feat: add paper draft #151

geoHeil · 2025-10-31T09:04:19Z

draft of a publication for https://joss.theoj.org/
draft of a slide dec to explain what metaxy is about - for some conferences and a quick overview

.github/workflows/publication.yaml

geoHeil · 2025-10-31T09:58:03Z

flake.nix

          clickhouse
          graphviz
          nodejs_22  # so basedpyright runs against it
+          bun


should we have a separate docs/dev only shell?

not needed now - CI is getting bun from elsehwere. would we want for local to get it from nix?

Locally I currently have bun from https://pixi.sh/latest/

pixi global install -c https://prefix.dev/brads-forge bun

github-actions · 2025-10-31T10:02:50Z

Coverage Report (Python 3.11)

File	Stmts	Miss	Cover	Missing
__init__.py	17	3	82%	85, 89–90
_packaging.py	28	8	71%	17–18, 40, 43–44, 46, 48, 96
_utils.py	19	2	89%	26, 32
config.py	203	21	89%	50, 56, 61, 74–75, 228–229, 262, 275, 400, 441, 466, 474–475, 477–478, 480, 536, 554, 597, 605
entrypoints.py	66	10	84%	156, 171, 215–216, 218–219, 221–222, 225–226
_testing
metaxy_project.py	249	30	87%	93, 129, 136, 199, 306, 308–314, 353, 418, 439, 474, 488, 520, 533, 586, 719, 732, 734–740, 746
models.py	22	1	95%	40
runbook.py	159	16	89%	89, 114, 151, 243, 245, 247–248, 333, 368, 384, 413, 436–437, 444, 463, 533
_testing/parametric
metadata.py	125	31	75%	122–123, 128, 131, 133–134, 136, 139, 145–147, 149, 153–154, 156–157, 162–163, 166–167, 169, 172, 174, 323, 357, 597–599, 604, 613, 641
cli
context.py	50	27	46%	44–45, 49–50, 52–54, 66–68, 72, 80–82, 86, 99, 111, 113, 121–122, 124, 128, 156–157, 159, 164, 167
ext/dagster
io_manager.py	56	4	92%	93, 117–119
ext/sqlalchemy
plugin.py	68	5	92%	122, 268–269, 273, 277
ext/sqlmodel
plugin.py	125	30	76%	116–118, 190–191, 195, 197, 199–201, 203, 205, 208, 211, 213–214, 217–218, 221–223, 226, 230, 433, 451, 456, 462, 472, 474–475
graph
describe.py	136	130	4%	46–47, 53, 56, 61–62, 64–65, 67, 69–71, 73–75, 77–80, 82, 85–88, 91, 96–98, 100–111, 114–117, 120, 130–132, 134, 159–161, 164–167, 169, 173, 175, 180–181, 183–184, 186–187, 189, 191–193, 195–197, 199–201, 206, 208, 214–215, 218, 220–225, 227–228, 230, 256–263, 265, 269, 271, 276–277, 279–280, 282–283, 285, 288–294, 299–300, 302–303, 309–310, 313, 315–320, 322–323, 325
utils.py	11	1	90%	17
graph/diff
diff_models.py	143	16	88%	70, 82, 154, 171, 182, 200, 214, 228, 242, 299, 319, 333, 357, 378, 399, 420
differ.py	278	23	91%	42, 74, 127–128, 133, 152, 173–174, 179, 192, 194–196, 198, 454, 573, 607, 705, 709–710, 740–741, 755
models.py	164	86	47%	110, 121, 152, 182, 186, 209, 227, 274, 276–277, 280–282, 285, 288–290, 292–293, 295, 301, 304–306, 309, 312, 320, 323–324, 326, 342, 344–345, 348, 350, 353–361, 363, 366–367, 370–373, 376–377, 379–380, 382, 385–398, 400–402, 405–407, 409, 415, 418, 424, 432, 435–438, 440
traversal.py	96	85	11%	24, 41–42, 44–45, 47–50, 52, 55, 59–61, 63, 66–67, 69, 83–85, 87–89, 91–92, 94–95, 97–98, 100–102, 105–108, 110, 133–135, 138, 141–144, 147–150, 153, 157, 164, 183, 185–187, 189, 191–194, 196–197, 199–200, 215–221, 223, 225–227, 229–231, 233–234, 236–237, 245
graph/diff/rendering
base.py	93	56	39%	99–100, 103–104, 106, 111, 123, 135, 172–173, 176–177, 180–181, 183–185, 196–198, 209–216, 218, 232–234, 250, 261, 269, 272–274, 276–277, 280–281, 285–286, 289–295, 298, 306–307, 309, 315
cards.py	89	82	7%	23–25, 27, 30, 33, 35–36, 38–40, 43–46, 50, 53–61, 66–68, 71, 78–80, 91–92, 94, 97–98, 101, 104–106, 108, 111–112, 114–116, 118–120, 122–124, 127–131, 133, 144, 147–148, 153–155, 157–158, 160–161, 164–166, 168, 179–186, 188
formatter.py	294	51	82%	62, 64, 66, 82–87, 89, 104, 125–127, 130, 134, 137, 139, 144, 149, 155, 160–163, 165–166, 171, 174–175, 180, 183–184, 189, 194, 198, 210, 222–223, 438–439, 444–445, 454, 461, 465, 555–556, 597–598, 730
graphviz.py	114	104	8%	24, 27, 30–32, 35–36, 38–43, 46, 48–51, 54–55, 57, 61, 64–69, 71, 74–76, 78–79, 81–83, 86, 88, 94, 98, 100, 112–113, 116–119, 121, 132–139, 141, 152–159, 161, 172, 175–177, 179–180, 182–184, 186–187, 189–190, 192, 203, 206–208, 210–211, 216–218, 220–221, 223–224, 226, 237–244, 246
