diff --git a/.gitattributes b/.gitattributes index c8463cc690925a9c274540943a3e2c8b29f1cc53..928e55ad641be0d32844eb539c6183d2a9ccc870 100644 --- a/.gitattributes +++ b/.gitattributes @@ -95,3 +95,4 @@ __pycache__/Changed_MLR_All_Strategies.cpython-312.pyc filter=lfs diff=lfs merge .cache/pip/http-v2/9/8/b/e/c/98bec8f6573cfda1d5b6925f60bc00cab60250ad06f2886adaa32c22.body filter=lfs diff=lfs merge=lfs -text .cache/pip/http-v2/a/3/2/f/7/a32f793a951b4bb55e15bb0126f9c9127aab8cec4ba5607016d8841e.body filter=lfs diff=lfs merge=lfs -text .cache/pip/http-v2/a/7/a/1/2/a7a12c025695d568f5d73aa1b3adb9e9b040c3d15606f125747a2f15.body filter=lfs diff=lfs merge=lfs -text +runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/experiment_state.sqlite3-wal filter=lfs diff=lfs merge=lfs -text diff --git a/hf_upload.log b/hf_upload.log index 138f5c37c8806419ef086599a8fad514bfbd6d4e..ce4affc26219d68b120359a24bf52a3515b247cc 100644 --- a/hf_upload.log +++ b/hf_upload.log @@ -6034,7 +6034,12 @@ The branch was updated since you opened this page. Please refresh and try again. Failed to commit 250 files at once. Will retry with less files in next batch. Successfully committed 200 at once. Increasing the limit for next batch. Removing 18 file(s) from commit that have not changed. -Failed to commit: (Request ID: Root=1-69da49a8-0912c315389cb4d05f1b9de2;a225103b-caed-45f3-99cb-cfdb189c45f1) +        +---------- 2026-04-11 13:20:19 (0:03:00) ---------- +Files: hashed 2699/2699 (379.7M/379.7M) | pre-uploaded: 0/1358 (0.0/379.7M) | committed: 1341/2699 (21.0M/379.7M) | ignored: 0 +Workers: hashing: 0 | get upload mode: 0 | pre-uploading: 9 | committing: 0 | waiting: 7 +--------------------------------------------------- + Failed to commit: (Request ID: Root=1-69da49a8-0912c315389cb4d05f1b9de2;a225103b-caed-45f3-99cb-cfdb189c45f1) 403 Forbidden: Forbidden: pass `create_pr=1` as a query parameter to create a Pull Request. Cannot access content at: https://huggingface.co/api/datasets/AI-555/incremental_repeat/commit/main. @@ -9818,3 +9823,9 @@ The branch was updated since you opened this page. Please refresh and try again. Failed to commit 250 files at once. Will retry with less files in next batch. Removing 14 file(s) from commit that have not changed. Successfully committed 200 at once. Increasing the limit for next batch. +        +---------- 2026-04-11 13:20:13 (0:06:00) ---------- +Files: hashed 2660/2660 (230.4M/230.4M) | pre-uploaded: 0/1353 (0.0/230.4M) | committed: 1215/2660 (14.2M/230.4M) | ignored: 0 +Workers: hashing: 0 | get upload mode: 0 | pre-uploading: 12 | committing: 0 | waiting: 4 +--------------------------------------------------- + \ No newline at end of file diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/experiment_state.sqlite3-shm b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/experiment_state.sqlite3-shm index 72add1ff0478312894e47295cf864eeb3530f081..9fd1555003a8aa157a07bf80dd73a76f7d5bbb6d 100644 Binary files a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/experiment_state.sqlite3-shm and b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/experiment_state.sqlite3-shm differ diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/experiment_state.sqlite3-wal b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/experiment_state.sqlite3-wal new file mode 100644 index 0000000000000000000000000000000000000000..3189b4559c0ecab7f35c7d3a047e1dc3cee2bfc7 --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/experiment_state.sqlite3-wal @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:beea57f33f584c9969671b6455273bf32357cace51722cd3b90439e404411cc4 +size 1442032 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/evaluation.json