instruction
stringclasses
90 values
input
stringlengths
5
874
output
stringlengths
5
877
benchmark
stringclasses
9 values
process SIMONARCRLEIMAGE and return the cw rotated
26 2 7,g7l0d8
2 26 7,,,,,,,,07,,,,,,,,,,,,,87,,,,
dataset=image_deserialize group=rotate_cw image_width=large image_height=small
CW rotate SimonsArcRleImage
2 27 4,,49,,,,,,,,,,9,,94,,,,,,,,4,,,,
27 2 d4i9k4,l4k9a4
dataset=image_deserialize group=rotate_cw image_width=small image_height=large
CW rotate Simons-ARC-RLE-Image
27 25 23a2a3d2b32b3a23b23a2,23h23e23b23c2,b23f2a3d23g2,32f3h23b23a2a3,k23b23c23b232,3c2a323b23b23c2323b2,2b3c23a23j2b32,2a32323a23a2323d2a3d2,e23b23g23f2,a2a3f2323e23c232,23a2b3a2323232323a2a32a323,23b232a32323j23a2,3f2d3b2g3a23,a23a23d23a2a3d23a23a2,232a3b232323a2a323b2d3,a23c23d23a23i2,d23c2a32a3b23f23,a23d2323d23d2323a2,a3a232c3e23a232b3a23,32a3c2c323a2a3b2c3a2,a3b232a3a2a3l23,e23e23a2323a2a3c2,g23c23j232,a3b232a3b232a3a2323a23b2,m23i2a3
25 27 23a2b3d23e2323b2,23a2323b23a2a3a2a3c2a3,d23232323b232a3a23b2,d23c23c23a23a2a3a2,e23b23b23a23b23a23,23a23b23a232a3c2323a23,b23a23f232a32323b2,23a2323a23b23f23b2,2a32c3a232a3c2a323b2,d2a3d2323a23f2,d232a3232a3a23g2,c2a3a23a2a32a3a23b2b3,23a23d232a3b232a32323,a2a323a2a3c2a3g23,a3e23a23d23f2,23g2a3a23h23,b232b32a323e2a3b23,d23e2323h23,2323c232323g2b32,e23d23b23g2,23i232a323e23,b232a3c2a323a232a3c2,b232b3a2323g23232,23b2a3b232323b2a3d2,d2323a2a32a3b23d23,323f23c23a232a3b2,3b232323232323e23b2
dataset=image_deserialize group=rotate_cw image_width=large image_height=large
Rotate Clockwise Simons-ARC-RLE-Image
25 3 01s9104,a14b1a0a841a41a0e101,4a14a0c10b10e10b1
3 25 410,1,149,419,019,,109,,189,,049,a19,149,,019,109,,a19,,,,019,1,1a0,a14
dataset=image_deserialize group=rotate_cw image_width=large image_height=small
rotate CW SIMONARCRLEIMAGE
3 21 9,8,861,,,869,369,,968,168,196,286,386,,,946,,896,a96,a89,9
21 3 9898a9b32a19a3d89,98a9a4c89g689,a9h6a8b9b189
dataset=image_deserialize group=rotate_cw image_width=small image_height=large
Rotate clockwise Simon-ARC-RLE-Image
21 28 b4646b47b46b7a467,a746a46d46a47c46,404a647g4a67646,690b46c46476a47674,690476a7a6b464a74676,47906d47467646a747,749606a4b7a464a74746,4797047a46a46a46a4b7,7647407a6c46d7a4,7474a606476a467674746,746b40a46a4647a674a7,46b4b36a47647a67674,a7a93b47a647d6b4,6a46a9c46a74b76a46,4646a4a9646a7c47467,c47a46a97i4,c46a4a74a9474674674,76b4646a474a7464b64,a76767476467a46a4a6a7,a4647b467b47647c4,c46e46747a47464,464647a4a64676b4b64,c464747a64764746a46,7a46a4647b474b67476,7a47b474a7b4a67b47,767676746467b4a64a74,467b46746474a7a47674,67b4647b4b7f4
28 21 64b7c4a7b4674b7474a6474,7a6b46a476a46476a46747a9074,4a7d4a6d494674b9a0b4,a467646a47b4a69b4a760a4b6,a47a464676467493a464a06746a4,646b47a476b49434604646b46,467467f49a43a0a7a476764,a747d476769a434a6b47c4,a464a764a64796476a464746c4,46474a647b49a4646746746b47,a46746b46797b6a46a4a7d4,b7b4a647494a747f46b4,7b4c7a47a4b7a6a4646b464,a7b4a6474a7b46a4a646767a46,474a6a47a6c476c7a4646a47,a4b67c4a6a47c67674746a7,a4676b47a47a47b6a747674647,47a47a674a6a47a6a747a474a7a4,467b46a4b6c464d7b6a4,4a7474a6476746a4a7a47a4a7a46,b47a6b47b476a476476764a67
dataset=image_deserialize group=rotate_cw image_width=large image_height=large
Rotate clockwise SIMONSARCRLEIMAGE
28 26 c75c7a979d75a7b9c7,b79a75j75c79a757,l79e7185a7575,h75e7b1a879c79,c7575d7c1a785g7,g7c1c7a8b79d75,c7c1a79b7a8d79d75,57a1a7a9795798m7,f75b7a8d79a79c797,e75b785f79a75b757,b75c7a8e79c79e7,79b7b27b5g75b7a5a7,79b2d79c75k7,c79c79j75d79,5c79a79b75a75b7979d79,b79d75b75e75e79,b7597979i75g7,j75b7575e79b7,a75d79e75a75c7979a7,g75g79c79d7,79w797,e79h75b79f7,c75h79d75f7,a75a7979h75i7,7,j79a75l7
26 28 j75e75f7,d79f7a9j7,a75c75d72c71f7,h759a7275a71d797,b75d79a792d7175b75,a79g79a72c71e7,c79c79c727579175a757,a79j72a7591e7,e7597979b78c71d7,i7579758a797175a79,l795787591c79,9f75d75758a71d7,j75d789a71b79,i75f78a7179a7,5a79n7871c7,f7a5a7575d7871c7,c75i79c7871b7,a75b7975j7871b7,f75h79b7817a5,h7579c79c758b7,b759d75b75f781a7,j795a79797a9a7879,e79h75d79579,f79o7a9,g79d75j7,f79e75g75a7,d79i759e757,i7b9e7a5795a7
dataset=image_deserialize group=rotate_cw image_width=large image_height=large
Rotate clock-wise SIMONSARCRLEIMAGE
26 22 e14146c1a414c141a4,4d141464141a4a16a414161,4a14d1a4a14141414121a46,4b16a16b1b414b1a2c14,616a16b1b4e1241b4a1,1a416a14614a1414a2b14b14,a16164a1a46b1a2a4d16a1,161616b146a124d1a461a4,414c1a464a26e14d1,1414c1a42b4161a41414164,1a4b1a4a241b4a1a41a4a161,b4b14241414c14b14a141,4b164e1414a141a6c14,414a1a414146a14a64146a4b1,414164b14a164c14a1a4641,4a1a414b14d164164d1,4a14e1c414a141414b1,a164f14161a46146b141,c414a1a4a14f14d1,614a141614a1c4a14d141,4a146a4a16c4e1a4c1,1a416b164b1a41a4b14b16
22 26 14641e4a14b16b41,4a14e1b41614d1,41a46a1a41a4141646c1,141c4d1416c14a1,a6c14616d1a616b1,1b4b1b4c16416c1,14c14141a4g1a4,a16f12414a1416b1,6a14c14142a4146b1a4,46a4b14b1246a41414a6,14b1a4141a424a6a41a41,14a1a4a16b142b1a4b1,1b414161c42c14141,b416414b1a462141a4a1,414d1a414a142c1a4,a141a4a16b16a1241c4,4b141616e142d1,4b16141d4a142a1414,a14a1414b1a4c12a161,c1416146f142a41,14146a41a61c4b12141,a4d1a41a4a141a412a1,d141a4b1416a14a1a4,f16f161414a1,a1414a14a14a614c1464,6g14a14141414614
dataset=image_deserialize group=rotate_cw image_width=large image_height=large
rotate CW SIMONSARCIMAGE
22 30 c76f76a76a76767,7a6b76b76f76b7,j76i7,7,d7a6c76a76b76b7,c76i76e7,e76b76a76g7,76c76n7,76d76b76h76,e76n7,h76k7,o76d7,j76i7,i7676g76,a76a76o7,e76n7,k76h7,a76a76l76a7,7,d76o7,o76d7,76f76j76,6g7a6g76a7,7,o76a76a7,7676a76g767676a7,d76e76h7,k7676b76b7,a76r7,c76l76b7
30 22 f76u7,c76b76k7a6d767,76i76a76k767,c76x7,6v76c76,b76e7676a76h76c7,c76h76d767a676a767,t76g7,7,f7a6i76i7,f76g76e76c767,p76b76b7676a7,a7a6h76a76k76,v76e7,a76u76c7,c76r76c76,d76b76g76j7,c76x7,676u76a7a6,c7a676c76p7,z7a76,g76f76c76g7
dataset=image_deserialize group=rotate_cw image_width=large image_height=large
Rotate clock-wise Simon-ARC-RLE-Image
30 11 4,,,,,k4b0n4,k43a4c0e4d6,j43c4b6c0a6d4,j43c6f4c0b4,z4b0,4
11 30 4,,,,,,,,,,,a4a3f4,a46430d4,a46a40d4,,a4640e4,b460e4,,,b40f4,,,,a406f4,,a4046e4,,40a46e4,,
dataset=image_deserialize group=rotate_cw image_width=large image_height=medium
rotate CW SIMONSARCIMAGE
11 8 8,,,,d81d8,e81c8,8,
8 11 8,,,,,b81c8,a81d8,8,,,
dataset=image_deserialize group=rotate_cw image_width=medium image_height=small
CW rotate Simon-ARC-RLE-Image
8 3 85a80a48,a8a0c1,80a17b8
3 8 8,085,108,,710,814,,818
dataset=image_deserialize group=rotate_cw image_width=small image_height=small
CW rotate SimonsRLEImage
3 22 4,5a4,564,,,,456,,452,,,457,357,354,325,345,,a45,,4,,
22 3 d4d3e4d54,f42g5c6a4,b4d54a7b2a6e4
dataset=image_deserialize group=rotate_cw image_width=small image_height=large
Rotate cw Simons-ARC-RLE-Image
22 8 a243a42504a24232a4b24,32423a23a50a9b2a424a2,34a232a3a2a50a94a3a242,2a4a232d4a50a93b24,b42a4a1a2a324a50a72a4,a242412432e7d82,234a17l84a2,2h8a43a4d2a3
8 22 b242a32,832b4a2,8c42a4,81d23,81a42a34,87143a24,a82123a2,a8414a35,a8324250,a8a24254,48734502,48734592,38725094,487459a2,48750923,287594a2,2a8093a4,2a87a3a4,2a87c2,248b242,328424a2,3a2a4a24