mermaid.py	137	123	10%	25, 28, 31, 33–35, 37–38, 41, 44, 46–48, 51–59, 62, 64, 71, 74, 77–79, 82–84, 87, 92–94, 96, 99–100, 102, 113, 125–128, 130, 141, 155, 158, 160, 163–165, 167, 169, 171, 174, 176, 179, 181, 184, 186, 191–192, 194, 205, 208–209, 212–213, 218–220, 223–224, 226–227, 229–231, 233–234, 236–237, 239, 242, 244–247, 250–251, 262, 265–267, 269–270, 272–273, 278–280, 282–283, 285–286, 288, 290, 301–306, 308, 319–324, 326
rich.py	72	65	9%	23–24, 26, 29, 32–34, 38, 41, 43–45, 48–50, 60, 63, 68–69, 72–73, 75, 78, 81–82, 84–85, 88–90, 92–93, 96–99, 102–106, 118, 120, 125–126, 131, 134, 137–138, 140–141, 144–146, 148–149, 160–167, 169
theme.py	16	1	93%	48
metadata_store
_ducklake_support.py	225	34	84%	41, 43, 46, 55, 62, 75, 81, 89, 96–97, 110–111, 129, 132, 140, 150, 178–180, 182, 207, 261, 269, 271, 279, 285, 288, 377, 405–408, 411, 414
base.py	387	37	90%	263, 318, 341, 458, 489–490, 533, 535, 684, 701, 706, 915, 1026, 1099, 1106, 1114, 1120, 1220, 1250, 1421, 1441–1442, 1446, 1451, 1458, 1463–1464, 1469, 1476, 1478, 1487, 1489, 1492, 1495, 1517–1518, 1521
bigquery.py	66	11	83%	201, 227–228, 266, 271, 276, 281, 286, 292, 297, 302
clickhouse.py	41	9	78%	78, 113, 118, 123, 128, 136, 141, 146, 151
delta.py	111	13	88%	80, 96, 99, 133–134, 193, 237, 263, 266–267, 270, 278, 318
duckdb.py	150	29	80%	52–58, 60, 171–172, 176, 244, 254–256, 258, 266–267, 288, 293, 298, 312–313, 324, 329, 387, 394, 400, 405
ibis.py	122	10	91%	158, 177, 328–329, 331, 356, 370, 388, 444, 471
memory.py	87	13	85%	79, 82, 84–85, 88, 122, 124, 132, 134, 158, 161–162, 203
warnings.py	22	1	95%	29
metadata_store/system
models.py	44	3	93%	92–93, 108
storage.py	164	43	73%	143, 189, 379, 381–383, 385–386, 389–390, 392–396, 401, 403, 406, 422, 425, 429–430, 436, 438, 445, 465–466, 468, 471, 473–474, 477, 479–480, 483, 486, 497, 505, 518, 730, 816, 827, 832
migrations
detector.py	57	9	84%	69, 79, 94–95, 100, 102, 117, 123, 129
executor.py	151	25	83%	54, 59–60, 62, 111–112, 117, 178–180, 194–195, 250–251, 260–261, 293–295, 406, 409–410, 413–414, 422
generator.py	124	124	0%	3–4, 6, 8–13, 20, 33, 35–36, 39–41, 44–46, 48, 51, 106, 108, 110, 112–113, 117, 120–122, 124, 128–129, 134, 137, 140–145, 149, 157, 159–160, 166–167, 170–173, 182, 185, 190–191, 194, 197–199, 201–202, 205, 208, 216–218, 221–224, 226, 228–230, 233–235, 238–241, 244–245, 248, 250–251, 255–257, 260–261, 268–269, 271–273, 275–276, 279–280, 282–283, 285–286, 289–290, 292, 297, 299, 302, 304, 310, 312–314, 316, 319–321, 323, 328, 332, 334, 343
loader.py	92	78	15%	26, 28, 30–31, 33–34, 37–40, 42, 58–59, 61–62, 68–73, 75, 78–84, 86, 101–102, 104–105, 107–108, 126, 129, 134–135, 141, 144, 146, 148, 153–154, 161, 178, 180–181, 183–184, 187–190, 192–193, 196–198, 201–202, 204–207, 209–210, 215–218, 221, 224–226, 231
models.py	106	8	92%	129, 238, 288, 321–322, 324–326
ops.py	100	41	59%	54–58, 210–211, 223–224, 236, 246, 252–253, 257–258, 261–262, 268, 270, 273–274, 276, 278–279, 282, 292, 296, 299, 304–306, 309, 312–313, 315, 319–320, 325–327, 329
models
feature.py	395	53	86%	127, 132, 136, 138–139, 146, 171, 176, 221, 230, 309, 318, 348, 394, 405, 408–410, 412, 540, 642, 753–754, 757–760, 772, 776, 791, 793–794, 797–801, 804, 806, 829, 884, 991–992, 996, 999, 1025–1027, 1270, 1277–1278, 1280, 1286
feature_spec.py	94	2	97%	133, 158
field.py	53	6	88%	41, 43, 56–57, 59, 163
fields_mapping.py	88	10	88%	55, 100–101, 194, 267–270, 273, 275
filter_expression.py	162	40	75%	45, 75, 79–81, 84, 99, 117, 172, 180–184, 187–189, 210, 220–225, 233, 242, 251–255, 270–274, 282–283, 285, 289
lineage.py	44	1	97%	74
plan.py	98	17	82%	37, 41, 45, 75, 77–78, 80, 84, 86–88, 90, 135, 168, 188, 222–223
types.py	141	14	90%	89–93, 103–104, 106, 131, 167, 181, 187, 193, 199
utils
exceptions.py	6	1	83%	10
hashing.py	55	6	89%	45, 139, 185, 191, 197, 207
versioning
engine.py	183	10	94%	45, 66, 69, 83, 295, 521, 524, 614, 619, 656
ibis.py	58	14	75%	72, 160–161, 164, 167, 170, 173, 178–179, 183–184, 189, 192, 227
polars.py	43	2	95%	58, 177
types.py	22	1	95%	41
TOTAL	6762	1676	75%

Tests	Skipped	Failures	Errors	Time
1131	21 💤	0 ❌	0 🔥	4m 3s ⏱️

github-actions · 2025-10-31T10:02:59Z

Coverage Report (Python 3.12)

