justmalhar/musicgen-lofi-gaming:48ebb131 – Run with an API on Replicate

Version

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justmalhar /musicgen-lofi-gaming:48ebb131

Playground API

Input

prompt

string

Shift + Return to add a new line

A description of the music you want to generate.

input_audio

file

An audio file that will influence the generated music. If `continuation` is `True`, the generated music will be a continuation of the audio file. Otherwise, the generated music will mimic the audio file's melody.

duration

integer

Duration of the generated audio in seconds.

Default: 8

continuation

boolean

If `True`, generated music will continue `melody`. Otherwise, generated music will mimic `audio_input`'s melody.

Default: false

continuation_start

integer

(minimum: 0)

Start time of the audio file to use for continuation.

Default: 0

continuation_end

integer

(minimum: 0)

End time of the audio file to use for continuation. If -1 or None, will default to the end of the audio clip.

multi_band_diffusion

boolean

If `True`, the EnCodec tokens will be decoded with MultiBand Diffusion. Only works with non-stereo models.

Default: false

normalization_strategy

string

Strategy for normalizing audio.

Default: "loudness"

top_k

integer

Reduces sampling to the k most likely tokens.

Default: 250

top_p

number

Reduces sampling to tokens with cumulative probability of p. When set to `0` (default), top_k sampling is used.

Default: 0

temperature

number

Controls the 'conservativeness' of the sampling process. Higher temperature means more diversity.

Default: 1

classifier_free_guidance

integer

Increases the influence of inputs on the output. Higher values produce lower-varience outputs that adhere more closely to inputs.

Default: 3

output_format

string

Output format for generated audio.

Default: "wav"

seed

integer

Seed for random number generator. If None or -1, a random seed will be used.

Run this model in Node.js with one line of code:

npx create-replicate --model=justmalhar/musicgen-lofi-gaming

or set up a project from scratch

Install Replicate’s Node.js client library:

npm install replicate

Set the REPLICATE_API_TOKEN environment variable:

export REPLICATE_API_TOKEN=<paste-your-token-here>

Find your API token in your account settings.

Import and set up the client:

import Replicate from "replicate";

const replicate = new Replicate({
  auth: process.env.REPLICATE_API_TOKEN,
});

Run justmalhar/musicgen-lofi-gaming using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

const output = await replicate.run(
  "justmalhar/musicgen-lofi-gaming:48ebb1317657727300069364291ce66e683a71fe9bc3caebf77cf12ae1ceb7c3",
  {
    input: {
      top_k: 250,
      top_p: 0,
      prompt: "lofi gaming beats, low bpm",
      duration: 30,
      temperature: 1,
      continuation: false,
      output_format: "wav",
      continuation_start: 0,
      multi_band_diffusion: false,
      normalization_strategy: "loudness",
      classifier_free_guidance: 3
    }
  }
);

// To access the file URL:
console.log(output.url()); //=> "http://example.com"

// To write the file to disk:
fs.writeFile("my-image.png", output);

To learn more, take a look at the guide on getting started with Node.js.

Install Replicate’s Python client library:

pip install replicate

Set the REPLICATE_API_TOKEN environment variable:

export REPLICATE_API_TOKEN=<paste-your-token-here>

Find your API token in your account settings.

Import the client:

import replicate

Run justmalhar/musicgen-lofi-gaming using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

output = replicate.run(
    "justmalhar/musicgen-lofi-gaming:48ebb1317657727300069364291ce66e683a71fe9bc3caebf77cf12ae1ceb7c3",
    input={
        "top_k": 250,
        "top_p": 0,
        "prompt": "lofi gaming beats, low bpm",
        "duration": 30,
        "temperature": 1,
        "continuation": False,
        "output_format": "wav",
        "continuation_start": 0,
        "multi_band_diffusion": False,
        "normalization_strategy": "loudness",
        "classifier_free_guidance": 3
    }
)
print(output)

To learn more, take a look at the guide on getting started with Python.

Set the REPLICATE_API_TOKEN environment variable:

export REPLICATE_API_TOKEN=<paste-your-token-here>

Find your API token in your account settings.