b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/evaluation.json new file mode 100644 index 0000000000000000000000000000000000000000..b14313f65776aa1a6c284219a0f7a58fef631b0f --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/evaluation.json @@ -0,0 +1,620 @@ +{ + "best_metric_name": "val_iou", + "best_metric_value": 0.09727243397098322, + "checkpoint_mode": "best", + "checkpoint_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/checkpoints/best.pt", + "metrics": { + "biou": { + "mean": 0.008670374751091003, + "std": 0.004948520567268133 + }, + "dice": { + "mean": 0.1679539829492569, + "std": 0.1119966208934784 + }, + "hd95": { + "mean": 71.80067443847656, + "std": 17.092815399169922 + }, + "iou": { + "mean": 0.09592960774898529, + "std": 0.06972768157720566 + }, + "ppv": { + "mean": 0.11858896166086197, + "std": 0.10226435214281082 + }, + "sen": { + "mean": 0.4786732494831085, + "std": 0.10288824886083603 + } + }, + "per_sample": [ + { + "biou": 0.013765563637531892, + "dice": 0.25352817218024015, + "hd95": 52.81098556518555, + "iou": 0.1451659161160481, + "ppv": 0.17536283387417356, + "sample_id": "BUSI_0391_B", + "sen": 0.45741327366321427 + }, + { + "biou": 0.0008982932652527898, + "dice": 0.00810574435055957, + "hd95": 99.29753112792969, + "iou": 0.004069373601037268, + "ppv": 0.004118191510864969, + "sample_id": "BUSI_0374_B", + "sen": 0.2555563827151303 + }, + { + "biou": 0.006681536599520342, + "dice": 0.13847830809898384, + "hd95": 91.02197265625, + "iou": 0.07438985164844782, + "ppv": 0.07762080799545075, + "sample_id": "BUSI_0065_B", + "sen": 0.6412104263385553 + }, + { + "biou": 0.008767039567859736, + "dice": 0.2045009882032658, + "hd95": 76.51502227783203, + "iou": 0.11389646983792275, + "ppv": 0.12651333040990723, + "sample_id": "BUSI_0237_B", + "sen": 0.5331632950788715 + }, + { + "biou": 0.010810833089846102, + "dice": 0.24136563131711483, + "hd95": 65.9863510131836, + "iou": 0.137246062644905, + "ppv": 0.15743139724786126, + "sample_id": "BUSI_0109_B", + "sen": 0.5170068301016536 + }, + { + "biou": 0.01261635961496671, + "dice": 0.1791380151742522, + "hd95": 76.09858703613281, + "iou": 0.09838089285457373, + "ppv": 0.10419730354079203, + "sample_id": "BUSI_0054_M", + "sen": 0.6380000361999963 + }, + { + "biou": 0.0053582257321249105, + "dice": 0.1427376757354659, + "hd95": 91.38380432128906, + "iou": 0.0768538115152535, + "ppv": 0.08016284515166987, + "sample_id": "BUSI_0079_B", + "sen": 0.6505718360137438 + }, + { + "biou": 0.003907119515799446, + "dice": 0.08279144991607533, + "hd95": 75.58438873291016, + "iou": 0.04318333813396197, + "ppv": 0.04505439245547397, + "sample_id": "BUSI_0192_B", + "sen": 0.5097657207488826 + }, + { + "biou": 0.0010771434494368062, + "dice": 0.010253238927245006, + "hd95": 108.9632797241211, + "iou": 0.005153044891426532, + "ppv": 0.005288477479351323, + "sample_id": "BUSI_0116_B", + "sen": 0.16751311293750615 + }, + { + "biou": 0.00835119896464242, + "dice": 0.12683229244202604, + "hd95": 72.11102294921875, + "iou": 0.06771006478237125, + "ppv": 0.07017245910581425, + "sample_id": "BUSI_0034_M", + "sen": 0.6586539008567467 + }, + { + "biou": 0.006208346603625049, + "dice": 0.07406200531709616, + "hd95": 76.69419860839844, + "iou": 0.03845503915881689, + "ppv": 0.039144696686589125, + "sample_id": "BUSI_0106_B", + "sen": 0.6858006991538674 + }, + { + "biou": 0.00509093320991677, + "dice": 0.07257165849327021, + "hd95": 89.42174530029297, + "iou": 0.037652074963273316, + "ppv": 0.03895327529058579, + "sample_id": "BUSI_0038_B", + "sen": 0.5298914320947196 + }, + { + "biou": 0.004209149220001125, + "dice": 0.09892542511179796, + "hd95": 