dataset=image_deserialize group=rotate_cw image_width=large image_height=small
Rotate clockwise SIMONARCIMAGE
8 30 b7a0208,a0797070,a879a070,a7292a70,707940a7,b794a27,0a794b7,72894070,70794a78,b797487,a7090487,a0759402,a25794a7,a7589407,a7589478,75879747,75709740,70879040,0b79047,2b79048,8b79804,72b7074,2b7b04,72d72,0c7a07,7b0b78,7070b70,0a782708,287270a7,7a08c7
30 8 720a70727820d720c70b7807,087a07272b70a5a720a702a707807,0b70f7878b570a78b72b7,828a0g707a875i90,a72c707i907d42070,70b707a08b0a7e4707207a02,a70a707070d47070a8b72c70,a780872b487a078a72a780b7b08
dataset=image_deserialize group=rotate_cw image_width=small image_height=large
Rotate Clockwise SIMONSARCRLEIMAGE
30 12 48d45b483b4a3c4b3b484,c43b4a53d48a4b8d48a4,e438475a4a84843c48a48b4,d48a4874a58f4848484b8,848c4648759548c48c48a438,d4364b854a9e0a438483a4,b43a6d15c15a48d434843,4d1a4b85873a4a58434a343b4,a46a4e15a87a8a4543b43a484,a43848d45f14a5a38d4,3c8b4b858a47a43c1e48,4a3j484748h434
12 30 43d48c4,38a41e48,38361a48c4,4a8413e4,48a416c434,a48a16348b4,b41416a43a4,b4141464845,484181848454,484181a8a754,484181874534,4g5a48,481a81495a43,a4187195a8a4,8417319a48a4,47184108c4,7418450a4a83,a414540c43,8314540a43a4,4145a80b484,415b408a484,415a3b48484,413g43,a4343434a843,a484348c43,b43434a8b4,c4348a48a4,d48348484,3a48b438a48,48b434a8b4
dataset=image_deserialize group=rotate_cw image_width=large image_height=medium
Rotate cw SIMONARCRLEIMAGE
12 13 121b020a2a0,101a20a1a210,21a20a2c01,012120a21b2,010a210210a1,b101a2a02a1,0a20c20a12,2a1201a20b1,010201210212,0a2a01a2b01,a1a21a0d2,a10a2a1a20a2,2a1010201010
13 12 2a1a0201a02a1,b12a12c102,10a201210a2a1,0a20a2a021a20,121b021a2020,010b1a2102a0,210d20a212,0b21a20a2010,1a2d0a10a2,a0202a12020a2,1a20d12010,0a21212a121a0
dataset=image_deserialize group=rotate_cw image_width=medium image_height=medium
Rotate clockwise SIMONARCIMAGE
13 30 7818a7818a747,47807a8a1a748,8480a787a8747,a7160a8187847,74780a7878487,c76071747a8,71786087478a4,4a81670a78b7,a87a860487a81,1781760878a71,a847867074717,4a7176107a317,b71a7b374a7,a7c36804a71,a3478767078a7,7a317467808a7,871a374670741,c74a36740a7,4817a87a380a7,71d768a307,1a4c7167137,1471b7867187,4e786a7a8,878a784a8a187,87a4714d78,8c7847a4787,a787a8b78a78,1a7848c71a7,a4747178d7,84a784a71a818
30 13 8417b84a1747873a748184c7847,a4e7a418a7a3b787a81747478,b78748a747171343a74878b71a81,748a74a71c73173a171818786a08,8748f7843783a7878b6a0b7,41b818c78374737c67a078787,c7b4d734b6317b08a7c8,78c7b8163a6a783a084a71817a1,1b7478b683a78a03b7874a7a818,8a78471b7384a07473487874878a7,871b717a13a07a8743a7878748b7,1b787b830a74c7a17874a8c4,8a787878d71a71b7a1748b787
dataset=image_deserialize group=rotate_cw image_width=medium image_height=large
CW rotate SIMONSARCRLEIMAGE
30 12 f06u0,g0a6s0,i06r0,j0a6p0,j0616o0,j060a1e5h0,e0d36c36l0,0d3d06d0a6e0c70,d0e36f0e7d0,j06f70a6g0,g0c7f0c3f0,0
12 30 0,c03f0,,,,b0a3f0,b0303e0,b0303d06,070303c060,,070303b06a0,07f6b0,a07a03016b0,a07a0316c0,a07a031d0,a07a035d0,a07a065d0,a070605d0,,0307a05d0,0367a05d0,0367g0,0307g0,b07g0,,c07f0,,,,0
dataset=image_deserialize group=rotate_cw image_width=large image_height=medium
cw rotate Simons-ARC-RLE-Image
12 19 32352323c2,2525c23252,53d232a52,d2a3d2,23c2b5b2,2a3b25d2,a25h2,a23a25c232,5b25b23a25,c2a5c2a5,32b3a252532,b25a25c73,323b2b4523,a2i4,e4a2a532,d2525c2,35d252b3,23a25a325235,a5a3b2353a2
19 12 52324232325d2523,53524g2a32352,3b2a4323a2353c23,3b2a4253g2a5,25a2a4a23a5g2,2325a4b2525b23a23,23b2a45d2a53b2,32a52a475d252323,a5a25a47a23b25a232,323254575f25a2,2a3234273523c2a52,253a24a32a5g2
dataset=image_deserialize group=rotate_cw image_width=medium image_height=medium
process Simons-ARC-Image and return the cw rotated
19 3 c151871785a18a271,1d3d76b80121,17a15a1a9a6c707a1
3 19 1,731,131,,535,131,178,9a7,971,6a7,678,765,781,,7a8,a02,712,127,1
dataset=image_deserialize group=rotate_cw image_width=medium image_height=small
CW rotate SimonsArcRleImage
3 9 a09,0,9,a09,9a0,0a9,0,9,0a9
9 3 09a0909a0,a909a09a0,a9090a909
dataset=image_deserialize group=rotate_cw image_width=small image_height=small
Process Simons-ARC-RLE-Image and return the clockwise rotated
9 17 8a2a78278,727a87a87,e8768,8c2a862,28a7a8768,872828762,a72829a78,7878272a8,7a8787878,b8a27128,72b87187,7b87a817,c878787,a8787c8,c79b82,87875c8,e8a27
17 9 a87a8a78b782a878,8a7b82b8a7828a2,a8a7d87a272872,8a7c827b872a87,859b7828b282a87,e8c79c878,2b878a182b78782,2c8182787c687,7828b7c8282878
dataset=image_deserialize group=rotate_cw image_width=small image_height=medium
Rotate clockwise SimonsRLEImage
17 8 7,n707,l75a87,j7b8b7,d787c85d7,b7c8a756e7,a7a8b7a56f7,e75a4g7
8 17 7,,78e7,7a8d7,a78d7,a7a8c7,578d7,4578c7,,7658c7,a768c7,b758b7,c78b7,c785a7,d78a7,d7807,7
dataset=image_deserialize group=rotate_cw image_width=medium image_height=small
rotate CW SIMONSARCRLEIMAGE
8 23 85a65686,b658b6,6825c6,52a656a5,a5a8a6a5,85656523,c65637,58c537,c56367,a5a83657,65836587,5853b57,a536a587,83862857,6c5867,b5a6567,6564b67,a5845a87,5a6846a5,c54a58,82a545a6,52b5168,a5658656
23 8 a58b56568a56b568a5a68,5a256c5358b586a52865,6b5686a5835a8a5a6862a6,c58a465a6a38a56586a56,85b45a652a5636a5a65685,61a56865a8b563565d6,5a6a58b6585856a32a5a68,68685k73a5b6
dataset=image_deserialize group=rotate_cw image_width=small image_height=large
process Simon-ARC-RLE-Image and return the cw rotated
23 2 94d98494a9a4a3c794,8a949l3b209
2 23 89,94,9,49,9,39,,38,34,39,34,39,,34,,3,,37,27,,,09,94
dataset=image_deserialize group=rotate_cw image_width=large image_height=small
Rotate cw SimonsArcRleImage
2 21 68,86,69,8,68,95,85,95,5,,51,,,,61,81,,91,89,86,96
21 2 9a89a86e598968686,a69g1d5a8968
dataset=image_deserialize group=rotate_cw image_width=small image_height=large
rotate CW SIMONARCIMAGE
21 15 6a3a636a863a86838b68,386368b6c863a86838,3b683686b8a681c68,c63683683c6123b6,8a68a6b868a6b812b6,8a6a8a38a6b8b6162a6,6a838g636861286,868c68a368a63a18626,b638b686a86a1686362,8c636a368a1a8383a83,a68b63b61a68d686,6838a6a8a1d63c68,b68a3a1a68a3c63686,b68616868a6a8f6,a68a68b6a8c6868638
15 21 d68686a86a36,b68c68c683,8a638a6a8d63,6b8a6363a8a636,a63b686a8638a6,813a63b63a6383,a6183c63a8b6,681863686a83868,b616383a68b68,a861b63b6b86,86861a8a6a83a83,a63a61a868a6b8,683a61b68b6a8,68a6a816368c6,d6813a686838,8a636361868a183,d6a816a126a8,863a63681623b6,d6836a2b686,3686a8628c636,8a68632d6b8
dataset=image_deserialize group=rotate_cw image_width=large image_height=medium
Rotate Clockwise SimonsRLEImage
15 12 40b94a909490a9,40e9409a490,d9043a494049,b949093c9a49,90a3e6b539,c9b39394a3a9,90903a9c34b9,49493a4a3a90a49,c9b34a94a949,9a4939094c949,0a94a9a4f9,490h94a9
12 15 40a94d9a4,a94a9090a9a0,09494a93c9,94b90934b9,a9d36c9,b934936a094,9403493694a9,9494a396a3a9,a949b369a40,d93969409,b949345b94,c904359a49,4b949354040,a9b4a93a4a9,i909
dataset=image_deserialize group=rotate_cw image_width=medium image_height=medium
cw rotate SIMONARCRLEIMAGE
12 12 09e0a909,b0a9a0a9a09,09b0b90a90,9a0b9d09,a0a5d1290,a9a0b5a2a90,c05a2a5909,90a92b0a9a0,09a0590909a0,0a9050909a09,0a9a09b09a0,b0a90a909a0