Run justmalhar/musicgen-lofi-gaming using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

curl -s -X POST \
  -H "Authorization: Bearer $REPLICATE_API_TOKEN" \
  -H "Content-Type: application/json" \
  -H "Prefer: wait" \
  -d $'{
    "version": "48ebb1317657727300069364291ce66e683a71fe9bc3caebf77cf12ae1ceb7c3",
    "input": {
      "top_k": 250,
      "top_p": 0,
      "prompt": "lofi gaming beats, low bpm",
      "duration": 30,
      "temperature": 1,
      "continuation": false,
      "output_format": "wav",
      "continuation_start": 0,
      "multi_band_diffusion": false,
      "normalization_strategy": "loudness",
      "classifier_free_guidance": 3
    }
  }' \
  https://api.replicate.com/v1/predictions

To learn more, take a look at Replicate’s HTTP API reference docs.

Output

Video Player is loading.

Current Time 00:00:000

Duration 00:00:000

Loaded: 0%

Stream Type LIVE

Remaining Time 00:00:000

{
  "completed_at": "2023-11-05T18:56:49.077699Z",
  "created_at": "2023-11-05T18:55:49.918923Z",
  "data_removed": false,
  "error": null,
  "id": "44bjgmtbccvojsufsn2lb44e5a",
  "input": {
    "top_k": 250,
    "top_p": 0,
    "prompt": "lofi gaming beats, low bpm",
    "duration": 30,
    "temperature": 1,
    "continuation": false,
    "output_format": "wav",
    "continuation_start": 0,
    "multi_band_diffusion": false,
    "normalization_strategy": "loudness",
    "classifier_free_guidance": 3
  },
  "logs": "Downloading: \"https://replicate.delivery/pbxt/dv8vw5nDet2iMSMQFUwatvVlCBKXjxuN04uPTjNPkVkSos6IA/trained_model.tar\" to /src/models/hub/checkpoints/trained_model.tar\n  0%|          | 0.00/1.57G [00:00<?, ?B/s]\n  0%|          | 8.01M/1.57G [00:00<00:25, 66.8MB/s]\n  1%|▏         | 24.1M/1.57G [00:00<00:13, 120MB/s] \n  3%|▎         | 40.5M/1.57G [00:00<00:11, 142MB/s]\n  3%|▎         | 55.9M/1.57G [00:00<00:10, 150MB/s]\n  4%|▍         | 71.2M/1.57G [00:00<00:10, 153MB/s]\n  5%|▌         | 87.5M/1.57G [00:00<00:10, 159MB/s]\n  6%|▋         | 104M/1.57G [00:00<00:09, 163MB/s] \n  7%|▋         | 119M/1.57G [00:00<00:09, 159MB/s]\n  8%|▊         | 135M/1.57G [00:00<00:09, 161MB/s]\n 10%|▉         | 152M/1.57G [00:01<00:09, 166MB/s]\n 10%|█         | 168M/1.57G [00:01<00:09, 164MB/s]\n 12%|█▏        | 185M/1.57G [00:01<00:08, 166MB/s]\n 13%|█▎        | 202M/1.57G [00:01<00:08, 170MB/s]\n 14%|█▎        | 218M/1.57G [00:01<00:08, 166MB/s]\n 15%|█▍        | 235M/1.57G 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/   1500\n1438 /   1500\n1439 /   1500\n1440 /   1500\n1441 /   1500\n1442 /   1500\n1443 /   1500\n1444 /   1500\n1445 /   1500\n1446 /   1500\n1447 /   1500\n1448 /   1500\n1449 /   1500\n1450 /   1500\n1451 /   1500\n1452 /   1500\n1453 /   1500\n1454 /   1500\n1455 /   1500\n1456 /   1500\n1457 /   1500\n1458 /   1500\n1459 /   1500\n1460 /   1500\n1461 /   1500\n1462 /   1500\n1463 /   1500\n1464 /   1500\n1465 /   1500\n1466 /   1500\n1467 /   1500\n1468 /   1500\n1469 /   1500\n1470 /   1500\n1471 /   1500\n1472 /   1500\n1473 /   1500\n1474 /   1500\n1475 /   1500\n1476 /   1500\n1477 /   1500\n1478 /   1500\n1479 /   1500\n1480 /   1500\n1481 /   1500\n1482 /   1500\n1483 /   1500\n1484 /   1500\n1485 /   1500\n1486 /   1500\n1487 /   1500\n1488 /   1500\n1489 /   1500\n1490 /   1500\n1491 /   1500\n1492 /   1500\n1493 /   1500\n1494 /   1500\n1495 /   1500\n1496 /   1500\n1497 /   1500\n1498 /   1500\n1499 /   1500\n1500 /   1500\n1501 /   1500\n1502 /   1500\n1503 /   1500\nCLIPPING out happening with proba (a bit of clipping is okay): 0.0014875000342726707 maximum scale:  1.3894189596176147",
  "metrics": {
    "predict_time": 55.250744,
    "total_time": 59.158776
  },
  "output": "https://replicate.delivery/pbxt/TAoC9xpPXh5dENgLkFaSgF3Tw6LJWuIPeaZ7aP4Z4XU4us6IA/out.wav",
  "started_at": "2023-11-05T18:55:53.826955Z",
  "status": "succeeded",
  "urls": {
    "get": "https://api.replicate.com/v1/predictions/44bjgmtbccvojsufsn2lb44e5a",
    "cancel": "https://api.replicate.com/v1/predictions/44bjgmtbccvojsufsn2lb44e5a/cancel"
  },
  "version": "48ebb1317657727300069364291ce66e683a71fe9bc3caebf77cf12ae1ceb7c3"
}

