SVRPBench: A Realistic Benchmark for Stochastic Vehicle Routing Problem
Paper
β’ 2505.21887 β’ Published
β’ 14
subset_name stringclasses 56 values | file_name stringclasses 56 values | instance_id int64 0 9 | locations listlengths 11 1.02k | demands listlengths 11 1.02k | num_vehicles int64 1 287 | vehicle_capacities listlengths 1 287 | appear_times listlengths 11 1.02k |
|---|---|---|---|---|---|---|---|
cvrp_10_multi_depot_multi_vehicule_capacities | cvrp_10_multi_depot_multi_vehicule_capacities.npz | 0 | [
[
523,
497
],
[
394,
344
],
[
536,
599
],
[
341,
412
],
[
734,
652
],
[
492,
569
],
[
491,
238
],
[
419,
787
],
[
688,
422
],
[
708,
490
],
[
431,
454
]
] | [
0,
33,
52,
35,
85,
77,
68,
17,
61,
32,
23
] | 13 | [
40
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] |
cvrp_10_multi_depot_multi_vehicule_capacities | cvrp_10_multi_depot_multi_vehicule_capacities.npz | 1 | [
[
637,
491
],
[
863,
316
],
[
921,
613
],
[
687,
374
],
[
369,
585
],
[
368,
505
],
[
517,
319
],
[
337,
447
],
[
944,
473
],
[
605,
682
],
[
758,
600
]
] | [
0,
62,
0,
87,
94,
67,
46,
45,
47,
16,
64
] | 14 | [
40
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] |
cvrp_10_multi_depot_multi_vehicule_capacities | cvrp_10_multi_depot_multi_vehicule_capacities.npz | 2 | [
[
544,
480
],
[
660,
590
],
[
556,
531
],
[
315,
641
],
[
718,
810
],
[
475,
351
],
[
640,
174
],
[
444,
781
],
[
701,
289
],
[
598,
559
],
[
336,
72
]
] | [
0,
46,
35,
37,
87,
82,
83,
44,
57,
56,
3
] | 14 | [
40
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] |
cvrp_10_multi_depot_multi_vehicule_capacities | cvrp_10_multi_depot_multi_vehicule_capacities.npz | 3 | [
[
520,
500
],
[
539,
641
],
[
541,
492
],
[
681,
692
],
[
655,
448
],
[
553,
392
],
[
742,
577
],
[
521,
334
],
[
174,
380
],
[
365,
598
],
[
433,
445
]
] | [
0,
72,
35,
5,
68,
84,
2,
99,
86,
61,
17
] | 14 | [
40
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] |
cvrp_10_multi_depot_multi_vehicule_capacities | cvrp_10_multi_depot_multi_vehicule_capacities.npz | 4 | [
[
543,
490
],
[
526,
587
],
[
376,
356
],
[
746,
443
],
[
480,
545
],
[
649,
482
],
[
673,
489
],
[
511,
746
],
[
489,
281
],
[
625,
260
],
[
359,
706
]
] | [
0,
4,
46,
71,
85,
12,
80,
42,
93,
53,
82
] | 15 | [
40
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] |
cvrp_10_multi_depot_multi_vehicule_capacities | cvrp_10_multi_depot_multi_vehicule_capacities.npz | 5 | [
[
501,
492
],
[
313,
531
],
[
508,
153
],
[
814,
330
],
[
296,
889
],
[
285,
554
],
[
675,
533
],
[
405,
559
],
[
443,
308
],
[
902,
480
],
[
365,
578
]
] | [
0,
23,
67,
91,
38,
54,
43,
63,
93,
7,
43
] | 14 | [
40
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] |
cvrp_10_multi_depot_multi_vehicule_capacities | cvrp_10_multi_depot_multi_vehicule_capacities.npz | 6 | [
[
656,
608
],
[
744,
788
],
[
803,
895
],
[
575,
724
],
[
1000,
322
],
[
614,
704
],
[
331,
306
],
[
586,
798
],
[
392,
610
],
[
757,
462
],
[
762,
476
]
] | [
0,
69,
40,
53,
67,
58,
23,
70,
1,
25,
75
] | 13 | [
40
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] |