File	Stmts	Miss	Cover	Missing
__init__.py	17	3	82%	85, 89–90
_packaging.py	28	8	71%	17–18, 40, 43–44, 46, 48, 96
_utils.py	19	2	89%	26, 32
config.py	203	21	89%	50, 56, 61, 74–75, 228–229, 262, 275, 400, 441, 466, 474–475, 477–478, 480, 536, 554, 597, 605
entrypoints.py	66	10	84%	156, 171, 215–216, 218–219, 221–222, 225–226
_testing
metaxy_project.py	249	30	87%	93, 129, 136, 199, 306, 308–314, 353, 418, 439, 474, 488, 520, 533, 586, 719, 732, 734–740, 746
models.py	22	1	95%	40
runbook.py	159	16	89%	89, 114, 151, 243, 245, 247–248, 333, 368, 384, 413, 436–437, 444, 463, 533
_testing/parametric
metadata.py	125	31	75%	122–123, 128, 131, 133–134, 136, 139, 145–147, 149, 153–154, 156–157, 162–163, 166–167, 169, 172, 174, 323, 357, 597–599, 604, 613, 641
cli
context.py	50	27	46%	44–45, 49–50, 52–54, 66–68, 72, 80–82, 86, 99, 111, 113, 121–122, 124, 128, 156–157, 159, 164, 167
ext/dagster
io_manager.py	56	4	92%	93, 117–119
ext/sqlalchemy
plugin.py	68	5	92%	122, 268–269, 273, 277
ext/sqlmodel
plugin.py	125	30	76%	116–118, 190–191, 195, 197, 199–201, 203, 205, 208, 211, 213–214, 217–218, 221–223, 226, 230, 433, 451, 456, 462, 472, 474–475
graph
describe.py	136	130	4%	46–47, 53, 56, 61–62, 64–65, 67, 69–71, 73–75, 77–80, 82, 85–88, 91, 96–98, 100–111, 114–117, 120, 130–132, 134, 159–161, 164–167, 169, 173, 175, 180–181, 183–184, 186–187, 189, 191–193, 195–197, 199–201, 206, 208, 214–215, 218, 220–225, 227–228, 230, 256–263, 265, 269, 271, 276–277, 279–280, 282–283, 285, 288–294, 299–300, 302–303, 309–310, 313, 315–320, 322–323, 325
utils.py	11	1	90%	17
graph/diff
diff_models.py	143	16	88%	70, 82, 154, 171, 182, 200, 214, 228, 242, 299, 319, 333, 357, 378, 399, 420
differ.py	278	23	91%	42, 74, 127–128, 133, 152, 173–174, 179, 192, 194–196, 198, 454, 573, 607, 705, 709–710, 740–741, 755
models.py	164	86	47%	110, 121, 152, 182, 186, 209, 227, 274, 276–277, 280–282, 285, 288–290, 292–293, 295, 301, 304–306, 309, 312, 320, 323–324, 326, 342, 344–345, 348, 350, 353–361, 363, 366–367, 370–373, 376–377, 379–380, 382, 385–398, 400–402, 405–407, 409, 415, 418, 424, 432, 435–438, 440
traversal.py	96	85	11%	24, 41–42, 44–45, 47–50, 52, 55, 59–61, 63, 66–67, 69, 83–85, 87–89, 91–92, 94–95, 97–98, 100–102, 105–108, 110, 133–135, 138, 141–144, 147–150, 153, 157, 164, 183, 185–187, 189, 191–194, 196–197, 199–200, 215–221, 223, 225–227, 229–231, 233–234, 236–237, 245
graph/diff/rendering
base.py	93	56	39%	99–100, 103–104, 106, 111, 123, 135, 172–173, 176–177, 180–181, 183–185, 196–198, 209–216, 218, 232–234, 250, 261, 269, 272–274, 276–277, 280–281, 285–286, 289–295, 298, 306–307, 309, 315
cards.py	89	82	7%	23–25, 27, 30, 33, 35–36, 38–40, 43–46, 50, 53–61, 66–68, 71, 78–80, 91–92, 94, 97–98, 101, 104–106, 108, 111–112, 114–116, 118–120, 122–124, 127–131, 133, 144, 147–148, 153–155, 157–158, 160–161, 164–166, 168, 179–186, 188
formatter.py	294	51	82%	62, 64, 66, 82–87, 89, 104, 125–127, 130, 134, 137, 139, 144, 149, 155, 160–163, 165–166, 171, 174–175, 180, 183–184, 189, 194, 198, 210, 222–223, 438–439, 444–445, 454, 461, 465, 555–556, 597–598, 730
graphviz.py	114	104	8%	24, 27, 30–32, 35–36, 38–43, 46, 48–51, 54–55, 57, 61, 64–69, 71, 74–76, 78–79, 81–83, 86, 88, 94, 98, 100, 112–113, 116–119, 121, 132–139, 141, 152–159, 161, 172, 175–177, 179–180, 182–184, 186–187, 189–190, 192, 203, 206–208, 210–211, 216–218, 220–221, 223–224, 226, 237–244, 246
mermaid.py	137	123	10%	25, 28, 31, 33–35, 37–38, 41, 44, 46–48, 51–59, 62, 64, 71, 74, 77–79, 82–84, 87, 92–94, 96, 99–100, 102, 113, 125–128, 130, 141, 155, 158, 160, 163–165, 167, 169, 171, 174, 176, 179, 181, 184, 186, 191–192, 194, 205, 208–209, 212–213, 218–220, 223–224, 226–227, 229–231, 233–234, 236–237, 239, 242, 244–247, 250–251, 262, 265–267, 269–270, 272–273, 278–280, 282–283, 285–286, 288, 290, 301–306, 308, 319–324, 326
rich.py	72	65	9%	23–24, 26, 29, 32–34, 38, 41, 43–45, 48–50, 60, 63, 68–69, 72–73, 75, 78, 81–82, 84–85, 88–90, 92–93, 96–99, 102–106, 118, 120, 125–126, 131, 134, 137–138, 140–141, 144–146, 148–149, 160–167, 169
theme.py	16	1	93%	48
metadata_store
_ducklake_support.py	225	34	84%	41, 43, 46, 55, 62, 75, 81, 89, 96–97, 110–111, 129, 132, 140, 150, 178–180, 182, 207, 261, 269, 271, 279, 285, 288, 377, 405–408, 411, 414
base.py	387	37	90%	263, 318, 341, 458, 489–490, 533, 535, 684, 701, 706, 915, 1026, 1099, 1106, 1114, 1120, 1220, 1250, 1421, 1441–1442, 1446, 1451, 1458, 1463–1464, 1469, 1476, 1478, 1487, 1489, 1492, 1495, 1517–1518, 1521
bigquery.py	66	11	83%	201, 227–228, 266, 271, 276, 281, 286, 292, 297, 302
clickhouse.py	41	9	78%	78, 113, 118, 123, 128, 136, 141, 146, 151
delta.py	111	13	88%	80, 96, 99, 133–134, 193, 237, 263, 266–267, 270, 278, 318
duckdb.py	150	29	80%	52–58, 60, 171–172, 176, 244, 254–256, 258, 266–267, 288, 293, 298, 312–313, 324, 329, 387, 394, 400, 405
ibis.py	122	10	91%	158, 177, 328–329, 331, 356, 370, 388, 444, 471
memory.py	87	13	85%	79, 82, 84–85, 88, 122, 124, 132, 134, 158, 161–162, 203
warnings.py	22	1	95%	29
metadata_store/system
models.py	44	3	93%	92–93, 108
storage.py	164	43	73%	143, 189, 379, 381–383, 385–386, 389–390, 392–396, 401, 403, 406, 422, 425, 429–430, 436, 438, 445, 465–466, 468, 471, 473–474, 477, 479–480, 483, 486, 497, 505, 518, 730, 816, 827, 832
migrations
detector.py	57	9	84%	69, 79, 94–95, 100, 102, 117, 123, 129
executor.py	151	25	83%	54, 59–60, 62, 111–112, 117, 178–180, 194–195, 250–251, 260–261, 293–295, 406, 409–410, 413–414, 422
generator.py	124	124	0%	3–4, 6, 8–13, 20, 33, 35–36, 39–41, 44–46, 48, 51, 106, 108, 110, 112–113, 117, 120–122, 124, 128–129, 134, 137, 140–145, 149, 157, 159–160, 166–167, 170–173, 182, 185, 190–191, 194, 197–199, 201–202, 205, 208, 216–218, 221–224, 226, 228–230, 233–235, 238–241, 244–245, 248, 250–251, 255–257, 260–261, 268–269, 271–273, 275–276, 279–280, 282–283, 285–286, 289–290, 292, 297, 299, 302, 304, 310, 312–314, 316, 319–321, 323, 328, 332, 334, 343
loader.py	92	78	15%	26, 28, 30–31, 33–34, 37–40, 42, 58–59, 61–62, 68–73, 75, 78–84, 86, 101–102, 104–105, 107–108, 126, 129, 134–135, 141, 144, 146, 148, 153–154, 161, 178, 180–181, 183–184, 187–190, 192–193, 196–198, 201–202, 204–207, 209–210, 215–218, 221, 224–226, 231
models.py	106	8	92%	129, 238, 288, 321–322, 324–326
ops.py	100	41	59%	54–58, 210–211, 223–224, 236, 246, 252–253, 257–258, 261–262, 268, 270, 273–274, 276, 278–279, 282, 292, 296, 299, 304–306, 309, 312–313, 315, 319–320, 325–327, 329
models
feature.py	395	53	86%	127, 132, 136, 138–139, 146, 171, 176, 221, 230, 309, 318, 348, 394, 405, 408–410, 412, 540, 642, 753–754, 757–760, 772, 776, 791, 793–794, 797–801, 804, 806, 829, 884, 991–992, 996, 999, 1025–1027, 1270, 1277–1278, 1280, 1286
feature_spec.py	94	2	97%	133, 158
field.py	53	6	88%	41, 43, 56–57, 59, 163
fields_mapping.py	88	10	88%	55, 100–101, 194, 267–270, 273, 275
filter_expression.py	162	40	75%	45, 75, 79–81, 84, 99, 117, 172, 180–184, 187–189, 210, 220–225, 233, 242, 251–255, 270–274, 282–283, 285, 289
lineage.py	44	1	97%	74
plan.py	98	17	82%	37, 41, 45, 75, 77–78, 80, 84, 86–88, 90, 135, 168, 188, 222–223
types.py	141	14	90%	89–93, 103–104, 106, 131, 167, 181, 187, 193, 199
utils
exceptions.py	6	1	83%	10
hashing.py	55	6	89%	45, 139, 185, 191, 197, 207
versioning
engine.py	183	10	94%	45, 66, 69, 83, 295, 521, 524, 614, 619, 656
ibis.py	58	14	75%	72, 160–161, 164, 167, 170, 173, 178–179, 183–184, 189, 192, 227
polars.py	43	2	95%	58, 177
types.py	22	1	95%	41
TOTAL	6762	1676	75%

