diff --git a/.gitattributes b/.gitattributes index 42f4fc0979c3f7600610503953c3733eb099da8f..7e65c8b0dd084c3f29b4197be3ae6bcca26fce7d 100644 --- a/.gitattributes +++ b/.gitattributes @@ -758,3 +758,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text .venv/lib/python3.12/site-packages/yaml/_yaml.cpython-312-x86_64-linux-gnu.so filter=lfs diff=lfs merge=lfs -text data/manifest.db filter=lfs diff=lfs merge=lfs -text splits/train/labels.cache filter=lfs diff=lfs merge=lfs -text +splits/val/labels.cache filter=lfs diff=lfs merge=lfs -text diff --git a/splits/val/labels.cache b/splits/val/labels.cache new file mode 100644 index 0000000000000000000000000000000000000000..04695d34d0f8005ef687f95fb8521c74616028ee --- /dev/null +++ b/splits/val/labels.cache @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5575c94ffbf599c4e4bce061093469444fbb066be5edd523ded88850fa6bb59e +size 112524 diff --git a/splits/val/labels/d3fbab14226dfbe6.txt b/splits/val/labels/d3fbab14226dfbe6.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/d5dd1456e32251b8.txt b/splits/val/labels/d5dd1456e32251b8.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/d88c8b4add98c77d.txt b/splits/val/labels/d88c8b4add98c77d.txt new file mode 100644 index 0000000000000000000000000000000000000000..c6d388d203f024c01aa830533d3dc5d44fddadb7 --- /dev/null +++ b/splits/val/labels/d88c8b4add98c77d.txt @@ -0,0 +1 @@ +0 0.499800 0.498679 0.999600 0.997358 diff --git a/splits/val/labels/d8e83fd23d2b1c69.txt b/splits/val/labels/d8e83fd23d2b1c69.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/d90308b234edbe1f.txt b/splits/val/labels/d90308b234edbe1f.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/d905bee0fbf45c8e.txt b/splits/val/labels/d905bee0fbf45c8e.txt new file mode 100644 index 0000000000000000000000000000000000000000..b7bbb128d4f155128d449a989c6dc09579560e88 --- /dev/null +++ b/splits/val/labels/d905bee0fbf45c8e.txt @@ -0,0 +1,10 @@ +0 0.956635 0.785866 0.086678 0.196013 +0 0.273222 0.614877 0.064572 0.159582 +0 0.239028 0.744090 0.052057 0.073961 +0 0.403263 0.614842 0.057738 0.162331 +0 0.547192 0.827722 0.096483 0.159302 +0 0.352517 0.742252 0.057711 0.079285 +0 0.652302 0.918858 0.049710 0.104214 +0 0.401491 0.594419 0.052048 0.118591 +0 0.348571 0.935232 0.060677 0.128924 +0 0.288493 0.201809 0.161922 0.137264 diff --git a/splits/val/labels/d9107213be2caa01.txt b/splits/val/labels/d9107213be2caa01.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/d9666de89bddf254.txt b/splits/val/labels/d9666de89bddf254.txt new file mode 100644 index 0000000000000000000000000000000000000000..c219a7416bf32dc2317a2b1bd7ae75866f9e8355 --- /dev/null +++ b/splits/val/labels/d9666de89bddf254.txt @@ -0,0 +1 @@ +0 0.958102 0.237792 0.083796 0.059022 diff --git a/splits/val/labels/d9ff042c3de14235.txt b/splits/val/labels/d9ff042c3de14235.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/da044bb5ed3c1a72.txt b/splits/val/labels/da044bb5ed3c1a72.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/da11a6c884c0128f.txt b/splits/val/labels/da11a6c884c0128f.txt new file mode 100644 index 0000000000000000000000000000000000000000..0b54df70b7e5c264b83295de618de1eb6e56a112 --- /dev/null +++ b/splits/val/labels/da11a6c884c0128f.txt @@ -0,0 +1 @@ +0 0.490296 0.457253 0.979281 0.914505 diff --git a/splits/val/labels/da9c8a20686c0687.txt b/splits/val/labels/da9c8a20686c0687.txt new file mode 100644 index 0000000000000000000000000000000000000000..b881bb971ab9bf48a63ce3cb8b200be6553b67d4 --- /dev/null +++ b/splits/val/labels/da9c8a20686c0687.txt @@ -0,0 +1,3 @@ +0 0.585509 0.397844 0.410755 0.795689 +0 0.540522 0.473604 0.333602 0.583749 +0 0.509293 0.400471 0.587436 0.797234 diff --git a/splits/val/labels/dad390078b9d9e9f.txt b/splits/val/labels/dad390078b9d9e9f.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/db0961ae77c56d4d.txt b/splits/val/labels/db0961ae77c56d4d.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/db53960511802e80.txt b/splits/val/labels/db53960511802e80.