cvrp_10_multi_depot_multi_vehicule_capacities | cvrp_10_multi_depot_multi_vehicule_capacities.npz | 7 | [
[
503,
530
],
[
626,
208
],
[
309,
442
],
[
2,
630
],
[
530,
527
],
[
679,
797
],
[
752,
344
],
[
625,
541
],
[
554,
783
],
[
388,
425
],
[
569,
598
]
] | [
0,
63,
4,
94,
52,
30,
73,
93,
82,
16,
62
] | 15 | [
40
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] |
cvrp_10_multi_depot_multi_vehicule_capacities | cvrp_10_multi_depot_multi_vehicule_capacities.npz | 8 | [
[
491,
538
],
[
487,
397
],
[
539,
659
],
[
714,
668
],
[
196,
467
],
[
503,
846
],
[
169,
397
],
[
608,
393
],
[
608,
696
],
[
755,
561
],
[
333,
299
]
] | [
0,
42,
79,
89,
32,
65,
32,
58,
34,
50,
90
] | 15 | [
40
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] |
cvrp_10_multi_depot_multi_vehicule_capacities | cvrp_10_multi_depot_multi_vehicule_capacities.npz | 9 | [
[
321,
446
],
[
157,
438
],
[
164,
246
],
[
568,
549
],
[
638,
188
],
[
139,
728
],
[
68,
461
],
[
242,
410
],
[
248,
526
],
[
403,
391
],
[
579,
525
]
] | [
0,
60,
73,
80,
9,
18,
70,
25,
28,
52,
21
] | 11 | [
40
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] |
cvrp_1000_multi_depot_multi_vehicule_capacities | cvrp_1000_multi_depot_multi_vehicule_capacities.npz | 0 | [
[
708,
316
],
[
717,
94
],
[
110,
368
],
[
914,
145
],
[
325,
85
],
[
517,
418
],
[
657,
858
],
[
523,
134
],
[
492,
671
],
[
906,
417
],
[
112,
897
],
[
316,
280
],
[
... | [
0,
75,
96,
91,
11,
35,
96,
76,
4,
28,
96,
84,
60,
8,
18,
51,
43,
7,
11,
100,
74,
55,
46,
82,
6,
39,
28,
87,
5,
37,
31,
79,
33,
16,
90,
46,
75,
52,
39,
64,
37,
43,
68,
55,
83,
96,
11,
75,
11,
62,
96,
46,
4,
85,
... | 167 | [
300
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... |
cvrp_1000_multi_depot_multi_vehicule_capacities | cvrp_1000_multi_depot_multi_vehicule_capacities.npz | 1 | [
[
400,
97
],
[
479,
551
],
[
712,
514
],
[
404,
904
],
[
656,
893
],
[
116,
888
],
[
320,
728
],
[
600,
709
],
[
89,
362
],
[
643,
105
],
[
290,
270
],
[
911,
397
],
[
... | [
0,
87,
28,
69,
16,
68,
19,
65,
8,
45,
56,
23,
54,
9,
20,
82,
15,
71,
44,
12,
57,
43,
100,
91,
3,
64,
48,
96,
34,
31,
75,
0,
27,
9,
90,
67,
88,
66,
20,
12,
90,
9,
83,
8,
22,
82,
42,
74,
21,
62,
89,
3,
7,
76,
6... | 164 | [
300
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... |
cvrp_1000_multi_depot_multi_vehicule_capacities | cvrp_1000_multi_depot_multi_vehicule_capacities.npz | 2 | [
[
297,
86
],
[
681,
517
],
[
96,
406
],
[
335,
866
],
[
685,
292
],
[
104,
888
],
[
893,
648
],
[
706,
743
],
[
124,
671
],
[
287,
304
],
[
302,
547
],
[
894,
135
],
[
... | [
0,
40,
0,
40,
42,
94,
24,
94,
46,
8,
70,
73,
3,
39,
34,
79,
81,
83,
23,
90,
35,
75,
51,
60,
63,
1,
36,
57,
44,
48,
36,
91,
51,
10,
30,
66,
19,
95,
36,
87,
69,
62,
25,
50,
63,
52,
28,
49,
53,
44,
82,
70,
68,
73,... | 170 | [
300
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... |
cvrp_1000_multi_depot_multi_vehicule_capacities | cvrp_1000_multi_depot_multi_vehicule_capacities.npz | 3 | [
[
511,
343
],
[
608,
897
],
[
105,
382
],
[
881,
118
],
[
268,
719
],
[
493,
653
],
[
395,
100
],
[
115,
890
],
[
901,
635
],
[
624,
102
],
[
729,