12 12 c090909b0,0b9a09a0909,0a909a05c0,9b09a059090,90a52a519090,09090251a9a0,909a025109a0,9a0905210a90,a0909521a0a9,a90c920909,e0a909a0,a09a09a090a9
dataset=image_deserialize group=rotate_cw image_width=medium image_height=medium
Process Simons-ARC-Image and return the clockwise rotated
12 9 1a28219a2191,129a81829282,28a29a298128,12a812a9a298,91a759b5428,8982a98a42a1,b281a4b912,82921a91a921,29292a818182
9 12 2828912a1,9a29128a2,292878292,9282782a8,2a1951982,894a9a2a1,894859289,a1945a9a2,8a9452892,1a9242121,82a129289,2121b821
dataset=image_deserialize group=rotate_cw image_width=medium image_height=small
CW rotate simons-arc-image
9 29 4a9a49b4,94943c4,94343c4,63643a494,3d4a94,a4a349b4,93a496b4,63c4694,c49a494,c45a794,b435a4a9,3b4543a4,49a659b4,b465a434,b4954394,a4395a343,c4549a4,39495c4,c45a494,c45c4,3c46394,9a4946a46,964a94394,4,a4343c4,43b43494,4a9a43b4,694b9349,a63c494
29 9 a6c4a93a43d43b469436a94,6a93a46c49c49c4a3a43a49,34943g43a46e43463a9,49c4a9b494a9a643c43d4,49a4349a4j5949a4b34,49a3b4a6c43a49a47a469c49,43c4343b49a3a434746a49c4,9a49a494949b493a4c9a4a9b4,49d46d43c49i4
dataset=image_deserialize group=rotate_cw image_width=small image_height=large
CW rotate Simons-ARC-RLE-Image
29 21 0,,,,m06m0,l06n0,k06o0,j06p0,i06c0c43h0,h06d4a0a3g050,g065d0a3g0a5a0,g025c03g0a5c0,h02a0a3f0a5e0,h02a3f0a5g0,h02g05i0,h05e0a5j0,h05c0a5l0,h05a0a5n0,h0b5p0,h05r0,0
21 29 0,,,,,,,,h026i0,0d5b2a56h0,a05c03b046g0,a05c03b0406f0,b05c03a04a06e0,b05c03a04b06d0,c05c0304c06c0,c05d0304g0,d05c0304g0,d05d034g0,e05c034g0,f05c03g0,f05l0,g05k0,,h05j0,,i05i0,,j05h0,0
dataset=image_deserialize group=rotate_cw image_width=large image_height=large
rotate CW Simons-ARC-RLE-Image
21 16 b404a0c4a0g4,404a0b40a4b0a40b40,c0a40b4a0b4a04a04,d40a404e0a40a4,b04b040a4040e40,c40a4c04e0a40,c40m4a0,a4b04a040a4b04a0404,a0c40d40a4c254,h4e2a4a504,404a0b479a40a4a50404,a4c0a4794b054a0404,a40a4c0740a5a40a404,b0d407a5b04b040,a4a0b404740b40d4,4a0d40404a0a40c4
16 21 a40c40b4040a4,040a4040b404a04,d0b40a4040a4,40a4a0a40c4b0,c4a0a4c0a404,b4a0e4a0a40,b40b4a0a404040,4040c4040d4,04a0a7c4b0404,4b7a924040d4,045b42b404a0a4,405a042c4d0,0405a02a040404a0,0405042404b0404,a404542404040b4,40b4542a404a0a4,04b0542040a4a04,a404a052040d4,a40b452c4a0a4,b4c05a0b40a4,a40e4b0a404
dataset=image_deserialize group=rotate_cw image_width=large image_height=medium
Rotate cw Simon-ARC-RLE-Image
16 18 85848a4b848a485,85a4383845835343,384a84584b85484,48483b5843a8484,a85a4348a5858484,835a85b83d84,38458b484b83a4,d835a34a83858,3a453858a4a8a613,4a54383b8a641a4,a5c8a4a8481b8,a4a3483458581434,48a484b85418453,4a8b34a8513a854,8484585835a848a3,84a5a85845d85,53a5e83a4848,a5484b83a8a4834
18 16 a5a8b454383a843a8,53a4a84a54a83b8a5,4a5a84385484a5b48,8a543438458584a8a4,4a853848a3b843838,c834c834535484,a8a548343a5484a534,e8a4a834a85b8,3843a85a843a858a48,a8c5b8b4354858,83a814546d83a84,a4a831a86c85a838,a484a8a1463c8a54,d8a4816838b434,3483a5384154c848,48534348438d435
dataset=image_deserialize group=rotate_cw image_width=medium image_height=medium
Process SIMONARCIMAGE and return the clockwise rotated
18 6 g818282a8281,81a8a282a8d4b8,a82a8b2c3b78a2,b82d82a782a182,828282a82h8,b82h8212a8
6 18 8,82a818,b82a8,b2b8,c828,828a28,b82a8,b8a28,828381,a823a8,a87342,a87348,b8742,282748,181748,281a82,b82a8,a8a281
dataset=image_deserialize group=rotate_cw image_width=medium image_height=small
Process simons-arc-image and return the clockwise rotated
6 14 d90,a9a7a0,7a9797,793979,a93709,a937a9,0319a3,9a8397,9251a9,923597,920159,029807,9281a7,989179
14 6 a90c90a9a7a9,8d283e9,98903581b3979,a1815139a79a79,a705b93907909,9a797973b97a0
dataset=image_deserialize group=rotate_cw image_width=small image_height=medium
process simons-arc-image and return the cw rotated
14 28 50a15105a15a15,105015c10a15,c151051a0101,a15015a1515051,51a505a01a5b1,05b15f15,5c1315d10,15b073a1015a1,501a5713015101,0b5171305a0a1,a15137a13a1051,c137151315a1,a5a1307b13051,b1513705a1301,d13710a13a1,1a50137a151531,1015137d109,a151537a15a195,a5b1375015950,1a51a57a159101,c101705915a1,a15a1575915151,1a510539a15b1,10c197a10a51,50a15937b1051,b159a17015a15,a519b1715b15,1050510705c1
28 14 1515d15d15a1051505b15,051a05a1a5105a15a150515b1a0,5c1a5151515c1a510a1a5151,095g15015b1a50a150101,51951010515c1b3150a101515,b191a515e30d73b5151,0a1393i7c13a101010,d795015c10151a315101515,010b19510b105a13a0c15b1,a5d1951515b131510a1510a1,a1510a5195d13a105b1a5a05,b105a1519a15a305a015b10b1,b1a5151059031051510c150a1,1a5e1059h105b1a5
dataset=image_deserialize group=rotate_cw image_width=medium image_height=large
Rotate clock-wise SimonsArcRleImage
28 10 a382372837b23b28238327a238,a23273a232a373237a23a2a72a32,37823a273b2b138c23c2a8,23b23e537287a3237a83b2,7278b282b0d5a27323b282,2383a287a2a32c0b283283278,2a82a38232327a237c0a23c2,237278c2b382323a23c0b2,a272372732723d28b2828b0,8a232a327a38a7d23837a2323
10 28 8c272323,a238323723,2a7a872838,3b238c2,2373b2373,3783a23237,3a2a825b2,27a2785728,7323a25b3,3c205a27,37b305232,8232305232,7a37253172,72820571a3,c20521a2,a2a3058a32,b27057872,a230a23a28,2820a23b2,3a2027a2a3,82308a3a28,3202327323,780a238272,a2038282a7,2802323b2,30e232,20a27828a3,30a28a2828
dataset=image_deserialize group=rotate_cw image_width=large image_height=small
cw rotate SIMONSARCIMAGE
10 10 a52d535,d53b53,a3a53d5,b5b49a53,2530659485,b506389a5,a50b629a5,a5045269a5,a50a53a235,e53535
10 10 d5253a5,f53a5,5b053b52,a546a04b5,b5b643a5,5326354535,32628a9b5,52b94c5,a3b58b53,e53535
dataset=image_deserialize group=rotate_cw image_width=small image_height=small
rotate CW Simons-ARC-Image
10 20 5f252,e25b2,5257b27a2,a572525272,a572c572,2b5275b2,725a6a2527,b587a67a5,2528b2695,5a28572952,a528529725,5785259b5,758259c2,72823b275,a2865a3275,258a2753a5,728b2a525,a252b5252,c2a752a5,a2752b5a2
20 10 b27a2a7b52572b525,c25a25752a52b5b2,725e8b2b5a75a2,5c26a25c865a27a2,275a25352a52762a5b2,5752732952726275c2,d53a2a9a262b5252,5a253b25796752527a2,2a525a7252595a2a7a25,252c52a52a57e2
dataset=image_deserialize group=rotate_cw image_width=small image_height=medium
rotate CW Simon-ARC-RLE-Image
20 10 a0a6a0a605a360a60b6,363065b0606060650a6,c606a5a6a0b60c6,a60603e9060a3a05,b6b0b6060b9a2b6,a60a606a0a6c2030a6,0a6060a6b2606a0c6,0a60a6a23b0g6,6b06a0560a60d606,6060a60a6060360b6a0
10 20 a6a0c630,a0f60,60a6060636,c060a606,d6b060,606b03650,a02b69506,6526069506,a6320696a0,b02609a65,a602a69a03,0606209063,3060290606,c629b60,0a60290606,b6a0230a6,c6323650,c6060606,a0c60b6,0d65b6
dataset=image_deserialize group=rotate_cw image_width=medium image_height=small
rotate CW Simon-ARC-RLE-Image
10 9 3b03b036,6b06a0360,0a30a30630,b03a03b0,a3d0350,3b030a530,06a3a406a3,030130a4a3,a30a3a06a0
9 10 3a0a3a063,a360303a0,a03b03a0,313a03b0,a343a0363,a04b03a0,040503b0,646530630,0b350363,0a3d06
dataset=image_deserialize group=rotate_cw image_width=small image_height=small
Process Simon-ARC-RLE-Image and return the clockwise rotated
9 15 8383b838,3g8,3b83c8,c83c8,g83,b83b858,a83b8538,a83736a58,a83a65858,836095953,86875b93,83a859a58,b85795a8,a83898583,c89c8
15 9 k8a38,b8363g83,83b86b3e8,a858706783c83,a97a5963b8a3a8,a8b9a56f8,8b5a98a5e8,b859b535c83,83a8a3c83c8