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/db57d78ba3df8004.txt b/splits/val/labels/db57d78ba3df8004.txt new file mode 100644 index 0000000000000000000000000000000000000000..dbe5512c2be3df5a7d4d428c3f5996f8167fcab2 --- /dev/null +++ b/splits/val/labels/db57d78ba3df8004.txt @@ -0,0 +1,3 @@ +0 0.525019 0.488930 0.915109 0.662847 +0 0.637266 0.515256 0.274189 0.181565 +0 0.629894 0.496239 0.216086 0.142400 diff --git a/splits/val/labels/db9e8c8af12a96f5.txt b/splits/val/labels/db9e8c8af12a96f5.txt new file mode 100644 index 0000000000000000000000000000000000000000..02900c4b4b5623f596165c2ae86dfa5a18663552 --- /dev/null +++ b/splits/val/labels/db9e8c8af12a96f5.txt @@ -0,0 +1,2 @@ +0 0.666492 0.447553 0.622069 0.879225 +0 0.671138 0.385238 0.294445 0.322947 diff --git a/splits/val/labels/dd3ea1925bdc5685.txt b/splits/val/labels/dd3ea1925bdc5685.txt new file mode 100644 index 0000000000000000000000000000000000000000..69a115dd48d2d1fcbd77b2c09cc81e479711e5f0 --- /dev/null +++ b/splits/val/labels/dd3ea1925bdc5685.txt @@ -0,0 +1,3 @@ +0 0.359741 0.930583 0.169615 0.129149 +0 0.976141 0.828675 0.043557 0.074622 +2 0.742743 0.473984 0.262779 0.467856 diff --git a/splits/val/labels/ddd110dc3591f8c2.txt b/splits/val/labels/ddd110dc3591f8c2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/de3e097cf288627f.txt b/splits/val/labels/de3e097cf288627f.txt new file mode 100644 index 0000000000000000000000000000000000000000..e03a52b09aee7fe16256feaecf14fdf2ca36a442 --- /dev/null +++ b/splits/val/labels/de3e097cf288627f.txt @@ -0,0 +1,2 @@ +0 0.518657 0.493134 0.846877 0.960383 +0 0.495637 0.494159 0.611846 0.873759 diff --git a/splits/val/labels/dedba205b0257f06.txt b/splits/val/labels/dedba205b0257f06.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/dee851daacb404c7.txt b/splits/val/labels/dee851daacb404c7.txt new file mode 100644 index 0000000000000000000000000000000000000000..eab9c2d4a4cf090c4cc87f2bab0787b6971e879a --- /dev/null +++ b/splits/val/labels/dee851daacb404c7.txt @@ -0,0 +1,5 @@ +0 0.500574 0.502135 0.944797 0.858642 +0 0.176247 0.193118 0.352493 0.364625 +0 0.115746 0.060728 0.231492 0.121457 +0 0.469262 0.598738 0.081681 0.057040 +0 0.300639 0.594138 0.597619 0.704044 diff --git a/splits/val/labels/defe598f9edea056.txt b/splits/val/labels/defe598f9edea056.txt new file mode 100644 index 0000000000000000000000000000000000000000..71bce12f9b75564abb318ed81f6f3e56947e0723 --- /dev/null +++ b/splits/val/labels/defe598f9edea056.txt @@ -0,0 +1 @@ +0 0.487110 0.500000 0.974220 1.000000 diff --git a/splits/val/labels/df01b223bfbd966d.txt b/splits/val/labels/df01b223bfbd966d.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/df327a2be77d7dae.txt b/splits/val/labels/df327a2be77d7dae.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/e07509c21fe86f14.txt b/splits/val/labels/e07509c21fe86f14.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/e08a5334e4c4724a.txt b/splits/val/labels/e08a5334e4c4724a.txt new file mode 100644 index 0000000000000000000000000000000000000000..10da597a72499bee88eb2a82217efacc1c5b06ba --- /dev/null +++ b/splits/val/labels/e08a5334e4c4724a.txt @@ -0,0 +1 @@ +0 0.923030 0.644344 0.153859 0.419763 diff --git a/splits/val/labels/e0bbc489665fb17c.txt b/splits/val/labels/e0bbc489665fb17c.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/e0e85eb0288e5ed9.txt b/splits/val/labels/e0e85eb0288e5ed9.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/e1888a9df0d20a76.txt b/splits/val/labels/e1888a9df0d20a76.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/e27071d74f5af4f1.txt b/splits/val/labels/e27071d74f5af4f1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/e283681ce40ae7f0.txt b/splits/val/labels/e283681ce40ae7f0.txt new file mode 100644 index 0000000000000000000000000000000000000000..07234c784abced8f4bef79d3118404783b0ef13d --- /dev/null +++ b/splits/val/labels/e283681ce40ae7f0.txt @@ -0,0 +1 @@ +0 0.500000 0.499273 1.000000 0.998547 diff --git a/splits/val/labels/e336a29cefd7712f.txt b/splits/val/labels/e336a29cefd7712f.txt new file mode 100644 index 0000000000000000000000000000000000000000..d1f445e04002e09a4e6cee2aee2d32761b0636f4 --- /dev/null +++ b/splits/val/labels/e336a29cefd7712f.txt @@ -0,0 +1,2 @@ +0 0.433329 0.461062 0.198571 0.323385 +0 0.425220 0.464025 0.063070 0.152841 diff --git a/splits/val/labels/e37609013fbdd34d.txt b/splits/val/labels/e37609013fbdd34d.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/e39dcb3d9aa73ec1.txt b/splits/val/labels/e39dcb3d9aa73ec1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9fc3ffe3b439ba187e0c0251a96371a3cb8fa370 --- /dev/null +++ b/splits/val/labels/e39dcb3d9aa73ec1.txt @@ -0,0 +1,4 @@ +0 0.420015 0.549200 0.092331 0.171792 +0 0.420412 0.541856 0.348006 0.312449 +0 0.416064 0.207174 0.345412 0.297891 +0 0.531301 0.208256 0.106176 0.292400 diff --git a/splits/val/labels/e3a042ea22d2c56c.txt b/splits/val/labels/e3a042ea22d2c56c.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/e3db85e4014540d0.txt b/splits/val/labels/e3db85e4014540d0.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/e3fb0202aa0ad942.txt b/splits/val/labels/e3fb0202aa0ad942.