Generated in

55.3 seconds

Tweak itReport

Downloading: "https://replicate.delivery/pbxt/dv8vw5nDet2iMSMQFUwatvVlCBKXjxuN04uPTjNPkVkSos6IA/trained_model.tar" to /src/models/hub/checkpoints/trained_model.tar
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426 /   1500
427 /   1500
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467 /   1500
468 /   1500
469 /   1500
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471 /   1500
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473 /   1500
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475 /   1500
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477 /   1500
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481 /   1500
482 /   1500
483 /   1500
484 /   1500
485 /   1500
486 /   1500
487 /   1500
488 /   1500
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491 /   1500
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500 /   1500
501 /   1500
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510 /   1500
511 /   1500
512 /   1500
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514 /   1500
515 /   1500
516 /   1500
517 /   1500
518 /   1500
519 /   1500
520 /   1500
521 /   1500
522 /   1500
523 /   1500
524 /   1500
525 /   1500
526 /   1500
527 /   1500
528 /   1500
529 /   1500
530 /   1500
531 /   1500
532 /   1500
533 /   1500
534 /   1500
535 /   1500
536 /   1500
537 /   1500
538 /   1500
539 /   1500
540 /   1500
541 /   1500
542 /   1500
543 /   1500
544 /   1500
545 /   1500
546 /   1500
547 /   1500
548 /   1500
549 /   1500
550 /   1500
551 /   1500
552 /   1500
553 /   1500
554 /   1500
555 /   1500
556 /   1500
557 /   1500
558 /   1500
559 /   1500
560 /   1500
561 /   1500
562 /   1500
563 /   1500
564 /   1500
565 /   1500
566 /   1500
567 /   1500
568 /   1500
569 /   1500
570 /   1500
571 /   1500
572 /   1500
573 /   1500
574 /   1500
575 /   1500
576 /   1500
577 /   1500
578 /   1500
579 /   1500
580 /   1500
581 /   1500
582 /   1500
583 /   1500
584 /   1500
585 /   1500
586 /   1500
587 /   1500
588 /   1500
589 /   1500
590 /   1500
591 /   1500
592 /   1500
593 /   1500
594 /   1500
595 /   1500
596 /   1500
597 /   1500
598 /   1500
599 /   1500
600 /   1500
601 /   1500
602 /   1500
603 /   1500
604 /   1500
605 /   1500
606 /   1500
607 /   1500
608 /   1500
609 /   1500
610 /   1500
611 /   1500
612 /   1500
613 /   1500
614 /   1500
615 /   1500
616 /   1500
617 /   1500
618 /   1500
619 /   1500
620 /   1500
621 /   1500
622 /   1500
623 /   1500
624 /   1500
625 /   1500
626 /   1500
627 /   1500
628 /   1500
629 /   1500
630 /   1500
631 /   1500
632 /   1500
633 /   1500
634 /   1500
635 /   1500
636 /   1500
637 /   1500
638 /   1500
639 /   1500
640 /   1500
641 /   1500
642 /   1500
643 /   1500
644 /   1500
645 /   1500
646 /   1500
647 /   1500
648 /   1500
649 /   1500
650 /   1500
651 /   1500
652 /   1500
653 /   1500
654 /   1500
