File size: 152,752 Bytes
0c0b514 3721500 0c0b514 379e09b 0c0b514 0678f13 2ac405a c5c2661 6bc7ba1 17db659 57f19a8 88fa4ef d8d8635 83943b2 dcb0708 c57ddb0 ac915b2 b8d9191 ab4b74b c5c2661 094c88c 9a696eb 9afb8cd 091bc71 82a25fe b701a7e 0a0c086 4d745b7 87d1a5c fd49b05 d0b973e cec4491 e8b9f7d f53eccd 53b7b16 5cec4ce 4d745b7 a1457e7 d48bc22 845e6be 345467d 9e31eb2 4364c13 4d745b7 4ee28cd f8a61e1 336e0dc 3dae0b2 b3e98d6 e21978a 982c7b0 0b0d995 4d745b7 8dfbebc c13561c 7670a95 f14c302 e4cff3e c2a2edf 8ccb761 8a6b9e7 4d745b7 4098df2 4d745b7 ee8182b 4d745b7 6232e0d 0fed88f 4d745b7 d3cf73a 6a1dd2d 4d745b7 9255b39 2c8190f a222f4b 2134b66 4d745b7 b0bc7ed d8d8635 4d745b7 c6c9aeb bc5ec88 a1457e7 b13d271 eb4c4c4 c388990 1530910 91bd496 aca2691 269e328 4d745b7 8b72847 b4a7bd1 4d745b7 44636fc 0c0b514 4186d82 0c0b514 0678f13 4186d82 091bc71 0c0b514 091bc71 0c0b514 0678f13 a3c4191 54fdbf7 e5f4b7c 091bc71 0c0b514 d8d8635 0c0b514 2ac405a d8d8635 091bc71 c4043a4 0c0b514 2ac405a 2ff3d81 6ccd987 0c0b514 c5c2661 0c0b514 c5c2661 0678f13 c4043a4 091bc71 0c0b514 c5c2661 a2092c5 20245f4 0c0b514 c6f7e94 d643e43 c6f7e94 6bc7ba1 d643e43 c6f7e94 6bc7ba1 29f2a7f 3d0ce43 c6f7e94 0c0b514 1350984 0c0b514 17db659 1350984 091bc71 0c0b514 091bc71 f0114e3 0c0b514 392bbe3 0c0b514 5c65354 723ebb7 5c65354 8f70225 57f19a8 723ebb7 5c65354 57f19a8 b3e98d6 1dc90c7 4f71df5 1dc90c7 88fa4ef 4f71df5 1dc90c7 4f71df5 88fa4ef 4c6cc1e 1dc90c7 5c65354 d8d8635 0c0b514 16ffc91 0c0b514 83943b2 16ffc91 091bc71 0c0b514 0b0836e fe1c35f 8cd274b 0c0b514 dcb0708 c57ddb0 a80e3ae c57ddb0 a80e3ae c57ddb0 df16487 c57ddb0 6fb977e ac915b2 6fb977e ac915b2 6fb977e ac915b2 b6f9077 6fb977e 2027a8c b8d9191 2027a8c b8d9191 2027a8c b8d9191 2027a8c ab4b74b c2f0c78 ab4b74b c2f0c78 ab4b74b c2f0c78 ab4b74b c5c2661 094c88c 8927b74 094c88c 8927b74 094c88c 9a696eb 9afb8cd 091bc71 0c0b514 091bc71 0c0b514 091bc71 0c0b514 091bc71 0c0b514 091bc71 82a25fe 0b71b59 82a25fe 012e01a b701a7e 012e01a 87c0ea4 012e01a 0a0c086 621517e 0a0c086 621517e 0a0c086 9255b39 0a0c086 091bc71 4d745b7 091bc71 4d745b7 091bc71 87d1a5c 63a018a 87d1a5c 63a018a 87d1a5c 5aeb3a7 3630234 fd49b05 5aeb3a7 3630234 5aeb3a7 d0b973e fd89d22 d0b973e fd89d22 d0b973e cec4491 e8b9f7d dff374c e8b9f7d dff374c e8b9f7d f53eccd 53b7b16 6f9f1f0 5cec4ce d3e2ab5 5cec4ce d3e2ab5 5cec4ce 0c0b514 4d745b7 0c0b514 4d745b7 0c0b514 a1457e7 42ac887 d48bc22 42ac887 845e6be 091bc71 7adb321 091bc71 345467d 091bc71 7adb321 4d745b7 091bc71 4d745b7 091bc71 345467d 7adb321 091bc71 9e31eb2 e8b9f7d 9e31eb2 e8b9f7d 9e31eb2 4364c13 4a067d1 4364c13 4a067d1 4364c13 b5cf3fa 4364c13 0c0b514 4d745b7 0c0b514 4d745b7 0c0b514 091bc71 0c0b514 091bc71 5d7fd14 4d745b7 4ee28cd 0c0b514 5d7fd14 4d745b7 0c0b514 4d745b7 0c0b514 091bc71 4ee28cd 0c0b514 ecbfdc9 a00df8e ecbfdc9 f8a61e1 ecbfdc9 a00df8e ecbfdc9 f8a61e1 ecbfdc9 336e0dc 392bbe3 9d9ff94 392bbe3 3dae0b2 392bbe3 9d9ff94 392bbe3 3dae0b2 392bbe3 b3e98d6 e21978a 982c7b0 0b0d995 97d9fb7 0b0d995 97d9fb7 0b0d995 f0114e3 dc903fd f0114e3 dc903fd 4d745b7 f0114e3 4d745b7 f0114e3 091bc71 f0114e3 091bc71 f0114e3 091bc71 4d745b7 f0114e3 4d745b7 f0114e3 091bc71 f0114e3 8dfbebc 091bc71 c13561c 091bc71 7670a95 f14c302 8849533 f14c302 8849533 f14c302 e4cff3e 34f48bf e4cff3e 34f48bf e4cff3e c2a2edf 0c0b514 091bc71 0c0b514 8ccb761 0c0b514 091bc71 4d745b7 0c0b514 4d745b7 0c0b514 8ccb761 0c0b514 6f1bf8e 8a6b9e7 6f1bf8e 8a6b9e7 6f1bf8e 0c0b514 091bc71 0c0b514 091bc71 0c0b514 091bc71 4d745b7 0c0b514 4d745b7 0c0b514 091bc71 0c0b514 2e75c59 0c9f192 2e75c59 4098df2 2e75c59 0c9f192 2e75c59 4098df2 2e75c59 0c0b514 4d745b7 0c0b514 4d745b7 0c0b514 2cf49bd 0c0b514 ee8182b 0c0b514 4d745b7 0c0b514 4d745b7 0c0b514 4d745b7 0c0b514 33302d7 6232e0d 33302d7 6232e0d 33302d7 cbdd6ba 0fed88f cbdd6ba 0fed88f cbdd6ba 091bc71 4d745b7 091bc71 4d745b7 091bc71 4d745b7 091bc71 0c0b514 4d745b7 0c0b514 4d745b7 0c0b514 1e86719 d3cf73a 1e86719 1bbf096 1e86719 e1167ce 6a1dd2d e1167ce f0114e3 091bc71 f0114e3 4d745b7 f0114e3 4d745b7 f0114e3 5011978 9255b39 5011978 7adb321 d65e10d 2c8190f 7adb321 d65e10d 7adb321 392bbe3 7adb321 6f93fdd a222f4b 6f93fdd c57ddb0 2134b66 c57ddb0 0c0b514 4d745b7 0c0b514 4d745b7 0c0b514 ce69e64 b0bc7ed ce69e64 f1e6a2b ce69e64 fbfb522 8927b74 d8d8635 fbfb522 d8d8635 fbfb522 091bc71 d88da05 4d745b7 091bc71 d88da05 4d745b7 091bc71 4d745b7 091bc71 f0114e3 0c0b514 f0114e3 091bc71 0c0b514 4d745b7 0c0b514 4d745b7 0c0b514 f0114e3 0c0b514 ee6a377 c6c9aeb ee6a377 8f56641 bc5ec88 8f56641 7c2be3b a1457e7 7c2be3b f7bcf2d b13d271 f7bcf2d 0afb410 eb4c4c4 0afb410 1407083 c388990 1407083 f53eccd 1530910 f53eccd b4a7bd1 91bd496 b4a7bd1 a8dc9ac 9e31eb2 aca2691 a8dc9ac 9e31eb2 a8dc9ac 8632425 a8dc9ac ae8f880 269e328 ae8f880 0c0b514 4d745b7 0c0b514 4d745b7 0c0b514 3ae0e36 336e0dc 9f2906d 8b72847 3ae0e36 336e0dc 3ae0e36 8b72847 3ae0e36 26a1fca dedc9b5 b4a7bd1 26a1fca dedc9b5 26a1fca 0c0b514 4d745b7 0c0b514 4d745b7 0c0b514 091bc71 36b8c3e 4d745b7 44636fc 091bc71 36b8c3e 4d745b7 091bc71 44636fc | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738 739 740 741 742 743 744 745 746 747 748 749 750 751 752 753 754 755 756 757 758 759 760 761 762 763 764 765 766 767 768 769 770 771 772 773 774 775 776 777 778 779 780 781 782 783 784 785 786 787 788 789 790 791 792 793 794 795 796 797 798 799 800 801 802 803 804 805 806 807 808 809 810 811 812 813 814 815 816 817 818 819 820 821 822 823 824 825 826 827 828 829 830 831 832 833 834 835 836 837 838 839 840 841 842 843 844 845 846 847 848 849 850 851 852 853 854 855 856 857 858 859 860 861 862 863 864 865 866 867 868 869 870 871 872 873 874 875 876 877 878 879 880 881 882 883 884 885 886 887 888 889 890 891 892 893 894 895 896 897 898 899 900 901 902 903 904 905 906 907 908 909 910 911 912 913 914 915 916 917 918 919 920 921 922 923 924 925 926 927 928 929 930 931 932 933 934 935 936 937 938 939 940 941 942 943 944 945 946 947 948 949 950 951 952 953 954 955 956 957 958 959 960 961 962 963 964 965 966 967 968 969 970 971 972 973 974 975 976 977 978 979 980 981 982 983 984 985 986 987 988 989 990 991 992 993 994 995 996 997 998 999 1000 1001 1002 1003 1004 1005 1006 1007 1008 1009 1010 1011 1012 1013 1014 1015 1016 1017 1018 1019 1020 1021 1022 1023 1024 1025 1026 1027 1028 1029 1030 1031 1032 1033 1034 1035 1036 1037 1038 1039 1040 1041 1042 1043 1044 1045 1046 1047 1048 1049 1050 1051 1052 1053 1054 1055 1056 1057 1058 1059 1060 1061 1062 1063 1064 1065 1066 1067 1068 1069 1070 1071 1072 1073 1074 1075 1076 1077 1078 1079 1080 1081 1082 1083 1084 1085 1086 1087 1088 1089 1090 1091 1092 1093 1094 1095 1096 1097 1098 1099 1100 1101 1102 1103 1104 1105 1106 1107 1108 1109 1110 1111 1112 1113 1114 1115 1116 1117 1118 1119 1120 1121 1122 1123 1124 1125 1126 1127 1128 1129 1130 1131 1132 1133 1134 1135 1136 1137 1138 1139 1140 1141 1142 1143 1144 1145 1146 1147 1148 1149 1150 1151 1152 1153 1154 1155 1156 1157 1158 1159 1160 1161 1162 1163 1164 1165 1166 1167 1168 1169 1170 1171 1172 1173 1174 1175 1176 1177 1178 1179 1180 1181 1182 1183 1184 1185 1186 1187 1188 1189 1190 1191 1192 1193 1194 1195 1196 1197 1198 1199 1200 1201 1202 1203 1204 1205 1206 1207 1208 1209 1210 1211 1212 1213 1214 1215 1216 1217 1218 1219 1220 1221 1222 1223 1224 1225 1226 1227 1228 1229 1230 1231 1232 1233 1234 1235 1236 1237 1238 1239 1240 1241 1242 1243 1244 1245 1246 1247 1248 1249 1250 1251 1252 1253 1254 1255 1256 1257 1258 1259 1260 1261 1262 1263 1264 1265 1266 1267 1268 1269 1270 1271 1272 1273 1274 1275 1276 1277 1278 1279 1280 1281 1282 1283 1284 1285 1286 1287 1288 1289 1290 1291 1292 1293 1294 1295 1296 1297 1298 1299 1300 1301 1302 1303 1304 1305 1306 1307 1308 1309 1310 1311 1312 1313 1314 1315 1316 1317 1318 1319 1320 1321 1322 1323 1324 1325 1326 1327 1328 1329 1330 1331 1332 1333 1334 1335 1336 1337 1338 1339 1340 1341 1342 1343 1344 1345 1346 1347 1348 1349 1350 1351 1352 1353 1354 1355 1356 1357 1358 1359 1360 1361 1362 1363 1364 1365 1366 1367 1368 1369 1370 1371 1372 1373 1374 1375 1376 1377 1378 1379 1380 1381 1382 1383 1384 1385 1386 1387 1388 1389 1390 1391 1392 1393 1394 1395 1396 1397 1398 1399 1400 1401 1402 1403 1404 1405 1406 1407 1408 1409 1410 1411 1412 1413 1414 1415 1416 1417 1418 1419 1420 1421 1422 1423 1424 1425 1426 1427 1428 1429 1430 1431 1432 1433 1434 1435 1436 1437 1438 1439 1440 1441 1442 1443 1444 1445 1446 1447 1448 1449 1450 1451 1452 1453 1454 1455 1456 1457 1458 1459 1460 1461 1462 1463 1464 1465 1466 1467 1468 1469 1470 1471 1472 1473 1474 1475 1476 1477 1478 1479 1480 1481 1482 1483 1484 1485 1486 1487 1488 1489 1490 1491 1492 1493 1494 1495 1496 1497 1498 1499 1500 1501 1502 1503 1504 1505 1506 1507 1508 1509 1510 1511 1512 1513 1514 1515 1516 1517 1518 1519 1520 1521 1522 1523 1524 1525 1526 1527 1528 1529 1530 1531 1532 1533 1534 1535 1536 1537 1538 1539 1540 1541 1542 1543 1544 1545 1546 1547 1548 1549 1550 1551 1552 1553 1554 1555 1556 1557 1558 1559 1560 1561 1562 1563 1564 1565 1566 1567 1568 1569 1570 1571 1572 1573 1574 1575 1576 1577 1578 1579 1580 1581 1582 1583 1584 1585 1586 1587 1588 1589 1590 1591 1592 1593 1594 1595 1596 1597 1598 1599 1600 1601 1602 1603 1604 1605 1606 1607 1608 1609 1610 1611 1612 1613 1614 1615 1616 1617 1618 1619 1620 1621 1622 1623 1624 1625 1626 1627 1628 1629 1630 1631 1632 1633 1634 1635 1636 1637 1638 1639 1640 1641 1642 1643 1644 1645 1646 1647 1648 1649 1650 1651 1652 1653 1654 1655 1656 1657 1658 1659 1660 1661 1662 1663 1664 1665 1666 1667 1668 1669 1670 1671 1672 1673 1674 1675 1676 1677 1678 1679 1680 1681 1682 1683 1684 1685 1686 1687 1688 1689 1690 1691 1692 1693 1694 1695 1696 1697 1698 1699 1700 1701 1702 1703 1704 1705 1706 1707 1708 1709 1710 1711 1712 1713 1714 1715 1716 1717 1718 1719 1720 1721 1722 1723 1724 1725 1726 1727 1728 1729 1730 1731 1732 1733 1734 1735 1736 1737 1738 1739 1740 1741 1742 1743 1744 1745 1746 1747 1748 1749 1750 1751 1752 1753 1754 1755 1756 1757 1758 1759 1760 1761 1762 1763 1764 1765 1766 1767 1768 1769 1770 1771 1772 1773 1774 1775 1776 1777 1778 1779 1780 1781 1782 1783 1784 1785 1786 1787 1788 1789 1790 1791 1792 1793 1794 1795 1796 1797 1798 1799 1800 1801 1802 1803 1804 1805 1806 1807 1808 1809 1810 1811 1812 1813 1814 1815 1816 1817 1818 1819 1820 1821 1822 1823 1824 1825 1826 1827 1828 1829 1830 1831 1832 1833 1834 1835 1836 1837 1838 1839 1840 1841 1842 1843 1844 1845 1846 1847 1848 1849 1850 1851 1852 1853 1854 1855 1856 1857 1858 1859 1860 1861 1862 1863 1864 1865 1866 1867 1868 1869 1870 1871 1872 1873 1874 1875 1876 1877 1878 1879 1880 1881 1882 1883 1884 1885 1886 1887 1888 1889 1890 1891 1892 1893 1894 1895 1896 1897 1898 1899 1900 1901 1902 1903 1904 1905 1906 1907 1908 1909 1910 1911 1912 1913 1914 1915 1916 1917 1918 1919 1920 1921 1922 1923 1924 1925 1926 1927 1928 1929 1930 1931 1932 1933 1934 1935 1936 1937 1938 1939 1940 1941 1942 1943 1944 1945 1946 1947 1948 1949 1950 1951 1952 1953 1954 1955 1956 1957 1958 1959 1960 1961 1962 1963 1964 1965 1966 1967 1968 1969 1970 1971 1972 1973 1974 1975 1976 1977 1978 1979 1980 1981 1982 1983 1984 1985 1986 1987 1988 1989 1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 2021 2022 2023 2024 2025 2026 2027 2028 2029 2030 2031 2032 2033 2034 2035 2036 2037 2038 2039 2040 2041 2042 2043 2044 2045 2046 2047 2048 2049 2050 2051 2052 2053 2054 2055 2056 2057 2058 2059 2060 2061 2062 2063 2064 2065 2066 2067 2068 2069 2070 2071 2072 2073 2074 2075 2076 2077 2078 2079 2080 2081 2082 2083 2084 2085 2086 2087 2088 2089 2090 2091 2092 2093 2094 2095 2096 2097 2098 2099 2100 2101 2102 2103 2104 2105 2106 2107 2108 2109 2110 2111 2112 2113 2114 2115 2116 2117 2118 2119 2120 2121 2122 2123 2124 2125 2126 2127 2128 2129 2130 2131 2132 2133 2134 2135 2136 2137 2138 2139 2140 2141 2142 2143 2144 2145 2146 2147 2148 2149 2150 2151 2152 2153 2154 2155 2156 2157 2158 2159 2160 2161 2162 2163 2164 2165 2166 2167 2168 2169 2170 2171 2172 2173 2174 2175 2176 2177 2178 2179 2180 2181 2182 2183 2184 2185 2186 2187 2188 2189 2190 2191 2192 2193 2194 2195 2196 2197 2198 2199 2200 2201 2202 2203 2204 2205 2206 2207 2208 2209 2210 2211 2212 2213 2214 2215 2216 2217 2218 2219 2220 2221 2222 2223 2224 2225 2226 2227 2228 2229 2230 2231 2232 2233 2234 2235 2236 2237 2238 2239 2240 2241 2242 2243 2244 2245 2246 2247 2248 2249 2250 2251 2252 2253 2254 2255 2256 2257 2258 2259 2260 2261 2262 2263 2264 2265 2266 2267 2268 2269 2270 2271 2272 2273 2274 2275 2276 2277 2278 2279 2280 2281 2282 2283 2284 2285 | # New Contributor Report: huggingface/diffusers
- Snapshot: `20260527T023526Z`
- Generated: `2026-05-27T02:35:59Z`
- Activity window: `60d`
- Contributors: `96`
## Summary
| Author | Profile | First seen? | Association | Account age | Repo first seen | Snapshot PRs | Snapshot issues | Follow-through | Breadth | Automation risk | Notes |
| --- | --- | --- | --- | ---: | --- | ---: | ---: | --- | --- | --- | --- |
| `sayakpaul` | [profile](https://github.com/sayakpaul) | no | MEMBER | 3466d | `2023-01-13T14:42:20Z` | 1040 | 133 | strong | high | low | extremely high recent PR volume; broad repo spread; targets high-star repos |
| `DN6` | [profile](https://github.com/DN6) | no | MEMBER | 4361d | `2023-02-22T04:27:25Z` | 381 | 14 | mixed | low | low | high recent PR volume; targets high-star repos |
| `yiyixuxu` | [profile](https://github.com/yiyixuxu) | no | MEMBER | 3978d | `2022-12-14T16:37:57Z` | 303 | 38 | strong | low | low | targets high-star repos |
| `hlky` | [profile](https://github.com/hlky) | no | CONTRIBUTOR | 1414d | `2022-08-22T10:44:45Z` | 149 | 84 | strong | low | low | no visible non-self stars |
| `asomoza` | [profile](https://github.com/asomoza) | no | MEMBER | 4600d | `2023-11-10T05:32:15Z` | 51 | 11 | weak | low | low | high open PR share; targets high-star repos |
| `Ricardo-M-L` | [profile](https://github.com/Ricardo-M-L) | no | CONTRIBUTOR | 2082d | `2026-04-02T16:08:54Z` | 45 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
| `jiqing-feng` | [profile](https://github.com/jiqing-feng) | no | CONTRIBUTOR | 1396d | `2022-11-29T08:44:19Z` | 26 | 4 | strong | moderate | low | high recent PR volume |
| `dependabot[bot]` | [profile](https://github.com/dependabot[bot]) | no | CONTRIBUTOR | ?d | `2023-12-20T21:14:21Z` | 21 | 0 | n/a | n/a | n/a | summary unavailable |
| `kaixuanliu` | [profile](https://github.com/kaixuanliu) | no | CONTRIBUTOR | 3934d | `2025-01-20T00:59:08Z` | 14 | 0 | mixed | moderate | low | high recent PR volume; targets high-star repos |
| `Anai-Guo` | [profile](https://github.com/Anai-Guo) | no | FIRST_TIME_CONTRIBUTOR | 4d | `2026-04-13T06:56:28Z` | 13 | 0 | weak | high | medium | very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
| `akshan-main` | [profile](https://github.com/akshan-main) | no | CONTRIBUTOR | 1562d | `2025-11-21T08:13:14Z` | 12 | 2 | mixed | moderate | low | high recent PR volume; targets high-star repos |
| `sywangyi` | [profile](https://github.com/sywangyi) | no | CONTRIBUTOR | 2996d | `2023-09-19T06:45:24Z` | 12 | 0 | strong | moderate | low | targets high-star repos |
| `Dev-X25874` | [profile](https://github.com/Dev-X25874) | no | CONTRIBUTOR | 3d | `2026-05-12T02:45:59Z` | 10 | 0 | weak | moderate | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
| `paulinebm` | [profile](https://github.com/paulinebm) | no | MEMBER | 830d | `2024-12-12T10:28:15Z` | 8 | 0 | strong | very high | medium | extremely high recent PR volume; very broad repo spread; no visible non-self stars |
| `zhtmike` | [profile](https://github.com/zhtmike) | no | CONTRIBUTOR | 4275d | `2026-03-17T08:08:13Z` | 6 | 3 | mixed | moderate | low | high recent PR volume |
| `azolotenkov` | [profile](https://github.com/azolotenkov) | no | CONTRIBUTOR | 1019d | `2025-03-04T13:58:31Z` | 6 | 0 | strong | low | low | no visible non-self stars; targets high-star repos |