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/e57c625a5c2fc736.txt b/splits/val/labels/e57c625a5c2fc736.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/e59446684f1ca75a.txt b/splits/val/labels/e59446684f1ca75a.txt new file mode 100644 index 0000000000000000000000000000000000000000..6cc00964fbc504e23c436832d75309ad85bf01a5 --- /dev/null +++ b/splits/val/labels/e59446684f1ca75a.txt @@ -0,0 +1,3 @@ +0 0.340806 0.046236 0.125969 0.058711 +0 0.501617 0.170356 0.996766 0.338038 +0 0.340490 0.034998 0.123344 0.035358 diff --git a/splits/val/labels/e5a01f4877bfffce.txt b/splits/val/labels/e5a01f4877bfffce.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/e5f585d8deb9836c.txt b/splits/val/labels/e5f585d8deb9836c.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/e5fa6da8dab6bf85.txt b/splits/val/labels/e5fa6da8dab6bf85.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/e601db0d73e55f9c.txt b/splits/val/labels/e601db0d73e55f9c.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/e6c0d3463681ec5d.txt b/splits/val/labels/e6c0d3463681ec5d.txt new file mode 100644 index 0000000000000000000000000000000000000000..d87572fb2c5e4d64c71068f1ce6c751f4c89033b --- /dev/null +++ b/splits/val/labels/e6c0d3463681ec5d.txt @@ -0,0 +1 @@ +0 0.165941 0.585670 0.184368 0.169157 diff --git a/splits/val/labels/e85e4070d0453cae.txt b/splits/val/labels/e85e4070d0453cae.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/e866550b088f87f1.txt b/splits/val/labels/e866550b088f87f1.txt new file mode 100644 index 0000000000000000000000000000000000000000..06949933f1e6c55e16ac40fff3a74857d84147d5 --- /dev/null +++ b/splits/val/labels/e866550b088f87f1.txt @@ -0,0 +1 @@ +0 0.431078 0.786195 0.238378 0.403052 diff --git a/splits/val/labels/e879a958f3516531.txt b/splits/val/labels/e879a958f3516531.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/e9ed8bc149cadcf2.txt b/splits/val/labels/e9ed8bc149cadcf2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/ea0a75affafbc9ba.txt b/splits/val/labels/ea0a75affafbc9ba.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/eb730a4185878f7b.txt b/splits/val/labels/eb730a4185878f7b.txt new file mode 100644 index 0000000000000000000000000000000000000000..cd4954718e4f246a470cd9b4b2d5ab25e7c1f768 --- /dev/null +++ b/splits/val/labels/eb730a4185878f7b.txt @@ -0,0 +1 @@ +0 0.694463 0.772126 0.391282 0.365749 diff --git a/splits/val/labels/ebd433494a140776.txt b/splits/val/labels/ebd433494a140776.txt new file mode 100644 index 0000000000000000000000000000000000000000..d1eaf973222df1c847d55cc4d8f3d1c35781f225 --- /dev/null +++ b/splits/val/labels/ebd433494a140776.txt @@ -0,0 +1 @@ +5 0.300840 0.517579 0.300832 0.307778 diff --git a/splits/val/labels/ebe948bb5208aae0.txt b/splits/val/labels/ebe948bb5208aae0.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/ecfd5ab164e4bfb2.txt b/splits/val/labels/ecfd5ab164e4bfb2.txt new file mode 100644 index 0000000000000000000000000000000000000000..ae5a7f19ebb507419c8f0802c99ff64367752749 --- /dev/null +++ b/splits/val/labels/ecfd5ab164e4bfb2.txt @@ -0,0 +1 @@ +0 0.502496 0.501954 0.966970 0.991615 diff --git a/splits/val/labels/ed2ec4249efb856f.txt b/splits/val/labels/ed2ec4249efb856f.txt new file mode 100644 index 0000000000000000000000000000000000000000..af8bff8657417d02a6871b5ddffcd3fde8dbd7a4 --- /dev/null +++ b/splits/val/labels/ed2ec4249efb856f.txt @@ -0,0 +1 @@ +0 0.498977 0.524697 0.407509 0.493065 diff --git a/splits/val/labels/ed89f16e4e761a6c.txt b/splits/val/labels/ed89f16e4e761a6c.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/eda672681cec8859.txt b/splits/val/labels/eda672681cec8859.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/edd58d2e012e0529.txt b/splits/val/labels/edd58d2e012e0529.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/ee5764d2c2ee453c.txt b/splits/val/labels/ee5764d2c2ee453c.txt new file mode 100644 index 0000000000000000000000000000000000000000..320c8e57a9ea77e0a34b92448fa1319c8c410ff4 --- /dev/null +++ b/splits/val/labels/ee5764d2c2ee453c.txt @@ -0,0 +1 @@ +3 0.242679 0.598497 0.091662 0.158170 diff --git a/splits/val/labels/eed3a277fc4ce3d1.txt b/splits/val/labels/eed3a277fc4ce3d1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/ef3f2765e4202186.txt b/splits/val/labels/ef3f2765e4202186.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/ef7d52bd0c05f699.txt b/splits/val/labels/ef7d52bd0c05f699.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/efdcc11899bff4ad.txt b/splits/val/labels/efdcc11899bff4ad.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/f0bbb1ee2ad3d3b6.txt b/splits/val/labels/f0bbb1ee2ad3d3b6.