Tests	Skipped	Failures	Errors	Time
1131	21 💤	0 ❌	0 🔥	4m 28s ⏱️

github-actions · 2025-10-31T10:03:24Z

Coverage Report (Python 3.10)

File	Stmts	Miss	Cover	Missing
__init__.py	17	3	82%	85, 89–90
_packaging.py	28	8	71%	17–18, 40, 43–44, 46, 48, 96
_utils.py	19	2	89%	26, 32
config.py	203	21	89%	50, 56, 61, 74–75, 228–229, 262, 275, 400, 441, 466, 474–475, 477–478, 480, 536, 554, 597, 605
entrypoints.py	66	10	84%	156, 171, 215–216, 218–219, 221–222, 225–226
_testing
metaxy_project.py	249	30	87%	93, 129, 136, 199, 306, 308–314, 353, 418, 439, 474, 488, 520, 533, 586, 719, 732, 734–740, 746
models.py	22	1	95%	40
runbook.py	159	16	89%	89, 114, 151, 243, 245, 247–248, 333, 368, 384, 413, 436–437, 444, 463, 533
_testing/parametric
metadata.py	125	31	75%	122–123, 128, 131, 133–134, 136, 139, 145–147, 149, 153–154, 156–157, 162–163, 166–167, 169, 172, 174, 323, 357, 597–599, 604, 613, 641
cli
context.py	50	27	46%	44–45, 49–50, 52–54, 66–68, 72, 80–82, 86, 99, 111, 113, 121–122, 124, 128, 156–157, 159, 164, 167
ext/dagster
io_manager.py	56	4	92%	93, 117–119
ext/sqlalchemy
plugin.py	68	5	92%	122, 268–269, 273, 277
ext/sqlmodel
plugin.py	125	30	76%	116–118, 190–191, 195, 197, 199–201, 203, 205, 208, 211, 213–214, 217–218, 221–223, 226, 230, 433, 451, 456, 462, 472, 474–475
graph
describe.py	136	130	4%	46–47, 53, 56, 61–62, 64–65, 67, 69–71, 73–75, 77–80, 82, 85–88, 91, 96–98, 100–111, 114–117, 120, 130–132, 134, 159–161, 164–167, 169, 173, 175, 180–181, 183–184, 186–187, 189, 191–193, 195–197, 199–201, 206, 208, 214–215, 218, 220–225, 227–228, 230, 256–263, 265, 269, 271, 276–277, 279–280, 282–283, 285, 288–294, 299–300, 302–303, 309–310, 313, 315–320, 322–323, 325
utils.py	11	1	90%	17
graph/diff
diff_models.py	143	16	88%	70, 82, 154, 171, 182, 200, 214, 228, 242, 299, 319, 333, 357, 378, 399, 420
differ.py	278	23	91%	42, 74, 127–128, 133, 152, 173–174, 179, 192, 194–196, 198, 454, 573, 607, 705, 709–710, 740–741, 755
models.py	164	86	47%	110, 121, 152, 182, 186, 209, 227, 274, 276–277, 280–282, 285, 288–290, 292–293, 295, 301, 304–306, 309, 312, 320, 323–324, 326, 342, 344–345, 348, 350, 353–361, 363, 366–367, 370–373, 376–377, 379–380, 382, 385–398, 400–402, 405–407, 409, 415, 418, 424, 432, 435–438, 440
traversal.py	96	85	11%	24, 41–42, 44–45, 47–50, 52, 55, 59–61, 63, 66–67, 69, 83–85, 87–89, 91–92, 94–95, 97–98, 100–102, 105–108, 110, 133–135, 138, 141–144, 147–150, 153, 157, 164, 183, 185–187, 189, 191–194, 196–197, 199–200, 215–221, 223, 225–227, 229–231, 233–234, 236–237, 245
graph/diff/rendering
base.py	93	56	39%	99–100, 103–104, 106, 111, 123, 135, 172–173, 176–177, 180–181, 183–185, 196–198, 209–216, 218, 232–234, 250, 261, 269, 272–274, 276–277, 280–281, 285–286, 289–295, 298, 306–307, 309, 315
cards.py	89	82	7%	23–25, 27, 30, 33, 35–36, 38–40, 43–46, 50, 53–61, 66–68, 71, 78–80, 91–92, 94, 97–98, 101, 104–106, 108, 111–112, 114–116, 118–120, 122–124, 127–131, 133, 144, 147–148, 153–155, 157–158, 160–161, 164–166, 168, 179–186, 188
formatter.py	294	51	82%	62, 64, 66, 82–87, 89, 104, 125–127, 130, 134, 137, 139, 144, 149, 155, 160–163, 165–166, 171, 174–175, 180, 183–184, 189, 194, 198, 210, 222–223, 438–439, 444–445, 454, 461, 465, 555–556, 597–598, 730
graphviz.py	114	104	8%	24, 27, 30–32, 35–36, 38–43, 46, 48–51, 54–55, 57, 61, 64–69, 71, 74–76, 78–79, 81–83, 86, 88, 94, 98, 100, 112–113, 116–119, 121, 132–139, 141, 152–159, 161, 172, 175–177, 179–180, 182–184, 186–187, 189–190, 192, 203, 206–208, 210–211, 216–218, 220–221, 223–224, 226, 237–244, 246
mermaid.py	137	123	10%	25, 28, 31, 33–35, 37–38, 41, 44, 46–48, 51–59, 62, 64, 71, 74, 77–79, 82–84, 87, 92–94, 96, 99–100, 102, 113, 125–128, 130, 141, 155, 158, 160, 163–165, 167, 169, 171, 174, 176, 179, 181, 184, 186, 191–192, 194, 205, 208–209, 212–213, 218–220, 223–224, 226–227, 229–231, 233–234, 236–237, 239, 242, 244–247, 250–251, 262, 265–267, 269–270, 272–273, 278–280, 282–283, 285–286, 288, 290, 301–306, 308, 319–324, 326