| `RuixiangMa` | [profile](https://github.com/RuixiangMa) | no | CONTRIBUTOR | 3287d | `2026-04-02T17:19:18Z` | 5 | 0 | mixed | low | low | high recent PR volume |
| `hf-security-analysis[bot]` | [profile](https://github.com/hf-security-analysis[bot]) | no | CONTRIBUTOR | ?d | `2026-03-27T11:59:04Z` | 4 | 0 | n/a | n/a | n/a | summary unavailable |
| `HsiaWinter` | [profile](https://github.com/HsiaWinter) | no | CONTRIBUTOR | 1613d | `2026-04-08T04:14:03Z` | 4 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `neo` | [profile](https://github.com/neo) | no | FIRST_TIME_CONTRIBUTOR | 4211d | `2023-09-20T21:42:50Z` | 4 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `rtrompier` | [profile](https://github.com/rtrompier) | no | MEMBER | 4940d | `2023-10-19T12:21:52Z` | 4 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs |
| `taivu1998` | [profile](https://github.com/taivu1998) | no | FIRST_TIME_CONTRIBUTOR | 2674d | `2026-05-10T11:20:33Z` | 4 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars |
| `songh11` | [profile](https://github.com/songh11) | no | CONTRIBUTOR | 1961d | `2024-12-05T09:11:19Z` | 3 | 5 | strong | low | low | — |
| `Akash504-ai` | [profile](https://github.com/Akash504-ai) | no | CONTRIBUTOR | 426d | `2026-03-29T19:06:50Z` | 3 | 3 | mixed | high | medium | extremely high recent PR volume; broad repo spread |
| `GitGlimpse895` | [profile](https://github.com/GitGlimpse895) | no | FIRST_TIME_CONTRIBUTOR | 6d | `2026-04-14T04:29:39Z` | 3 | 0 | weak | moderate | high | very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos |
| `jbbqqf` | [profile](https://github.com/jbbqqf) | no | FIRST_TIME_CONTRIBUTOR | 4282d | `2026-05-10T09:20:21Z` | 3 | 0 | weak | very high | high | extremely high recent PR volume; very broad repo spread; high open PR share |
| `NazarKozak` | [profile](https://github.com/NazarKozak) | no | FIRST_TIME_CONTRIBUTOR | 4489d | `2026-04-25T06:35:12Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `stevhliu` | [profile](https://github.com/stevhliu) | no | MEMBER | 2296d | `2023-02-22T18:18:22Z` | 214 | 6 | strong | low | low | high recent PR volume; no visible non-self stars; targets high-star repos |
| `dg845` | [profile](https://github.com/dg845) | no | MEMBER | 2327d | `2023-03-22T05:10:45Z` | 68 | 8 | mixed | low | low | no visible non-self stars; targets high-star repos |
| `kashif` | [profile](https://github.com/kashif) | no | MEMBER | 6570d | `2022-06-15T15:01:24Z` | 65 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
| `christopher5106` | [profile](https://github.com/christopher5106) | no | CONTRIBUTOR | 4425d | `2024-03-30T15:52:41Z` | 8 | 25 | mixed | low | low | targets high-star repos |
| `JingyaHuang` | [profile](https://github.com/JingyaHuang) | no | MEMBER | 2742d | `2022-11-03T10:27:59Z` | 4 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `chenyangzhu1` | [profile](https://github.com/chenyangzhu1) | no | CONTRIBUTOR | 1477d | `2026-04-02T15:30:04Z` | 2 | 1 | strong | low | low | targets high-star repos |
| `Ace3Z` | [profile](https://github.com/Ace3Z) | no | FIRST_TIME_CONTRIBUTOR | 2598d | `2026-05-24T21:27:06Z` | 2 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
| `adityasingh2400` | [profile](https://github.com/adityasingh2400) | no | FIRST_TIME_CONTRIBUTOR | 2313d | `2026-05-21T11:20:08Z` | 2 | 0 | weak | high | medium | extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
| `cartesian-plane` | [profile](https://github.com/cartesian-plane) | no | FIRST_TIME_CONTRIBUTOR | 1744d | `2026-04-25T09:38:56Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `chang-zhijie` | [profile](https://github.com/chang-zhijie) | no | CONTRIBUTOR | 2856d | `2026-04-13T03:17:22Z` | 2 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `Enderfga` | [profile](https://github.com/Enderfga) | no | CONTRIBUTOR | 1996d | `2023-05-08T05:27:53Z` | 2 | 0 | mixed | moderate | low | high recent PR volume |
| `gueraf` | [profile](https://github.com/gueraf) | no | FIRST_TIME_CONTRIBUTOR | 4071d | `2026-04-27T22:38:24Z` | 2 | 0 | strong | low | low | — |
| `NIK-TIGER-BILL` | [profile](https://github.com/NIK-TIGER-BILL) | no | CONTRIBUTOR | 2289d | `2026-03-30T07:15:17Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos |
| `ParamChordiya` | [profile](https://github.com/ParamChordiya) | no | CONTRIBUTOR | 2149d | `2026-04-16T05:37:27Z` | 2 | 0 | mixed | moderate | low | targets high-star repos |
| `RobbinMarcus` | [profile](https://github.com/RobbinMarcus) | no | CONTRIBUTOR | 4693d | `2026-05-03T18:15:59Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `tarekziade` | [profile](https://github.com/tarekziade) | no | MEMBER | 5865d | `2026-05-13T07:23:25Z` | 2 | 0 | mixed | high | low | high recent PR volume; broad repo spread; targets high-star repos |
| `terarachang` | [profile](https://github.com/terarachang) | no | CONTRIBUTOR | 3903d | `2026-04-28T06:39:25Z` | 2 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `xodn348` | [profile](https://github.com/xodn348) | no | FIRST_TIME_CONTRIBUTOR | 2358d | `2026-05-07T07:22:44Z` | 2 | 0 | weak | very high | medium | extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
| `zxuhan` | [profile](https://github.com/zxuhan) | no | FIRST_TIME_CONTRIBUTOR | 1006d | `2026-05-14T19:07:05Z` | 2 | 0 | weak | high | medium | high recent PR volume; broad repo spread; high open PR share; targets high-star repos |
| `linoytsaban` | [profile](https://github.com/linoytsaban) | no | MEMBER | 2349d | `2023-06-20T06:10:02Z` | 75 | 2 | weak | low | high | very high single-repo PR burst; many recent closed-unmerged PRs; targets high-star repos |
| `rootonchair` | [profile](https://github.com/rootonchair) | no | CONTRIBUTOR | 3462d | `2023-12-27T03:24:34Z` | 24 | 8 | weak | low | low | high open PR share; targets high-star repos |
| `Beinsezii` | [profile](https://github.com/Beinsezii) | no | CONTRIBUTOR | 2888d | `2023-11-06T21:11:04Z` | 20 | 5 | strong | moderate | low | high recent PR volume; no visible non-self stars |
| `entrpn` | [profile](https://github.com/entrpn) | no | CONTRIBUTOR | 4455d | `2022-10-27T22:30:33Z` | 12 | 3 | mixed | moderate | low | — |
| `catwell` | [profile](https://github.com/catwell) | no | CONTRIBUTOR | 5911d | `2024-07-19T08:49:58Z` | 3 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `McPatate` | [profile](https://github.com/McPatate) | no | MEMBER | 4208d | `2024-06-07T16:06:34Z` | 3 | 0 | strong | moderate | low | high recent PR volume |
| `YangKai0616` | [profile](https://github.com/YangKai0616) | no | CONTRIBUTOR | 1466d | `2026-03-23T11:52:46Z` | 3 | 0 | mixed | moderate | low | targets high-star repos |
| `chinoll` | [profile](https://github.com/chinoll) | no | CONTRIBUTOR | 3510d | `2022-11-02T08:27:54Z` | 2 | 3 | weak | low | low | high open PR share; targets high-star repos |
| `luren55` | [profile](https://github.com/luren55) | no | FIRST_TIME_CONTRIBUTOR | 1577d | `2025-10-31T04:34:34Z` | 2 | 1 | mixed | low | low | high open PR share; targets high-star repos |
| `huemin-art` | [profile](https://github.com/huemin-art) | no | CONTRIBUTOR | 1508d | `2026-03-12T14:56:59Z` | 2 | 0 | strong | low | low | targets high-star repos |
| `Moran232` | [profile](https://github.com/Moran232) | no | CONTRIBUTOR | 4195d | `2026-04-07T07:58:41Z` | 1 | 2 | weak | low | low | high open PR share; targets high-star repos |
| `ivnvalex` | [profile](https://github.com/ivnvalex) | no | CONTRIBUTOR | 2600d | `2026-04-29T16:10:12Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `Sunhill666` | [profile](https://github.com/Sunhill666) | no | CONTRIBUTOR | 3220d | `2026-04-01T06:54:19Z` | 1 | 1 | strong | low | low | targets high-star repos |
| `ViktoriiaRomanova` | [profile](https://github.com/ViktoriiaRomanova) | no | CONTRIBUTOR | 1648d | `2026-04-08T09:26:22Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `VittoriaLanzo` | [profile](https://github.com/VittoriaLanzo) | no | NONE | 78d | `2026-04-02T13:06:12Z` | 1 | 1 | mixed | high | low | very new account; high recent PR volume; broad repo spread |
| `Zhu1116` | [profile](https://github.com/Zhu1116) | no | FIRST_TIMER | 2176d | `2025-05-30T08:21:12Z` | 1 | 1 | weak | low | low | high open PR share; targets high-star repos |
| `andrew-w-ross` | [profile](https://github.com/andrew-w-ross) | no | CONTRIBUTOR | 3851d | `2026-03-30T01:44:18Z` | 1 | 0 | strong | low | low | targets high-star repos |
| `andrewor14` | [profile](https://github.com/andrewor14) | no | CONTRIBUTOR | 4997d | `2026-04-03T20:31:12Z` | 1 | 0 | strong | moderate | low | — |
| `arieleli01212` | [profile](https://github.com/arieleli01212) | no | FIRST_TIME_CONTRIBUTOR | 396d | `2026-05-17T18:44:15Z` | 1 | 0 | mixed | moderate | low | high open PR share; no visible non-self stars; targets high-star repos |
| `aryanmotgi` | [profile](https://github.com/aryanmotgi) | no | FIRST_TIME_CONTRIBUTOR | 1802d | `2026-05-22T02:15:07Z` | 1 | 0 | strong | moderate | low | high recent PR volume |
| `ATOM00blue` | [profile](https://github.com/ATOM00blue) | no | FIRST_TIME_CONTRIBUTOR | 318d | `2026-05-22T01:48:23Z` | 1 | 0 | weak | very high | medium | young account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos |
| `aws-zhenguo` | [profile](https://github.com/aws-zhenguo) | no | FIRST_TIME_CONTRIBUTOR | 514d | `2026-04-14T22:28:18Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `awsr` | [profile](https://github.com/awsr) | no | FIRST_TIME_CONTRIBUTOR | 2751d | `2026-04-04T02:02:23Z` | 1 | 0 | mixed | moderate | low | — |
| `ChinChyi` | [profile](https://github.com/ChinChyi) | no | FIRST_TIME_CONTRIBUTOR | 3076d | `2026-05-06T17:18:28Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `CoderSATTY` | [profile](https://github.com/CoderSATTY) | no | FIRST_TIME_CONTRIBUTOR | 644d | `2026-05-23T06:54:12Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `conanna` | [profile](https://github.com/conanna) | no | FIRST_TIMER | 381d | `2026-04-12T19:13:13Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `david-PHR` | [profile](https://github.com/david-PHR) | no | CONTRIBUTOR | 1486d | `2026-04-30T08:17:26Z` | 1 | 0 | weak | low | low | high open PR share |
| `Dev-next-gen` | [profile](https://github.com/Dev-next-gen) | no | FIRST_TIME_CONTRIBUTOR | 518d | `2026-04-19T00:36:23Z` | 1 | 0 | strong | moderate | low | — |
| `dparikh79` | [profile](https://github.com/dparikh79) | no | FIRST_TIME_CONTRIBUTOR | 2859d | `2026-05-16T22:41:41Z` | 1 | 0 | weak | high | medium | broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
| `feice-huang` | [profile](https://github.com/feice-huang) | no | CONTRIBUTOR | 1462d | `2026-04-22T10:38:45Z` | 1 | 0 | strong | low | low | targets high-star repos |
| `GalacticAvenger` | [profile](https://github.com/GalacticAvenger) | no | CONTRIBUTOR | 2212d | `2026-04-02T20:15:48Z` | 1 | 0 | mixed | high | low | broad repo spread; high open PR share; targets high-star repos |
| `HaoyuLi-Nova` | [profile](https://github.com/HaoyuLi-Nova) | no | FIRST_TIME_CONTRIBUTOR | 853d | `2026-04-24T15:24:20Z` | 1 | 0 | weak | low | low | high open PR share; targets high-star repos |
| `hf-dependantbot-rollout[bot]` | [profile](https://github.com/hf-dependantbot-rollout[bot]) | no | CONTRIBUTOR | ?d | `2026-05-26T10:32:00Z` | 1 | 0 | n/a | n/a | n/a | summary unavailable |
| `hitchhiker3010` | [profile](https://github.com/hitchhiker3010) | no | CONTRIBUTOR | 3777d | `2026-04-07T06:26:34Z` | 1 | 0 | strong | low | low | targets high-star repos |
| `HMAKT99` | [profile](https://github.com/HMAKT99) | no | FIRST_TIME_CONTRIBUTOR | 265d | `2026-03-30T15:12:13Z` | 1 | 0 | mixed | very high | medium | young account; extremely high recent PR volume; very broad repo spread |
| `hoangperry` | [profile](https://github.com/hoangperry) | no | FIRST_TIME_CONTRIBUTOR | 2981d | `2026-05-17T09:23:14Z` | 1 | 0 | weak | moderate | low | high open PR share; targets high-star repos |
| `itzzdeep` | [profile](https://github.com/itzzdeep) | no | FIRST_TIME_CONTRIBUTOR | 2097d | `2026-05-11T21:21:31Z` | 1 | 0 | weak | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `javierdejesusda` | [profile](https://github.com/javierdejesusda) | no | FIRST_TIME_CONTRIBUTOR | 545d | `2026-05-24T23:05:02Z` | 1 | 0 | mixed | high | low | high recent PR volume; broad repo spread |
| `JinLiIdeogram` | [profile](https://github.com/JinLiIdeogram) | no | NONE | 961d | `2026-05-11T18:57:43Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `MukundaKatta` | [profile](https://github.com/MukundaKatta) | no | FIRST_TIME_CONTRIBUTOR | 1536d | `2026-04-25T18:34:23Z` | 1 | 0 | mixed | very high | medium | extremely high recent PR volume; very broad repo spread |
| `oab24413gmai` | [profile](https://github.com/oab24413gmai) | no | FIRST_TIME_CONTRIBUTOR | 31d | `2026-05-14T04:22:50Z` | 1 | 0 | weak | high | medium | very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos |
| `ooovenenoso` | [profile](https://github.com/ooovenenoso) | no | FIRST_TIME_CONTRIBUTOR | 1257d | `2026-05-24T12:21:28Z` | 1 | 0 | mixed | moderate | low | — |
| `racyjelly` | [profile](https://github.com/racyjelly) | no | FIRST_TIMER | 1619d | `2026-04-23T14:40:30Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `rmatif` | [profile](https://github.com/rmatif) | no | FIRST_TIME_CONTRIBUTOR | 2169d | `2026-05-12T16:24:51Z` | 1 | 0 | mixed | low | low | high open PR share; targets high-star repos |
| `Shreyas-jk` | [profile](https://github.com/Shreyas-jk) | no | FIRST_TIME_CONTRIBUTOR | 527d | `2026-05-08T23:19:21Z` | 1 | 0 | mixed | low | low | high open PR share; no visible non-self stars; targets high-star repos |
| `varaprasadtarunkumar` | [profile](https://github.com/varaprasadtarunkumar) | no | NONE | 1436d | `2026-04-03T18:58:56Z` | 1 | 0 | weak | low | low | many recent closed-unmerged PRs; targets high-star repos |
| `waitingcheung` | [profile](https://github.com/waitingcheung) | no | CONTRIBUTOR | 4931d | `2026-04-23T05:54:56Z` | 1 | 0 | n/a | low | low | no visible non-self stars |
| `xin3he` | [profile](https://github.com/xin3he) | no | FIRST_TIME_CONTRIBUTOR | 1822d | `2026-03-04T11:16:34Z` | 1 | 0 | strong | low | low | high recent PR volume |
| `Xyc2016` | [profile](https://github.com/Xyc2016) | no | CONTRIBUTOR | 3421d | `2026-04-06T14:42:14Z` | 1 | 0 | strong | low | low | — |
| `yadferhad` | [profile](https://github.com/yadferhad) | no | CONTRIBUTOR | 3308d | `2026-04-15T17:24:00Z` | 1 | 0 | weak | low | medium | many recent closed-unmerged PRs; high open PR share; targets high-star repos |
## Contributors
### `sayakpaul`
- profile: [github.com/sayakpaul](https://github.com/sayakpaul)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asayakpaul)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asayakpaul)
- repo first seen: `2023-01-13T14:42:20Z`
- repo last seen: `2026-05-26T12:17:48Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **1173**
- snapshot authored PRs/issues: **1040 PRs / 133 issues**
- snapshot discussion activity: **8194 comments / 6987 reviews / 7246 review comments**
- account age: **3466 days**
- recent public PR activity: **109 PRs** (86 merged / 5 closed-unmerged / 18 open; merged rate **79%**, closed-unmerged rate **5%**, open rate **17%**)
- public orgs: `huggingface`, `all-things-vits`
- compact scores: follow-through **strong**, breadth **high**, automation risk **low**
- heuristic read: **extremely high recent PR volume; broad repo spread; targets high-star repos**
Example artifacts:
- [PR #13807: note: torch.zeros -> torch.empty](https://github.com/huggingface/diffusers/pull/13807) — closed, merged
- [PR #13795: [ci] shorten serge name.](https://github.com/huggingface/diffusers/pull/13795) — open
- [PR #13787: [docs] fix ace step checkpoint id.](https://github.com/huggingface/diffusers/pull/13787) — closed, merged