82.2192153930664, + "iou": 0.052036590988585346, + "ppv": 0.05716896699234763, + "sample_id": "BUSI_0364_B", + "sen": 0.36694028523560546 + }, + { + "biou": 0.00886003132781982, + "dice": 0.1820146574376917, + "hd95": 84.20926666259766, + "iou": 0.10011888653917729, + "ppv": 0.11801340311360106, + "sample_id": "BUSI_0140_M", + "sen": 0.3976915321253131 + }, + { + "biou": 0.003442709529309244, + "dice": 0.03498268145315661, + "hd95": 67.82548522949219, + "iou": 0.017802742296668127, + "ppv": 0.018028276465352013, + "sample_id": "BUSI_0322_B", + "sen": 0.5873018056604203 + }, + { + "biou": 0.010120607017213458, + "dice": 0.20894709207655357, + "hd95": 77.20103454589844, + "iou": 0.11666160346235754, + "ppv": 0.12726367956033094, + "sample_id": "BUSI_0072_B", + "sen": 0.5833968329476897 + }, + { + "biou": 0.0029063939608388214, + "dice": 0.03824452918112023, + "hd95": 98.09944152832031, + "iou": 0.01949506200870786, + "ppv": 0.02044922862136727, + "sample_id": "BUSI_0219_B", + "sen": 0.2946861607038259 + }, + { + "biou": 0.01239258420162734, + "dice": 0.286783899185662, + "hd95": 60.360565185546875, + "iou": 0.16739505804006014, + "ppv": 0.19581720843040729, + "sample_id": "BUSI_0093_M", + "sen": 0.5355932400172355 + }, + { + "biou": 0.008393060217132852, + "dice": 0.18615689932555174, + "hd95": 58.93003845214844, + "iou": 0.10263120943987193, + "ppv": 0.11528414246760053, + "sample_id": "BUSI_0041_B", + "sen": 0.48323069929974677 + }, + { + "biou": 0.0015576518388307663, + "dice": 0.016664156693468313, + "hd95": 103.7253646850586, + "iou": 0.008402092752794185, + "ppv": 0.008460252138744007, + "sample_id": "BUSI_0031_B", + "sen": 0.55000044999955 + }, + { + "biou": 0.022113522072142424, + "dice": 0.32241206711143655, + "hd95": 37.48332977294922, + "iou": 0.19218788410989837, + "ppv": 0.2638591994759138, + "sample_id": "BUSI_0071_M", + "sen": 0.4143632287687102 + }, + { + "biou": 0.009462386893282002, + "dice": 0.13956311984886044, + "hd95": 59.64059066772461, + "iou": 0.07501632297755506, + "ppv": 0.08137273869851867, + "sample_id": "BUSI_0229_B", + "sen": 0.48988290842567533 + }, + { + "biou": 0.007894196545888701, + "dice": 0.16081278431331228, + "hd95": 72.24956512451172, + "iou": 0.08743688308969565, + "ppv": 0.10251667093788543, + "sample_id": "BUSI_0171_M", + "sen": 0.3728129627985893 + }, + { + "biou": 0.0018003800400003991, + "dice": 0.03240673357504484, + "hd95": 77.75247192382812, + "iou": 0.016470247560135275, + "ppv": 0.01666158641605646, + "sample_id": "BUSI_0125_B", + "sen": 0.589189411248967 + }, + { + "biou": 0.00741408655551367, + "dice": 0.1416015764713285, + "hd95": 82.0207290649414, + "iou": 0.076195497001305, + "ppv": 0.08073498365376792, + "sample_id": "BUSI_0048_M", + "sen": 0.575396881561259 + }, + { + "biou": 0.005087392057345895, + "dice": 0.08053692817891059, + "hd95": 97.16995239257812, + "iou": 0.04195805870702694, + "ppv": 0.04429680612224426, + "sample_id": "BUSI_0028_M", + "sen": 0.4428045308478726 + }, + { + "biou": 0.00777578647783388, + "dice": 0.07849742126298677, + "hd95": 67.41661834716797, + "iou": 0.04085210946673709, + "ppv": 0.04355326946164626, + "sample_id": "BUSI_0143_M", + "sen": 0.39711672383791297 + }, + { + "biou": 0.012886619139033094, + "dice": 0.15954090158477902, + "hd95": 64.69927215576172, + "iou": 0.08668538997995962, + "ppv": 0.09385551833464688, + "sample_id": "BUSI_0069_M", + "sen": 0.5315488019551814 + }, + { + "biou": 0.0032341741432907684, + "dice": 0.039804153533341435, + "hd95": 84.18431854248047, + "iou": 0.02030622046242997, + "ppv": 0.020591615940650173, + "sample_id": "BUSI_0078_B", + "sen": 0.5943398139906538 + }, + { + "biou": 0.013491055008481703, + "dice": 