655 /   1500
656 /   1500
657 /   1500
658 /   1500
659 /   1500
660 /   1500
661 /   1500
662 /   1500
663 /   1500
664 /   1500
665 /   1500
666 /   1500
667 /   1500
668 /   1500
669 /   1500
670 /   1500
671 /   1500
672 /   1500
673 /   1500
674 /   1500
675 /   1500
676 /   1500
677 /   1500
678 /   1500
679 /   1500
680 /   1500
681 /   1500
682 /   1500
683 /   1500
684 /   1500
685 /   1500
686 /   1500
687 /   1500
688 /   1500
689 /   1500
690 /   1500
691 /   1500
692 /   1500
693 /   1500
694 /   1500
695 /   1500
696 /   1500
697 /   1500
698 /   1500
699 /   1500
700 /   1500
701 /   1500
702 /   1500
703 /   1500
704 /   1500
705 /   1500
706 /   1500
707 /   1500
708 /   1500
709 /   1500
710 /   1500
711 /   1500
712 /   1500
713 /   1500
714 /   1500
715 /   1500
716 /   1500
717 /   1500
718 /   1500
719 /   1500
720 /   1500
721 /   1500
722 /   1500
723 /   1500
724 /   1500
725 /   1500
726 /   1500
727 /   1500
728 /   1500
729 /   1500
730 /   1500
731 /   1500
732 /   1500
733 /   1500
734 /   1500
735 /   1500
736 /   1500
737 /   1500
738 /   1500
739 /   1500
740 /   1500
741 /   1500
742 /   1500
743 /   1500
744 /   1500
745 /   1500
746 /   1500
747 /   1500
748 /   1500
749 /   1500
750 /   1500
751 /   1500
752 /   1500
753 /   1500
754 /   1500
755 /   1500
756 /   1500
757 /   1500
758 /   1500
759 /   1500
760 /   1500
761 /   1500
762 /   1500
763 /   1500
764 /   1500
765 /   1500
766 /   1500
767 /   1500
768 /   1500
769 /   1500
770 /   1500
771 /   1500
772 /   1500
773 /   1500
774 /   1500
775 /   1500
776 /   1500
777 /   1500
778 /   1500
779 /   1500
780 /   1500
781 /   1500
782 /   1500
783 /   1500
784 /   1500
785 /   1500
786 /   1500
787 /   1500
788 /   1500
789 /   1500
790 /   1500
791 /   1500
792 /   1500
793 /   1500
794 /   1500
795 /   1500
796 /   1500
797 /   1500
798 /   1500
799 /   1500
800 /   1500
801 /   1500
802 /   1500
803 /   1500
804 /   1500
805 /   1500
806 /   1500
807 /   1500
808 /   1500
809 /   1500
810 /   1500
811 /   1500
812 /   1500
813 /   1500
814 /   1500
815 /   1500
816 /   1500
817 /   1500
818 /   1500
819 /   1500
820 /   1500
821 /   1500
822 /   1500
823 /   1500
824 /   1500
825 /   1500
826 /   1500
827 /   1500
828 /   1500
829 /   1500
830 /   1500
831 /   1500
832 /   1500
833 /   1500
834 /   1500
835 /   1500
836 /   1500
837 /   1500
838 /   1500
839 /   1500
840 /   1500
841 /   1500
842 /   1500
843 /   1500
844 /   1500
845 /   1500
846 /   1500
847 /   1500
848 /   1500
849 /   1500
850 /   1500
851 /   1500
852 /   1500
853 /   1500
854 /   1500
855 /   1500
856 /   1500
857 /   1500
858 /   1500
859 /   1500
860 /   1500
861 /   1500
862 /   1500
863 /   1500
864 /   1500
865 /   1500
866 /   1500
867 /   1500
868 /   1500
869 /   1500
870 /   1500
871 /   1500
872 /   1500
873 /   1500
874 /   1500
875 /   1500
876 /   1500
877 /   1500
878 /   1500