rich.py	72	65	9%	23–24, 26, 29, 32–34, 38, 41, 43–45, 48–50, 60, 63, 68–69, 72–73, 75, 78, 81–82, 84–85, 88–90, 92–93, 96–99, 102–106, 118, 120, 125–126, 131, 134, 137–138, 140–141, 144–146, 148–149, 160–167, 169
theme.py	16	1	93%	48
metadata_store
_ducklake_support.py	225	34	84%	41, 43, 46, 55, 62, 75, 81, 89, 96–97, 110–111, 129, 132, 140, 150, 178–180, 182, 207, 261, 269, 271, 279, 285, 288, 377, 405–408, 411, 414
base.py	387	37	90%	263, 318, 341, 458, 489–490, 533, 535, 684, 701, 706, 915, 1026, 1099, 1106, 1114, 1120, 1220, 1250, 1421, 1441–1442, 1446, 1451, 1458, 1463–1464, 1469, 1476, 1478, 1487, 1489, 1492, 1495, 1517–1518, 1521
bigquery.py	66	11	83%	201, 227–228, 266, 271, 276, 281, 286, 292, 297, 302
clickhouse.py	41	9	78%	78, 113, 118, 123, 128, 136, 141, 146, 151
delta.py	111	13	88%	80, 96, 99, 133–134, 193, 237, 263, 266–267, 270, 278, 318
duckdb.py	150	29	80%	52–58, 60, 171–172, 176, 244, 254–256, 258, 266–267, 288, 293, 298, 312–313, 324, 329, 387, 394, 400, 405
ibis.py	122	10	91%	158, 177, 328–329, 331, 356, 370, 388, 444, 471
memory.py	87	13	85%	79, 82, 84–85, 88, 122, 124, 132, 134, 158, 161–162, 203
warnings.py	22	1	95%	29
metadata_store/system
models.py	44	3	93%	92–93, 108
storage.py	164	43	73%	143, 189, 379, 381–383, 385–386, 389–390, 392–396, 401, 403, 406, 422, 425, 429–430, 436, 438, 445, 465–466, 468, 471, 473–474, 477, 479–480, 483, 486, 497, 505, 518, 730, 816, 827, 832
migrations
detector.py	57	9	84%	69, 79, 94–95, 100, 102, 117, 123, 129
executor.py	151	25	83%	54, 59–60, 62, 111–112, 117, 178–180, 194–195, 250–251, 260–261, 293–295, 406, 409–410, 413–414, 422
generator.py	124	124	0%	3–4, 6, 8–13, 20, 33, 35–36, 39–41, 44–46, 48, 51, 106, 108, 110, 112–113, 117, 120–122, 124, 128–129, 134, 137, 140–145, 149, 157, 159–160, 166–167, 170–173, 182, 185, 190–191, 194, 197–199, 201–202, 205, 208, 216–218, 221–224, 226, 228–230, 233–235, 238–241, 244–245, 248, 250–251, 255–257, 260–261, 268–269, 271–273, 275–276, 279–280, 282–283, 285–286, 289–290, 292, 297, 299, 302, 304, 310, 312–314, 316, 319–321, 323, 328, 332, 334, 343
loader.py	92	78	15%	26, 28, 30–31, 33–34, 37–40, 42, 58–59, 61–62, 68–73, 75, 78–84, 86, 101–102, 104–105, 107–108, 126, 129, 134–135, 141, 144, 146, 148, 153–154, 161, 178, 180–181, 183–184, 187–190, 192–193, 196–198, 201–202, 204–207, 209–210, 215–218, 221, 224–226, 231
models.py	106	8	92%	129, 238, 288, 321–322, 324–326
ops.py	100	41	59%	54–58, 210–211, 223–224, 236, 246, 252–253, 257–258, 261–262, 268, 270, 273–274, 276, 278–279, 282, 292, 296, 299, 304–306, 309, 312–313, 315, 319–320, 325–327, 329
models
feature.py	395	53	86%	127, 132, 136, 138–139, 146, 171, 176, 221, 230, 309, 318, 348, 394, 405, 408–410, 412, 540, 642, 753–754, 757–760, 772, 776, 791, 793–794, 797–801, 804, 806, 829, 884, 991–992, 996, 999, 1025–1027, 1270, 1277–1278, 1280, 1286
feature_spec.py	94	2	97%	133, 158
field.py	53	6	88%	41, 43, 56–57, 59, 163
fields_mapping.py	88	10	88%	55, 100–101, 194, 267–270, 273, 275
filter_expression.py	162	40	75%	45, 75, 79–81, 84, 99, 117, 172, 180–184, 187–189, 210, 220–225, 233, 242, 251–255, 270–274, 282–283, 285, 289
lineage.py	44	1	97%	74
plan.py	98	17	82%	37, 41, 45, 75, 77–78, 80, 84, 86–88, 90, 135, 168, 188, 222–223
types.py	141	14	90%	89–93, 103–104, 106, 131, 167, 181, 187, 193, 199
utils
exceptions.py	6	1	83%	10
hashing.py	55	6	89%	45, 139, 185, 191, 197, 207
versioning
engine.py	183	10	94%	45, 66, 69, 83, 295, 521, 524, 614, 619, 656
ibis.py	58	14	75%	72, 160–161, 164, 167, 170, 173, 178–179, 183–184, 189, 192, 227
polars.py	43	2	95%	58, 177
types.py	22	1	95%	41
TOTAL	6762	1676	75%