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/f12c3569394709a6.txt b/splits/val/labels/f12c3569394709a6.txt new file mode 100644 index 0000000000000000000000000000000000000000..c80c9e10142905743adb7ad3d45684e45b4f92b2 --- /dev/null +++ b/splits/val/labels/f12c3569394709a6.txt @@ -0,0 +1,2 @@ +0 0.534646 0.329899 0.211358 0.139828 +0 0.559143 0.331692 0.330283 0.145017 diff --git a/splits/val/labels/f1eb88e16afda0fe.txt b/splits/val/labels/f1eb88e16afda0fe.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/f21a6141592a1fa1.txt b/splits/val/labels/f21a6141592a1fa1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e3a04f07be9ff88d9c793313e38018aa40f045dd --- /dev/null +++ b/splits/val/labels/f21a6141592a1fa1.txt @@ -0,0 +1 @@ +0 0.415549 0.680907 0.801816 0.437253 diff --git a/splits/val/labels/f2b7e8b8802617ee.txt b/splits/val/labels/f2b7e8b8802617ee.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/f384af9aab897823.txt b/splits/val/labels/f384af9aab897823.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/f3f1963a9caaa106.txt b/splits/val/labels/f3f1963a9caaa106.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/f3f7619186492523.txt b/splits/val/labels/f3f7619186492523.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/f43c430c08aadb5e.txt b/splits/val/labels/f43c430c08aadb5e.txt new file mode 100644 index 0000000000000000000000000000000000000000..9652d0149c45a1218f8345df94a026fe6b2afc54 --- /dev/null +++ b/splits/val/labels/f43c430c08aadb5e.txt @@ -0,0 +1 @@ +0 0.440292 0.763355 0.199045 0.133460 diff --git a/splits/val/labels/f51ade7b64455edb.txt b/splits/val/labels/f51ade7b64455edb.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/f52e35aae4c83aab.txt b/splits/val/labels/f52e35aae4c83aab.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/f5cab4cf9e9454ea.txt b/splits/val/labels/f5cab4cf9e9454ea.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/f6505ecd2fd83e2a.txt b/splits/val/labels/f6505ecd2fd83e2a.txt new file mode 100644 index 0000000000000000000000000000000000000000..71569ff0e08b651ba75ba3ea464e262a163d5fc3 --- /dev/null +++ b/splits/val/labels/f6505ecd2fd83e2a.txt @@ -0,0 +1,5 @@ +0 0.476164 0.487590 0.952328 0.854372 +0 0.475740 0.427595 0.401977 0.364301 +3 0.333809 0.126691 0.083529 0.133156 +0 0.478122 0.452544 0.731684 0.622337 +0 0.479778 0.433185 0.163430 0.170029 diff --git a/splits/val/labels/f665b8a0441598d4.txt b/splits/val/labels/f665b8a0441598d4.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/f71e57c94f30458a.txt b/splits/val/labels/f71e57c94f30458a.txt new file mode 100644 index 0000000000000000000000000000000000000000..0bc6273f2e2e91df3c210f556a495aa3f5a695c5 --- /dev/null +++ b/splits/val/labels/f71e57c94f30458a.txt @@ -0,0 +1,2 @@ +3 0.354860 0.112950 0.068518 0.133298 +0 0.453491 0.427773 0.370838 0.400017 diff --git a/splits/val/labels/f76fc493de67c7ae.txt b/splits/val/labels/f76fc493de67c7ae.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/f78aa1701be3b824.txt b/splits/val/labels/f78aa1701be3b824.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/f7d3b80eb5c84f0e.txt b/splits/val/labels/f7d3b80eb5c84f0e.txt new file mode 100644 index 0000000000000000000000000000000000000000..8570f8c25a635bf07e2caa3dde15e40e53d452ba --- /dev/null +++ b/splits/val/labels/f7d3b80eb5c84f0e.txt @@ -0,0 +1,2 @@ +0 0.896615 0.769779 0.206755 0.460442 +0 0.895440 0.598945 0.209043 0.802110 diff --git a/splits/val/labels/f88ca244a1d2c1db.txt b/splits/val/labels/f88ca244a1d2c1db.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/f906120976645cd6.txt b/splits/val/labels/f906120976645cd6.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/f923ff4b9e2a008e.txt b/splits/val/labels/f923ff4b9e2a008e.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/f9d4532e4a27d1f9.txt b/splits/val/labels/f9d4532e4a27d1f9.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/fb63a42a0f910471.txt b/splits/val/labels/fb63a42a0f910471.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/fb9a6661a69fe73e.txt b/splits/val/labels/fb9a6661a69fe73e.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/splits/val/labels/fd4a6b82040af5da.txt b/splits/val/labels/fd4a6b82040af5da.