- [Issue #13713: Incorporate safetensors support to TorchAO](https://github.com/huggingface/diffusers/issues/13713) — open
- [Issue #13475: QwenImage `has_neg_prompt` derivation](https://github.com/huggingface/diffusers/issues/13475) — closed
- [Issue #13401: Help us profile important pipelines and improve if needed](https://github.com/huggingface/diffusers/issues/13401) — open
### `DN6`
- profile: [github.com/DN6](https://github.com/DN6)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ADN6)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ADN6)
- repo first seen: `2023-02-22T04:27:25Z`
- repo last seen: `2026-05-26T15:42:37Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **395**
- snapshot authored PRs/issues: **381 PRs / 14 issues**
- snapshot discussion activity: **1079 comments / 1516 reviews / 1196 review comments**
- account age: **4361 days**
- recent public PR activity: **33 PRs** (22 merged / 1 closed-unmerged / 10 open; merged rate **67%**, closed-unmerged rate **3%**, open rate **30%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high recent PR volume; targets high-star repos**
Example artifacts:
- [PR #13794: [WIP] Refactor Model Design](https://github.com/huggingface/diffusers/pull/13794) — open, draft
- [PR #13753: Update contribution guidelines](https://github.com/huggingface/diffusers/pull/13753) — closed, merged
- [PR #13729: Update Flax removal version](https://github.com/huggingface/diffusers/pull/13729) — closed, merged
- [Issue #13151: GGUF + `torch.compile` is not compatible with Hub Kernels](https://github.com/huggingface/diffusers/issues/13151) — open
- [Issue #12600: Add KV Cache for Autoregressive Inference](https://github.com/huggingface/diffusers/issues/12600) — open
- [Issue #10152: Diffusers Roadmap](https://github.com/huggingface/diffusers/issues/10152) — open
### `yiyixuxu`
- profile: [github.com/yiyixuxu](https://github.com/yiyixuxu)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ayiyixuxu)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ayiyixuxu)
- repo first seen: `2022-12-14T16:37:57Z`
- repo last seen: `2026-05-26T05:57:17Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **341**
- snapshot authored PRs/issues: **303 PRs / 38 issues**
- snapshot discussion activity: **2588 comments / 2935 reviews / 3593 review comments**
- account age: **3978 days**
- recent public PR activity: **11 PRs** (10 merged / 0 closed-unmerged / 1 open; merged rate **91%**, closed-unmerged rate **0%**, open rate **9%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13808: [docs] update philosophy.md (finally)](https://github.com/huggingface/diffusers/pull/13808) — open
- [PR #13775: [agents docs] review-rules: add Tripwires section](https://github.com/huggingface/diffusers/pull/13775) — open
- [PR #13774: [CI] claude_review: target source PR's branch for follow-up PRs](https://github.com/huggingface/diffusers/pull/13774) — closed, merged
- [Issue #12564: [Proposals Welcome] Fal Flashpack integration for faster model loading](https://github.com/huggingface/diffusers/issues/12564) — open
- [Issue #12257: [Looking for community contribution] support Wan 2.2 S2V: an audio-driven cinematic video generation model](https://github.com/huggingface/diffusers/issues/12257) — open
- [Issue #12222: [Contribution welcome] adding a fast test for Qwen-Image Controlnet Pipeline](https://github.com/huggingface/diffusers/issues/12222) — closed
### `hlky`
- profile: [github.com/hlky](https://github.com/hlky)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahlky)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahlky)
- repo first seen: `2022-08-22T10:44:45Z`
- repo last seen: `2026-05-14T12:00:18Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **233**
- snapshot authored PRs/issues: **149 PRs / 84 issues**
- snapshot discussion activity: **550 comments / 414 reviews / 417 review comments**
- account age: **1414 days**
- recent public PR activity: **6 PRs** (5 merged / 0 closed-unmerged / 1 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars**
Example artifacts:
- [PR #13719: Incorporate safetensors support to TorchAO](https://github.com/huggingface/diffusers/pull/13719) — open
- [PR #13695: Fix Stable Cascade review issues](https://github.com/huggingface/diffusers/pull/13695) — open
- [PR #13694: Fix LongCat AudioDiT dtype, VAE, and attention API issues](https://github.com/huggingface/diffusers/pull/13694) — open
- [Issue #13656: [meta issue] Systematic model/pipeline review findings / tracking](https://github.com/huggingface/diffusers/issues/13656) — open
- [Issue #13655: `model_infrastructure` model/pipeline review](https://github.com/huggingface/diffusers/issues/13655) — open
- [Issue #13654: `model_unets_shared` model/pipeline review](https://github.com/huggingface/diffusers/issues/13654) — open
### `asomoza`
- profile: [github.com/asomoza](https://github.com/asomoza)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aasomoza)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aasomoza)
- repo first seen: `2023-11-10T05:32:15Z`
- repo last seen: `2026-05-22T04:53:40Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **62**
- snapshot authored PRs/issues: **51 PRs / 11 issues**
- snapshot discussion activity: **1314 comments / 259 reviews / 205 review comments**
- account age: **4600 days**
- recent public PR activity: **6 PRs** (2 merged / 1 closed-unmerged / 3 open; merged rate **33%**, closed-unmerged rate **17%**, open rate **50%**)
- public orgs: `huggingface`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13575: [Ernie-Image] Add lora support](https://github.com/huggingface/diffusers/pull/13575) — closed, merged
- [PR #13427: [torchao] Fix `record_stream` with torchao and group offloading](https://github.com/huggingface/diffusers/pull/13427) — closed, draft
- [PR #13381: [Agents] Optimizations skill](https://github.com/huggingface/diffusers/pull/13381) — open
- [Issue #12441: Support Wan2.2-Animate](https://github.com/huggingface/diffusers/issues/12441) — closed
- [Issue #11861: ControlnetUnion not working correctly](https://github.com/huggingface/diffusers/issues/11861) — closed
- [Issue #11745: Pipeline Quantization silent ignore of components not present in pipeline](https://github.com/huggingface/diffusers/issues/11745) — closed
### `Ricardo-M-L`
- profile: [github.com/Ricardo-M-L](https://github.com/Ricardo-M-L)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ARicardo-M-L)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ARicardo-M-L)
- repo first seen: `2026-04-02T16:08:54Z`
- repo last seen: `2026-05-23T07:56:12Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **45**
- snapshot authored PRs/issues: **45 PRs / 0 issues**
- snapshot discussion activity: **23 comments / 1 reviews / 1 review comments**
- account age: **2082 days**
- recent public PR activity: **164 PRs** (32 merged / 40 closed-unmerged / 92 open; merged rate **20%**, closed-unmerged rate **24%**, open rate **56%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
Example artifacts:
- [PR #13760: Fix FlowMatchEulerDiscreteScheduler double-shift in set_timesteps](https://github.com/huggingface/diffusers/pull/13760) — open
- [PR #13741: Route SanaTransformer2DModel.forward by time-embed type, not by guidance presence](https://github.com/huggingface/diffusers/pull/13741) — open
- [PR #13740: Raise ValueError instead of tearing down CUDA when AuraFlow latents exceed pos_embed_max_size](https://github.com/huggingface/diffusers/pull/13740) — open
### `jiqing-feng`
- profile: [github.com/jiqing-feng](https://github.com/jiqing-feng)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ajiqing-feng)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ajiqing-feng)
- repo first seen: `2022-11-29T08:44:19Z`
- repo last seen: `2026-05-21T05:09:18Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **30**
- snapshot authored PRs/issues: **26 PRs / 4 issues**
- snapshot discussion activity: **78 comments / 31 reviews / 31 review comments**
- account age: **1396 days**
- recent public PR activity: **25 PRs** (22 merged / 1 closed-unmerged / 2 open; merged rate **88%**, closed-unmerged rate **4%**, open rate **8%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume**
Example artifacts:
- [PR #13777: Fix OOM in WanAnimate BitsAndBytes Training Test](https://github.com/huggingface/diffusers/pull/13777) — closed, merged
- [PR #13776: Reduce FLUX int8 test peak memory with sequential offload](https://github.com/huggingface/diffusers/pull/13776) — open
- [PR #13541: Reduce WanAnimate TorchAO test input sizes to prevent OOM](https://github.com/huggingface/diffusers/pull/13541) — closed, merged
- [Issue #13105: Wan-AI/Wan2.1-T2V-1.3B-Diffusers output noise](https://github.com/huggingface/diffusers/issues/13105) — closed
- [Issue #12975: AnimateDiffPipeline performance regression on CPU.](https://github.com/huggingface/diffusers/issues/12975) — closed
- [Issue #12632: stable_diffusion_xl_img2img failed due to dtype missmatch](https://github.com/huggingface/diffusers/issues/12632) — closed
### `dependabot[bot]`
- profile: [github.com/dependabot[bot]](https://github.com/dependabot[bot])
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adependabot%5Bbot%5D)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adependabot%5Bbot%5D)
- repo first seen: `2023-12-20T21:14:21Z`
- repo last seen: `2026-05-26T15:48:39Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **21**
- snapshot authored PRs/issues: **21 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
- account age: **? days**
- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
- public orgs: none visible
- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
- heuristic read: **summary unavailable**
- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'dependabot[bot]'."}]`
Example artifacts:
- [PR #13814: Bump the actions group with 15 updates](https://github.com/huggingface/diffusers/pull/13814) — open
- [PR #13773: Bump diffusers from 0.9.0 to 0.38.0 in /examples/research_projects/dreambooth_inpaint](https://github.com/huggingface/diffusers/pull/13773) — open
- [PR #13692: Bump diffusers from 0.20.1 to 0.38.0 in /examples/research_projects/realfill](https://github.com/huggingface/diffusers/pull/13692) — closed, merged
### `kaixuanliu`
- profile: [github.com/kaixuanliu](https://github.com/kaixuanliu)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Akaixuanliu)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Akaixuanliu)
- repo first seen: `2025-01-20T00:59:08Z`
- repo last seen: `2026-05-19T14:09:06Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **14**
- snapshot authored PRs/issues: **14 PRs / 0 issues**
- snapshot discussion activity: **44 comments / 9 reviews / 9 review comments**
- account age: **3934 days**
- recent public PR activity: **35 PRs** (24 merged / 6 closed-unmerged / 5 open; merged rate **69%**, closed-unmerged rate **17%**, open rate **14%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume; targets high-star repos**
Example artifacts:
- [PR #13766: fix device mismatch issue for HiDreamTransformerTests](https://github.com/huggingface/diffusers/pull/13766) — closed, merged
- [PR #13534: Fix non-deterministic T5 outputs in HiDream pipeline tests](https://github.com/huggingface/diffusers/pull/13534) — closed, merged
- [PR #13496: add _repeated_blocks for ErnieImageTransformer2DModel](https://github.com/huggingface/diffusers/pull/13496) — closed, merged
### `Anai-Guo`
- profile: [github.com/Anai-Guo](https://github.com/Anai-Guo)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AAnai-Guo)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AAnai-Guo)
- repo first seen: `2026-04-13T06:56:28Z`
- repo last seen: `2026-05-22T13:07:15Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **13**
- snapshot authored PRs/issues: **13 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 0 reviews / 0 review comments**
- account age: **4 days**
- recent public PR activity: **25 PRs** (3 merged / 3 closed-unmerged / 19 open; merged rate **12%**, closed-unmerged rate **12%**, open rate **76%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
- heuristic read: **very new account; high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
Example artifacts:
- [PR #13791: fix(modeling_utils): rename shadowed `tuple` loop var in get_parameter_dtype (#13789)](https://github.com/huggingface/diffusers/pull/13791) — open
- [PR #13671: fix(ddpm): use _execution_device, validate inputs, free hooks (#13649)](https://github.com/huggingface/diffusers/pull/13671) — open
- [PR #13669: fix(unets): preserve scalar float timestep dtype in UNet1D/2D + FlaxUNet2DCondition (#13654)](https://github.com/huggingface/diffusers/pull/13669) — open
### `akshan-main`
- profile: [github.com/akshan-main](https://github.com/akshan-main)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aakshan-main)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aakshan-main)
- repo first seen: `2025-11-21T08:13:14Z`
- repo last seen: `2026-05-22T15:34:47Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **14**
- snapshot authored PRs/issues: **12 PRs / 2 issues**
- snapshot discussion activity: **99 comments / 21 reviews / 21 review comments**
- account age: **1562 days**
- recent public PR activity: **26 PRs** (14 merged / 6 closed-unmerged / 6 open; merged rate **54%**, closed-unmerged rate **23%**, open rate **23%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume; targets high-star repos**
Example artifacts:
- [PR #13727: Add from_single_file support to ErnieImageTransformer2DModel](https://github.com/huggingface/diffusers/pull/13727) — open
- [PR #13687: [ernie-image] use concrete Mistral3Model / Ministral3ForCausalLM types](https://github.com/huggingface/diffusers/pull/13687) — closed
- [PR #13663: Address ernie-image review findings #13577](https://github.com/huggingface/diffusers/pull/13663) — closed, merged
- [Issue #13439: HunyuanVideo 1.5 I2V image conditioning preprocessed at latent resolution instead of pixel resolution](https://github.com/huggingface/diffusers/issues/13439) — closed
- [Issue #13421: Add negative_prompt parameter to GLMImagePipeline](https://github.com/huggingface/diffusers/issues/13421) — closed
### `sywangyi`
- profile: [github.com/sywangyi](https://github.com/sywangyi)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asywangyi)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asywangyi)
- repo first seen: `2023-09-19T06:45:24Z`
- repo last seen: `2026-05-26T06:47:54Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **12**
- snapshot authored PRs/issues: **12 PRs / 0 issues**
- snapshot discussion activity: **34 comments / 10 reviews / 10 review comments**
- account age: **2996 days**
- recent public PR activity: **16 PRs** (12 merged / 0 closed-unmerged / 4 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13810: This PR updates the Stable Diffusion IP-Adapter integration](https://github.com/huggingface/diffusers/pull/13810) — open
- [PR #13805: Initialize ZImage pad tokens deterministically](https://github.com/huggingface/diffusers/pull/13805) — closed, merged
- [PR #13770: update safetensors.torch._tobytes to safetensors.torch._to_ndarray](https://github.com/huggingface/diffusers/pull/13770) — closed, merged
### `Dev-X25874`
- profile: [github.com/Dev-X25874](https://github.com/Dev-X25874)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ADev-X25874)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ADev-X25874)
- repo first seen: `2026-05-12T02:45:59Z`
- repo last seen: `2026-05-25T10:31:29Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **10**
- snapshot authored PRs/issues: **10 PRs / 0 issues**