Tests	Skipped	Failures	Errors	Time
1131	21 💤	0 ❌	0 🔥	3m 59s ⏱️

github-actions · 2025-10-31T10:03:35Z

Coverage Report (Python 3.13)

File	Stmts	Miss	Cover	Missing
__init__.py	17	3	82%	85, 89–90
_packaging.py	28	8	71%	17–18, 40, 43–44, 46, 48, 96
_utils.py	19	2	89%	26, 32
config.py	203	21	89%	50, 56, 61, 74–75, 228–229, 262, 275, 400, 441, 466, 474–475, 477–478, 480, 536, 554, 597, 605
entrypoints.py	66	10	84%	156, 171, 215–216, 218–219, 221–222, 225–226
_testing
metaxy_project.py	249	30	87%	93, 129, 136, 199, 306, 308–314, 353, 418, 439, 474, 488, 520, 533, 586, 719, 732, 734–740, 746
models.py	22	1	95%	40
runbook.py	159	16	89%	89, 114, 151, 243, 245, 247–248, 333, 368, 384, 413, 436–437, 444, 463, 533
_testing/parametric
metadata.py	125	31	75%	122–123, 128, 131, 133–134, 136, 139, 145–147, 149, 153–154, 156–157, 162–163, 166–167, 169, 172, 174, 323, 357, 597–599, 604, 613, 641
cli
context.py	50	27	46%	44–45, 49–50, 52–54, 66–68, 72, 80–82, 86, 99, 111, 113, 121–122, 124, 128, 156–157, 159, 164, 167
ext/dagster
io_manager.py	56	4	92%	93, 117–119
ext/sqlalchemy
plugin.py	68	5	92%	122, 268–269, 273, 277
ext/sqlmodel
plugin.py	125	30	76%	116–118, 190–191, 195, 197, 199–201, 203, 205, 208, 211, 213–214, 217–218, 221–223, 226, 230, 433, 451, 456, 462, 472, 474–475
graph
describe.py	136	130	4%	46–47, 53, 56, 61–62, 64–65, 67, 69–71, 73–75, 77–80, 82, 85–88, 91, 96–98, 100–111, 114–117, 120, 130–132, 134, 159–161, 164–167, 169, 173, 175, 180–181, 183–184, 186–187, 189, 191–193, 195–197, 199–201, 206, 208, 214–215, 218, 220–225, 227–228, 230, 256–263, 265, 269, 271, 276–277, 279–280, 282–283, 285, 288–294, 299–300, 302–303, 309–310, 313, 315–320, 322–323, 325
utils.py	11	1	90%	17
graph/diff
diff_models.py	143	16	88%	70, 82, 154, 171, 182, 200, 214, 228, 242, 299, 319, 333, 357, 378, 399, 420
differ.py	278	23	91%	42, 74, 127–128, 133, 152, 173–174, 179, 192, 194–196, 198, 454, 573, 607, 705, 709–710, 740–741, 755
models.py	164	86	47%	110, 121, 152, 182, 186, 209, 227, 274, 276–277, 280–282, 285, 288–290, 292–293, 295, 301, 304–306, 309, 312, 320, 323–324, 326, 342, 344–345, 348, 350, 353–361, 363, 366–367, 370–373, 376–377, 379–380, 382, 385–398, 400–402, 405–407, 409, 415, 418, 424, 432, 435–438, 440
traversal.py	96	85	11%	24, 41–42, 44–45, 47–50, 52, 55, 59–61, 63, 66–67, 69, 83–85, 87–89, 91–92, 94–95, 97–98, 100–102, 105–108, 110, 133–135, 138, 141–144, 147–150, 153, 157, 164, 183, 185–187, 189, 191–194, 196–197, 199–200, 215–221, 223, 225–227, 229–231, 233–234, 236–237, 245
graph/diff/rendering
base.py	93	56	39%	99–100, 103–104, 106, 111, 123, 135, 172–173, 176–177, 180–181, 183–185, 196–198, 209–216, 218, 232–234, 250, 261, 269, 272–274, 276–277, 280–281, 285–286, 289–295, 298, 306–307, 309, 315
cards.py	89	82	7%	23–25, 27, 30, 33, 35–36, 38–40, 43–46, 50, 53–61, 66–68, 71, 78–80, 91–92, 94, 97–98, 101, 104–106, 108, 111–112, 114–116, 118–120, 122–124, 127–131, 133, 144, 147–148, 153–155, 157–158, 160–161, 164–166, 168, 179–186, 188
formatter.py	294	51	82%	62, 64, 66, 82–87, 89, 104, 125–127, 130, 134, 137, 139, 144, 149, 155, 160–163, 165–166, 171, 174–175, 180, 183–184, 189, 194, 198, 210, 222–223, 438–439, 444–445, 454, 461, 465, 555–556, 597–598, 730
graphviz.py	114	104	8%	24, 27, 30–32, 35–36, 38–43, 46, 48–51, 54–55, 57, 61, 64–69, 71, 74–76, 78–79, 81–83, 86, 88, 94, 98, 100, 112–113, 116–119, 121, 132–139, 141, 152–159, 161, 172, 175–177, 179–180, 182–184, 186–187, 189–190, 192, 203, 206–208, 210–211, 216–218, 220–221, 223–224, 226, 237–244, 246
mermaid.py	137	123	10%	25, 28, 31, 33–35, 37–38, 41, 44, 46–48, 51–59, 62, 64, 71, 74, 77–79, 82–84, 87, 92–94, 96, 99–100, 102, 113, 125–128, 130, 141, 155, 158, 160, 163–165, 167, 169, 171, 174, 176, 179, 181, 184, 186, 191–192, 194, 205, 208–209, 212–213, 218–220, 223–224, 226–227, 229–231, 233–234, 236–237, 239, 242, 244–247, 250–251, 262, 265–267, 269–270, 272–273, 278–280, 282–283, 285–286, 288, 290, 301–306, 308, 319–324, 326