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/tests/__pycache__/test_pipeline.cpython-312-pytest-9.1.1.pyc b/tests/__pycache__/test_pipeline.cpython-312-pytest-9.1.1.pyc new file mode 100644 index 0000000000000000000000000000000000000000..4161fe8d50699e7ef56aac98967f13df1cf011f2 Binary files /dev/null and b/tests/__pycache__/test_pipeline.cpython-312-pytest-9.1.1.pyc differ diff --git a/tests/__pycache__/test_purity_assay.cpython-312-pytest-9.1.1.pyc b/tests/__pycache__/test_purity_assay.cpython-312-pytest-9.1.1.pyc new file mode 100644 index 0000000000000000000000000000000000000000..491f7f69fddaaef45409798dd3994aee8e2e7c89 Binary files /dev/null and b/tests/__pycache__/test_purity_assay.cpython-312-pytest-9.1.1.pyc differ diff --git a/tests/test_pipeline.py b/tests/test_pipeline.py new file mode 100644 index 0000000000000000000000000000000000000000..935da7130c89e8e610f717d46e9bf85436b1cf50 --- /dev/null +++ b/tests/test_pipeline.py @@ -0,0 +1,183 @@ +"""Unit test suite for pipeline modules.""" +from __future__ import annotations + +import tempfile +import unittest +from pathlib import Path +import numpy as np +from PIL import Image, PngImagePlugin + +from pipeline.config import load_config, load_taxonomy, load_queries, get_paths +from pipeline.manifest import Manifest, normalize_url +from pipeline.queries import build_queries +from pipeline.validator import validate_image +from pipeline.processor import normalize_image +from pipeline.dedup import compute_hashes, find_duplicate_groups + + +class TestPipeline(unittest.TestCase): + def setUp(self): + self.cfg = load_config() + self.temp_dir_obj = tempfile.TemporaryDirectory() + self.tmp_dir = Path(self.temp_dir_obj.name) + self.paths = get_paths(self.cfg, base=self.tmp_dir) + self.paths.ensure() + self.db_path = self.paths.manifest_db + self.manifest = Manifest(self.db_path) + + def tearDown(self): + self.manifest.close() + self.temp_dir_obj.cleanup() + + def test_url_normalization(self): + url = "HTTPS://Example.com:443/path/to/img.jpg?utm_source=test&gclid=123&ref=abc#section" + norm = normalize_url(url) + self.assertEqual(norm, "https://example.com/path/to/img.jpg?ref=abc") + + def test_manifest_sources_and_hits(self): + url = "https://example.com/test_board.jpg" + is_new = self.manifest.add_hit(url, "bing", "PCB socket", class_hint="cpu_socket") + self.assertTrue(is_new) + + pending = self.manifest.pending_sources() + self.assertEqual(len(pending), 1) + self.assertEqual(pending[0]["url_norm"], "https://example.com/test_board.jpg") + + self.manifest.mark_source(pending[0]["url_norm"], status="downloaded", image_id="img_001") + pending_after = self.manifest.pending_sources() + self.assertEqual(len(pending_after), 0) + + def test_manifest_image_lifecycle(self): + inserted = self.manifest.add_image( + image_id="abc12345", + sha256="1234567890abcdef", + orig_path="originals/abc12345.jpg", + status="downloaded", + ) + self.assertTrue(inserted) + img = self.manifest.get_image("abc12345") + self.assertIsNotNone(img) + self.assertEqual(img["status"], "downloaded") + + self.manifest.update_image("abc12345", status="validated", width=1000, height=800) + img_updated = self.manifest.get_image("abc12345") + self.assertEqual(img_updated["status"], "validated") + self.assertEqual(img_updated["width"], 1000) + + def test_query_builder(self): + qcfg = load_queries(self.cfg) + queries = build_queries(qcfg) + self.assertGreater(len(queries), 0) + classes = {q.class_hint for q in queries} + self.assertIn("cpu_socket", classes) + self.assertIn("ic_chip", classes) + + def test_validator(self): + # Valid PCB image with noise so PNG/JPEG size > 5000 bytes + test_img_path = self.tmp_dir / "valid_pcb.png" + arr = np.random.randint(0, 255, (800, 1000, 3), dtype=np.uint8) + img = Image.fromarray(arr) + img.save(test_img_path, format="PNG") + + res = validate_image(test_img_path, self.cfg["validate"]) + self.assertTrue(res.ok) + self.assertEqual(res.width, 1000) + self.assertEqual(res.height, 800) + + # Too small file test (< 5000 bytes) + small_img_path = self.tmp_dir / "small.jpg" + small_img = Image.new("RGB", (100, 100), color=(0, 0, 0)) + small_img.save(small_img_path, format="JPEG") + res_small = validate_image(small_img_path, self.cfg["validate"]) + self.assertFalse(res_small.ok) + self.assertEqual(res_small.reason, "too_small_file") + + # Low resolution test (> 5000 bytes via noise, but < 480px short side) + lowres_path = self.tmp_dir / "low_res.png" + lowres_arr = np.random.randint(0, 255, (300, 300, 3), dtype=np.uint8) + lowres_img = Image.fromarray(lowres_arr) + lowres_img.save(lowres_path, format="PNG") + self.assertGreater(lowres_path.stat().st_size, 5000) + + res_lowres = validate_image(lowres_path, self.cfg["validate"]) + self.assertFalse(res_lowres.ok) + self.assertEqual(res_lowres.reason, "low_resolution") + + def test_ai_metadata_validation(self): + ai_img_path = self.tmp_dir / "ai_gen.png" + arr = np.random.randint(0, 255, (800, 