0.28395436449606826, + "hd95": 61.85345458984375, + "iou": 0.16547017576238468, + "ppv": 0.20323794155481437, + "sample_id": "BUSI_0097_M", + "sen": 0.4710217932656015 + }, + { + "biou": 0.016468060314884934, + "dice": 0.4280115022383808, + "hd95": 59.80801773071289, + "iou": 0.272273944234553, + "ppv": 0.4309770315562703, + "sample_id": "BUSI_0316_B", + "sen": 0.42508651513691154 + }, + { + "biou": 0.007311747323623024, + "dice": 0.16178430156817072, + "hd95": 75.14119720458984, + "iou": 0.08801160651916684, + "ppv": 0.10037176579157855, + "sample_id": "BUSI_0366_B", + "sen": 0.41680965550517535 + }, + { + "biou": 0.012107758534525365, + "dice": 0.2740924438826003, + "hd95": 60.043731689453125, + "iou": 0.1588106241120016, + "ppv": 0.1804569172498192, + "sample_id": "BUSI_0326_B", + "sen": 0.5696969957759397 + }, + { + "biou": 0.004911832888773546, + "dice": 0.11270754928627794, + "hd95": 76.843994140625, + "iou": 0.05971918356083262, + "ppv": 0.06259976835254888, + "sample_id": "BUSI_0113_B", + "sen": 0.5648000696319888 + }, + { + "biou": 0.017998583681339483, + "dice": 0.3341305987307989, + "hd95": 42.51881790161133, + "iou": 0.20057431154954325, + "ppv": 0.28738944070377614, + "sample_id": "BUSI_0024_M", + "sen": 0.3990288660660135 + }, + { + "biou": 0.0035395118565664705, + "dice": 0.05437723766011049, + "hd95": 92.35475158691406, + "iou": 0.027948507053723922, + "ppv": 0.028575717705330374, + "sample_id": "BUSI_0251_B", + "sen": 0.5601174310506067 + }, + { + "biou": 0.0036160006578195504, + "dice": 0.0427597187465934, + "hd95": 65.77613830566406, + "iou": 0.021846950518067947, + "ppv": 0.022569938762532004, + "sample_id": "BUSI_0250_B", + "sen": 0.40547278470826253 + }, + { + "biou": 0.009894480873032524, + "dice": 0.27829725297370506, + "hd95": 55.88022232055664, + "iou": 0.1616407151401927, + "ppv": 0.21199626594196314, + "sample_id": "BUSI_0120_M", + "sen": 0.4049409450432887 + }, + { + "biou": 0.009165385936712444, + "dice": 0.13494036860163558, + "hd95": 70.71492004394531, + "iou": 0.07235177785007624, + "ppv": 0.08704714512588738, + "sample_id": "BUSI_0304_B", + "sen": 0.300000038674031 + }, + { + "biou": 0.008720949443392453, + "dice": 0.15571900639463598, + "hd95": 75.66372680664062, + "iou": 0.08443345593463344, + "ppv": 0.0968301672160516, + "sample_id": "BUSI_0384_B", + "sen": 0.3974110422387675 + }, + { + "biou": 0.0025545489771163494, + "dice": 0.0417445632127015, + "hd95": 82.96440887451172, + "iou": 0.021317228423206675, + "ppv": 0.021661832821502865, + "sample_id": "BUSI_0197_B", + "sen": 0.5726497552778823 + }, + { + "biou": 0.014506248567858497, + "dice": 0.296384829236283, + "hd95": 47.517356872558594, + "iou": 0.1739740538527528, + "ppv": 0.22648403003829481, + "sample_id": "BUSI_0111_M", + "sen": 0.428694917064393 + }, + { + "biou": 0.0044363983779713975, + "dice": 0.03398526716920059, + "hd95": 107.22406768798828, + "iou": 0.017286382627423637, + "ppv": 0.01757878909487912, + "sample_id": "BUSI_0429_B", + "sen": 0.5096156203771056 + }, + { + "biou": 0.0068201405196048484, + "dice": 0.10330963341618259, + "hd95": 64.07691192626953, + "iou": 0.0544683781071693, + "ppv": 0.058249057233187, + "sample_id": "BUSI_0358_B", + "sen": 0.4562842272835755 + }, + { + "biou": 0.012295103272323053, + "dice": 0.2772206390016639, + "hd95": 46.40043258666992, + "iou": 0.1609147725444938, + "ppv": 0.20468971782987097, + "sample_id": "BUSI_0233_B", + "sen": 0.42936392642884885 + }, + { + "biou": 0.008499723097455563, + "dice": 0.20328850020816516, + "hd95": 62.12403869628906, + "iou": 0.11314477103237976, + "ppv": 0.12635492216855182, + "sample_id": "BUSI_0300_B", + "sen": 0.5197452535194106 + }, + { + "biou": 0.00474242283374816, + "dice": 