dataset=image_deserialize group=rotate_cw image_width=small image_height=medium
rotate CW SimonsRLEImage
15 11 a18b1b81b818,a8a18181d818,81c8a18b1a81,b1b8a1d8a1,a81818a1c81a8,a1a8b1b8a18a1,8c18181a68181,c81a8a2d18,818a18b1a2a181,81a818c18a2a8,81a8a18g2
11 15 d8181a81,b18a18a181,c818a1818,a8181c8a1,f1b81,1c81b8a1,8a18d1a8,2a12a8c18,2a121e8,21216b8181,282161a81a8,a2a181a81a8,a2b181c8,2a8181818a1,2818a18a1a8
dataset=image_deserialize group=rotate_cw image_width=medium image_height=medium
rotate CW Simon-ARC-RLE-Image
11 28 6064b64a64,40b4a646a4,0a64c6a46,6a04646a464,4b6464c6,4646a4a6a46,64a6c4b6,c64a6a4a6,606a464b64,d640b64,b6464b646,64d60a64,f6c4,060a6a4b64,06b46a4640,a464b636a4,4a646463464,6464a643046,a4606463b6,4e63692,6464a60a962,0a4640a3a46,6b406a3a46,4b6063a606,64a0a63a646,04c63a6a4,6a4b63c6,4640a60c6
28 11 46064606a46a4a0f6a46046,6b46b46a464b64a6064a606a0,a4606a4e640f6460646,0a60646460c4b6464c6c4,c6a04e64d6d4a646,e60a6464a64a6a4a6a464b6,0e30a64a6a4b6046464c6,d6a39d34640b6a4a646a4,d6a49a604b64c64646a4a6,a6a40a469646a46464c64a6a46,a64c6a2a6a40b46a4c646a4
dataset=image_deserialize group=rotate_cw image_width=medium image_height=large
Process Simon-ARC-RLE-Image and return the clockwise rotated
28 30 b13p13b1a31,13a13e13a1a3a13a1a3a13a1,d13b1a3c13c13c1a31,f13c13e1313b13a1,313a131a3e1313a13a1a3b1,a1313a1313b131a313a1d313,b13b131a3b13131b31313b1,a13a1a3b13b1313e13c1,3d1b3131a31d3b1313a1,c13b13b1a313c1a3a13131,3h13b13c1c3a13a1,b13n18g1,3a13b131b31a3c1831313b1,d131a3131b3c18a3a13b1,13a1a3c13a13d181a3b1a3,a13c13d1a313a18a13b131,l13a131386b13131,313f1313e186b13b1,b13a13d1a3a13a18613b731,e313a13b1313a1c7c41,a13b1a3c131d728a4313a1,d1b3131b71813138f1,b13c13b13a813b18a1b3a1,f1b31a31b8b183c131,313c13c1a3831a818f1,c13131313138d1a8a13a131,3g1a3a18a313b1a313b1,c1c3h13f1b3,b13131a3d13f1313131,b1a313e13b13i1
30 28 b1313c1313c131313b13c1,i13c13k131,d13b1a31313f131a3c1,a3d13a1a3d1a3c13d13,31313d13c13c13b13b131,1a3d1313c1a3d13a1313a1,31313b1a313h1a3f1,1a3a1a31b3b131a3b131c3b1,13a131a3g13b1a3b13c1,b13a1313g13d1a3a13a1,b1a3d1313a1b3131b3b13a1,e1317g13i131,c1c3731a3b13b1a3c13b1,3a1a83187a131d3a1a3a13d1,13131b8173b131a313a1a3c131,b13138187i1a3a1a31a31,e18317a31a3e1c3d1,31a318a137j13b13c1,d18b17b13f131a3b131,c18b1327g831313a13b1,c1e87b6a1a31a3a131313a1,b13a13a147c1a3a1a3b13131a3,1313d1473a1a31313b1a3b131,c13a131347h1a31a3c1,1313b13a147a3a1a3a13a1b3c1,a13c131347f1313a131c3,1a31313b1431b3c13e1313,a13k13g13d1
dataset=image_deserialize group=rotate_cw image_width=large image_height=large
CW rotate simons-arc-image
30 17 b61b6a1a6561d616a1b61a61,1b6165b65c6561c61a6165a1,1b65b61a65a1d6565c6a156,16565f61a60e651b61a6,1a65615f61606a1c65a1a61,e65i60b61a6561a61,c65a6a1d6a5610b61a6561a6,65e6a1d6a1a608161e6,615c6561b6565651689g6,b61b651a6a4c6a168591a65b6,a61a5d61a6b41658109a61c6,g61b6a561b43a10915c6,1d6a1e6a5616a4a60965b6,61a61b616a1b61a65a6b4096a15,g65c6161d61a6a4c6,f65a6a16b1a6a1c6569a61,l6565a6156a1c6a16
17 30 c61f6c16,b61c615f6,e6165c65b6,e651c65b61,b61a65b65a6a516,k61c6,c61e6a5a656,65a61a6a561d61,a65161616a1b6161,g6a1f6,6161a61g656,6161b64e6565,d6564d6a1a6,5a1a65465d6161,61a6564b6561c6,5b15146515a60656,d641a61a60c6,c614615610b616,a165645a16061c6,51a6438a60a616561,c64a1b8f6,161461059161a6561,1a6460a9a61a656a1,b64096161b61b6,654091d6a5c6,a649651b6561a616,69a65a65b6a16161,1a61e61a6a156,1a61i6516,6165f6a1a6a1
dataset=image_deserialize group=rotate_cw image_width=large image_height=medium
Rotate clock-wise Simons-ARC-RLE-Image
17 27 f21a21a210a2,1a2021626201c20,c21b2626b2162,d20d2a16b2,20d20e20a2,21202626d21b2,026a2120a6a216a26,26a20120210e2,b21d2a06d2,1b26101d21201,d2620a1a210602,0a21d21a21a242,162a1b260b21420,2121b262126a8412,0a2a1a2b12814b2,0f2018a24262,21a2a101a826421a6,a10c280161421a2,620b28b20a410a2,a201a8a9124240212,a2089261a2a410b2,a026a212146402162,2621d2a4a0a262,a2012b1b40a21a2,a2106212420b2020,b21b24240e2,62a620a21021d2
27 17 6c20a2612a021021a20c212,c260b2a1a216c26210c2,6210a2c0i26e2,610a1681c2c1a21a20b202,a26b298a212121a2620c21a2,0a21b28a21d2612a1620212,a2a12169820e20f262,2421a219281216a2012a060b21,12a42121208012621b26b2a62,042b4b218b10a12016e2,2a0a46a40628e2a0c2601,1a2a0a42416286c26c21212,c2a01c42182a1b21a21b2,e2a01a2a481201a26126a21,a20121a20a1a2a426d202120,c2a621a2a62124a0e26a2,a20f26b20a21a26c202
dataset=image_deserialize group=rotate_cw image_width=medium image_height=large
Rotate cw SIMONSARCIMAGE
27 22 161636a14a631a63a64614a1641,a13613b4b646363b4a646461,4131a634c1313a6461a61a636,13a631636a1a6a4161434161b6,a3b61464b1636363161414636,a1b64b6161a6a414a63413b4,a616a14b64a6b1c6461b61,a13146141a646a46a41b6464a6,a614643a61a63a6346a161a6141,464a6316a46363a16a46461a6a4,4641a641d6a313a616161636,31a63e6314a63a1736416a1,161a63634161a6a41a697a6a134,1616316461b3434a647a316134,614a13a6361b434a679a643b6,a61a61416363d6769a64a614,61a3c141c63173a6964b64,614a6161a6a1416734a69616136,b1364a6b46a37614a6961a631,31a63c63b671413a696b161,6a16413164167a61a6469a34a61,a6146b4614741464a616a16146
22 27 a631c6a13a46161314a1,6d161a61b6161a3a16,a1614314a16a4131b6a31,4a636361b61641c61a6,643a6161363b641a63613,4164b1313a634614a1636,43b614c641314646341,41a6b164361a64b63a41,b64646364a6461a6461a4,14346136a1a641a6c1a6,41641a613e646b1a6,7b6163431363646a16163,47634a64361a63d6341,16731a6a464a36416341a6,4617636a34631641464a36,6146716b46a1361431a63,46a137b61a36a461b636,a63a437b6164646431a46,64d6746164a1a6146a4,1d6a9797161c63146,6d9a637364a64314a61,13e63a6161a6a41a64,13b1b41646164b16141,641c636b1c6341a61,16161b6a1b61464b646,4a6a3616a313a4a6436364,6b16a46a41641614b6a1
dataset=image_deserialize group=rotate_cw image_width=large image_height=large
process SIMONARCIMAGE and return the cw rotated
22 15 0b1090129151050909b1,9a1510b12190a1a909151,108b1051520a15019a101,0980105a9192a1591a0109,1809010c152a05910510,581015a919a1929a0916a1,085a1a010a10120b91605,18501050b15a1259016a1,819d101010152191650,850c19a190a6a12a9069,8g5018c6521061,9a01c0j5101,a5b1a59c1a5c1a609,a1a05101a09a5b15a0160,a1051a0a1a0a1a0a101901
15 22 a159b810510190,a150a51c890a1,a010509a510a8a1,50a15a101090151,15105d10b10,01505a1a0510109,a0505a150905010,a190591019195a1,101a51010a19a12,a0150c19a1529,0915190c192a1,151580150152095,1b5a60a192a101,01a5a6a1a20b10,0a156152090a515,b1561259059090,151a521a909a1a9,a0152a90a9109a0,106519c1a01a9,9161a0c65c1,06a0a6510a1a051,109a19015109b1
dataset=image_deserialize group=rotate_cw image_width=large image_height=medium
Rotate cw SimonsArcRleImage
15 30 8989a8b98a9858,c898a9a8a9859,98e98a9a858,989c8c985a9,98989898a989598,89a8989c895a9,9898a98b969598,a89c8a98695a8,a9898c96a9589,898b9a86b9a89,e896a8a9b8,a89b896a989a89,898a986b98a989,989a8689b8c9,b986b8a959898,a9a86a98985a9a8,8a968989a89a898,986a9a89a89a8a9,96b9a8a98967a8,86d98c9798,6a4a989a6598789,a98c498597898,e87b497a98,c9a89a7a978a9,c89a8a9797a89,9a8d98b9a89,9c89c89a8a9,a98a98a9898a989,a89a89a8d9a8,9c8e9a8a9