- snapshot discussion activity: **8 comments / 1 reviews / 1 review comments**
- account age: **3 days**
- recent public PR activity: **7 PRs** (0 merged / 4 closed-unmerged / 3 open; merged rate **0%**, closed-unmerged rate **57%**, open rate **43%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **high**
- heuristic read: **very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13806: [fix] hooks/taylorseer_cache: fix off-by-one in post-warmup compute interval](https://github.com/huggingface/diffusers/pull/13806) — open
- [PR #13797: [DreamBooth SDXL LoRA] Apply SNR min-weighting to prior preservation loss when snr_gamma is set](https://github.com/huggingface/diffusers/pull/13797) — open
- [PR #13796: [SDXL] Fix clip_skip not applied to negative prompt embeddings in encode_prompt](https://github.com/huggingface/diffusers/pull/13796) — closed
### `paulinebm`
- profile: [github.com/paulinebm](https://github.com/paulinebm)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Apaulinebm)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Apaulinebm)
- repo first seen: `2024-12-12T10:28:15Z`
- repo last seen: `2026-05-07T12:01:20Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **8**
- snapshot authored PRs/issues: **8 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 9 reviews / 8 review comments**
- account age: **830 days**
- recent public PR activity: **159 PRs** (156 merged / 2 closed-unmerged / 1 open; merged rate **98%**, closed-unmerged rate **1%**, open rate **1%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; no visible non-self stars**
Example artifacts:
- [PR #13690: [CI] Bump style-bot SHA + switch to GitHub App](https://github.com/huggingface/diffusers/pull/13690) — closed, merged
- [PR #13438: add PR fork workable](https://github.com/huggingface/diffusers/pull/13438) — closed, merged
- [PR #13385: 🔒 Pin GitHub Actions to commit SHAs](https://github.com/huggingface/diffusers/pull/13385) — closed, merged
### `zhtmike`
- profile: [github.com/zhtmike](https://github.com/zhtmike)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Azhtmike)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Azhtmike)
- repo first seen: `2026-03-17T08:08:13Z`
- repo last seen: `2026-05-26T06:18:49Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **9**
- snapshot authored PRs/issues: **6 PRs / 3 issues**
- snapshot discussion activity: **14 comments / 36 reviews / 36 review comments**
- account age: **4275 days**
- recent public PR activity: **31 PRs** (19 merged / 8 closed-unmerged / 4 open; merged rate **61%**, closed-unmerged rate **26%**, open rate **13%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume**
Example artifacts:
- [PR #13809: add SP support for `_flash_3_varlen_hub` backend](https://github.com/huggingface/diffusers/pull/13809) — open
- [PR #13756: Fix the QwenImage Attention mask under Ulysses SP](https://github.com/huggingface/diffusers/pull/13756) — open
- [PR #13479: add SP support for `flash_varlen_hub` backend](https://github.com/huggingface/diffusers/pull/13479) — closed, merged
- [Issue #13696: [bug] The mask is not correctly sharded for QwenImageTransformer + Ulysses SP](https://github.com/huggingface/diffusers/issues/13696) — open
- [Issue #13319: The backward pass of QwenImageTransformer failed with Ulysses SP.](https://github.com/huggingface/diffusers/issues/13319) — closed
- [Issue #13277: QwenImagePipeline failed with Ulysses SP and batch inputs](https://github.com/huggingface/diffusers/issues/13277) — closed
### `azolotenkov`
- profile: [github.com/azolotenkov](https://github.com/azolotenkov)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aazolotenkov)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aazolotenkov)
- repo first seen: `2025-03-04T13:58:31Z`
- repo last seen: `2026-05-26T10:37:57Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **6 PRs / 0 issues**
- snapshot discussion activity: **10 comments / 8 reviews / 8 review comments**
- account age: **1019 days**
- recent public PR activity: **4 PRs** (3 merged / 0 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **0%**, open rate **25%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13712: Allow bucket reshuffling with DreamBooth caches](https://github.com/huggingface/diffusers/pull/13712) — open
- [PR #13441: Fix Qwen Image DreamBooth prior-preservation batch ordering](https://github.com/huggingface/diffusers/pull/13441) — closed, merged
- [PR #13417: Fix VAE offload encode device mismatch in DreamBooth scripts](https://github.com/huggingface/diffusers/pull/13417) — closed, merged
### `RuixiangMa`
- profile: [github.com/RuixiangMa](https://github.com/RuixiangMa)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ARuixiangMa)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ARuixiangMa)
- repo first seen: `2026-04-02T17:19:18Z`
- repo last seen: `2026-04-21T00:29:42Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **5 PRs / 0 issues**
- snapshot discussion activity: **8 comments / 60 reviews / 60 review comments**
- account age: **3287 days**
- recent public PR activity: **47 PRs** (28 merged / 1 closed-unmerged / 18 open; merged rate **60%**, closed-unmerged rate **2%**, open rate **38%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high recent PR volume**
Example artifacts:
- [PR #13511: [Feat] support AutoPipelineForText2Audio](https://github.com/huggingface/diffusers/pull/13511) — open
- [PR #13494: [Bugfix] Fix shape mismatch in LongCatAudioDiTTransformer conversion](https://github.com/huggingface/diffusers/pull/13494) — closed, merged
- [PR #13483: [chore] Add diffusers-format example to LongCatAudioDiTPipeline](https://github.com/huggingface/diffusers/pull/13483) — closed, merged
### `hf-security-analysis[bot]`
- profile: [github.com/hf-security-analysis[bot]](https://github.com/hf-security-analysis[bot])
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahf-security-analysis%5Bbot%5D)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahf-security-analysis%5Bbot%5D)
- repo first seen: `2026-03-27T11:59:04Z`
- repo last seen: `2026-05-13T07:34:32Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **? days**
- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
- public orgs: none visible
- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
- heuristic read: **summary unavailable**
- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'hf-security-analysis[bot]'."}]`
Example artifacts:
- [PR #13737: chore: update serge_review.yml](https://github.com/huggingface/diffusers/pull/13737) — open
- [PR #13685: chore: update pr_labeler.yml](https://github.com/huggingface/diffusers/pull/13685) — closed, merged
- [PR #13374: chore: update claude_review.yml](https://github.com/huggingface/diffusers/pull/13374) — closed, merged
### `HsiaWinter`
- profile: [github.com/HsiaWinter](https://github.com/HsiaWinter)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AHsiaWinter)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AHsiaWinter)
- repo first seen: `2026-04-08T04:14:03Z`
- repo last seen: `2026-04-14T03:34:39Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 34 reviews / 34 review comments**
- account age: **1613 days**
- recent public PR activity: **4 PRs** (2 merged / 0 closed-unmerged / 2 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13465: fix npu compatibility](https://github.com/huggingface/diffusers/pull/13465) — open
- [PR #13464: fix some dtype issue for gguf / some gpu backends](https://github.com/huggingface/diffusers/pull/13464) — closed, merged
- [PR #13456: fix rope dtype from torch.float64 to torch.float32](https://github.com/huggingface/diffusers/pull/13456) — open
### `neo`
- profile: [github.com/neo](https://github.com/neo)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aneo)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aneo)
- repo first seen: `2023-09-20T21:42:50Z`
- repo last seen: `2026-04-13T17:33:27Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 3 reviews / 3 review comments**
- account age: **4211 days**
- recent public PR activity: **5 PRs** (2 merged / 0 closed-unmerged / 3 open; merged rate **40%**, closed-unmerged rate **0%**, open rate **60%**)
- public orgs: `Experience-Monks`
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13460: Add hash check for dynamic modules cache](https://github.com/huggingface/diffusers/pull/13460) — open
- [PR #13459: Ensure consistent dynamic module path for custom components](https://github.com/huggingface/diffusers/pull/13459) — open
- [PR #13458: Accommodate custom components in `maybe_raise_or_warn`](https://github.com/huggingface/diffusers/pull/13458) — open
### `rtrompier`
- profile: [github.com/rtrompier](https://github.com/rtrompier)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Artrompier)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Artrompier)
- repo first seen: `2023-10-19T12:21:52Z`
- repo last seen: `2026-04-24T12:27:53Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 0 reviews / 0 review comments**
- account age: **4940 days**
- recent public PR activity: **107 PRs** (60 merged / 44 closed-unmerged / 3 open; merged rate **56%**, closed-unmerged rate **41%**, open rate **3%**)
- public orgs: `smartwavesa`
- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs**
Example artifacts:
- [PR #13555: chore: bump doc-builder SHA for main doc build workflow](https://github.com/huggingface/diffusers/pull/13555) — closed, merged
- [PR #13493: chore: bump doc-builder SHA for main doc build workflow](https://github.com/huggingface/diffusers/pull/13493) — closed, draft
- [PR #13476: chore: bump doc-builder SHA for PR upload workflow](https://github.com/huggingface/diffusers/pull/13476) — closed, merged
### `taivu1998`
- profile: [github.com/taivu1998](https://github.com/taivu1998)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ataivu1998)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ataivu1998)
- repo first seen: `2026-05-10T11:20:33Z`
- repo last seen: `2026-05-10T11:23:21Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2674 days**
- recent public PR activity: **153 PRs** (19 merged / 35 closed-unmerged / 99 open; merged rate **12%**, closed-unmerged rate **23%**, open rate **65%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; no visible non-self stars**
Example artifacts:
- [PR #13711: Fix shared transformer masks and temporal output channels](https://github.com/huggingface/diffusers/pull/13711) — open
- [PR #13710: Add opt-in Exclusive Self Attention support](https://github.com/huggingface/diffusers/pull/13710) — open
- [PR #13709: Fix model infrastructure edge cases](https://github.com/huggingface/diffusers/pull/13709) — open
### `songh11`
- profile: [github.com/songh11](https://github.com/songh11)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Asongh11)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Asongh11)
- repo first seen: `2024-12-05T09:11:19Z`
- repo last seen: `2026-04-29T02:43:56Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **8**
- snapshot authored PRs/issues: **3 PRs / 5 issues**
- snapshot discussion activity: **16 comments / 9 reviews / 9 review comments**
- account age: **1961 days**
- recent public PR activity: **3 PRs** (3 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **—**
Example artifacts:
- [PR #13545: feat: support ring attention with arbitrary KV sequence lengths](https://github.com/huggingface/diffusers/pull/13545) — closed, merged
- [PR #13507: fix: handle non-zero storage_offset in sage attention for ring compatibility](https://github.com/huggingface/diffusers/pull/13507) — open
- [PR #13478: fix(ernie-image): avoid locals() comprehension scope issue in callback kwargs](https://github.com/huggingface/diffusers/pull/13478) — closed, merged
- [Issue #13506: Sage attention fails with ring-attention.](https://github.com/huggingface/diffusers/issues/13506) — open
- [Issue #13477: ErnieImage callback locals() scope bug.](https://github.com/huggingface/diffusers/issues/13477) — closed
- [Issue #12396: Using leaf_level together with delete_adapters can get some errors.](https://github.com/huggingface/diffusers/issues/12396) — closed
### `Akash504-ai`
- profile: [github.com/Akash504-ai](https://github.com/Akash504-ai)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AAkash504-ai)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AAkash504-ai)
- repo first seen: `2026-03-29T19:06:50Z`
- repo last seen: `2026-04-15T02:08:43Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **6**
- snapshot authored PRs/issues: **3 PRs / 3 issues**
- snapshot discussion activity: **4 comments / 1 reviews / 1 review comments**
- account age: **426 days**
- recent public PR activity: **102 PRs** (65 merged / 10 closed-unmerged / 27 open; merged rate **64%**, closed-unmerged rate **10%**, open rate **26%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; broad repo spread**
Example artifacts:
- [PR #13471: fix(profiling): preserve instance isolation when decorating methods](https://github.com/huggingface/diffusers/pull/13471) — closed, merged
- [PR #13426: Fix division by zero in rescale_noise_cfg causing NaNs during inference](https://github.com/huggingface/diffusers/pull/13426) — open
- [PR #13395: Fix missing validation for num_inference_steps in DDPMScheduler and add tests](https://github.com/huggingface/diffusers/pull/13395) — open
- [Issue #13425: Division by zero in rescale_noise_cfg can produce NaNs during inference](https://github.com/huggingface/diffusers/issues/13425) — open
- [Issue #13394: DDPMScheduler allows num_inference_steps=0 without validation (inconsistent with DDIMScheduler)](https://github.com/huggingface/diffusers/issues/13394) — open
- [Issue #13362: DDIMPipeline does not validate eta range despite documented constraint [0, 1]](https://github.com/huggingface/diffusers/issues/13362) — closed
### `GitGlimpse895`
- profile: [github.com/GitGlimpse895](https://github.com/GitGlimpse895)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AGitGlimpse895)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AGitGlimpse895)
- repo first seen: `2026-04-14T04:29:39Z`
- repo last seen: `2026-04-28T09:00:29Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
- account age: **6 days**
- recent public PR activity: **11 PRs** (0 merged / 6 closed-unmerged / 5 open; merged rate **0%**, closed-unmerged rate **55%**, open rate **45%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **high**
- heuristic read: **very new account; many recent closed-unmerged PRs; high open PR share; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13500: Fix: use resample-aware bilinear+antialias interpolation for tensor/numpy resize in VaeImageProcessor](https://github.com/huggingface/diffusers/pull/13500) — open
- [PR #13497: hooks/pyramid_attention_broadcast: remove redundant iteration==0 guard and fix stale cache VRAM leak](https://github.com/huggingface/diffusers/pull/13497) — open
- [PR #13467: hooks/pyramid_attention_broadcast: fix redundant recompute at iteration 0 and free stale cache when outside timestep range](https://github.com/huggingface/diffusers/pull/13467) — closed
### `jbbqqf`
- profile: [github.com/jbbqqf](https://github.com/jbbqqf)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ajbbqqf)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ajbbqqf)
- repo first seen: `2026-05-10T09:20:21Z`
- repo last seen: `2026-05-22T07:11:13Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
- account age: **4282 days**
- recent public PR activity: **299 PRs** (0 merged / 13 closed-unmerged / 286 open; merged rate **0%**, closed-unmerged rate **4%**, open rate **96%**)
- public orgs: `just-escape`
- compact scores: follow-through **weak**, breadth **very high**, automation risk **high**
- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share**
Example artifacts:
- [PR #13706: Fix double timestep shifting in `FlowMatchEulerDiscreteScheduler.set_timesteps` (#13243)](https://github.com/huggingface/diffusers/pull/13706) — open
- [PR #13705: Validate `num_inference_steps > 0` in `DDPMScheduler.set_timesteps` (#13394)](https://github.com/huggingface/diffusers/pull/13705) — open
- [PR #13704: Guard against zero `std_cfg` in `rescale_noise_cfg` (#13425)](https://github.com/huggingface/diffusers/pull/13704) — open
### `NazarKozak`
- profile: [github.com/NazarKozak](https://github.com/NazarKozak)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ANazarKozak)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ANazarKozak)
- repo first seen: `2026-04-25T06:35:12Z`
- repo last seen: `2026-04-27T21:18:53Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **4489 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13559: feat(loading): detect Git LFS pointer files and raise a clear error](https://github.com/huggingface/diffusers/pull/13559) — open
- [PR #13558: docs(examples/server): add health-check trap when switching to background load](https://github.com/huggingface/diffusers/pull/13558) — open
- [PR #13557: docs(flux2): clarify image= is reference conditioning, not img2img](https://github.com/huggingface/diffusers/pull/13557) — open
### `stevhliu`
- profile: [github.com/stevhliu](https://github.com/stevhliu)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Astevhliu)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Astevhliu)
- repo first seen: `2023-02-22T18:18:22Z`
- repo last seen: `2026-05-22T08:16:53Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **220**
- snapshot authored PRs/issues: **214 PRs / 6 issues**
- snapshot discussion activity: **246 comments / 769 reviews / 1600 review comments**
- account age: **2296 days**
- recent public PR activity: **30 PRs** (25 merged / 0 closed-unmerged / 5 open; merged rate **83%**, closed-unmerged rate **0%**, open rate **17%**)
- public orgs: `huggingface`
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **high recent PR volume; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13771: [docs] remove pipeline examples section](https://github.com/huggingface/diffusers/pull/13771) — closed, merged
- [PR #13769: Fix missing forward/__call__ docstring entries](https://github.com/huggingface/diffusers/pull/13769) — closed, merged
- [PR #13334: [docs] refactor model skill](https://github.com/huggingface/diffusers/pull/13334) — closed, merged
- [Issue #7238: IP-Adapter masking](https://github.com/huggingface/diffusers/issues/7238) — closed
- [Issue #5380: [community pipeline] Mixture tiling](https://github.com/huggingface/diffusers/issues/5380) — closed
- [Issue #5379: [community pipeline] SpeechToImage](https://github.com/huggingface/diffusers/issues/5379) — closed
### `dg845`
- profile: [github.com/dg845](https://github.com/dg845)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adg845)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adg845)
- repo first seen: `2023-03-22T05:10:45Z`
- repo last seen: `2026-05-26T01:04:22Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **76**
- snapshot authored PRs/issues: **68 PRs / 8 issues**
- snapshot discussion activity: **361 comments / 860 reviews / 750 review comments**
- account age: **2327 days**
- recent public PR activity: **8 PRs** (6 merged / 1 closed-unmerged / 1 open; merged rate **75%**, closed-unmerged rate **12%**, open rate **12%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13697: Fix GGUF to Work Better with `modules_to_not_convert` / `keep_in_fp32_modules`](https://github.com/huggingface/diffusers/pull/13697) — closed, merged
- [PR #13572: Add LTX-2.X IC LoRA and HDR Pipelines](https://github.com/huggingface/diffusers/pull/13572) — closed, merged
- [PR #13337: Update LTX-2 Docs to Cover LTX-2.3 Models](https://github.com/huggingface/diffusers/pull/13337) — closed, merged
- [Issue #12079: API Suggestion: Expose Methods to Convert to Sample Prediction in Schedulers](https://github.com/huggingface/diffusers/issues/12079) — open
- [Issue #8547: Latent Consistency Model Possible Scaling Bug](https://github.com/huggingface/diffusers/issues/8547) — closed
- [Issue #6756: Handling LoRA Scale in the Legacy LoRA Implementation.](https://github.com/huggingface/diffusers/issues/6756) — closed
### `kashif`
- profile: [github.com/kashif](https://github.com/kashif)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Akashif)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Akashif)
- repo first seen: `2022-06-15T15:01:24Z`
- repo last seen: `2026-05-20T06:24:15Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **65**
- snapshot authored PRs/issues: **65 PRs / 0 issues**
- snapshot discussion activity: **204 comments / 157 reviews / 135 review comments**
- account age: **6570 days**
- recent public PR activity: **32 PRs** (20 merged / 1 closed-unmerged / 11 open; merged rate **62%**, closed-unmerged rate **3%**, open rate **34%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
- heuristic read: **high recent PR volume; broad repo spread; targets high-star repos**
Example artifacts:
- [PR #13699: [discrete diffusion] Add dflash pipeline](https://github.com/huggingface/diffusers/pull/13699) — open
- [PR #13698: [LLADA2] Fix llada2 review #13598](https://github.com/huggingface/diffusers/pull/13698) — closed, merged
- [PR #13333: [LLADA2] documentation fixes](https://github.com/huggingface/diffusers/pull/13333) — closed, merged
### `christopher5106`
- profile: [github.com/christopher5106](https://github.com/christopher5106)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Achristopher5106)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Achristopher5106)
- repo first seen: `2024-03-30T15:52:41Z`
- repo last seen: `2026-04-30T07:12:02Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **33**
- snapshot authored PRs/issues: **8 PRs / 25 issues**
- snapshot discussion activity: **106 comments / 2 reviews / 0 review comments**
- account age: **4425 days**
- recent public PR activity: **8 PRs** (4 merged / 1 closed-unmerged / 3 open; merged rate **50%**, closed-unmerged rate **12%**, open rate **38%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13482: Fix encoder difference between modular and standard pipelines for Qwen Image and consistency with other models](https://github.com/huggingface/diffusers/pull/13482) — open
- [PR #13373: FA4 local (_flash_4 mode)](https://github.com/huggingface/diffusers/pull/13373) — open
- [PR #13200: adding lora support to z-image controlnet pipelines](https://github.com/huggingface/diffusers/pull/13200) — closed, merged
- [Issue #13505: Z-Image's modular TE block only produces negative_prompt_embeds when the pipeline's guider is enabled (CFG active).](https://github.com/huggingface/diffusers/issues/13505) — open
- [Issue #13487: Loading loras on "text_pipe" of a modular pipeline fails](https://github.com/huggingface/diffusers/issues/13487) — open
- [Issue #13484: Lora loading fail on Flux 2 dev for FAL loras](https://github.com/huggingface/diffusers/issues/13484) — closed
### `JingyaHuang`
- profile: [github.com/JingyaHuang](https://github.com/JingyaHuang)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AJingyaHuang)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AJingyaHuang)
- repo first seen: `2022-11-03T10:27:59Z`
- repo last seen: `2026-05-26T15:18:32Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **4**
- snapshot authored PRs/issues: **4 PRs / 0 issues**
- snapshot discussion activity: **6 comments / 5 reviews / 7 review comments**
- account age: **2742 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13718: [Neuron] Add tensor parallel support for Neuron backend](https://github.com/huggingface/diffusers/pull/13718) — open, draft
- [PR #13485: [Neuron] Enable `torch.compile` compatibility with Neuron device](https://github.com/huggingface/diffusers/pull/13485) — open
- [PR #13289: [Neuron] Add AWS Neuron (Trainium/Inferentia) as an officially supported device](https://github.com/huggingface/diffusers/pull/13289) — open
### `chenyangzhu1`
- profile: [github.com/chenyangzhu1](https://github.com/chenyangzhu1)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Achenyangzhu1)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Achenyangzhu1)
- repo first seen: `2026-04-02T15:30:04Z`
- repo last seen: `2026-04-09T02:53:49Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **2 PRs / 1 issues**
- snapshot discussion activity: **7 comments / 1 reviews / 1 review comments**
- account age: **1477 days**
- recent public PR activity: **2 PRs** (2 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13396: fix(qwen-image dreambooth): correct prompt embed repeats when using `--with_prior_preservation`](https://github.com/huggingface/diffusers/pull/13396) — closed, merged
- [PR #13387: Handle prompt embedding concat in Qwen dreambooth example](https://github.com/huggingface/diffusers/pull/13387) — closed, merged
- [Issue #13386: [Bug] `train_dreambooth_lora_qwen_image.py` crashes with `--with_prior_preservation` due to tensor concatenation errors](https://github.com/huggingface/diffusers/issues/13386) — closed
### `Ace3Z`
- profile: [github.com/Ace3Z](https://github.com/Ace3Z)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AAce3Z)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AAce3Z)
- repo first seen: `2026-05-24T21:27:06Z`
- repo last seen: `2026-05-25T00:14:20Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2598 days**
- recent public PR activity: **7 PRs** (0 merged / 0 closed-unmerged / 7 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13804: fix(ernie_image): pass attn_mask=None when text is unpadded](https://github.com/huggingface/diffusers/pull/13804) — open
- [PR #13802: fix(ernie-image): pass attn_mask=None when text is unpadded](https://github.com/huggingface/diffusers/pull/13802) — open
### `adityasingh2400`
- profile: [github.com/adityasingh2400](https://github.com/adityasingh2400)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aadityasingh2400)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aadityasingh2400)
- repo first seen: `2026-05-21T11:20:08Z`
- repo last seen: `2026-05-21T11:22:41Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2313 days**
- recent public PR activity: **157 PRs** (48 merged / 70 closed-unmerged / 39 open; merged rate **31%**, closed-unmerged rate **45%**, open rate **25%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
Example artifacts:
- [PR #13784: Point users at AOBaseConfig replacement when passing string quant_type to TorchAoConfig](https://github.com/huggingface/diffusers/pull/13784) — open
- [PR #13783: Fix AttentionModuleMixin.set_attention_backend skipping hub kernel download](https://github.com/huggingface/diffusers/pull/13783) — open
### `cartesian-plane`
- profile: [github.com/cartesian-plane](https://github.com/cartesian-plane)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Acartesian-plane)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Acartesian-plane)
- repo first seen: `2026-04-25T09:38:56Z`
- repo last seen: `2026-04-25T10:57:58Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1744 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13561: Fix the `disable_free_noise` function in `AnimateDiffFreeNoiseMixin`](https://github.com/huggingface/diffusers/pull/13561) — open
- [PR #13560: Fix Exception message for `set_item` call on FrozenDict](https://github.com/huggingface/diffusers/pull/13560) — open
### `chang-zhijie`
- profile: [github.com/chang-zhijie](https://github.com/chang-zhijie)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Achang-zhijie)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Achang-zhijie)
- repo first seen: `2026-04-13T03:17:22Z`
- repo last seen: `2026-04-19T01:14:31Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 3 reviews / 3 review comments**
- account age: **2856 days**
- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13490: add _native_npu_attention support mask shape like [B,1,1,S]](https://github.com/huggingface/diffusers/pull/13490) — closed, merged
- [PR #13451: Fix attention_mask broadcasting for NPU compatibility](https://github.com/huggingface/diffusers/pull/13451) — closed
### `Enderfga`
- profile: [github.com/Enderfga](https://github.com/Enderfga)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AEnderfga)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AEnderfga)
- repo first seen: `2023-05-08T05:27:53Z`
- repo last seen: `2026-05-25T05:55:46Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **13 comments / 40 reviews / 40 review comments**
- account age: **1996 days**
- recent public PR activity: **28 PRs** (23 merged / 3 closed-unmerged / 2 open; merged rate **82%**, closed-unmerged rate **11%**, open rate **7%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume**
Example artifacts:
- [PR #13792: [AnyFlow] FAR: standalone causal-mask builder + torch.compile follow-up](https://github.com/huggingface/diffusers/pull/13792) — open
- [PR #13745: Add AnyFlow Any-Step Video Diffusion Pipelines (Bidirectional + FAR Causal)](https://github.com/huggingface/diffusers/pull/13745) — closed, merged
### `gueraf`
- profile: [github.com/gueraf](https://github.com/gueraf)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Agueraf)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Agueraf)
- repo first seen: `2026-04-27T22:38:24Z`
- repo last seen: `2026-05-18T12:44:21Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
- account age: **4071 days**
- recent public PR activity: **8 PRs** (7 merged / 0 closed-unmerged / 1 open; merged rate **88%**, closed-unmerged rate **0%**, open rate **12%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **—**
Example artifacts:
- [PR #13681: Add a (rolling) KV cache for Wan models to enable autoregressive rollouts ("SelfForcing-style").](https://github.com/huggingface/diffusers/pull/13681) — open
- [PR #13569: Add rolling KV cache hook](https://github.com/huggingface/diffusers/pull/13569) — open, draft
### `NIK-TIGER-BILL`
- profile: [github.com/NIK-TIGER-BILL](https://github.com/NIK-TIGER-BILL)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ANIK-TIGER-BILL)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ANIK-TIGER-BILL)
- repo first seen: `2026-03-30T07:15:17Z`
- repo last seen: `2026-04-08T23:17:59Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 1 reviews / 1 review comments**
- account age: **2289 days**
- recent public PR activity: **213 PRs** (6 merged / 197 closed-unmerged / 10 open; merged rate **3%**, closed-unmerged rate **92%**, open rate **5%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; many recent closed-unmerged PRs; targets high-star repos**
Example artifacts:
- [PR #13436: test](https://github.com/huggingface/diffusers/pull/13436) — closed, draft
- [PR #13367: fix(ddim): validate eta is in [0, 1] in DDIMPipeline](https://github.com/huggingface/diffusers/pull/13367) — closed, merged
### `ParamChordiya`
- profile: [github.com/ParamChordiya](https://github.com/ParamChordiya)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AParamChordiya)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AParamChordiya)
- repo first seen: `2026-04-16T05:37:27Z`
- repo last seen: `2026-04-23T03:24:10Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 1 reviews / 1 review comments**
- account age: **2149 days**
- recent public PR activity: **14 PRs** (8 merged / 2 closed-unmerged / 4 open; merged rate **57%**, closed-unmerged rate **14%**, open rate **29%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13495: Fix load_lora_weights crash on modular sub-pipelines without transformer](https://github.com/huggingface/diffusers/pull/13495) — open