879 /   1500
880 /   1500
881 /   1500
882 /   1500
883 /   1500
884 /   1500
885 /   1500
886 /   1500
887 /   1500
888 /   1500
889 /   1500
890 /   1500
891 /   1500
892 /   1500
893 /   1500
894 /   1500
895 /   1500
896 /   1500
897 /   1500
898 /   1500
899 /   1500
900 /   1500
901 /   1500
902 /   1500
903 /   1500
904 /   1500
905 /   1500
906 /   1500
907 /   1500
908 /   1500
909 /   1500
910 /   1500
911 /   1500
912 /   1500
913 /   1500
914 /   1500
915 /   1500
916 /   1500
917 /   1500
918 /   1500
919 /   1500
920 /   1500
921 /   1500
922 /   1500
923 /   1500
924 /   1500
925 /   1500
926 /   1500
927 /   1500
928 /   1500
929 /   1500
930 /   1500
931 /   1500
932 /   1500
933 /   1500
934 /   1500
935 /   1500
936 /   1500
937 /   1500
938 /   1500
939 /   1500
940 /   1500
941 /   1500
942 /   1500
943 /   1500
944 /   1500
945 /   1500
946 /   1500
947 /   1500
948 /   1500
949 /   1500
950 /   1500
951 /   1500
952 /   1500
953 /   1500
954 /   1500
955 /   1500
956 /   1500
957 /   1500
958 /   1500
959 /   1500
960 /   1500
961 /   1500
962 /   1500
963 /   1500
964 /   1500
965 /   1500
966 /   1500
967 /   1500
968 /   1500
969 /   1500
970 /   1500
971 /   1500
972 /   1500
973 /   1500
974 /   1500
975 /   1500
976 /   1500
977 /   1500
978 /   1500
979 /   1500
980 /   1500
981 /   1500
982 /   1500
983 /   1500
984 /   1500
985 /   1500
986 /   1500
987 /   1500
988 /   1500
989 /   1500
990 /   1500
991 /   1500
992 /   1500
993 /   1500
994 /   1500
995 /   1500
996 /   1500
997 /   1500
998 /   1500
999 /   1500
1000 /   1500
1001 /   1500
1002 /   1500
1003 /   1500
1004 /   1500
1005 /   1500
1006 /   1500
1007 /   1500
1008 /   1500
1009 /   1500
1010 /   1500
1011 /   1500
1012 /   1500
1013 /   1500
1014 /   1500
1015 /   1500
1016 /   1500
1017 /   1500
1018 /   1500
1019 /   1500
1020 /   1500
1021 /   1500
1022 /   1500
1023 /   1500
1024 /   1500
1025 /   1500
1026 /   1500
1027 /   1500
1028 /   1500
1029 /   1500
1030 /   1500
1031 /   1500
1032 /   1500
1033 /   1500
1034 /   1500
1035 /   1500
1036 /   1500
1037 /   1500
1038 /   1500
1039 /   1500
1040 /   1500
1041 /   1500
1042 /   1500
1043 /   1500
1044 /   1500
1045 /   1500
1046 /   1500
1047 /   1500
1048 /   1500
1049 /   1500
1050 /   1500
1051 /   1500
1052 /   1500
1053 /   1500
1054 /   1500
1055 /   1500
1056 /   1500
1057 /   1500
1058 /   1500
1059 /   1500
1060 /   1500
1061 /   1500
1062 /   1500
1063 /   1500
1064 /   1500
1065 /   1500
1066 /   1500
1067 /   1500
1068 /   1500
1069 /   1500
1070 /   1500
1071 /   1500
1072 /   1500
1073 /   1500
1074 /   1500
1075 /   1500
1076 /   1500
1077 /   1500
1078 /   1500
1079 /   1500
1080 /   1500
1081 /   1500
1082 /   1500
1083 /   1500
1084 /   1500
1085 /   1500
1086 /   1500
1087 /   1500
1088 /   1500
1089 /   1500
1090 /   1500
1091 /   1500
1092 /   1500
1093 /   1500
1094 /   1500
1095 /   1500