281
],
[
878,
882
],
[
... | [
0,
47,
1,
63,
55,
37,
89,
16,
21,
37,
41,
45,
38,
78,
83,
47,
3,
22,
9,
63,
44,
1,
98,
54,
36,
72,
30,
80,
25,
73,
15,
99,
47,
25,
98,
24,
62,
37,
27,
34,
81,
94,
48,
36,
27,
27,
70,
3,
75,
44,
44,
75,
63,
89,
... | 171 | [
300
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... |
cvrp_1000_multi_depot_multi_vehicule_capacities | cvrp_1000_multi_depot_multi_vehicule_capacities.npz | 4 | [
[
117,
338
],
[
578,
83
],
[
489,
858
],
[
327,
118
],
[
697,
907
],
[
492,
327
],
[
883,
110
],
[
895,
609
],
[
303,
679
],
[
290,
896
],
[
677,
472
],
[
101,
862
],
[
... | [
0,
63,
82,
11,
82,
81,
58,
95,
11,
26,
31,
27,
2,
51,
95,
94,
21,
92,
96,
73,
46,
59,
46,
64,
87,
89,
95,
88,
69,
25,
0,
60,
63,
93,
41,
58,
1,
37,
32,
21,
88,
19,
95,
21,
37,
13,
53,
33,
89,
23,
95,
64,
98,
57... | 171 | [
300
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... |
cvrp_1000_multi_depot_multi_vehicule_capacities | cvrp_1000_multi_depot_multi_vehicule_capacities.npz | 5 | [
[
87,
360
],
[
586,
710
],
[
480,
507
],
[
380,
95
],
[
399,
902
],
[
530,
288
],
[
697,
500
],
[
121,
882
],
[
773,
272
],
[
893,
111
],
[
918,
399
],
[
879,
686
],
[
... | [
0,
40,
13,
68,
93,
40,
92,
93,
98,
33,
39,
62,
38,
52,
0,
98,
98,
70,
23,
72,
34,
58,
67,
23,
37,
3,
19,
40,
35,
47,
58,
15,
8,
64,
34,
28,
72,
73,
90,
27,
87,
34,
67,
21,
39,
46,
25,
7,
83,
81,
59,
25,
95,
100... | 175 | [
300
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... |
cvrp_1000_multi_depot_multi_vehicule_capacities | cvrp_1000_multi_depot_multi_vehicule_capacities.npz | 6 | [
[
312,
295
],
[
664,
106
],
[
632,
895
],
[
888,
116
],
[
382,
908
],
[
676,
499
],
[
519,
706
],
[
139,
483
],
[
131,
901
],
[
297,
709
],
[
892,
870
],
[
428,
504
],
[
... | [
0,
81,
63,
81,
48,
94,
99,
8,
37,
82,
32,
89,
27,
50,
62,
9,
55,
47,
85,
25,
9,
69,
91,
45,
36,
70,
20,
78,
92,
47,
79,
57,
82,
54,
14,
33,
19,
84,
41,
76,
52,
42,
78,
72,
15,
73,
24,
78,
58,
43,
26,
38,
29,
65... | 174 | [
300
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... |
cvrp_1000_multi_depot_multi_vehicule_capacities | cvrp_1000_multi_depot_multi_vehicule_capacities.npz | 7 | [
[
112,
852
],
[
876,
122
],
[
609,
917
],
[
694,
294
],
[
499,
474
],
[
713,
521
],
[
907,
358
],
[
508,
695
],
[
366,
883
],
[
348,
121
],
[
290,
656
],
[
881,
905
],
[
... | [
0,
68,
37,
44,
1,
92,
74,
44,
15,
22,
61,
74,
4,
86,
6,
25,
26,
65,
95,
80,
20,
88,
1,
26,
1,
34,
58,
61,
65,
83,
82,
11,
50,
83,
21,
65,
60,
57,
26,
49,
45,
99,
52,
84,
75,
72,
95,
75,
50,
53,
95,
88,
20,
29,
... | 168 | [
300
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... |
cvrp_1000_multi_depot_multi_vehicule_capacities | cvrp_1000_multi_depot_multi_vehicule_capacities.npz | 8 | [
[
279,
292
],
[
284,
723
],
[
114,
887
],
[
500,
695
],
[
372,
905
],
[
718,
289
],
[
475,
326
],
[
898,
376
],
[
105,
616
],
[
357,
499
],
[
628,
899
],
[
883,
882
],
[
... | [
0,
40,
47,
98,
98,
53,
90,
89,
26,
36,
59,
48,
10,
30,
6,
33,
23,
82,
41,
62,
61,
97,
6,
91,
96,
28,
55,
45,
99,
100,
17,
24,
15,
36,
46,
40,
31,
45,
42,
84,
32,
93,
58,
4,