30 15 98b9898968a98b9c89898b9a8,a89b89894a68b989a8a9a89c89,89c89a84a9698a989b8a98b9a8,a89898984c96b89a8a9d8989,a898a9a84c98a689a89a8b98a98,a98a9b8489a8a986b8a989b89a8,989898974a9b89a86a989a8a98b9,9898a974968b9a8a9a68b9a8c9,a9b897486a9a8a98a986b98a9a89,b989794a59c898a9896898b9a8,a98j9a5b8b9a6a8c9,8a989c7896a8k9a8a9,8a9c898b7a898a9b8e5b8,9a89a8b9898a98a9e8c9b5,98d9a89a89b8b98a9a8989898
dataset=image_deserialize group=rotate_cw image_width=medium image_height=large
rotate CW SIMONARCIMAGE
30 16 5,,,,,,,,,j5a2h53f5,l5b2e53f5,o5b2c53e5,r5a2b53d5,t5b23d5,w523c5,5
16 30 5,,,,,,,,,,,e52h5,,d52i5,,,c52j5,,,b52k5,,a52l5,a52a5a3h5,a5253j5,52a3k5,53m5,5,,,
dataset=image_deserialize group=rotate_cw image_width=large image_height=medium
Process Simon-ARC-RLE-Image and return the clockwise rotated
16 27 63b0a532603a063,c056032306a056,3030a63025a06065,63506b0256c36,6060606235a60a63,60303a6263535a03,a6360632605d0,06060562565a03a0,36c36260350635,0536a502b053606,a3a0536230b53a0,a306063265365350,a060a3206a0a5a63,50a53020a3a650a3,a6a03020353505a0,3a603025a0360536,303b02053053503,b350620a6503050,a0b602a05a09056,5050323b0639a36,b056206b390356,06a062630a693060,03c06a30630a60,a3a65063539a3653,05c03535305a30,3a6a35a0693a53a6,0a353a056306c0
27 16 0303b050b3650a3030c6306,365a36b030a6a0a35b6a03a03,3606b056a36056a0a30a3653a0,5306a05065b0506063a6e0,a3050a636a0c30a53a03b650,05b0b206c0363535a6a0a65,a03b603f2360a63a60305,505b36c05b0g2a0a3,a635303a0650a3a63065a63c2,3953063056305305b0603b536,0a39a636050a3603503b5a6b0,650a3a93a0565656b5a0363063,0a53030a9a3a0c53b05036a0,0a3a60a3a0b506a3a63a063b0,0635a653a5030365a03b063656,0603a0b60360a3a065a0a36563
dataset=image_deserialize group=rotate_cw image_width=medium image_height=large
cw rotate simons-arc-image
27 21 e26b2a6a2626b262a6b4,2a6b262a626d2b6c4a26,h26a2a6c25462a6262,e2b62b626a25b2a6a262,b2626a26a26b265d262626,2a626g2625f2a6a2,2a6j252a6a28a26a26,c2a6b2a6a256a2a68b26b2,2c626b2625c6a8b26b26,a2a62626b25c282a6a26a262,6e2b65262a8b26a26a2a6,26a2626a25a628c26a26a26a2,2c626256268a2626b26b262,a6d2526a8b26c26e2,d2652686b2626b2626a2a6,d252a862a6a2a6a2a626b26,a262528k2a6a26b2,b25a86g26a2a6b26a26,a258i26b26a26c26,2a8a6a262b6a2c626e26,8b2b6c2a626b26a2a626a2
21 27 8e26a26i2,28d2b6a262a6b262,28526b26a2a62a6b262,2685c26a2a6b26c2,a6285b2a6a2a626d2,6a28256c2626a26c2,6a268252a6a26c262a6,26b2825a2a6d26b2,d2862526d2a6262,26b268a656a26c2a62,26c2682652a6b26a26,a6b2628a625c2a62a6,6c26a282625c2a6a2,h28a26526a26a2,b6b26b282a65a26a26,2626262a62826a256c2,26b2a6c2862625b26,26e26b28a6a25262,62a6d262686c2562,262b6c2a628c2462,c2c6e28b2646,626d2a6f26242,6c2a6b2b6b2b646,b2a6g2b6a2646,6g26d2a6b24,e26262a6d2a624,2b62a6b26262626a264
dataset=image_deserialize group=rotate_cw image_width=large image_height=large
Process Simons-ARC-Image and return the clockwise rotated
21 20 56b50a6b256a50560a5,5a6a5786506d260560,60a6576a806056a5a2606,a0a505750a86c5d6,a656a57b50a8656a5056,e57a565a0a856b56,a515a67d5b6a86565,6016b5760a6d5a8a5,01a56a575a650b5065a8,6105a657a6565060d5,5a96b5765a6a506a50a6,615c9076a5060a56565,61d6c9a56506c5,1a5a6a505a6c906a5a6,1a656a56b50a56c906,10a6c5b656b5065a9,5056056b5606a5a60656,b50c6065656a560565,565a050560656b565065,056a5a656050a60b5056
20 21 0b5b1a65606a5606a5,565a065a19a10a56a0a6,6b5a6565905a1b5a65,5a0a65a696a56a5656a5,50605b695a656a50b5,656c56956a56b5a70,60a6b569c5c7686,a56a56090c7c58a6,a6056a597a656b50852,a065656965a605658a02,565a6569565a6a508a62,0560509a5a6565086025,a65a65950a505608a526,656b59a650a56865625,0c5695a06a568b525,b5659a0560a5856a520,5b609a6b5058656265,a5a069a56a5686a56206,a05659b50a58a50a650,5a659065a65856a56065,6a569a6a5658a5c605
dataset=image_deserialize group=rotate_cw image_width=large image_height=medium
Rotate cw simons-arc-image
20 21 b474742b847a474272,a9a471a4274d84972,424291a3a72b742a874,947941273a7a2b42747,24a7217243274b2a747,e414a9a347972a72,2462a41a42a432792494,a4627919d4a39a474,276742174a2a7a43a279,262a421274279a24a242,7a0a4714927b4747474,768a0a4127c249a272,26824a017a4924724b2,46487a4a0a49429749a4,467489714a07497a9727,46292841a42a84b24a7,46947841478c4924a2,672a7482147474247a24,64a742781a9242727249,67247a4812c4c2a4,6479a49282a424a24727
21 20 c6c42a7a242429494,4747e6067d4294,72729274a802b64a7b4,94a7494820a47a2479247,474a728740b47a424974,a424a894047a29a4c17,9478a47404e1723a4,2a82b10a14279a427342,8b1b407297b4943728,a294740a472424293b78,a497820a427a2a4327248,a42a487a924a7a4372784,2a4748a4a249743a42787,a42b4924242432724784,a2724279747243792a484,b24929729a43a9724287,42a7a29a427a24a2728a4,7b2a479a24a2a4b7892,2a4a27242a74a797a4b7,74942a74a2429a42a74a2
dataset=image_deserialize group=rotate_cw image_width=medium image_height=large
Rotate clockwise SIMONARCIMAGE
21 12 19491a7b1a919494b94,b1a4a9c791b91c9,f91a91c7b91a9,142a191g9c7a9,42141a94a14g9a7,9294a91b94b9191a9a1,12b9a4a91b9a4a1b94,92919191d9194a91a9,2b9a14b94a91f9,24949491d9a19a19a1,2g4b1c9a1941,9141a9b1i4a9
12 21 9b2919419a1,1a49c24919,a4d912914,1a4919a41949,9491b9a1941,9a4a14d97,149494191a97,14191a949171,14d91a971,41b9191a971,4194a9a49179,41f97a9,4g97a1,49b14b97a9,491a941a9794,4b941a97b9,4a1a9a197914,4a1d97b9,4b91b971a9,941b917c9,9a1a9417b94
dataset=image_deserialize group=rotate_cw image_width=large image_height=medium
Process SimonsRLEImage and return the clockwise rotated
12 26 7575b72c7,a76872e7,a761d78a7,a7651e72,a76a71e7,a767a2a1b78,b76a8a71738,87568c7187,575672872317,578682a73b7,a476528378a7,07a45a73c7,7076a435c7,807673a45b7,a7063a73a4a7,270637073a02,57036b0c7,a73068c787,7370678d7,73a702e7,3757078b787,5d75d7,a75a75d75,8g75a7,d75e7,2a72g7
26 12 278753b75278704a58f7,e7a3c7a074h75,b7575a73b0a7478a57d67,2e7a03c64d6a75185,d7a0b6a374a587a8271b7,7575a72780a7347b27821a727,c758787a07437878a71d7,h707345a3c71c72,i7345b73271e7,a75f704b78731c78a7,d78a7870e7183e7,b75e72g7a872b7
dataset=image_deserialize group=rotate_cw image_width=medium image_height=large
Rotate cw SimonsRLEImage
26 22 83d8a3c8380f83a8,c8a30a808b30a8080a80303,0380e803a80g8a03,0d8a08380g80a8383,e838a3a80g803808,a8b3c80b83b8a0b8a308,b8a0c83a8a0a80c8303a8,808a3a838a3d83f808,e83a0a80c8a3c80b8,a8a0h830a83g8,d80b80380b8083d808,b8b038a3808083g8a0,d8383a8a0d80a8a30a80,38b083b83a8083a830a83808,g80b8a083f8308,83d83808038383a83a0b80,80b80a3b83a80d8383a83,a3b83b83c8080d80a30,83c80b83a8a08383a0383a8,b8a3a8383e80c80c8,8383c83e8080c83b8,830a80a8a0c803b83a80b8
22 26 c83b83h8a0a8,a38a303f80c8383,0f80b80b83d8,8a3d8080808303a80a8,a83d8080b8303b838,0b830b83a0g838,b8083a8383a83b830808,a83a8a3a83b803b80a83,03d80a83a80b83b83,0838380b830a8a30a3808,b83c83083a83c80a8,d830a8a0a80c80a38,e830b80b8080a838,b80b8a08083a803b8a3,0a8b03d80e8a08,30d8a383i80,a803083c808a30e8,80f80a8a3a80b808,b83c83a83c80d8,3a80a8380j808,b80830a83g80b8,a803a80a83d8380c8,03a803a830b8080a3a808,b8a3a83f8a3830a3,c83a8a08a0a808a08a08,c8030a8a0f8b38
dataset=image_deserialize group=rotate_cw image_width=large image_height=large
CW rotate SIMONARCIMAGE
22 19 s0a3,d0a8e0303e0,3e0a8f03d0,h0a8j0,g03a0a8h0,b0a3b03c0a8b03b0,k0a30a8a03a0,c03b03g0a8030,a0303i0a3a0a80,f03k030,3j03h0,03c03d0a3g0,b03d03k0,c03d03j0,q03b0,f03b0303g0,l03a03d0,0,d03o0