1096 /   1500
1097 /   1500
1098 /   1500
1099 /   1500
1100 /   1500
1101 /   1500
1102 /   1500
1103 /   1500
1104 /   1500
1105 /   1500
1106 /   1500
1107 /   1500
1108 /   1500
1109 /   1500
1110 /   1500
1111 /   1500
1112 /   1500
1113 /   1500
1114 /   1500
1115 /   1500
1116 /   1500
1117 /   1500
1118 /   1500
1119 /   1500
1120 /   1500
1121 /   1500
1122 /   1500
1123 /   1500
1124 /   1500
1125 /   1500
1126 /   1500
1127 /   1500
1128 /   1500
1129 /   1500
1130 /   1500
1131 /   1500
1132 /   1500
1133 /   1500
1134 /   1500
1135 /   1500
1136 /   1500
1137 /   1500
1138 /   1500
1139 /   1500
1140 /   1500
1141 /   1500
1142 /   1500
1143 /   1500
1144 /   1500
1145 /   1500
1146 /   1500
1147 /   1500
1148 /   1500
1149 /   1500
1150 /   1500
1151 /   1500
1152 /   1500
1153 /   1500
1154 /   1500
1155 /   1500
1156 /   1500
1157 /   1500
1158 /   1500
1159 /   1500
1160 /   1500
1161 /   1500
1162 /   1500
1163 /   1500
1164 /   1500
1165 /   1500
1166 /   1500
1167 /   1500
1168 /   1500
1169 /   1500
1170 /   1500
1171 /   1500
1172 /   1500
1173 /   1500
1174 /   1500
1175 /   1500
1176 /   1500
1177 /   1500
1178 /   1500
1179 /   1500
1180 /   1500
1181 /   1500
1182 /   1500
1183 /   1500
1184 /   1500
1185 /   1500
1186 /   1500
1187 /   1500
1188 /   1500
1189 /   1500
1190 /   1500
1191 /   1500
1192 /   1500
1193 /   1500
1194 /   1500
1195 /   1500
1196 /   1500
1197 /   1500
1198 /   1500
1199 /   1500
1200 /   1500
1201 /   1500
1202 /   1500
1203 /   1500
1204 /   1500
1205 /   1500
1206 /   1500
1207 /   1500
1208 /   1500
1209 /   1500
1210 /   1500
1211 /   1500
1212 /   1500
1213 /   1500
1214 /   1500
1215 /   1500
1216 /   1500
1217 /   1500
1218 /   1500
1219 /   1500
1220 /   1500
1221 /   1500
1222 /   1500
1223 /   1500
1224 /   1500
1225 /   1500
1226 /   1500
1227 /   1500
1228 /   1500
1229 /   1500
1230 /   1500
1231 /   1500
1232 /   1500
1233 /   1500
1234 /   1500
1235 /   1500
1236 /   1500
1237 /   1500
1238 /   1500
1239 /   1500
1240 /   1500
1241 /   1500
1242 /   1500
1243 /   1500
1244 /   1500
1245 /   1500
1246 /   1500
1247 /   1500
1248 /   1500
1249 /   1500
1250 /   1500
1251 /   1500
1252 /   1500
1253 /   1500
1254 /   1500
1255 /   1500
1256 /   1500
1257 /   1500
1258 /   1500
1259 /   1500
1260 /   1500
1261 /   1500
1262 /   1500
1263 /   1500
1264 /   1500
1265 /   1500
1266 /   1500
1267 /   1500
1268 /   1500
1269 /   1500
1270 /   1500
1271 /   1500
1272 /   1500
1273 /   1500
1274 /   1500
1275 /   1500
1276 /   1500
1277 /   1500
1278 /   1500
1279 /   1500
1280 /   1500
1281 /   1500
1282 /   1500
1283 /   1500
1284 /   1500
1285 /   1500
1286 /   1500
1287 /   1500
1288 /   1500
1289 /   1500
1290 /   1500
1291 /   1500
1292 /   1500
1293 /   1500
1294 /   1500
1295 /   1500
1296 /   1500
1297 /   1500
1298 /   1500
1299 /   1500
1300 /   1500
1301 /   1500
1302 /   1500
1303 /   1500