1000, 3), dtype=np.uint8) + img = Image.fromarray(arr) + png_info = PngImagePlugin.PngInfo() + png_info.add_text("Software", "Midjourney v6.0") + img.save(ai_img_path, format="PNG", pnginfo=png_info) + + res = validate_image(ai_img_path, self.cfg["validate"]) + self.assertFalse(res.ok) + self.assertEqual(res.reason, "ai_generated_metadata") + + def test_processor(self): + test_rgba_path = self.tmp_dir / "rgba_pcb.png" + arr = np.random.randint(0, 255, (900, 1200, 4), dtype=np.uint8) + img = Image.fromarray(arr, mode="RGBA") + img.save(test_rgba_path, format="PNG") + + dst_path = self.tmp_dir / "normalized_pcb.jpg" + res = normalize_image(test_rgba_path, dst_path, self.cfg["process"]) + self.assertTrue(dst_path.exists()) + self.assertEqual(res.width, 1200) + + with Image.open(dst_path) as norm_img: + self.assertEqual(norm_img.mode, "RGB") + + def test_dedup_hashes(self): + img_path = self.tmp_dir / "dedup_test.jpg" + arr = np.random.randint(0, 255, (600, 600, 3), dtype=np.uint8) + img = Image.fromarray(arr) + img.save(img_path, format="JPEG") + + hashes = compute_hashes(img_path) + self.assertIn("phash", hashes) + self.assertIn("dhash", hashes) + self.assertIn("phash_flip", hashes) + self.assertIn("dhash_flip", hashes) + + def test_cli_all_subcommand_parser(self): + import subprocess + res = subprocess.run( + [".venv/bin/python3", "scraper.py", "all", "--help"], + capture_output=True, + text=True, + cwd=str(Path(__file__).resolve().parent.parent) + ) + self.assertEqual(res.returncode, 0) + self.assertIn("--max-num", res.stdout) + + def test_splitter(self): + from pipeline.splitter import run as run_splitter + self.manifest.add_image(image_id="img1", sha256="sha1", status="deduped", cluster_id="c1", orig_path="orig1.jpg") + self.manifest.add_image(image_id="img2", sha256="sha2", status="deduped", cluster_id="c1", orig_path="orig2.jpg") + self.manifest.add_image(image_id="img3", sha256="sha3", status="deduped", cluster_id="c2", orig_path="orig3.jpg") + + splits_dir = self.tmp_dir / "splits" + stats = run_splitter(self.manifest, self.cfg, self.tmp_dir, splits_dir, copy_files=False) + self.assertEqual(stats["total_split"], 3) + + # Check cluster_id integrity: img1 and img2 must be in the same split + img1 = self.manifest.get_image("img1") + img2 = self.manifest.get_image("img2") + self.assertEqual(img1["split"], img2["split"]) + + def test_cli_split_subcommand_parser(self): + import subprocess + res = subprocess.run( + [".venv/bin/python3", "scraper.py", "split", "--help"], + capture_output=True, + text=True, + cwd=str(Path(__file__).resolve().parent.parent) + ) + self.assertEqual(res.returncode, 0) + self.assertIn("--train-ratio", res.stdout) + + +if __name__ == "__main__": + unittest.main() diff --git a/tests/test_purity_assay.py b/tests/test_purity_assay.py new file mode 100644 index 0000000000000000000000000000000000000000..6b6089a300053a7412c20acd90795a70deb83eb9 --- /dev/null +++ b/tests/test_purity_assay.py @@ -0,0 +1,120 @@ +"""Unit tests for Edge Component Purity Engine & Cannibalization Index.""" + +import pytest +from purity_engine.model_client import Detection, MockModelClient +from purity_engine.purity_assay import ( + calculate_board_integrity_score, + calculate_adjusted_scrap_price, + assess_bis_discrepancy, + assay_pcb, +) +from purity_engine.vernacular_voice import generate_vernacular_voice_alert, SUPPORTED_LANGUAGES +from purity_engine.pcb_analyzer import PCBAnalyzer + + +def test_pristine_board_integrity_score(): + detections = [ + Detection("cpu_socket", 0.95, [0.1, 0.1, 0.4, 0.4]), + Detection("gold_finger", 0.90, [0.1, 0.8, 0.9, 0.9]), + Detection("ic_chip", 0.88, [0.5, 0.5, 0.6, 0.6]), + Detection("ic_chip", 0.85, [0.6, 0.5, 0.7, 0.6]), + Detection("ic_chip", 0.82, [0.7, 0.5, 0.8, 0.6]), + Detection("ic_chip", 0.80, [0.8, 0.5, 0.9, 0.6]), + Detection("tantalum_capacitor", 0.85, [0.2, 0.5, 0.3, 0.6]), + Detection("tantalum_capacitor", 0.84, [0.3, 0.5, 0.4, 0.6]), + Detection("tantalum_capacitor", 0.83, [0.4, 0.5, 0.5, 0.6]), + Detection("tantalum_capacitor", 0.82, [0.5, 0.5, 0.6, 0.6]), + Detection("tantalum_capacitor", 0.81, [0.6, 0.5, 0.7, 0.6]), + Detection("tantalum_capacitor", 0.80, [0.7, 0.5, 0.8, 0.6]), + ] + bis, det_counts, exp_counts, fraud_pads, factory_pads, occluded = calculate_board_integrity_score( + detections, form_factor="desktop_atx" + ) + assert bis == 100.0 + assert fraud_pads == 0 + assert factory_pads == 0 + + +test_desoldered_fraud_penalty_data = [ + (1, 75.0), + (2, 50.0), + (4, 0.0), +] + +@pytest.mark.parametrize("fraud_count,expected_max_bis", test_desoldered_fraud_penalty_data) +def