rich.py	72	65	9%	23–24, 26, 29, 32–34, 38, 41, 43–45, 48–50, 60, 63, 68–69, 72–73, 75, 78, 81–82, 84–85, 88–90, 92–93, 96–99, 102–106, 118, 120, 125–126, 131, 134, 137–138, 140–141, 144–146, 148–149, 160–167, 169
theme.py	16	1	93%	48
metadata_store
_ducklake_support.py	225	34	84%	41, 43, 46, 55, 62, 75, 81, 89, 96–97, 110–111, 129, 132, 140, 150, 178–180, 182, 207, 261, 269, 271, 279, 285, 288, 377, 405–408, 411, 414
base.py	387	37	90%	263, 318, 341, 458, 489–490, 533, 535, 684, 701, 706, 915, 1026, 1099, 1106, 1114, 1120, 1220, 1250, 1421, 1441–1442, 1446, 1451, 1458, 1463–1464, 1469, 1476, 1478, 1487, 1489, 1492, 1495, 1517–1518, 1521
bigquery.py	66	11	83%	201, 227–228, 266, 271, 276, 281, 286, 292, 297, 302
clickhouse.py	41	9	78%	78, 113, 118, 123, 128, 136, 141, 146, 151
delta.py	111	13	88%	80, 96, 99, 133–134, 193, 237, 263, 266–267, 270, 278, 318
duckdb.py	150	29	80%	52–58, 60, 171–172, 176, 244, 254–256, 258, 266–267, 288, 293, 298, 312–313, 324, 329, 387, 394, 400, 405
ibis.py	122	10	91%	158, 177, 328–329, 331, 356, 370, 388, 444, 471
memory.py	87	13	85%	79, 82, 84–85, 88, 122, 124, 132, 134, 158, 161–162, 203
warnings.py	22	1	95%	29
metadata_store/system
models.py	44	3	93%	92–93, 108
storage.py	164	43	73%	143, 189, 379, 381–383, 385–386, 389–390, 392–396, 401, 403, 406, 422, 425, 429–430, 436, 438, 445, 465–466, 468, 471, 473–474, 477, 479–480, 483, 486, 497, 505, 518, 730, 816, 827, 832
migrations
detector.py	57	9	84%	69, 79, 94–95, 100, 102, 117, 123, 129
executor.py	151	25	83%	54, 59–60, 62, 111–112, 117, 178–180, 194–195, 250–251, 260–261, 293–295, 406, 409–410, 413–414, 422
generator.py	124	124	0%	3–4, 6, 8–13, 20, 33, 35–36, 39–41, 44–46, 48, 51, 106, 108, 110, 112–113, 117, 120–122, 124, 128–129, 134, 137, 140–145, 149, 157, 159–160, 166–167, 170–173, 182, 185, 190–191, 194, 197–199, 201–202, 205, 208, 216–218, 221–224, 226, 228–230, 233–235, 238–241, 244–245, 248, 250–251, 255–257, 260–261, 268–269, 271–273, 275–276, 279–280, 282–283, 285–286, 289–290, 292, 297, 299, 302, 304, 310, 312–314, 316, 319–321, 323, 328, 332, 334, 343
loader.py	92	78	15%	26, 28, 30–31, 33–34, 37–40, 42, 58–59, 61–62, 68–73, 75, 78–84, 86, 101–102, 104–105, 107–108, 126, 129, 134–135, 141, 144, 146, 148, 153–154, 161, 178, 180–181, 183–184, 187–190, 192–193, 196–198, 201–202, 204–207, 209–210, 215–218, 221, 224–226, 231
models.py	106	8	92%	129, 238, 288, 321–322, 324–326
ops.py	100	41	59%	54–58, 210–211, 223–224, 236, 246, 252–253, 257–258, 261–262, 268, 270, 273–274, 276, 278–279, 282, 292, 296, 299, 304–306, 309, 312–313, 315, 319–320, 325–327, 329
models
feature.py	395	53	86%	127, 132, 136, 138–139, 146, 171, 176, 221, 230, 309, 318, 348, 394, 405, 408–410, 412, 540, 642, 753–754, 757–760, 772, 776, 791, 793–794, 797–801, 804, 806, 829, 884, 991–992, 996, 999, 1025–1027, 1270, 1277–1278, 1280, 1286
feature_spec.py	94	2	97%	133, 158
field.py	53	6	88%	41, 43, 56–57, 59, 163
fields_mapping.py	88	10	88%	55, 100–101, 194, 267–270, 273, 275
filter_expression.py	162	40	75%	45, 75, 79–81, 84, 99, 117, 172, 180–184, 187–189, 210, 220–225, 233, 242, 251–255, 270–274, 282–283, 285, 289
lineage.py	44	1	97%	74
plan.py	98	17	82%	37, 41, 45, 75, 77–78, 80, 84, 86–88, 90, 135, 168, 188, 222–223
types.py	141	14	90%	89–93, 103–104, 106, 131, 167, 181, 187, 193, 199
utils
exceptions.py	6	1	83%	10
hashing.py	55	6	89%	45, 139, 185, 191, 197, 207
versioning
engine.py	183	10	94%	45, 66, 69, 83, 295, 521, 524, 614, 619, 656
ibis.py	58	14	75%	72, 160–161, 164, 167, 170, 173, 178–179, 183–184, 189, 192, 227
polars.py	43	2	95%	58, 177
types.py	22	1	95%	41
TOTAL	6762	1676	75%