19 22 g03f03a0,f03j0,i03g0,e03e03d0,d03c0a303d0,3o080,f03h080,b03d03e08a0,j030a308a0,e03g08b0,d03h08b0,b03i08c0,f0a3b0308c0,a0a3b03c038b030,l08d0,i0308c030,a03f0308b03a0,j08f0,c03e0803d0,i0803e0,h0383e03,q03
dataset=image_deserialize group=rotate_cw image_width=large image_height=medium
cw rotate Simons-ARC-RLE-Image
19 27 5,d58l5,,,,e58k5,,,e58f53c5,,5a2b58g53b5,a57a2a58f53b5,a57a5a28f53b5,b57b5a2e53b5,c57a585a2b57a3a5,d5758b5b7a53a5,d5758a5a7f5,e5758i5,f578i5,,g57i5,5,,,,,
27 19 5,o52i5,m5a72i5,l5752j5,k57a52j5,i5a7a52f5c85,h57c525e8d5,f5a75b82a8j5,e57b8b52l5,k52m5,i5752m5,i5a7n5,j57n5,,k57c5a3g5,k5d3i5,j5a3m5,5,
dataset=image_deserialize group=rotate_cw image_width=medium image_height=large
rotate CW Simons-ARC-Image
27 19 2,,,,,,,,,,2a5d6r2,b2c52k6f2,f2c5h2f6,j2c5k2,n2c5g2,r2a5e2,2,,
19 27 2,g25i2,,f256i2,,,,e2526i2,e256j2,,,d2526j2,,,,c25a26j2,,,,b25b26j2,b25a26k2,e26k2,,,,,
dataset=image_deserialize group=rotate_cw image_width=large image_height=medium
Process SimonsRLEImage and return the clockwise rotated
19 1 3h6d0a5a4
1 19 3,6,,,,,,,,,0,,,,,5,,4,
dataset=image_deserialize group=rotate_cw image_width=medium image_height=small
rotate CW SimonsRLEImage
1 23 3,5,,,3,,,5,,,,,,,,,3,5,,3,5,,
23 1 b53a53h5b3b53
dataset=image_deserialize group=rotate_cw image_width=small image_height=large
Rotate clock-wise Simon-ARC-RLE-Image
23 21 a56j5454a564a5,4b56f54d54c5,c54c56e564d5,g56d5656b56a5,f546b56d564a56,6b54d54j54,6c54b56i54a5,b54c54e56f5,b54g5c254c56,d56561b2a53g5,a54b54514d53f5,g5146b5436a54b5,g51a5a6463f5,g51d543f5,g514c59a3d54,e5451b5a9a53a5b65,c56b515a9j5,a5656b51c54h5,g51c5454f5,g5156k5,j5b6c56c5
21 23 m5a6b545,5,b56e54h56,k5a4f5,b5a6i54a5465,j56a54e5,d54c54i5,j56c54c5,5j154a5a6b5,e54a5a42a56b56a5,56a59c5652b54d5,6b59b56a52h5,6c59a56b52b56a545,65a459a54b52g5,e59464532c56a54,a54b5d3526f5,d5a3a56f5a654,k54d54a5,6n56a545,d56b54e54b56,d56g54a56a54,d56n5,e54d56a546c5
dataset=image_deserialize group=rotate_cw image_width=large image_height=large
Rotate Clockwise SimonsRLEImage
21 6 0,,m0a4d0,k0a40a6c0,g030a4h0,g034j0
6 21 0,,,,,,,,a3c0,4d0,04c0,,a04b0,,b04a0,a064a0,a06b0,0,,,
dataset=image_deserialize group=rotate_cw image_width=large image_height=small
Rotate clockwise SIMONARCRLEIMAGE
6 27 c219,429212,a21214,b2191,a1a941,a149a1,41c2,28b14,918094,4a9814,b2842,a41089,291059,a12051,b1052,910952,a105a1,120519,210524,a10512,,a245a1,a154a2,245141,a15419,4b141,212a19
27 6 241212a12a19a12424924a1a242,b1412b12c1942918b1c2,21b54e012a129812492192,a1414e59c0a8012a91b2,14142b12a1c5841912149b1,919121a2491a21a92b42b1429
dataset=image_deserialize group=rotate_cw image_width=small image_height=large
Process SIMONSARCRLEIMAGE and return the clockwise rotated
27 2 b083a8a53e2d9a5a030,a08a03039b5b96h230
2 27 0,,80,08,03,38,08,35,95,53,52,,92,,,62,29,,,,,25,,20,,3,0
dataset=image_deserialize group=rotate_cw image_width=large image_height=small
Rotate clock-wise simons-arc-image
2 21 64,,0,07,64,60,6,,76,,46,76,46,49,69,09,,79,09,79,04
21 2 0707a06a474a7c6a0a6,4f9f60470a4
dataset=image_deserialize group=rotate_cw image_width=small image_height=large
rotate CW SIMONSARCIMAGE
21 11 01d0101b01c01a0,01p010,1d01a01d01a01a0,1b0b13a8a641010b10,10a10a10a384c86a0a1,b01a0101434a010c81,1c0b14046e0101,a1a01a01a461b0a1c0,a10101a046a101b010a1,a0101b04101d0a101,1a01b0461c0c1010
11 21 10b10b1a0,a0a1d0a1,01c01c0,101a0a1c0,0101b01b0,a01010a1b0,c0d1a0,4a0a1a03a01,6c4138b0,a1640438101,a0164386b0,0b16a46b0,e084b0,a01b081a01,1c018c0,1a01a08a1a0,1a01086c0,b1a0801b0,01a0180a101,101a08a1010,0a10b1c0
dataset=image_deserialize group=rotate_cw image_width=large image_height=medium
Rotate Clockwise Simon-ARC-RLE-Image
11 16 6a5654a5a76,57a565a6b5,6a5d6b5,b574a56a45,6a5456a56a5,a6567457a56,a57b5754a5,647a57a5634,56a5a1b354,654a5316a54,656a576a145,6576a56a515,a46b565a64,c4676b54,b545a76a57,b56a565654
16 11 a5a4b6565a65656,a5a4b56456b575,a5467645a7e5,6a456d5647656,a56c51a5754a65,5a7a573175465654,67c61357b5a65,56b5163a575b65,6a56515364564a57,b5614a53b54a57,47a4a5b456c56
dataset=image_deserialize group=rotate_cw image_width=medium image_height=medium
cw rotate SIMONARCRLEIMAGE
16 17 a581a5a8585819a5,81581e5851a8,51c818c589a8,a58b58a58a51a58,9b58c5c8585,a8b59c58b5a8,818a5b851895a19,5958a5918b58589,9a581b51589b89,a585195861a5a185,158a5a8951c595,9d8585615b85,85a8a595981b5a8,19a1a85185b85a8,9a159a51895a9a89,5181a5a8d5185,b5951a89a598585
17 16 a591891595a89a585,5a1958b5918a5a15,58a1c8a58a5a858,9151a8a5a8c5a81,a598585a1b585815,1a585a89a589a58a5,a8a5958a598a58158,a8a15898518b5858,95a89a5618f5,a59586a1a515a8a58,b58a1a585b8c5,9598c595958a5a8,85985851a8a581851,518a5851851b5919,e89b81a85a85,a59a8b5b985b85
dataset=image_deserialize group=rotate_cw image_width=medium image_height=medium
CW rotate Simons-ARC-Image
17 15 i393a9b3,e3239c39a39,39c393a92b39a3,f392a320b39,929d3a930d3,b3a9a32359093a29,3a9f306a39a3,9239c3906a39393,a32a3a230632a32a3,2f3023b9329,23b9390c39c3,c32b32a39d3,c3a9i39,39d393932c32,d9b32393239a3
15 17 9b3a239a39c3,a9d3293239a3,9b39323939c3,9b39a3939d3,93929c39d3,a39b32g3,c3932d3923,39a30c3239b3,2a323a09a392a93,39b326035939a3,9e3609a3239,323939236a02b3,2b3a9b3930a39,d3939d3a9,9d32392a39a3,d323932d3,329a39b3939393
dataset=image_deserialize group=rotate_cw image_width=medium image_height=medium
Process Simons-ARC-RLE-Image and return the clockwise rotated
15 16 1m0,a01f018010,e08g0,8c06a08e0,b0906a8f0,b06a8b08d0,80a8563e010,08a05603c08a0,101568a03e0,a0156a1083d0,b01a60c1b08,a081a6018e0,a08016108b08a0,k01a0,010101b0801b0,a08d01a08b0
16 15 f0108a08a01,01e08f0,8a0a80a108c010,01a0a1a50869c0,b01c6a58d0,010b618a68a6b0,b01a01a030808a0,c0a1a03a08c0,1a0a8183c08b0,08b013b08d0,d01g010,81k080,a018c08f0,h01c010,d08i0
dataset=image_deserialize group=rotate_cw image_width=medium image_height=medium
process simons-arc-image and return the cw rotated
16 9 5a72a7a527c272,257a27a27a2727a2,25b275b6a2a727,2525272735b87a2,7a2a72c8a27b2,a727a827a23d2,2a7a252a52732b7,c27a2757257272,c7a27a25a2b72
9 16 7a2a7b25,72a72b57,727c2a7,7a2a75b2,27287b27,a2582c7,7b282525,275787625,2a5283672,57a285627,a27328b2,253a28272,a7a2787a2,727a2b72,b7d27,a27b27a2
dataset=image_deserialize group=rotate_cw image_width=medium image_height=small
Process SimonsArcRleImage and return the clockwise rotated
9 9 a01a01010,d07b0,b05973a0,a01397801,b0987a03,03a0701a0,c07c0,0103703a0,01a0703a0
9 9 0,a103d0,d01a01,03a0935a0,c78a9a0,c0c71,a301083a0,g01,c031b0
dataset=image_deserialize group=rotate_cw image_width=small image_height=small
Process simons-arc-image and return the clockwise rotated
9 22 d37b3,a3737c3,7a3737373,a3a734a73,b3734737,a3734c3,c347037,a37340b7,b340c3,7a34b3a7,a3737b37,a37a37b3,73b7c3,7g3,37c37a3,7a3a7a3a7,d37b3,d373a7,737a37b3,b37d3,b3737373,a373a7373
22 9 b37a373a7a37e37a3,f37m3,7a37d3b7a373737373,3a7b37a37a3a4b3b7a3,7d37a373730b4b373,a73b7c37b3073a4737,f37e3703a7b3,a7a3737d3737b3a7a3,c3737c3a73a737c3
dataset=image_deserialize group=rotate_cw image_width=small image_height=large
rotate CW simons-arc-image