69,
61,
96,
73,
9,
94,
90,
69,
58,
36... | 173 | [
300
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... |
cvrp_1000_multi_depot_multi_vehicule_capacities | cvrp_1000_multi_depot_multi_vehicule_capacities.npz | 9 | [
[
137,
903
],
[
892,
875
],
[
687,
493
],
[
133,
491
],
[
284,
658
],
[
378,
900
],
[
433,
497
],
[
97,
686
],
[
738,
710
],
[
910,
593
],
[
136,
98
],
[
401,
95
],
[
6... | [
0,
45,
17,
20,
73,
59,
89,
71,
97,
11,
43,
94,
41,
70,
95,
35,
48,
96,
27,
3,
23,
50,
68,
10,
47,
27,
4,
37,
80,
92,
14,
89,
4,
36,
77,
28,
23,
52,
80,
42,
30,
59,
0,
76,
33,
12,
2,
18,
50,
51,
70,
15,
52,
28,
... | 169 | [
300
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... |
cvrp_50_single_depot_multi_vehicule_capacities | cvrp_50_single_depot_multi_vehicule_capacities.npz | 0 | [
[
502,
464
],
[
380,
214
],
[
533,
431
],
[
416,
831
],
[
491,
48
],
[
681,
416
],
[
268,
410
],
[
555,
724
],
[
0,
677
],
[
692,
674
],
[
752,
638
],
[
643,
780
],
[
9... | [
0,
44,
14,
1,
4,
27,
1,
25,
56,
66,
75,
39,
47,
16,
29,
44,
58,
41,
58,
19,
46,
27,
48,
60,
12,
42,
54,
77,
1,
78,
17,
27,
11,
20,
4,
26,
10,
74,
93,
20,
78,
58,
5,
64,
84,
46,
90,
82,
63,
0,
69
] | 26 | [
80
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] |
cvrp_50_single_depot_multi_vehicule_capacities | cvrp_50_single_depot_multi_vehicule_capacities.npz | 1 | [
[
538,
519
],
[
388,
613
],
[
35,
513
],
[
612,
890
],
[
510,
638
],
[
591,
148
],
[
486,
471
],
[
613,
908
],
[
539,
589
],
[
854,
763
],
[
619,
545
],
[
445,
617
],
[
... | [
0,
2,
64,
14,
11,
82,
89,
38,
90,
81,
22,
3,
70,
35,
14,
20,
88,
58,
90,
49,
12,
39,
74,
16,
55,
84,
53,
87,
69,
43,
50,
91,
76,
31,
40,
48,
48,
55,
86,
80,
13,
74,
98,
28,
94,
49,
0,
47,
31,
84,
20
] | 33 | [
80
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] |
cvrp_50_single_depot_multi_vehicule_capacities | cvrp_50_single_depot_multi_vehicule_capacities.npz | 2 | [
[
530,
490
],
[
789,
542
],
[
707,
385
],
[
357,
567
],
[
264,
756
],
[
529,
767
],
[
390,
396
],
[
257,
802
],
[
478,
803
],
[
738,
395
],
[
452,
369
],
[
1000,
313
],
[
... | [
0,
38,
61,
72,
54,
68,
76,
5,
57,
90,
8,
30,
36,
1,
9,
36,
77,
62,
84,
80,
8,
31,
97,
29,
74,
15,
46,
94,
98,
17,
45,
75,
12,
61,
92,
38,
49,
96,
89,
35,
4,
87,
100,
73,
95,
95,
8,
35,
93,
57,
20
] | 34 | [
80
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] |
cvrp_50_single_depot_multi_vehicule_capacities | cvrp_50_single_depot_multi_vehicule_capacities.npz | 3 | [
[
548,
532
],
[
884,
740
],
[
565,
378
],
[
525,
780
],
[
450,
533
],
[
774,
926
],
[
535,
541
],
[
704,
729
],
[
413,
655
],
[
360,
671
],
[
482,
29
],
[
611,
673
],
[
... | [
0,
74,
76,
36,
99,
23,
55,
18,
5,
67,
52,
11,
17,
94,
19,
96,
36,
16,
74,
56,
60,
49,
10,
78,
78,
83,
70,
12,
13,
26,
70,
53,
40,
80,
40,
76,
23,
98,
74,
80,
7,
82,
94,
52,
16,
17,
86,
70,
2,
41,
31
] | 32 | [
80
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] |
cvrp_50_single_depot_multi_vehicule_capacities | cvrp_50_single_depot_multi_vehicule_capacities.npz | 4 | [
[
510,
453
],
[
476,
838
],
[
480,
329
],
[
711,
500
],
[
590,
486