Tests	Skipped	Failures	Errors	Time
1131	21 💤	0 ❌	0 🔥	4m 17s ⏱️

geoHeil · 2025-10-31T11:51:54Z

docs/slides/slides-introduction.md

+      :initial="{ y: 500, x: -100, scale: 2 }"
+      :enter="final"
+      class="absolute inset-0"
+      src="https://sli.dev/logo-circle.png"


use metaxy logo here eventually

docs/slides/README.md

geoHeil · 2025-10-31T14:19:37Z

docs/slides/slides-introduction.md

+
+````md magic-move {lines: true}
+```py {1-3|1-5}
+from metaxy import init_metaxy


refine coding example

ideally show a dagster and ray integration as well once these are built

also create an HPC example/reference https://github.com/ascii-supply-networks/dagster-slurm/ ascii-supply-networks/dagster-slurm#35

…n permissions Co-authored-by: Copilot Autofix powered by AI <62310815+github-advanced-security[bot]@users.noreply.github.com>

geoHeil · 2025-11-22T13:37:03Z

docs/slides/slides-introduction.md

+
+# Welcome to Metaxy
+
+Accelerating AI experimentation with smart metadata handling without massive cost.


motivate why - change of compute paradigma: cost of GPU compute, rapid experimentation, reproducibility

geoHeil · 2025-11-22T13:37:19Z

docs/paper.md

+
+# Summary
+
+Metaxy delivers reproducible feature metadata management for GPU-intensive machine-learning pipelines.


motivate why - change of compute paradigma: cost of GPU compute, rapid experimentation, reproducibility

github-actions · 2025-11-25T07:21:41Z

Test Results (Python 3.10)

1 131 tests 1 110 ✅ 3m 59s ⏱️
1 suites 21 💤
1 files 0 ❌

Results for commit b39aa5e.

♻️ This comment has been updated with latest results.

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[dissemination] publication, slides #152

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geoHeil commented Oct 31, 2025

View reviewed changes

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geoHeil and others added 13 commits November 7, 2025 18:00

feat: add paper draft

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feat: add paper draft

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feat: slides draft

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Potential fix for code scanning alert no. 8: Workflow does not contai…

eaff79f

…n permissions Co-authored-by: Copilot Autofix powered by AI <62310815+github-advanced-security[bot]@users.noreply.github.com>

refine: slides

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fix: prep for CI

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fix: ci?

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fix: try fixing CI

90ea6f8

fix: explore npx instead of bun

b4cb313

fix: try force bun

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fix: cleanup flake

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fix: port

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fix: refine citations for JOSS

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fix: streamline slides in CI

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fix: notation

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Merge branch 'main' into feat/dissemination

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Merge branch 'main' into feat/dissemination

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Merge branch 'main' into feat/dissemination

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Merge branch 'main' into feat/dissemination

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Merge branch 'main' into feat/dissemination

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Merge branch 'main' into feat/dissemination

b39aa5e


		# Welcome to Metaxy

		Accelerating AI experimentation with smart metadata handling without massive cost.


		# Summary

		Metaxy delivers reproducible feature metadata management for GPU-intensive machine-learning pipelines.

feat: add paper draft #151

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