22 25 1212121a02152a1c2151,a5212c1b0c12a12a1,21d251212b01215b2,1a21512a1261251a012151,a2521c2862b1a21a2a1,1212a12f1252a1252,1a212b18161b2a1a2125,b2b12825621a21a2c1,15c218216a2a1215a1a2,2151a28b26b212152121,b21a2b16b15g2,21a521b262121a21d2,2c15a21612b1a212125,21b25b26b215a121a21,121a2b1261a5251515a21,g12612a1a25d2,21a252b52c1a21a2a12,a1212a125a25a2121c25,1f21a21b2a1a2512,2521a212152a1251521b2,25a25121215a12a125b21,2a1a21a21d2c1b25,51215a2a1515a252121252,e1a2521e2a1b2,a25c21212a51251c25
25 22 215b2a12a1d212a121251,2b1a52b12b1215d2152,5121d2a121525b215b21,2a1a212121a215a12a1a21212,21525b251a21c212a15a21,212a1a212a1a51b2b121212,d21215a1b218121c2a1,12121b25a1b212a8a121510,25a12a1a5b2121b2812b10,125215b2e6215a18a202,2a125b2b12121c61a6101,5252b15125a2a1b2a121205,5b2a1a2a152121a212a12012,1f2a12b1521a2a150a1,a25a1521a2a51a2a1b2a10a1,5a2c1b2a1d2a1520a12,12a125b1a51212a121a20b2,21215d2121a2a5a2d12,2a1a21c251c2a121a2512,e2521b21a2c1a21a21,a25b2121g212515215,5a251a25a2a15a212152a12a1
dataset=image_deserialize group=rotate_cw image_width=large image_height=large
rotate CW Simon-ARC-RLE-Image
25 8 8a2e82a8282d82b82,2b82c8202c82c8a2a8,28a2d8308a2828d28a2,b8c2a320a282a82b8b28,e83a202c8b2f8,2828282a80b8282828a282a8,8a28282a80a82828a2f8,a828a2b82a8c2a8b2b82
8 25 a82a8a28,82d82,b2a8282,c8a2a8,b282828,2b82b8,8a232b8,b823b8,,2b023a2,b82b08,c82828,a2a8a282,282a82a8,a2a82a82,28a282a8,8282a828,8d2a8,2c82a8,282a82a8,282a8282,c8b28,a8282828,c8a2a8,2c8282
dataset=image_deserialize group=rotate_cw image_width=large image_height=small
rotate CW Simon-ARC-RLE-Image
8 12 8e18,6b15a65,165a6861,5a6a18a6,a65a1816,18a58161,16a58165,5a1586a5,65185815,16565a81,686585a1,a1a6a161
12 8 16165a165168,1865168b6a1,a65a1b565a1,6568b5a16a1,18a5b8a1651,15a86a1b861,61815a61b61,b1b51a6158
dataset=image_deserialize group=rotate_cw image_width=small image_height=medium
rotate CW Simon-ARC-RLE-Image
12 8 3a93a73939a3,e3b7b3,3,d39e3,e393b93,b39a39d3,c39f3,i393
8 12 3,f39,,a39d3,39d37,c39a37,a3a9a373,e379,b39a373,b39b39,9a39c3,3
dataset=image_deserialize group=rotate_cw image_width=medium image_height=small
Rotate cw SimonsRLEImage
8 13 a8786b8,8a787a67,8,b87c8,7b87a87,7c87a8,b87c8,787878a7,a87a8a78,8,b87a878,f87,d8787
13 8 d878a7c8,j878,c8a7d8a7,a87b87a87b8,d87a87a876,7b87a87b868,a878a7d868,a7b87a87a878
dataset=image_deserialize group=rotate_cw image_width=small image_height=medium
CW rotate SIMONARCIMAGE
13 22 h08a05,a0101b010850,b0808a01a5a0,10801a015c0,c0808e0,g0108a0,01h010,0,8j01,b01b08d0,a01e08b0,e01c080,1d08a08b0,a018h0,801g080,a80101c01a0,1a8h01,c08a0a8a010,b08a0a8a0a18,01b010101018,d08c0801,e0808c0
22 13 d01a801b08c01b0,a01a0a8g01e0,d080a1a01e08010,b08a0108b01e08a0,c08k081010,081b01k08a0,8a08d081e08c0,a01a8f08d01b0,8b08j0105a10,a01e0808f0508,0801a01h08a0580,a0b1a08a08c01c050,01a801f01f05
dataset=image_deserialize group=rotate_cw image_width=medium image_height=large
Rotate cw Simons-ARC-RLE-Image
22 7 84a82g84c94a84,c362n48,6c8628a486b84c848,c8b4286b84a84868a6,a8b4a86c8686b864a8,a4h86b84d86,m8686d8
7 22 84a8638,84b834,a84a838,,a8a4862,b84628,b84248,a862848,c8a48,b86a48,d848,86a8648,a86a848,b848a4,686a849,84a8a49,6a84849,d849,a8a68a4,a84a848,b86a48,8686a84
dataset=image_deserialize group=rotate_cw image_width=large image_height=small
cw rotate SIMONARCIMAGE
7 11 b79b7,b709a7,a70a797,a70c7,,70d7,,,,0e7,
11 7 a0h7,a7c0d7,e7b0a7,h709,h797,g79a7,7
dataset=image_deserialize group=rotate_cw image_width=small image_height=medium
Rotate clock-wise Simons-ARC-Image
11 10 i43,32032324343,42d32343,343a0a342a3,a32c32b3,a340434c3,a32b342323,2434c3b4,024c34343,3a234a32a34
10 11 302c3434,a24b34a24,243242a304,a343030a34,4b3430324,h34,b3a4b324,24323242a4,a34b32a34,3a42b3b4,434f3
dataset=image_deserialize group=rotate_cw image_width=medium image_height=small
Rotate cw SIMONSARCIMAGE
10 4 a47f4,4,a47a47c4,h47
4 10 4,,4747,4,,47a4,4,,,7b4
dataset=image_deserialize group=rotate_cw image_width=small image_height=small
CW rotate SIMONARCIMAGE
4 17 5,,53a5,13a5,0135,a015,4605,,5650,,56a5,,,,,,5
17 4 h5a4a01b5,5i601a3a5,h5a013c5,f5a0g5
dataset=image_deserialize group=rotate_cw image_width=small image_height=medium
rotate CW Simons-ARC-RLE-Image
17 26 2,,,,,,,,,,,,,,,,,,,,,,,,,
26 17 2,,,,,,,,,,,,,,,,
dataset=image_deserialize group=rotate_cw image_width=medium image_height=large
Rotate clockwise Simon-ARC-RLE-Image
26 4 1c4a341a314a6461a6164b6,61a6a14b64b6416464616434,4161631a614a643a4a13631616,61a63b6461a64a6a1a6461a63
4 26 6461,b14,b64,6164,3614,6313,6143,b64,4a61,6163,1a43,b61,b64,a4a6,6346,6414,14a6,a141,61a6,6346,4a61,6316,a164,a646,6136,3646
dataset=image_deserialize group=rotate_cw image_width=large image_height=small
process SIMONSARCRLEIMAGE and return the cw rotated
4 1 4b7
1 4 4,7,,
dataset=image_deserialize group=rotate_cw image_width=small image_height=small
Rotate cw SimonsArcRleImage
1 15 8,,,,4,,,,,1,,,,,
15 1 e1d4c8
dataset=image_deserialize group=rotate_cw image_width=small image_height=medium
Rotate clockwise SIMONARCIMAGE
15 21 6a1d61e6,i6a1616,d61f616,61f61c61,c61c6161b6,c62b1a6b1a6,d62e61a6,c612a61b61a6,e62c61b6,b61b62d616,b61a6162c616,g626a1b6,h621c6,1a6a16b162a6a1,a61b616162a616,g61a62b6,f61c6216,f6161b626,6161b616a16126,d61a61a61a62,h61c61
21 15 f61l6,a61m61a61,e61l61,a61c61a6a1h6,f61d61621c6,61j6a21a61a6,e6a1a6162a61d6,a6b1a61b62b61d6,61b6b16a2a61e61,16a1c62f6a1b6,a61b6a2a1d61b616,61b62b61a61a6a1a616,a6162g6b1d6,a6a216a1a6a1e6a16,12d61h61b6
dataset=image_deserialize group=rotate_cw image_width=medium image_height=large
Rotate Clockwise SIMONSARCRLEIMAGE
21 1 3l5b8b98
1 21 3,5,,,,,,,,,,,,,8,,,9,,,8
dataset=image_deserialize group=rotate_cw image_width=large image_height=small
Process SIMONARCRLEIMAGE and return the clockwise rotated
1 5 8,9,,,
5 1 c98
dataset=image_deserialize group=rotate_cw image_width=small image_height=small
Rotate Clockwise simons-arc-image
5 8 a6a40,b5a3,a6056,b656,63654,6a565,a6b5,363a6
8 5 3d656,a653a656,3a5a6054,656b534,6a54a630
dataset=image_deserialize group=rotate_cw image_width=small image_height=small
Rotate Clockwise SIMONARCRLEIMAGE
8 5 d4a64,a6a16b4,16b3a94,1f4,4
5 8 4a164,a4a64,a4314,,a4364,a4946,,4
dataset=image_deserialize group=rotate_cw image_width=small image_height=small
Rotate clock-wise SIMONARCRLEIMAGE
5 16 0a760,07670,b705,707a0,5a070,070a7,7a0a7,a05a7,50a70,5a075,a7057,70707,b057,b0a7,507a0,a7070
16 5 75a0a7a50705a7a0,7c07c07a0b7,07a07a075b0a767,707505e7a076,a0c750b7a05a0
dataset=image_deserialize group=rotate_cw image_width=small image_height=medium
Rotate cw SIMONSARCIMAGE
16 30 2,,,,,a8m2,92b8j2,9c2b8g2,9c29a2b8d2,9c209c283b2,9d209c23b2,9d209b23c2,9d2029a23c2,9d20a2923c2,29d20a29d2,29d20a23d2,29d2023e2,,29e203e2,29e20f2,,,29d232025c2,29d8320a25b2,e2389d8a2,e239g2,,d239h2,d29i2,2
30 16 o2g98d2,e2i9g28d2,e28o28e2,,,293b28l2098f2,a29b38h2c0928f2,b2a98a3c2c0a2a9a28f2,d29a2c0d29b28g2,d28a0b2b3a29c28g2,d28g239d28g2,d2825g2b328h2,d285k2a3h2,d28w2,2,
dataset=image_deserialize group=rotate_cw image_width=medium image_height=large