],
[
537,
561
],
[
819,
308
],
[
332,
346
],
[
821,
304
],
[
192,
230
],
[
643,
483
],
[
643,
452
],
[
... | [
0,
66,
94,
67,
97,
39,
3,
26,
61,
27,
0,
76,
52,
49,
90,
0,
23,
16,
22,
65,
44,
67,
91,
7,
52,
88,
67,
12,
7,
37,
93,
91,
27,
90,
51,
61,
68,
57,
0,
7,
60,
2,
18,
38,
93,
63,
13,
23,
59,
90,
23
] | 30 | [
80
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] |
cvrp_50_single_depot_multi_vehicule_capacities | cvrp_50_single_depot_multi_vehicule_capacities.npz | 5 | [
[
506,
515
],
[
518,
497
],
[
400,
792
],
[
417,
620
],
[
388,
662
],
[
696,
561
],
[
157,
323
],
[
678,
376
],
[
599,
685
],
[
472,
436
],
[
543,
486
],
[
383,
483
],
[
... | [
0,
64,
93,
19,
45,
57,
28,
75,
30,
76,
73,
65,
12,
61,
7,
25,
64,
53,
72,
32,
32,
74,
84,
78,
82,
5,
16,
68,
10,
4,
20,
19,
88,
33,
4,
32,
74,
92,
37,
5,
40,
44,
8,
84,
56,
80,
73,
21,
36,
7,
67
] | 30 | [
80
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] |
cvrp_50_single_depot_multi_vehicule_capacities | cvrp_50_single_depot_multi_vehicule_capacities.npz | 6 | [
[
465,
540
],
[
670,
543
],
[
615,
863
],
[
505,
639
],
[
360,
501
],
[
0,
507
],
[
688,
165
],
[
548,
583
],
[
624,
338
],
[
496,
402
],
[
534,
734
],
[
372,
410
],
[
... | [
0,
77,
71,
3,
3,
85,
36,
83,
89,
87,
31,
73,
4,
44,
89,
92,
67,
36,
94,
34,
82,
15,
92,
81,
36,
69,
5,
77,
86,
70,
78,
87,
95,
66,
44,
40,
36,
23,
39,
100,
49,
96,
26,
84,
61,
99,
96,
43,
63,
16,
84
] | 38 | [
80
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] |
cvrp_50_single_depot_multi_vehicule_capacities | cvrp_50_single_depot_multi_vehicule_capacities.npz | 7 | [
[
477,
453
],
[
291,
583
],
[
362,
505
],
[
494,
668
],
[
558,
32
],
[
981,
414
],
[
645,
686
],
[
341,
452
],
[
324,
656
],
[
436,
426
],
[
712,
776
],
[
418,
162
],
[
... | [
0,
33,
53,
59,
92,
17,
37,
95,
91,
19,
15,
38,
93,
42,
96,
53,
26,
99,
34,
6,
6,
3,
0,
37,
8,
75,
19,
66,
4,
82,
84,
66,
82,
25,
62,
59,
50,
60,
19,
49,
5,
8,
26,
53,
46,
21,
64,
43,
36,
0,
65
] | 28 | [
80
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] |
cvrp_50_single_depot_multi_vehicule_capacities | cvrp_50_single_depot_multi_vehicule_capacities.npz | 8 | [
[
498,
494
],
[
585,
416
],
[
315,
440
],
[
634,
677
],
[
222,
556
],
[
517,
351
],
[
534,
402
],
[
209,
332
],
[
701,
498
],
[
599,
480
],
[
527,
622
],
[
572,
223
],
[
... | [
0,
11,
61,
85,
9,
30,
13,
79,
94,
98,
99,
1,
12,
92,
85,
23,
97,
18,
36,
36,
54,
62,
58,
47,
16,
48,
56,
64,
58,
54,
58,
62,
69,
11,
27,
81,
50,
14,
38,
72,
91,
29,
57,
38,
99,
94,
87,
3,
68,
18,
20
] | 33 | [
80
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] |
cvrp_50_single_depot_multi_vehicule_capacities | cvrp_50_single_depot_multi_vehicule_capacities.npz | 9 | [
[
479,
469
],
[
665,
503
],
[
510,
707
],
[
369,
787
],
[
732,
599
],
[
570,
458
],
[
487,
236
],
[
728,
653
],
[
217,
546
],
[
376,
374
],
[
412,
208
],
[
318,
298
],
[
... | [
0,
72,
31,
42,
10,
35,
66,
51,
24,
77,
43,
19,
26,
75,
90,
50,
93,
76,
85,
52,
92,
57,
83,
65,
35,
70,
14,
77,
92,
52,
51,
68,
19,
77,
37,
91,
54,
8,
70,
81,
62,
71,
65,
19,
96,
48,
79,
18,
41,
92,
12