- [PR #13489: Fix UniPC scheduler device mismatch when using offloading](https://github.com/huggingface/diffusers/pull/13489) — closed, merged
### `RobbinMarcus`
- profile: [github.com/RobbinMarcus](https://github.com/RobbinMarcus)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ARobbinMarcus)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ARobbinMarcus)
- repo first seen: `2026-05-03T18:15:59Z`
- repo last seen: `2026-05-04T19:16:57Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **4693 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13678: Fix ignored generator in FlowMatchEulerDiscreteScheduler](https://github.com/huggingface/diffusers/pull/13678) — closed, merged
- [PR #13677: Fix ignored generator in FlowMatchEulerDiscreteScheduler](https://github.com/huggingface/diffusers/pull/13677) — closed
### `tarekziade`
- profile: [github.com/tarekziade](https://github.com/tarekziade)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Atarekziade)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Atarekziade)
- repo first seen: `2026-05-13T07:23:25Z`
- repo last seen: `2026-05-14T06:55:45Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 2 reviews / 0 review comments**
- account age: **5865 days**
- recent public PR activity: **88 PRs** (46 merged / 9 closed-unmerged / 33 open; merged rate **52%**, closed-unmerged rate **10%**, open rate **38%**)
- public orgs: `AFPy`, `faitmain`, `circus-tent`
- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
- heuristic read: **high recent PR volume; broad repo spread; targets high-star repos**
Example artifacts:
- [PR #13748: feat: Add Motif-Video model and pipelines](https://github.com/huggingface/diffusers/pull/13748) — open
- [PR #13747: do not merge - testing reviewbot](https://github.com/huggingface/diffusers/pull/13747) — open
### `terarachang`
- profile: [github.com/terarachang](https://github.com/terarachang)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aterarachang)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aterarachang)
- repo first seen: `2026-04-28T06:39:25Z`
- repo last seen: `2026-05-07T18:13:51Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 6 reviews / 6 review comments**
- account age: **3903 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13664: Add LoRA support for Cosmos Predict 2.5 and fix pipeline to match official Cosmos repo](https://github.com/huggingface/diffusers/pull/13664) — closed, merged
- [PR #13573: Add LoRA support for Cosmos Predict 2.5 and fix pipeline to match official Cosmos repo](https://github.com/huggingface/diffusers/pull/13573) — closed
### `xodn348`
- profile: [github.com/xodn348](https://github.com/xodn348)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Axodn348)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Axodn348)
- repo first seen: `2026-05-07T07:22:44Z`
- repo last seen: `2026-05-13T09:19:39Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2358 days**
- recent public PR activity: **169 PRs** (22 merged / 29 closed-unmerged / 118 open; merged rate **13%**, closed-unmerged rate **17%**, open rate **70%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
Example artifacts:
- [PR #13742: fix(dynamic_modules): enforce trust_remote_code for community pipeline branch](https://github.com/huggingface/diffusers/pull/13742) — open
- [PR #13688: fix(deepfloyd_if): remove @torch.no_grad() from encode_prompt in all IF variants](https://github.com/huggingface/diffusers/pull/13688) — open
### `zxuhan`
- profile: [github.com/zxuhan](https://github.com/zxuhan)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Azxuhan)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Azxuhan)
- repo first seen: `2026-05-14T19:07:05Z`
- repo last seen: `2026-05-14T19:39:53Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1006 days**
- recent public PR activity: **53 PRs** (9 merged / 16 closed-unmerged / 28 open; merged rate **17%**, closed-unmerged rate **30%**, open rate **53%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
- heuristic read: **high recent PR volume; broad repo spread; high open PR share; targets high-star repos**
Example artifacts:
- [PR #13755: [pipelines] fix SD3 crash with pre-computed prompt_embeds and num_images_per_prompt](https://github.com/huggingface/diffusers/pull/13755) — open
- [PR #13754: [schedulers] fix RecursionError in CosineDPMSolverMultistepScheduler](https://github.com/huggingface/diffusers/pull/13754) — open
### `linoytsaban`
- profile: [github.com/linoytsaban](https://github.com/linoytsaban)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Alinoytsaban)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Alinoytsaban)
- repo first seen: `2023-06-20T06:10:02Z`
- repo last seen: `2026-05-22T03:33:27Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **77**
- snapshot authored PRs/issues: **75 PRs / 2 issues**
- snapshot discussion activity: **253 comments / 185 reviews / 146 review comments**
- account age: **2349 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **high**
- heuristic read: **very high single-repo PR burst; many recent closed-unmerged PRs; targets high-star repos**
Example artifacts:
- [PR #13788: [LTX 2.3] update docs](https://github.com/huggingface/diffusers/pull/13788) — closed, merged
- [PR #13325: [flux.2 LoRA] make lora training compatible with flux.2 klein kv](https://github.com/huggingface/diffusers/pull/13325) — closed
- [PR #13056: Z image lora training](https://github.com/huggingface/diffusers/pull/13056) — closed, merged
- [Issue #11730: Add `--lora_alpha` and metadata handling in training scripts follow up](https://github.com/huggingface/diffusers/issues/11730) — closed
- [Issue #6546: PALP: Prompt Aligned Personalization of Text-to-Image Models 🖌️🔥](https://github.com/huggingface/diffusers/issues/6546) — closed
### `rootonchair`
- profile: [github.com/rootonchair](https://github.com/rootonchair)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Arootonchair)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Arootonchair)
- repo first seen: `2023-12-27T03:24:34Z`
- repo last seen: `2026-05-26T16:46:05Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **32**
- snapshot authored PRs/issues: **24 PRs / 8 issues**
- snapshot discussion activity: **106 comments / 39 reviews / 39 review comments**
- account age: **3462 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13730: Fix redundant Z-Image terminal timestep](https://github.com/huggingface/diffusers/pull/13730) — open
- [PR #12934: LTX2 distilled checkpoint support](https://github.com/huggingface/diffusers/pull/12934) — closed, merged
- [PR #10488: Implement framewise encoding/decoding in LTX Video VAE](https://github.com/huggingface/diffusers/pull/10488) — closed, merged
- [Issue #13232: LTX-2.3 Support](https://github.com/huggingface/diffusers/issues/13232) — closed
- [Issue #8686: `SDXLCFGCutoffCallback` does not work with `StableDiffusionXLControlNetPipeline`](https://github.com/huggingface/diffusers/issues/8686) — closed
- [Issue #7985: IPAdapter not compatible to torch.compile ](https://github.com/huggingface/diffusers/issues/7985) — closed
### `Beinsezii`
- profile: [github.com/Beinsezii](https://github.com/Beinsezii)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ABeinsezii)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ABeinsezii)
- repo first seen: `2023-11-06T21:11:04Z`
- repo last seen: `2026-05-09T22:52:52Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **25**
- snapshot authored PRs/issues: **20 PRs / 5 issues**
- snapshot discussion activity: **58 comments / 7 reviews / 7 review comments**
- account age: **2888 days**
- recent public PR activity: **29 PRs** (26 merged / 2 closed-unmerged / 1 open; merged rate **90%**, closed-unmerged rate **7%**, open rate **3%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume; no visible non-self stars**
Example artifacts:
- [PR #13453: Fix SDXL Refiner with Higher Order Schedulers](https://github.com/huggingface/diffusers/pull/13453) — open
- [PR #12955: ZImageTransformer2D: Only build attention mask if seqlens are not equal](https://github.com/huggingface/diffusers/pull/12955) — closed, merged
- [PR #12101: lora_conversion_utils: replace lora up/down with a/b even if `transformer.` in key](https://github.com/huggingface/diffusers/pull/12101) — closed, merged
- [Issue #11592: 0.33.X FluxLoraLoaderMixin `delete_adapters` Regression](https://github.com/huggingface/diffusers/issues/11592) — closed
- [Issue #8565: StableDiffusion3Pipeline `load_lora_weights` IndexError](https://github.com/huggingface/diffusers/issues/8565) — closed
- [Issue #8488: StableDiffusion3Pipeline `from_pretrained` Exception](https://github.com/huggingface/diffusers/issues/8488) — closed
### `entrpn`
- profile: [github.com/entrpn](https://github.com/entrpn)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aentrpn)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aentrpn)
- repo first seen: `2022-10-27T22:30:33Z`
- repo last seen: `2026-04-15T16:05:11Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **15**
- snapshot authored PRs/issues: **12 PRs / 3 issues**
- snapshot discussion activity: **32 comments / 7 reviews / 7 review comments**
- account age: **4455 days**
- recent public PR activity: **9 PRs** (7 merged / 2 closed-unmerged / 0 open; merged rate **78%**, closed-unmerged rate **22%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **—**
Example artifacts:
- [PR #13463: [ptxla] fix pytorch xla inference on TPUs.](https://github.com/huggingface/diffusers/pull/13463) — closed, merged
- [PR #11096: update readme instructions.](https://github.com/huggingface/diffusers/pull/11096) — closed, merged
- [PR #11065: reverts accidental change that removes attn_mask in attn. Improves fl…](https://github.com/huggingface/diffusers/pull/11065) — closed, merged
- [Issue #7895: Flax's use_memory_efficient_attention is broken](https://github.com/huggingface/diffusers/issues/7895) — closed
- [Issue #5224: Flax Stable Diffusion 2.1 error](https://github.com/huggingface/diffusers/issues/5224) — closed
- [Issue #2081: Converting pytorch stable diffusion weights to jax doesn't always work](https://github.com/huggingface/diffusers/issues/2081) — closed
### `catwell`
- profile: [github.com/catwell](https://github.com/catwell)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Acatwell)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Acatwell)
- repo first seen: `2024-07-19T08:49:58Z`
- repo last seen: `2026-05-19T10:14:19Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **5911 days**
- recent public PR activity: **3 PRs** (0 merged / 1 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **33%**, open rate **67%**)
- public orgs: `oploadk`, `strawberry-graphql`, `lunarmodules`, `finegrain-ai`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13765: properly check for ftfy and warn if unavailable in all pipelines](https://github.com/huggingface/diffusers/pull/13765) — open
- [PR #10982: fix default values of Flux guidance_scale in docstrings](https://github.com/huggingface/diffusers/pull/10982) — closed, merged
- [PR #8905: allow tensors in several schedulers step() call](https://github.com/huggingface/diffusers/pull/8905) — closed, merged
### `McPatate`
- profile: [github.com/McPatate](https://github.com/McPatate)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AMcPatate)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AMcPatate)
- repo first seen: `2024-06-07T16:06:34Z`
- repo last seen: `2026-04-14T17:27:04Z`
- first seen in snapshot: **no**
- repo association: **MEMBER**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 4 reviews / 7 review comments**
- account age: **4208 days**
- recent public PR activity: **26 PRs** (21 merged / 1 closed-unmerged / 4 open; merged rate **81%**, closed-unmerged rate **4%**, open rate **15%**)
- public orgs: `huggingface`
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume**
Example artifacts:
- [PR #13470: feat: bump safetensors to `0.8.0-rc.0`](https://github.com/huggingface/diffusers/pull/13470) — closed, merged
- [PR #8457: fix(ci): remove unnecessary permissions](https://github.com/huggingface/diffusers/pull/8457) — closed, merged
- [PR #8430: feat(ci): add trufflehog secrets detection](https://github.com/huggingface/diffusers/pull/8430) — closed, merged
### `YangKai0616`
- profile: [github.com/YangKai0616](https://github.com/YangKai0616)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AYangKai0616)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AYangKai0616)
- repo first seen: `2026-03-23T11:52:46Z`
- repo last seen: `2026-03-30T04:22:51Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **3 PRs / 0 issues**
- snapshot discussion activity: **3 comments / 6 reviews / 6 review comments**
- account age: **1466 days**
- recent public PR activity: **15 PRs** (7 merged / 3 closed-unmerged / 5 open; merged rate **47%**, closed-unmerged rate **20%**, open rate **33%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13364: Fix MotionConv2d to cast blur_kernel to input dtype instead of reverse](https://github.com/huggingface/diffusers/pull/13364) — closed, merged
- [PR #13339: Fix: ensure consistent dtype and eval mode in pipeline save/load tests](https://github.com/huggingface/diffusers/pull/13339) — closed, merged
- [PR #13316: Stabilize low-precision custom autoencoder RMS normalization](https://github.com/huggingface/diffusers/pull/13316) — closed, merged
### `chinoll`
- profile: [github.com/chinoll](https://github.com/chinoll)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Achinoll)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Achinoll)
- repo first seen: `2022-11-02T08:27:54Z`
- repo last seen: `2026-05-18T09:06:24Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **5**
- snapshot authored PRs/issues: **2 PRs / 3 issues**
- snapshot discussion activity: **7 comments / 0 reviews / 0 review comments**
- account age: **3510 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13749: feat: Add HiDream-O1 transformer and image generation pipeline](https://github.com/huggingface/diffusers/pull/13749) — open
- [PR #1671: Fix the bug that torch version less than 1.12 throws TypeError](https://github.com/huggingface/diffusers/pull/1671) — closed, merged
- [Issue #1343: Enable xformers by default](https://github.com/huggingface/diffusers/issues/1343) — closed
- [Issue #1214: CLIPTextModel does not work at half precision](https://github.com/huggingface/diffusers/issues/1214) — closed
- [Issue #1100: Low probability of throwing 'CLIPTextTransformer' object has no attribute 'device' exception](https://github.com/huggingface/diffusers/issues/1100) — closed
### `luren55`
- profile: [github.com/luren55](https://github.com/luren55)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aluren55)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aluren55)
- repo first seen: `2025-10-31T04:34:34Z`
- repo last seen: `2026-05-10T16:11:06Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **2 PRs / 1 issues**
- snapshot discussion activity: **7 comments / 2 reviews / 2 review comments**
- account age: **1577 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13689: z-image support npu](https://github.com/huggingface/diffusers/pull/13689) — open
- [PR #12979: z-image support npu](https://github.com/huggingface/diffusers/pull/12979) — open
- [Issue #12565: Wan2.1 i2v running issue](https://github.com/huggingface/diffusers/issues/12565) — open
### `huemin-art`
- profile: [github.com/huemin-art](https://github.com/huemin-art)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahuemin-art)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahuemin-art)