Version 1

Have dataset items that are somewhat evenly of each type. The LLM learned some of the types fine. However rotated images are causing problems. The image sizes are between 1 and 10 pixels.

Version 2

Here the majority of dataset items are rotated images. Since this is what my LLM is struggling with. Smaller images. Here the image sizes are between 1 and 5 pixels. This helped a lot on the validation loss.

Version 3

Main focus is now on count_same_color_as_center_with_8neighbors_nowrap and image size 1-6. Which the LLM has struggeld with in the past, maybe due to too big image sizes. Struggles somewhat with the count_same_color_as_center_with_8neighbors_nowrap.

Version 4

I'm trying smaller images again. Here the image sizes are between 1 and 5 pixels. Added same_color_inside_3x3_area_nowrap that checks if all surrounding pixels agree on the same color, maybe that have some synergy with the count_same_color_as_center_with_8neighbors_nowrap. It helped a little, but it's still not as good at counting neighbors as I would like.

Version 5

I have added a pixels_with_k_matching_neighbors with a k parameter between 1-8. This may help improve on counting the number of neighboring pixels. The image size 1-6. This did indeed help on counting the number of surrounding pixels.

Version 6

Same weight to all the transformations. Image size 1-11.

Version 7

Focus on histogram and k-nearest neighbors. image size 1-12. It seems like the LLM has gotten the hang of it.

Version 8

Focus on histogram and k-nearest neighbors. image size 5-20.

Version 9

Focus on histogram and k-nearest neighbors. image size 10-30.

Version 10

Same weight to all the transformations. image width 10-30. image height 2-5.

Version 11

Same weight to all the transformations. image width 2-5. image height 10-30.

Version 12

Focus on k-nearest neighbors. image width 2-5. image height 10-30.

Version 13

Focus on compres_x, compres_y, compres_xy. image size is 1-10.

Version 14

Focus on histograms and k-nearest-neighbors. image size 5-20.

Version 15

Focus on histograms and k-nearest-neighbors. image size 10-30.

Version 16

Focus on k-nearest-neighbors. image size 10-25.

Version 17

Disabled k-nearest-neighbors, I suspect this is the reason why it converges so slowly. image size 15-30.

Version 18

Disabled k-nearest-neighbors, and compression. image size 15-25.

Version 19

Translate x/y by plus/minus 1. Disabled rotation and transpose. image size 22-30.

Version 20

Focus on k-nearest-neighbors. image size 5-15.

Version 21

Focus on k-nearest-neighbors. image size 8-18.

Version 22

Same weight to all the transformations. image size 8-20.

Version 23

Same weight to all the transformations. image size 5-30.

The LLM is struggling learning this. I'm going to try with small images.

Version 24

Focus on rotate cw, rotate ccw, transpose. image size 2-10.

The LLM is struggling learning this. Despite being small images. I'm going to try with even small images.

Version 25

Focus on rotate cw, rotate ccw, transpose. image size 2-5.

The LLM is struggling learning this. Despite being small images. I'm going to try with even small images.

Version 26

Focus on rotate cw, rotate ccw, transpose, k-nearest-neighbors. image size 1-3.

The LLM is struggling learning this. Despite being small images.

Version 27

Focus on rotate cw, rotate ccw, transpose. image size 1-4.

The LLM is struggling learning this. Despite being small images.

Version 28

Focus on rotate cw, rotate ccw, transpose. image size 1-5.

Version 29

Focus on rotate cw, rotate ccw, transpose. image size 1-6.

Version 30

Focus on rotate cw, rotate ccw, transpose. image size 1-8.

Version 31

Focus on rotate cw, rotate ccw, transpose. image size 1-10.

Version 32

Focus on rotate cw, rotate ccw, transpose. image size 1-12.

Version 33

Focus on rotate cw, rotate ccw, transpose. image size 1-14. The serialize items were using fewer names to identify the dataset, now uses the same names as deserialize.

Version 34

Focus only on rotate cw. All other operations have been disabled. image size 1-30.

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