0.18278966278417233, + "hd95": 55.31726837158203, + "iou": 0.100588067152769, + "ppv": 0.10974169998747763, + "sample_id": "BUSI_0178_B", + "sen": 0.5466779186982407 + }, + { + "biou": 0.010548954667924309, + "dice": 0.2832598702016518, + "hd95": 60.81118392944336, + "iou": 0.16499869416646437, + "ppv": 0.19097699754645636, + "sample_id": "BUSI_0399_B", + "sen": 0.5481190048941817 + }, + { + "biou": 0.015821520977251095, + "dice": 0.36890059355233257, + "hd95": 56.34358215332031, + "iou": 0.22616684178045132, + "ppv": 0.30637297282036363, + "sample_id": "BUSI_0161_M", + "sen": 0.46349530746641293 + }, + { + "biou": 0.006322880728652822, + "dice": 0.07580012526950974, + "hd95": 60.95900344848633, + "iou": 0.03939306916555195, + "ppv": 0.04204299218245107, + "sample_id": "BUSI_0067_M", + "sen": 0.3846154722769982 + }, + { + "biou": 0.014081610808001433, + "dice": 0.33764809853391736, + "hd95": 55.463497161865234, + "iou": 0.2031146997081338, + "ppv": 0.2591781869454667, + "sample_id": "BUSI_0123_M", + "sen": 0.48426685071532877 + }, + { + "biou": 0.009345814519589303, + "dice": 0.23830651238044728, + "hd95": 72.71794128417969, + "iou": 0.13527127449602425, + "ppv": 0.15475799876921306, + "sample_id": "BUSI_0333_B", + "sen": 0.5179063626497872 + }, + { + "biou": 0.012087509361329445, + "dice": 0.12164532539925386, + "hd95": 78.10441589355469, + "iou": 0.06476164467602463, + "ppv": 0.06958804089510814, + "sample_id": "BUSI_0053_M", + "sen": 0.4828694343822875 + }, + { + "biou": 0.017689926791052513, + "dice": 0.3779104539511398, + "hd95": 50.695167541503906, + "iou": 0.23297755817718613, + "ppv": 0.2954722375062667, + "sample_id": "BUSI_0210_M", + "sen": 0.5241512689994129 + }, + { + "biou": 0.0056926205841741385, + "dice": 0.08272658276178803, + "hd95": 91.27787017822266, + "iou": 0.04314804390517058, + "ppv": 0.04488905438989484, + "sample_id": "BUSI_0378_B", + "sen": 0.5266273123023052 + }, + { + "biou": 0.01604062911592631, + "dice": 0.298260157435671, + "hd95": 67.591796875, + "iou": 0.17526778167662008, + "ppv": 0.20986010643137729, + "sample_id": "BUSI_0421_B", + "sen": 0.5153374431354828 + }, + { + "biou": 0.017702778556962152, + "dice": 0.4361863171667537, + "hd95": 41.59326934814453, + "iou": 0.27892473893629316, + "ppv": 0.4313986457442434, + "sample_id": "BUSI_0407_B", + "sen": 0.4410814582370097 + }, + { + "biou": 0.004320078806910615, + "dice": 0.08015047627097112, + "hd95": 77.83122253417969, + "iou": 0.04174831888849557, + "ppv": 0.04332865566512348, + "sample_id": "BUSI_0028_B", + "sen": 0.5337187796302929 + }, + { + "biou": 0.01730939927017092, + "dice": 0.32233110432928397, + "hd95": 37.53664779663086, + "iou": 0.19213034950168717, + "ppv": 0.35404079769560426, + "sample_id": "BUSI_0072_M", + "sen": 0.29583465926420544 + }, + { + "biou": 0.009274894408202058, + "dice": 0.1140983722741197, + "hd95": 77.36924743652344, + "iou": 0.0605007084770416, + "ppv": 0.07366640010725825, + "sample_id": "BUSI_0273_B", + "sen": 0.2529070201798244 + }, + { + "biou": 0.00555770399467796, + "dice": 0.10859729693109799, + "hd95": 76.30791473388672, + "iou": 0.057416281207201214, + "ppv": 0.061968422509592606, + "sample_id": "BUSI_0123_B", + "sen": 0.4387097377731465 + }, + { + "biou": 0.0035782680444115447, + "dice": 0.06323025664552823, + "hd95": 87.05742645263672, + "iou": 0.0326472847294662, + "ppv": 0.033503295092802345, + "sample_id": "BUSI_0017_B", + "sen": 0.5609757436049563 + }, + { + "biou": 0.0023364697889449917, + "dice": 0.027691822321358164, + "hd95": 91.2704849243164, + "iou": 0.014040320217371652, + "ppv": 0.01432183632145179, + "sample_id": "BUSI_0112_B", + "sen": 0.4166669526142389 + }, + { + "biou": 