] | 36 | [
80
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] |
cvrp_100_single_depot_multi_vehicule_capacities | cvrp_100_single_depot_multi_vehicule_capacities.npz | 0 | [
[
531,
490
],
[
544,
664
],
[
873,
471
],
[
707,
516
],
[
933,
755
],
[
719,
626
],
[
506,
352
],
[
673,
469
],
[
716,
634
],
[
1000,
764
],
[
561,
515
],
[
674,
508
],
[
... | [
0,
7,
53,
23,
21,
82,
87,
45,
39,
20,
18,
91,
38,
12,
78,
44,
62,
18,
26,
16,
6,
47,
40,
18,
1,
72,
74,
96,
70,
74,
83,
43,
12,
53,
7,
18,
27,
88,
18,
94,
25,
4,
97,
57,
26,
80,
86,
47,
81,
85,
7,
12,
97,
66,
... | 49 | [
100
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... |
cvrp_100_single_depot_multi_vehicule_capacities | cvrp_100_single_depot_multi_vehicule_capacities.npz | 1 | [
[
491,
543
],
[
275,
594
],
[
354,
527
],
[
250,
486
],
[
333,
576
],
[
176,
452
],
[
280,
520
],
[
280,
600
],
[
380,
444
],
[
243,
502
],
[
224,
536
],
[
241,
567
],
[
... | [
0,
16,
54,
72,
0,
90,
22,
86,
93,
61,
16,
77,
96,
34,
79,
10,
59,
41,
3,
81,
39,
99,
80,
18,
15,
97,
97,
66,
39,
39,
50,
61,
56,
49,
34,
0,
81,
64,
39,
46,
19,
20,
64,
46,
70,
17,
82,
1,
64,
19,
13,
53,
88,
20,... | 49 | [
100
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... |
cvrp_100_single_depot_multi_vehicule_capacities | cvrp_100_single_depot_multi_vehicule_capacities.npz | 2 | [
[
519,
517
],
[
556,
328
],
[
507,
182
],
[
699,
298
],
[
363,
251
],
[
411,
158
],
[
476,
344
],
[
508,
107
],
[
350,
496
],
[
896,
225
],
[
674,
88
],
[
333,
69
],
[
... | [
0,
44,
23,
37,
97,
2,
92,
5,
31,
47,
49,
68,
30,
13,
68,
61,
97,
27,
91,
27,
43,
69,
82,
34,
85,
13,
76,
50,
7,
83,
17,
37,
36,
5,
80,
19,
63,
2,
97,
0,
47,
44,
35,
54,
17,
84,
4,
76,
95,
32,
8,
84,
79,
39,
8... | 50 | [
100
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... |
cvrp_100_single_depot_multi_vehicule_capacities | cvrp_100_single_depot_multi_vehicule_capacities.npz | 3 | [
[
489,
520
],
[
557,
163
],
[
332,
343
],
[
419,
361
],
[
315,
370
],
[
400,
330
],
[
630,
350
],
[
413,
182
],
[
750,
235
],
[
589,
287
],
[
462,
127
],
[
471,
148
],
[
... | [
0,
100,
89,
92,
50,
20,
40,
20,
80,
49,
38,
39,
35,
21,
4,
57,
92,
95,
74,
81,
98,
56,
34,
73,
75,
12,
95,
63,
21,
81,
75,
76,
79,
40,
71,
78,
65,
65,
16,
72,
38,
29,
10,
29,
94,
5,
33,
14,
40,
95,
71,
75,
48,
... | 57 | [
100
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... |
cvrp_100_single_depot_multi_vehicule_capacities | cvrp_100_single_depot_multi_vehicule_capacities.npz | 4 | [
[
506,
481
],
[
224,
673
],
[
626,
755
],
[
503,
783
],
[
697,
816
],
[
498,
667
],
[
341,
693
],
[
588,
782
],
[
522,
899
],
[
542,
929
],
[
559,
693
],
[
566,
794
],
[
... | [
0,
36,
27,
35,
46,
26,
83,
48,
98,
59,
43,
88,
3,
100,
74,
93,
52,
87,
2,
23,
20,
66,
33,
42,
47,
10,
29,
7,
15,
69,
26,
23,
96,
27,
24,
100,
20,
22,
89,
28,
8,
25,
80,
93,
6,
49,
89,
71,
87,
72,
76,
27,
23,
10... | 51 | [
100
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... |
cvrp_100_single_depot_multi_vehicule_capacities | cvrp_100_single_depot_multi_vehicule_capacities.npz | 5 | [
[
528,
494
],
[
542,
152
],
[
