_000_000_000, new PyInt(1_000_000_000_000_000).As<long>());
Console.WriteLine(((dynamic)new PyInt(1_000_000_000_000_000)).__class__); // => <class 'int'>
Console.WriteLine(np.int64(1_000_000_000_000_000).__class__); // => <class 'numpy.int64'>
Assert.AreEqual(3, (np.int32(3).item() as PyObject).As<int>());
Assert.AreEqual(1_000_000_000_000_000, (np.int64(1_000_000_000_000_000).item() as PyObject).As<long>());
}
// TODO: https://docs.scipy.org/doc/numpy/user/basics.indexing.html?highlight=slice#structural-indexing-tools
// TODO: https://docs.scipy.org/doc/numpy/user/basics.indexing.html?highlight=slice#assigning-values-to-indexed-arrays
// TODO: https://docs.scipy.org/doc/numpy/user/basics.indexing.html?highlight=slice#dealing-with-variable-numbers-of-indices-within-programs
}
}