0.0057816543077239425, + "dice": 0.11261560249974235, + "hd95": 89.1964111328125, + "iou": 0.059667558011066345, + "ppv": 0.06484124234947247, + "sample_id": "BUSI_0177_M", + "sen": 0.42785452599064916 + }, + { + "biou": 0.015918457951735684, + "dice": 0.32589244300751213, + "hd95": 41.617305755615234, + "iou": 0.19466637566483205, + "ppv": 0.24931547414158417, + "sample_id": "BUSI_0205_B", + "sen": 0.4703643428394686 + } + ], + "strategy": 2 +} \ No newline at end of file diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/evaluation_results.xlsx b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/evaluation_results.xlsx new file mode 100644 index 0000000000000000000000000000000000000000..45603857079f0297da0a0db367483249d073080b Binary files /dev/null and b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/evaluation_results.xlsx differ diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/evaluation_summary.json b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/evaluation_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..0be9c36dd4b13cdd84b08fbd5c944b1ceedce737 --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/evaluation_summary.json @@ -0,0 +1,4 @@ +{ + "mean_dice": 0.1679539829492569, + "mean_iou": 0.09592960774898529 +} \ No newline at end of file diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/history.json b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/history.json new file mode 100644 index 0000000000000000000000000000000000000000..6b10c99a517b6446101e7c6af766e15e3562a780 --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/history.json @@ -0,0 +1,5202 @@ +[ + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": true, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09721264799770254, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 0, + "encoder_lr": 6.168375916961648e-11, + "epoch": 1, + "grad_norm": 1.34517126423972, + "lr": 6.168375916961648e-11, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09721264799770254, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7065463321549552, + "train_critic_loss": 0.0, + "train_dice": 0.12895711317658423, + "train_dice_loss": 0.8263069306101117, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07381576836109162, + "train_loss": 0.7664266398974827, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.660410018528209, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16752822512330917, + "val_dice_gain": null, + "val_dice_loss": 0.8382208242135889, + "val_entropy": 0.0, + "val_iou": 0.09721264799770254, + "val_iou_gain": null, + "val_loss": 0.7493154231239768, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.091588988670936, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 1, + "encoder_lr": 2.4671981713414196e-10, + "epoch": 2, + "grad_norm": 1.2550456353596278, + "lr": 2.4671981713414196e-10, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.091588988670936, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7044361404010228, + "train_critic_loss": 0.0, + "train_dice": 0.1301987858489156, + "train_dice_loss": 0.8666895202228001, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07492751656100154, + "train_loss": 0.7855628303119114, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6647601793794071, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16036567321190467, + "val_dice_gain": null, + "val_dice_loss": 0.840863378608928, + "val_entropy": 0.0, + "val_iou": 0.091588988670936, + "val_iou_gain": null, + "val_loss": 0.7528117789941675, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.0904116358464727, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 2, + "encoder_lr": 5.550625190148664e-10, + "epoch": 