test_desoldered_fraud_penalty(fraud_count, expected_max_bis): + detections = [ + Detection("cpu_socket", 0.95, [0.1, 0.1, 0.4, 0.4]), + ] + [Detection("forcibly_desoldered_pad", 0.90, [0.5, 0.5, 0.6, 0.6]) for _ in range(fraud_count)] + + bis, _, _, fraud_pads, _, _ = calculate_board_integrity_score(detections, form_factor="desktop_atx") + assert fraud_pads == fraud_count + assert bis <= expected_max_bis + + +def test_factory_unpopulated_pad_no_penalty(): + detections = [ + Detection("cpu_socket", 0.95, [0.1, 0.1, 0.4, 0.4]), + Detection("factory_unpopulated_pad", 0.90, [0.5, 0.5, 0.6, 0.6]), + Detection("factory_unpopulated_pad", 0.88, [0.6, 0.5, 0.7, 0.6]), + ] + bis, _, _, fraud_pads, factory_pads, _ = calculate_board_integrity_score(detections, form_factor="desktop_atx") + assert fraud_pads == 0 + assert factory_pads == 2 + # Base score for CPU socket alone (0.40 weight out of 1.0) = 40.0 + assert bis == 40.0 + + +def test_category_scrap_grade_floors(): + # Pristine board (BIS = 100) -> price = base_price (100.0) + adj_price_pristine, floor = calculate_adjusted_scrap_price(bis=100.0, base_price=100.0, form_factor="server_1u_2u") + assert adj_price_pristine == 100.0 + assert floor == 0.15 + + # Completely stripped board (BIS = 0) -> price = base_price * floor + adj_price_stripped, _ = calculate_adjusted_scrap_price(bis=0.0, base_price=100.0, form_factor="server_1u_2u") + assert adj_price_stripped == 15.0 + + # Desktop ATX board (Floor = 0.30) + adj_price_desktop_stripped, _ = calculate_adjusted_scrap_price(bis=0.0, base_price=100.0, form_factor="desktop_atx") + assert adj_price_desktop_stripped == 30.0 + + # Power PCB (Floor = 0.60) + adj_price_power_stripped, _ = calculate_adjusted_scrap_price(bis=0.0, base_price=100.0, form_factor="low_grade_power_pcb") + assert adj_price_power_stripped == 60.0 + + +def test_bis_discrepancy_bands(): + # < 12% drop -> pass + assert assess_bis_discrepancy(collector_bis=90.0, recycler_bis=82.0) == "pass" + + # 12% - 25% drop -> advisory_flag + assert assess_bis_discrepancy(collector_bis=90.0, recycler_bis=75.0) == "advisory_flag" + + # > 25% drop -> critical_fraud_alert + assert assess_bis_discrepancy(collector_bis=90.0, recycler_bis=60.0) == "critical_fraud_alert" + + +def test_vernacular_voice_alerts(): + for lang in SUPPORTED_LANGUAGES: + alert = generate_vernacular_voice_alert(bis_band="pristine", adjusted_price=100.0, lang=lang) + assert alert.lang == lang + assert f"{lang}_pristine.opus" in alert.audio_fallback_path + assert len(alert.transcript) > 0 + + +def test_pcb_analyzer_end_to_end(): + analyzer = PCBAnalyzer(model_client=MockModelClient()) + result = analyzer.analyze_board("front.jpg", "back.jpg", base_price=100.0, form_factor="desktop_atx", lang="hi") + + assert "board_integrity_score" in result + assert "adjusted_price" in result + assert "voice_alert" in result + assert result["voice_alert"]["lang"] == "hi" + + # Test Recycler Intake Discrepancy Verification + verification = analyzer.verify_intake_discrepancy( + collector_bis=95.0, recycler_front_image="intake_front.jpg", form_factor="desktop_atx" + ) + assert "discrepancy_status" in verification + assert verification["collector_bis"] == 95.0 diff --git a/training/train.py b/training/train.py new file mode 100644 index 0000000000000000000000000000000000000000..a3cbac95cddc2cb7c4b4e7aa1ee86da1e70ae7db --- /dev/null +++ b/training/train.py @@ -0,0 +1,115 @@ +"""Custom YOLOv8 Training & Export Script for E-Waste Cannibalization Index.""" +from __future__ import annotations + +import json +import logging +import os +from pathlib import Path + +import yaml +from ultralytics import YOLO + +# Enforce all cache and runs directories to reside strictly within workspace +workspace_dir = Path(__file__).resolve().parent.parent +cache_dir = (workspace_dir / "data" / "cache").resolve() +cache_dir.mkdir(parents=True, exist_ok=True) +runs_dir = (workspace_dir / "data" / "runs").resolve() +runs_dir.mkdir(parents=True, exist_ok=True) + +os.environ["TORCH_HOME"] = str(cache_dir) +os.environ["HF_HOME"] = str(cache_dir) +os.environ["ULTRALYTICS_CONFIG_DIR"] = str(cache_dir) + +logging.basicConfig(level=logging.INFO, format="%(asctime)s [%(levelname)s] %(message)s") +log = logging.getLogger(__name__) + +CONFIG_PATH = workspace_dir / "training" / "train_config.yaml" + + +def load_train_config(config_file: Path = CONFIG_PATH) -> dict: + if config_file.exists(): + with open(config_file, "r", encoding="utf-8") as f: + return yaml.safe_load(f) + return { + "data": "data/splits/data.yaml", + "model": "yolov8n.pt", + "imgsz": 960, + "epochs": 50, + "batch": 8, + "copy_paste": 0.8, + "cls": 2.5, + } + + +def run_training(config_override: dict | None = None) -> dict: + cfg = load_train_config() + if config_override: + cfg.update(config_override) + + log.info("Loaded training configuration: %s", cfg) + + model_name = cfg.get("model", "yolov8n.pt") + data_yaml = str((workspace_dir / cfg.get("data", "data/splits/data.yaml")).resolve()) + epochs = int(cfg.get("epochs", 50)) + imgsz = int(cfg.get("imgsz", 960)) + batch_size = int(cfg.get("batch", 8)) + + log.info("Initializing YOLO model backbone: %s", model_name) + model = YOLO(model_name) + + # Train model with Copy-Paste augmentation and elevated class loss gain + log.info("Starting YOLOv8 fine-tuning on %s (%d epochs, imgsz=%d)...", data_yaml, epochs, imgsz) + results = model.train( + data=data_yaml, + epochs=epochs, + imgsz=imgsz, + batch=batch_size, + copy_paste=float(cfg.get("copy_paste", 0.8)), + mosaic=float(cfg.get("mosaic", 1.0)), + mixup=float(cfg.get("mixup", 0.15)), + box=float(cfg.get("box", 7.5)), + cls=float(cfg.get("cls", 2.5)), + dfl=float(cfg.get("dfl", 1.5)), + project=str(runs_dir), + name="ewaste_purity_v1", + exist_ok=True, + verbose=True, + ) + + # Validate trained model on test split + log.info("Validating trained model on test split...") + metrics = model.val(data=data_yaml, split="test", imgsz=imgsz) + + maps_per_class = metrics.box.maps.tolist() if hasattr(metrics.box, "maps") else [] + mp = float(metrics.box.mp) if hasattr(metrics.box, "mp") else 0.0 + mr = float(metrics.box.mr) if hasattr(metrics.box, "mr") else 0.0 + map50 = float(metrics.box.map50) if hasattr(metrics.box, "map50") else 0.0 + map95 = float(metrics.box.map) if hasattr(metrics.box, "map") else 0.0 + + eval_summary = { + "mean_precision": round(mp, 4), + "mean_recall": round(mr, 4), + "mAP_50": round(map50, 4), + "mAP_50_95": round(map95, 4), + "maps_per_class": maps_per_class, + } + + eval_file = workspace_dir / "reports" / "model_eval_summary.json" + eval_file.parent.mkdir(parents=True, exist_ok=True) + eval_file.write_text(json.dumps(eval_summary, indent=2), encoding="utf-8") + log.info("Saved evaluation summary to %s", eval_file) + + try: + log.info("Exporting trained model to TFLite format...") + model.export(format="tflite", int8=True, imgsz=imgsz) + log.info("TFLite export successful!") + except Exception as exc: + log.warning("TFLite export deferred: %s", exc) + + return eval_summary + + +if __name__ == "__main__": + import sys + ep = int(sys.argv[1]) if len(sys.argv) > 1 and sys.argv[1].isdigit() else 5 + run_training({"epochs": ep}) diff --git a/training/train_config.yaml b/training/train_config.yaml new file mode 100644 index 0000000000000000000000000000000000000000..a1520f768e3bc9156faec0c2f5fb618117d187a8 --- /dev/null +++ b/training/train_config.yaml @@ -0,0 +1,29 @@ +# YOLOv8 Fine-Tuning Configuration for E-Waste Cannibalization Index + +# Dataset Path Specification +data: splits/data.yaml + +# Model & Training Strategy +model: yolov8n.pt # Nano backbone optimized for edge deployment (<15MB TFLite) +imgsz: 960 # High resolution to resolve micro desoldered pads +epochs: 50 +batch: 8 # Memory-safe batch size +workers: 2 # CPU dataloader threads + +# Loss & Augmentation Parameters (Class Imbalance Fix) +box: 7.5 # Box loss gain +cls: 2.5 # Elevated class loss gain for rare component classes +dfl: 1.5 # Distribution Focal Loss gain + +# Synthetic Data Augmentations +copy_paste: 0.8 # Copy-paste rare desoldered pads onto clean boards +mosaic: 1.0 # 4-image mosaic blending +mixup: 0.15 # Mixup image blending +hsv_h: 0.015 # Color hue jitter for flux/burn marks +hsv_s: 0.7 # Color saturation jitter +hsv_v: 0.4 # Brightness jitter +degrees: 15.0 # Random rotation +translate: 0.1 # Translation +scale: 0.5 # Multi-scale zooming +flipud: 0.5 # Vertical flip for 2-sided PCB inspection +fliplr: 0.5 # Horizontal flip diff --git a/yolov8n.pt b/yolov8n.pt new file mode 100644 index 0000000000000000000000000000000000000000..719e6f1dbdfe7c560e5933fc8b0c5a7e857d0234 --- /dev/null +++ b/yolov8n.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f59b3d833e2ff32e194b5bb8e08d211dc7c5bdf144b90d2c8412c47ccfc83b36 +size 6549796 diff --git a/yolov8s-worldv2.pt b/yolov8s-worldv2.pt new file mode 100644 index 0000000000000000000000000000000000000000..28c045a76f3dbb0a0f1e8ceb378b39400205c6c1 --- /dev/null +++ b/yolov8s-worldv2.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9b2c17ab6124a913e9b3a5c170617920d91b0f01111a8479da69f00e2cf27792 +size 25923032