508,
9
],
[
601,
390
],
[
699,
649
],
[
748,
285
],
[
543,
243
],
[
487,
185
],
[
596,
282
],
[
661,
273
],
[
764,
131
],
[
666,
394
],
[
... | [
0,
11,
3,
70,
50,
89,
60,
26,
9,
81,
61,
100,
83,
73,
17,
76,
65,
99,
57,
57,
77,
69,
3,
58,
54,
31,
81,
57,
73,
23,
53,
99,
82,
97,
85,
66,
81,
14,
57,
21,
79,
80,
48,
45,
40,
64,
74,
74,
56,
16,
82,
5,
47,
50... | 54 | [
100
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... |
cvrp_100_single_depot_multi_vehicule_capacities | cvrp_100_single_depot_multi_vehicule_capacities.npz | 6 | [
[
510,
491
],
[
169,
481
],
[
140,
549
],
[
323,
484
],
[
390,
615
],
[
239,
541
],
[
248,
685
],
[
128,
624
],
[
306,
428
],
[
184,
554
],
[
296,
458
],
[
293,
358
],
[
... | [
0,
41,
10,
98,
79,
12,
66,
25,
64,
55,
41,
10,
64,
25,
34,
76,
71,
1,
32,
97,
89,
49,
0,
78,
11,
20,
49,
12,
13,
5,
50,
49,
3,
18,
28,
85,
53,
82,
62,
77,
81,
2,
85,
85,
0,
92,
100,
56,
54,
76,
31,
97,
72,
29,
... | 50 | [
100
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... |
cvrp_100_single_depot_multi_vehicule_capacities | cvrp_100_single_depot_multi_vehicule_capacities.npz | 7 | [
[
503,
502
],
[
404,
884
],
[
553,
640
],
[
535,
737
],
[
461,
689
],
[
411,
842
],
[
350,
876
],
[
561,
788
],
[
247,
688
],
[
362,
698
],
[
510,
655
],
[
412,
702
],
[
... | [
0,
43,
10,
11,
74,
32,
53,
78,
90,
24,
33,
46,
58,
7,
45,
20,
58,
9,
18,
96,
39,
52,
16,
58,
65,
50,
83,
60,
63,
66,
20,
28,
36,
1,
52,
93,
46,
18,
17,
40,
86,
9,
60,
21,
55,
23,
21,
24,
29,
31,
61,
100,
19,
39... | 49 | [
100
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... |
cvrp_100_single_depot_multi_vehicule_capacities | cvrp_100_single_depot_multi_vehicule_capacities.npz | 8 | [
[
472,
511
],
[
392,
39
],
[
545,
347
],
[
604,
409
],
[
484,
146
],
[
558,
428
],
[
489,
168
],
[
604,
245
],
[
646,
495
],
[
364,
154
],
[
293,
154
],
[
445,
0
],
[
4... | [
0,
52,
85,
11,
7,
27,
20,
25,
52,
53,
30,
18,
51,
89,
83,
41,
57,
66,
7,
60,
82,
3,
83,
60,
15,
41,
40,
44,
98,
30,
9,
55,
85,
24,
84,
83,
48,
70,
55,
50,
34,
8,
18,
68,
70,
38,
18,
20,
79,
64,
31,
100,
75,
52,... | 52 | [
100
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... |
cvrp_100_single_depot_multi_vehicule_capacities | cvrp_100_single_depot_multi_vehicule_capacities.npz | 9 | [
[
486,
489
],
[
651,
703
],
[
661,
529
],
[
642,
723
],
[
741,
571
],
[
703,
278
],
[
736,
588
],
[
527,
318
],
[
659,
512
],
[
949,
454
],
[
689,
609
],
[
972,
421
],
[
... | [
0,
91,
36,
40,
8,
72,
14,
18,
61,
10,
51,
33,
3,
19,
10,
7,
45,
33,
85,
79,
16,
99,
73,
74,
97,
50,
7,
38,
38,
90,
56,
79,
14,
84,
21,
16,
53,
6,
57,
43,
33,
67,
83,
7,
61,
15,
78,
65,
30,
91,
17,
32,
66,
5,
... | 47 | [
100
] | [
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0... |
End of preview. Expand
in Data Studio
π SVRPBench
SVRPBench is an open and extensible benchmark for the Stochastic Vehicle Routing Problem (SVRP). It includes 500+ instances spanning small to large scales (10β1000 customers), designed to evaluate algorithms under realistic urban logistics conditions with uncertainty and operational constraints.