1304 /   1500
1305 /   1500
1306 /   1500
1307 /   1500
1308 /   1500
1309 /   1500
1310 /   1500
1311 /   1500
1312 /   1500
1313 /   1500
1314 /   1500
1315 /   1500
1316 /   1500
1317 /   1500
1318 /   1500
1319 /   1500
1320 /   1500
1321 /   1500
1322 /   1500
1323 /   1500
1324 /   1500
1325 /   1500
1326 /   1500
1327 /   1500
1328 /   1500
1329 /   1500
1330 /   1500
1331 /   1500
1332 /   1500
1333 /   1500
1334 /   1500
1335 /   1500
1336 /   1500
1337 /   1500
1338 /   1500
1339 /   1500
1340 /   1500
1341 /   1500
1342 /   1500
1343 /   1500
1344 /   1500
1345 /   1500
1346 /   1500
1347 /   1500
1348 /   1500
1349 /   1500
1350 /   1500
1351 /   1500
1352 /   1500
1353 /   1500
1354 /   1500
1355 /   1500
1356 /   1500
1357 /   1500
1358 /   1500
1359 /   1500
1360 /   1500
1361 /   1500
1362 /   1500
1363 /   1500
1364 /   1500
1365 /   1500
1366 /   1500
1367 /   1500
1368 /   1500
1369 /   1500
1370 /   1500
1371 /   1500
1372 /   1500
1373 /   1500
1374 /   1500
1375 /   1500
1376 /   1500
1377 /   1500
1378 /   1500
1379 /   1500
1380 /   1500
1381 /   1500
1382 /   1500
1383 /   1500
1384 /   1500
1385 /   1500
1386 /   1500
1387 /   1500
1388 /   1500
1389 /   1500
1390 /   1500
1391 /   1500
1392 /   1500
1393 /   1500
1394 /   1500
1395 /   1500
1396 /   1500
1397 /   1500
1398 /   1500
1399 /   1500
1400 /   1500
1401 /   1500
1402 /   1500
1403 /   1500
1404 /   1500
1405 /   1500
1406 /   1500
1407 /   1500
1408 /   1500
1409 /   1500
1410 /   1500
1411 /   1500
1412 /   1500
1413 /   1500
1414 /   1500
1415 /   1500
1416 /   1500
1417 /   1500
1418 /   1500
1419 /   1500
1420 /   1500
1421 /   1500
1422 /   1500
1423 /   1500
1424 /   1500
1425 /   1500
1426 /   1500
1427 /   1500
1428 /   1500
1429 /   1500
1430 /   1500
1431 /   1500
1432 /   1500
1433 /   1500
1434 /   1500
1435 /   1500
1436 /   1500
1437 /   1500
1438 /   1500
1439 /   1500
1440 /   1500
1441 /   1500
1442 /   1500
1443 /   1500
1444 /   1500
1445 /   1500
1446 /   1500
1447 /   1500
1448 /   1500
1449 /   1500
1450 /   1500
1451 /   1500
1452 /   1500
1453 /   1500
1454 /   1500
1455 /   1500
1456 /   1500
1457 /   1500
1458 /   1500
1459 /   1500
1460 /   1500
1461 /   1500
1462 /   1500
1463 /   1500
1464 /   1500
1465 /   1500
1466 /   1500
1467 /   1500
1468 /   1500
1469 /   1500
1470 /   1500
1471 /   1500
1472 /   1500
1473 /   1500
1474 /   1500
1475 /   1500
1476 /   1500
1477 /   1500
1478 /   1500
1479 /   1500
1480 /   1500
1481 /   1500
1482 /   1500
1483 /   1500
1484 /   1500
1485 /   1500
1486 /   1500
1487 /   1500
1488 /   1500
1489 /   1500
1490 /   1500
1491 /   1500
1492 /   1500
1493 /   1500
1494 /   1500
1495 /   1500
1496 /   1500
1497 /   1500
1498 /   1500
1499 /   1500
1500 /   1500
1501 /   1500
1502 /   1500
1503 /   1500
CLIPPING out happening with proba (a bit of clipping is okay): 0.0014875000342726707 maximum scale:  1.3894189596176147