- repo first seen: `2026-03-12T14:56:59Z`
- repo last seen: `2026-04-06T23:48:03Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **2 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 4 reviews / 4 review comments**
- account age: **1508 days**
- recent public PR activity: **3 PRs** (3 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13428: FLUX.2 small decoder](https://github.com/huggingface/diffusers/pull/13428) — closed, merged
- [PR #13262: klein 9b kv](https://github.com/huggingface/diffusers/pull/13262) — closed, merged
### `Moran232`
- profile: [github.com/Moran232](https://github.com/Moran232)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AMoran232)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AMoran232)
- repo first seen: `2026-04-07T07:58:41Z`
- repo last seen: `2026-04-14T14:49:49Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **3**
- snapshot authored PRs/issues: **1 PRs / 2 issues**
- snapshot discussion activity: **2 comments / 12 reviews / 12 review comments**
- account age: **4195 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13444: [feat] JoyAI-JoyImage-Edit support](https://github.com/huggingface/diffusers/pull/13444) — closed, merged
- [Issue #13430: Support for JoyAI-Image-Edit](https://github.com/huggingface/diffusers/issues/13430) — closed
- [Issue #13429: add JoyAI-Image-Edit](https://github.com/huggingface/diffusers/issues/13429) — closed
### `ivnvalex`
- profile: [github.com/ivnvalex](https://github.com/ivnvalex)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aivnvalex)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aivnvalex)
- repo first seen: `2026-04-29T16:10:12Z`
- repo last seen: `2026-04-29T16:19:34Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2600 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13645: [docs] fix typo in AutoencoderOobleck docs (#13642)](https://github.com/huggingface/diffusers/pull/13645) — closed, merged
- [Issue #13642: [docs] typo in AutoencoderOobleck docs](https://github.com/huggingface/diffusers/issues/13642) — closed
### `Sunhill666`
- profile: [github.com/Sunhill666](https://github.com/Sunhill666)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ASunhill666)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ASunhill666)
- repo first seen: `2026-04-01T06:54:19Z`
- repo last seen: `2026-04-17T02:37:14Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **5 comments / 5 reviews / 5 review comments**
- account age: **3220 days**
- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13379: fix(qwen): fix CFG failing when passing neg prompt embeds with none mask](https://github.com/huggingface/diffusers/pull/13379) — closed, merged
- [Issue #13377: [Bug] `QwenImagePipeline` silently disables CFG when passing `negative_prompt_embeds` if mask is `None` (which `encode_prompt` returns by default)](https://github.com/huggingface/diffusers/issues/13377) — closed
### `ViktoriiaRomanova`
- profile: [github.com/ViktoriiaRomanova](https://github.com/ViktoriiaRomanova)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AViktoriiaRomanova)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AViktoriiaRomanova)
- repo first seen: `2026-04-08T09:26:22Z`
- repo last seen: `2026-05-04T09:32:13Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **4 comments / 3 reviews / 3 review comments**
- account age: **1648 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13564: Eliminate GPU sync overhead and CPU→GPU transfers across LTX2 pipeline](https://github.com/huggingface/diffusers/pull/13564) — closed, merged
- [Issue #13462: Decorating bound methods in profiling utils breaks instance isolation](https://github.com/huggingface/diffusers/issues/13462) — closed
### `VittoriaLanzo`
- profile: [github.com/VittoriaLanzo](https://github.com/VittoriaLanzo)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AVittoriaLanzo)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AVittoriaLanzo)
- repo first seen: `2026-04-02T13:06:12Z`
- repo last seen: `2026-04-06T21:58:29Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **5 comments / 0 reviews / 0 review comments**
- account age: **78 days**
- recent public PR activity: **31 PRs** (22 merged / 4 closed-unmerged / 5 open; merged rate **71%**, closed-unmerged rate **13%**, open rate **16%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
- heuristic read: **very new account; high recent PR volume; broad repo spread**
Example artifacts:
- [PR #13412: [Scheduler] Add monotonicity validation and tests for LTXEulerAncestr…](https://github.com/huggingface/diffusers/pull/13412) — closed
- [Issue #13411: `LTXEulerAncestralRFScheduler.set_timesteps(sigmas=...)` does not validate monotonicity, causing silent incorrect denoising](https://github.com/huggingface/diffusers/issues/13411) — closed
### `Zhu1116`
- profile: [github.com/Zhu1116](https://github.com/Zhu1116)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AZhu1116)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AZhu1116)
- repo first seen: `2025-05-30T08:21:12Z`
- repo last seen: `2026-05-26T13:11:33Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIMER**
- repo primary artifacts: **2**
- snapshot authored PRs/issues: **1 PRs / 1 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **2176 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13813: fix: resolve issue #13811](https://github.com/huggingface/diffusers/pull/13813) — open
- [Issue #13811: Fix incorrect batch handling in _prepare_image_ids usage in train_dreambooth_lora_flux2_img2img.py](https://github.com/huggingface/diffusers/issues/13811) — open
### `andrew-w-ross`
- profile: [github.com/andrew-w-ross](https://github.com/andrew-w-ross)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aandrew-w-ross)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aandrew-w-ross)
- repo first seen: `2026-03-30T01:44:18Z`
- repo last seen: `2026-03-30T15:34:12Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **3851 days**
- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13363: corrects single file path validation logic](https://github.com/huggingface/diffusers/pull/13363) — closed, merged
### `andrewor14`
- profile: [github.com/andrewor14](https://github.com/andrewor14)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aandrewor14)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aandrewor14)
- repo first seen: `2026-04-03T20:31:12Z`
- repo last seen: `2026-04-08T15:43:10Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 2 reviews / 2 review comments**
- account age: **4997 days**
- recent public PR activity: **12 PRs** (9 merged / 1 closed-unmerged / 2 open; merged rate **75%**, closed-unmerged rate **8%**, open rate **17%**)
- public orgs: `ucb-sts`
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **—**
Example artifacts:
- [PR #13405: Remove references to torchao's AffineQuantizedTensor](https://github.com/huggingface/diffusers/pull/13405) — closed, merged
### `arieleli01212`
- profile: [github.com/arieleli01212](https://github.com/arieleli01212)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aarieleli01212)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aarieleli01212)
- repo first seen: `2026-05-17T18:44:15Z`
- repo last seen: `2026-05-17T18:44:15Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **396 days**
- recent public PR activity: **5 PRs** (2 merged / 1 closed-unmerged / 2 open; merged rate **40%**, closed-unmerged rate **20%**, open rate **40%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13763: Fix rescale_noise_cfg zero std handling](https://github.com/huggingface/diffusers/pull/13763) — open
### `aryanmotgi`
- profile: [github.com/aryanmotgi](https://github.com/aryanmotgi)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aaryanmotgi)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aaryanmotgi)
- repo first seen: `2026-05-22T02:15:07Z`
- repo last seen: `2026-05-22T02:15:07Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1802 days**
- recent public PR activity: **69 PRs** (56 merged / 5 closed-unmerged / 8 open; merged rate **81%**, closed-unmerged rate **7%**, open rate **12%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **high recent PR volume**
Example artifacts:
- [PR #13786: Fix from_pretrain typo in StableCascade and Wuerstchen docstrings](https://github.com/huggingface/diffusers/pull/13786) — open
### `ATOM00blue`
- profile: [github.com/ATOM00blue](https://github.com/ATOM00blue)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AATOM00blue)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AATOM00blue)
- repo first seen: `2026-05-22T01:48:23Z`
- repo last seen: `2026-05-22T01:48:23Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **318 days**
- recent public PR activity: **61 PRs** (3 merged / 8 closed-unmerged / 50 open; merged rate **5%**, closed-unmerged rate **13%**, open rate **82%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **very high**, automation risk **medium**
- heuristic read: **young account; high recent PR volume; very broad repo spread; high open PR share; targets high-star repos**
Example artifacts:
- [PR #13785: Fix FlowMatchEulerDiscreteScheduler.index_for_timestep float precision lookup](https://github.com/huggingface/diffusers/pull/13785) — open
### `aws-zhenguo`
- profile: [github.com/aws-zhenguo](https://github.com/aws-zhenguo)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aaws-zhenguo)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aaws-zhenguo)
- repo first seen: `2026-04-14T22:28:18Z`
- repo last seen: `2026-04-14T22:28:18Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **514 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13473: [attention backends] Add Neuron backend for context parallel](https://github.com/huggingface/diffusers/pull/13473) — open
### `awsr`
- profile: [github.com/awsr](https://github.com/awsr)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aawsr)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aawsr)
- repo first seen: `2026-04-04T02:02:23Z`
- repo last seen: `2026-04-04T02:46:55Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **2751 days**
- recent public PR activity: **24 PRs** (18 merged / 3 closed-unmerged / 3 open; merged rate **75%**, closed-unmerged rate **12%**, open rate **12%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **—**
Example artifacts:
- [PR #13409: Guard against calling optional `ftfy` module if not available](https://github.com/huggingface/diffusers/pull/13409) — open
### `ChinChyi`
- profile: [github.com/ChinChyi](https://github.com/ChinChyi)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AChinChyi)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AChinChyi)
- repo first seen: `2026-05-06T17:18:28Z`
- repo last seen: `2026-05-06T17:18:28Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3076 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `Alpha-VLLM`
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13686: [LLaDA 2.0-Uni] Add LLaDA 2.0-Uni multimodal discrete diffusion pipeline](https://github.com/huggingface/diffusers/pull/13686) — open
### `CoderSATTY`
- profile: [github.com/CoderSATTY](https://github.com/CoderSATTY)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ACoderSATTY)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ACoderSATTY)
- repo first seen: `2026-05-23T06:54:12Z`
- repo last seen: `2026-05-23T10:29:37Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **1 comments / 0 reviews / 0 review comments**
- account age: **644 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13798: Fix: FLUX.2 encode_prompt dtype and add bitsandbytes int8+bfloat16 warning](https://github.com/huggingface/diffusers/pull/13798) — open
### `conanna`
- profile: [github.com/conanna](https://github.com/conanna)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aconanna)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aconanna)
- repo first seen: `2026-04-12T19:13:13Z`
- repo last seen: `2026-04-12T19:13:13Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIMER**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **381 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13450: fix: align sigmas device in UniPCMultistepScheduler.set_timesteps](https://github.com/huggingface/diffusers/pull/13450) — open
### `david-PHR`
- profile: [github.com/david-PHR](https://github.com/david-PHR)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adavid-PHR)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adavid-PHR)
- repo first seen: `2026-04-30T08:17:26Z`
- repo last seen: `2026-04-30T08:17:26Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1486 days**
- recent public PR activity: **3 PRs** (1 merged / 0 closed-unmerged / 2 open; merged rate **33%**, closed-unmerged rate **0%**, open rate **67%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share**
Example artifacts:
- [PR #13660: [qwenimage] add image_area kwarg to QwenImageEditPlusPipeline](https://github.com/huggingface/diffusers/pull/13660) — open
### `Dev-next-gen`
- profile: [github.com/Dev-next-gen](https://github.com/Dev-next-gen)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3ADev-next-gen)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3ADev-next-gen)
- repo first seen: `2026-04-19T00:36:23Z`
- repo last seen: `2026-05-06T00:13:06Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **10 comments / 0 reviews / 0 review comments**
- account age: **518 days**
- recent public PR activity: **7 PRs** (5 merged / 0 closed-unmerged / 2 open; merged rate **71%**, closed-unmerged rate **0%**, open rate **29%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **moderate**, automation risk **low**
- heuristic read: **—**
Example artifacts:
- [PR #13502: fix(group_offloading): synchronize default stream against transfer stream](https://github.com/huggingface/diffusers/pull/13502) — open
### `dparikh79`
- profile: [github.com/dparikh79](https://github.com/dparikh79)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Adparikh79)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Adparikh79)
- repo first seen: `2026-05-16T22:41:41Z`
- repo last seen: `2026-05-16T22:41:41Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2859 days**
- recent public PR activity: **18 PRs** (0 merged / 0 closed-unmerged / 18 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
- heuristic read: **broad repo spread; high open PR share; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13759: fix(peft_utils): raise actionable ValueError when rank_dict is empty in get_peft_kwargs](https://github.com/huggingface/diffusers/pull/13759) — open
### `feice-huang`
- profile: [github.com/feice-huang](https://github.com/feice-huang)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Afeice-huang)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Afeice-huang)
- repo first seen: `2026-04-22T10:38:45Z`
- repo last seen: `2026-05-12T07:13:42Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **12 comments / 19 reviews / 19 review comments**
- account age: **1462 days**
- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13726: [docs] add docs for JoyAI-Image-Edit](https://github.com/huggingface/diffusers/pull/13726) — closed, merged
### `GalacticAvenger`
- profile: [github.com/GalacticAvenger](https://github.com/GalacticAvenger)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AGalacticAvenger)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AGalacticAvenger)
- repo first seen: `2026-04-02T20:15:48Z`
- repo last seen: `2026-04-02T20:15:48Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2212 days**