π Overview
Existing SVRP benchmarks often assume simplified, static environments, ignoring core elements of real-world routing such as time-dependent travel delays, uncertain customer availability, and dynamic disruptions. Our benchmark addresses these limitations by simulating urban logistics conditions with high fidelity:
- Travel times vary based on time-of-day traffic patterns, log-normally distributed delays, and probabilistic accident occurrences
- Customer time windows are sampled differently for residential and commercial clients using empirically grounded temporal distributions
- A systematic dataset generation pipeline that produces diverse, constraint-rich instances including multi-depot, multi-vehicle, and capacity-constrained scenarios
π¦ Dataset Components
The dataset includes various problem instances:
- Problem sizes: 10, 20, 50, 100, 200, 500, 1000 customers
- Variants: CVRP (Capacitated VRP), TWCVRP (Time Window Constrained VRP)
- Configurations: Single/Multi-depot, Single/Multi-vehicle
Each instance includes:
- Customer locations
- Demand volumes
- Time window constraints
- Vehicle capacity limits
- Depot coordinates
π§ͺ Supported Algorithms
The benchmark includes implementations of several algorithms:
- OR-tools (Google's Operations Research tools)
- ACO (Ant Colony Optimization)
- Tabu Search
- Nearest Neighbor with 2-opt local search
- Reinforcement Learning models
π Benchmarking Results
Results compare algorithm performance across different problem sizes:
| Model | CVRP10 | CVRP20 | CVRP50 | CVRP100 | CVRP200 | CVRP500 | CVRP1000 |
|---|---|---|---|---|---|---|---|
| OR-tools | 1.4284 | 1.6624 | 1.3793 | 1.1513 | 1.0466 | 0.8642 | - |
| ACO | 1.5763 | 1.7843 | 1.5120 | 1.2998 | 1.1752 | 1.0371 | 0.9254 |
| Tabu | 1.4981 | 1.7102 | 1.4578 | 1.2214 | 1.1032 | 0.9723 | 0.8735 |
| NN+2opt | 1.6832 | 1.8976 | 1.6283 | 1.3844 | 1.2627 | 1.1247 | 1.0123 |
π οΈ Usage
# Example of loading a dataset
from datasets import load_dataset
ds = load_dataset("MBZUAI/svrp-bench", split="test")
ds[0]
Sample
{'appear_times': [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],
'demands': [0, 33, 52, 35, 85, 77, 68, 17, 61, 32, 23],
'file_name': 'cvrp_10_multi_depot_multi_vehicule_capacities.npz',
'instance_id': 0,
'locations': [[523, 497],
[394, 344],
[536, 599],
[341, 412],
[734, 652],
[492, 569],
[491, 238],
[419, 787],
[688, 422],
[708, 490],
[431, 454]],
'num_vehicles': 13,
'subset_name': 'cvrp_10_multi_depot_multi_vehicule_capacities',
'vehicle_capacities': [40.0]}
π Features
- Comprehensive evaluation framework for VRP algorithms
- Realistic travel time modeling with time-dependent patterns
- Time window constraints based on empirical distributions
- Support for multi-depot and multi-vehicle scenarios
- Visualization tools for solution analysis
- Extensible architecture for adding new algorithms
π Citation
If you use this benchmark in your research, please cite:
@misc{svrbench2025,
author = {Heakl, Ahmed and Shaaban, Yahia Salaheldin and TakΓ‘Δ, Martin and Lahlou, Salem and Iklassov, Zangir},
title = {SVRPBench: A Benchmark for Stochastic Vehicle Routing Problems},
year = {2025},
publisher = {GitHub},
journal = {GitHub repository},
howpublished = {\url{https://github.com/yehias21/vrp-benchmarks}}
}
π License
This project is licensed under the MIT License.
- π Paper: Arxiv
- Downloads last month
- 7
Size of downloaded dataset files:
495 kB
Size of the auto-converted Parquet files:
495 kB
Number of rows:
560