- recent public PR activity: **11 PRs** (5 merged / 1 closed-unmerged / 5 open; merged rate **45%**, closed-unmerged rate **9%**, open rate **45%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
- heuristic read: **broad repo spread; high open PR share; targets high-star repos**
Example artifacts:
- [PR #13391: Fix typos and grammar errors in documentation](https://github.com/huggingface/diffusers/pull/13391) — closed, merged
### `HaoyuLi-Nova`
- profile: [github.com/HaoyuLi-Nova](https://github.com/HaoyuLi-Nova)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AHaoyuLi-Nova)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AHaoyuLi-Nova)
- repo first seen: `2026-04-24T15:24:20Z`
- repo last seen: `2026-04-24T15:24:20Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **853 days**
- recent public PR activity: **2 PRs** (0 merged / 0 closed-unmerged / 2 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13556: Fix Flax LMSDiscreteScheduler sigma indexing and align LMS prediction_type with PyTorch](https://github.com/huggingface/diffusers/pull/13556) — open
### `hf-dependantbot-rollout[bot]`
- profile: [github.com/hf-dependantbot-rollout[bot]](https://github.com/hf-dependantbot-rollout[bot])
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahf-dependantbot-rollout%5Bbot%5D)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahf-dependantbot-rollout%5Bbot%5D)
- repo first seen: `2026-05-26T10:32:00Z`
- repo last seen: `2026-05-26T10:32:00Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **? days**
- recent public PR activity: **? PRs** (? merged / ? closed-unmerged / ? open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
- public orgs: none visible
- compact scores: follow-through **n/a**, breadth **n/a**, automation risk **n/a**
- heuristic read: **summary unavailable**
- enrichment fetch error: `[{"type": "NOT_FOUND", "path": ["user"], "locations": [{"line": 13, "column": 3}], "message": "Could not resolve to a User with the login of 'hf-dependantbot-rollout[bot]'."}]`
Example artifacts:
- [PR #13812: chore: enable Dependabot weekly GitHub Actions bumps](https://github.com/huggingface/diffusers/pull/13812) — closed, merged
### `hitchhiker3010`
- profile: [github.com/hitchhiker3010](https://github.com/hitchhiker3010)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahitchhiker3010)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahitchhiker3010)
- repo first seen: `2026-04-07T06:26:34Z`
- repo last seen: `2026-04-18T04:45:07Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **6 comments / 0 reviews / 0 review comments**
- account age: **3777 days**
- recent public PR activity: **1 PRs** (1 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **targets high-star repos**
Example artifacts:
- [PR #13461: Remove compile bottlenecks from ZImage pipeline](https://github.com/huggingface/diffusers/pull/13461) — closed, merged
### `HMAKT99`
- profile: [github.com/HMAKT99](https://github.com/HMAKT99)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AHMAKT99)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AHMAKT99)
- repo first seen: `2026-03-30T15:12:13Z`
- repo last seen: `2026-03-30T15:12:13Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **265 days**
- recent public PR activity: **200 PRs** (93 merged / 62 closed-unmerged / 45 open; merged rate **46%**, closed-unmerged rate **31%**, open rate **22%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
- heuristic read: **young account; extremely high recent PR volume; very broad repo spread**
Example artifacts:
- [PR #13370: Add AI image provenance community example](https://github.com/huggingface/diffusers/pull/13370) — open
### `hoangperry`
- profile: [github.com/hoangperry](https://github.com/hoangperry)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ahoangperry)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ahoangperry)
- repo first seen: `2026-05-17T09:23:14Z`
- repo last seen: `2026-05-17T09:23:14Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2981 days**
- recent public PR activity: **4 PRs** (0 merged / 0 closed-unmerged / 4 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: `dpsnewailab`, `deepis-vn`
- compact scores: follow-through **weak**, breadth **moderate**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13761: security: fix SSRF in load_image and load_video URL fetching](https://github.com/huggingface/diffusers/pull/13761) — open
### `itzzdeep`
- profile: [github.com/itzzdeep](https://github.com/itzzdeep)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aitzzdeep)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aitzzdeep)
- repo first seen: `2026-05-11T21:21:31Z`
- repo last seen: `2026-05-11T21:21:31Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **2097 days**
- recent public PR activity: **1 PRs** (0 merged / 0 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **0%**, open rate **100%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13721: torchao: safetensors save/load + disk group offload (closes #13713)](https://github.com/huggingface/diffusers/pull/13721) — open
### `javierdejesusda`
- profile: [github.com/javierdejesusda](https://github.com/javierdejesusda)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ajavierdejesusda)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ajavierdejesusda)
- repo first seen: `2026-05-24T23:05:02Z`
- repo last seen: `2026-05-24T23:05:02Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **545 days**
- recent public PR activity: **43 PRs** (30 merged / 3 closed-unmerged / 10 open; merged rate **70%**, closed-unmerged rate **7%**, open rate **23%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **high**, automation risk **low**
- heuristic read: **high recent PR volume; broad repo spread**
Example artifacts:
- [PR #13803: [utils] preserve method metadata in apply_forward_hook](https://github.com/huggingface/diffusers/pull/13803) — open
### `JinLiIdeogram`
- profile: [github.com/JinLiIdeogram](https://github.com/JinLiIdeogram)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AJinLiIdeogram)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AJinLiIdeogram)
- repo first seen: `2026-05-11T18:57:43Z`
- repo last seen: `2026-05-11T18:57:43Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **961 days**
- recent public PR activity: **2 PRs** (0 merged / 2 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
Example artifacts:
- [PR #13720: Test](https://github.com/huggingface/diffusers/pull/13720) — closed
### `MukundaKatta`
- profile: [github.com/MukundaKatta](https://github.com/MukundaKatta)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AMukundaKatta)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AMukundaKatta)
- repo first seen: `2026-04-25T18:34:23Z`
- repo last seen: `2026-04-25T18:34:23Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1536 days**
- recent public PR activity: **900 PRs** (463 merged / 268 closed-unmerged / 169 open; merged rate **51%**, closed-unmerged rate **30%**, open rate **19%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **very high**, automation risk **medium**
- heuristic read: **extremely high recent PR volume; very broad repo spread**
Example artifacts:
- [PR #13563: SUPIR: scaffold pipeline + design doc (refs #7219)](https://github.com/huggingface/diffusers/pull/13563) — open, draft
### `oab24413gmai`
- profile: [github.com/oab24413gmai](https://github.com/oab24413gmai)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aoab24413gmai)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aoab24413gmai)
- repo first seen: `2026-05-14T04:22:50Z`
- repo last seen: `2026-05-14T04:22:50Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **31 days**
- recent public PR activity: **20 PRs** (0 merged / 2 closed-unmerged / 18 open; merged rate **0%**, closed-unmerged rate **10%**, open rate **90%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **high**, automation risk **medium**
- heuristic read: **very new account; broad repo spread; high open PR share; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13746: docs: fix duplicated "to" in UNetSpatioTemporalConditionModel docstring](https://github.com/huggingface/diffusers/pull/13746) — open
### `ooovenenoso`
- profile: [github.com/ooovenenoso](https://github.com/ooovenenoso)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aooovenenoso)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aooovenenoso)
- repo first seen: `2026-05-24T12:21:28Z`
- repo last seen: `2026-05-24T12:21:28Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1257 days**
- recent public PR activity: **11 PRs** (5 merged / 2 closed-unmerged / 4 open; merged rate **45%**, closed-unmerged rate **18%**, open rate **36%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **moderate**, automation risk **low**
- heuristic read: **—**
Example artifacts:
- [PR #13799: Fix Cosmos2 safety checker grad mode leak](https://github.com/huggingface/diffusers/pull/13799) — open
### `racyjelly`
- profile: [github.com/racyjelly](https://github.com/racyjelly)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Aracyjelly)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Aracyjelly)
- repo first seen: `2026-04-23T14:40:30Z`
- repo last seen: `2026-04-23T14:40:30Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIMER**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **1619 days**
- recent public PR activity: **1 PRs** (0 merged / 1 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
Example artifacts:
- [PR #13553: Custom v0.12.1](https://github.com/huggingface/diffusers/pull/13553) — closed
### `rmatif`
- profile: [github.com/rmatif](https://github.com/rmatif)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Armatif)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Armatif)
- repo first seen: `2026-05-12T16:24:51Z`
- repo last seen: `2026-05-22T15:58:51Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 4 reviews / 4 review comments**
- account age: **2169 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; targets high-star repos**
Example artifacts:
- [PR #13732: Add Anima modular pipeline](https://github.com/huggingface/diffusers/pull/13732) — open
### `Shreyas-jk`
- profile: [github.com/Shreyas-jk](https://github.com/Shreyas-jk)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AShreyas-jk)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AShreyas-jk)
- repo first seen: `2026-05-08T23:19:21Z`
- repo last seen: `2026-05-08T23:19:21Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **527 days**
- recent public PR activity: **2 PRs** (1 merged / 0 closed-unmerged / 1 open; merged rate **50%**, closed-unmerged rate **0%**, open rate **50%**)
- public orgs: none visible
- compact scores: follow-through **mixed**, breadth **low**, automation risk **low**
- heuristic read: **high open PR share; no visible non-self stars; targets high-star repos**
Example artifacts:
- [PR #13701: [mps] Fix NaN in Attention.get_attention_scores when attention_mask is None](https://github.com/huggingface/diffusers/pull/13701) — open
### `varaprasadtarunkumar`
- profile: [github.com/varaprasadtarunkumar](https://github.com/varaprasadtarunkumar)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Avaraprasadtarunkumar)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Avaraprasadtarunkumar)
- repo first seen: `2026-04-03T18:58:56Z`
- repo last seen: `2026-04-03T19:28:43Z`
- first seen in snapshot: **no**
- repo association: **NONE**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **4 comments / 0 reviews / 0 review comments**
- account age: **1436 days**
- recent public PR activity: **2 PRs** (0 merged / 2 closed-unmerged / 0 open; merged rate **0%**, closed-unmerged rate **100%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **weak**, breadth **low**, automation risk **low**
- heuristic read: **many recent closed-unmerged PRs; targets high-star repos**
Example artifacts:
- [PR #13404: fix: cache modulate_index tensor to eliminate per-step DtoH sync](https://github.com/huggingface/diffusers/pull/13404) — closed
### `waitingcheung`
- profile: [github.com/waitingcheung](https://github.com/waitingcheung)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Awaitingcheung)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Awaitingcheung)
- repo first seen: `2026-04-23T05:54:56Z`
- repo last seen: `2026-05-14T07:29:01Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **13 comments / 12 reviews / 12 review comments**
- account age: **4931 days**
- recent public PR activity: **0 PRs** (0 merged / 0 closed-unmerged / 0 open; merged rate **n/a**, closed-unmerged rate **n/a**, open rate **n/a**)
- public orgs: none visible
- compact scores: follow-through **n/a**, breadth **low**, automation risk **low**
- heuristic read: **no visible non-self stars**
Example artifacts:
- [PR #13551: feat: Add Motif-Video model and pipelines](https://github.com/huggingface/diffusers/pull/13551) — closed, merged
### `xin3he`
- profile: [github.com/xin3he](https://github.com/xin3he)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Axin3he)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Axin3he)
- repo first seen: `2026-03-04T11:16:34Z`
- repo last seen: `2026-05-20T06:16:32Z`
- first seen in snapshot: **no**
- repo association: **FIRST_TIME_CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **7 comments / 21 reviews / 21 review comments**
- account age: **1822 days**
- recent public PR activity: **52 PRs** (41 merged / 5 closed-unmerged / 6 open; merged rate **79%**, closed-unmerged rate **10%**, open rate **12%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **high recent PR volume**
Example artifacts:
- [PR #13552: Integrate AutoRound into Diffusers](https://github.com/huggingface/diffusers/pull/13552) — open
### `Xyc2016`
- profile: [github.com/Xyc2016](https://github.com/Xyc2016)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3AXyc2016)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3AXyc2016)
- repo first seen: `2026-04-06T14:42:14Z`
- repo last seen: `2026-04-06T14:42:14Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **0 comments / 0 reviews / 0 review comments**
- account age: **3421 days**
- recent public PR activity: **3 PRs** (3 merged / 0 closed-unmerged / 0 open; merged rate **100%**, closed-unmerged rate **0%**, open rate **0%**)
- public orgs: none visible
- compact scores: follow-through **strong**, breadth **low**, automation risk **low**
- heuristic read: **—**
Example artifacts:
- [PR #13423: Fix grammar in LoRA documentation](https://github.com/huggingface/diffusers/pull/13423) — closed, merged
### `yadferhad`
- profile: [github.com/yadferhad](https://github.com/yadferhad)
- repo PR search: [open search](https://github.com/huggingface/diffusers/pulls?q=is%3Apr+author%3Ayadferhad)
- repo issue search: [open search](https://github.com/huggingface/diffusers/issues?q=is%3Aissue+author%3Ayadferhad)
- repo first seen: `2026-04-15T17:24:00Z`
- repo last seen: `2026-04-17T22:44:25Z`
- first seen in snapshot: **no**
- repo association: **CONTRIBUTOR**
- repo primary artifacts: **1**
- snapshot authored PRs/issues: **1 PRs / 0 issues**
- snapshot discussion activity: **2 comments / 4 reviews / 4 review comments**
- account age: **3308 days**
- recent public PR activity: **2 PRs** (0 merged / 1 closed-unmerged / 1 open; merged rate **0%**, closed-unmerged rate **50%**, open rate **50%**)
- public orgs: `backspace-labs`
- compact scores: follow-through **weak**, breadth **low**, automation risk **medium**
- heuristic read: **many recent closed-unmerged PRs; high open PR share; targets high-star repos**
Example artifacts:
- [PR #13486: Fix Flux2 non-diffusers guidance LoRA conversion](https://github.com/huggingface/diffusers/pull/13486) — closed, merged
|