3, + "grad_norm": 1.294890250478472, + "lr": 5.550625190148664e-10, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.0904116358464727, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7021365591457912, + "train_critic_loss": 0.0, + "train_dice": 0.13790100056678056, + "train_dice_loss": 0.8579786505017962, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.08021232515573501, + "train_loss": 0.7800576090812683, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6674607711679795, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15882875612721994, + "val_dice_gain": null, + "val_dice_loss": 0.8407688140869141, + "val_entropy": 0.0, + "val_iou": 0.0904116358464727, + "val_iou_gain": null, + "val_loss": 0.7541147856151357, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.08959547931758258, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 3, + "encoder_lr": 9.866357858640199e-10, + "epoch": 4, + "grad_norm": 1.2115289313452584, + "lr": 9.866357858640199e-10, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.08959547931758258, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6933676259858268, + "train_critic_loss": 0.0, + "train_dice": 0.13223211482167244, + "train_dice_loss": 0.8677855389458793, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.0752786004729569, + "train_loss": 0.7805766037532261, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6647648355540108, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.1577807729347394, + "val_dice_gain": null, + "val_dice_loss": 0.8410689585349139, + "val_entropy": 0.0, + "val_iou": 0.08959547931758258, + "val_iou_gain": null, + "val_loss": 0.7529169005506179, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.08899050170125869, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 4, + "encoder_lr": 1.5413331334358702e-09, + "epoch": 5, + "grad_norm": 1.1887657131467546, + "lr": 1.5413331334358702e-09, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.08899050170125869, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.686627311365945, + "train_critic_loss": 0.0, + "train_dice": 0.12386873479932546, + "train_dice_loss": 0.8655517527035305, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07119335127994418, + "train_loss": 0.7760895405496869, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6679084371117985, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15679205315044292, + "val_dice_gain": null, + "val_dice_loss": 0.8412781568134532, + "val_entropy": 0.0, + "val_iou": 0.08899050170125869, + "val_iou_gain": null, + "val_loss": 0.7545933057280148, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.08904144987463951, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 5, + "encoder_lr": 2.2190176984599904e-09, + "epoch": 6, + "grad_norm": 1.333984477179391, + "lr": 2.2190176984599904e-09, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.08904144987463951, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6950773767062596, + "train_critic_loss": 0.0, + "train_dice": 0.12649551175534726, + "train_dice_loss": 0.8363863144602094, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.0722726489417255, + "train_loss": 0.7657318455832345, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6629917025566101, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.1568912058782119, + "val_dice_gain": null, + "val_dice_loss": 0.8411394848543055, + "val_entropy": 0.0, + "val_iou": 0.08904144987463951, + "val_iou_gain": null, + "val_loss": 0.7520655989646912, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.08868248130266483, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 6, + "encoder_lr": 3.0195222724101333e-09, + "epoch": 7, + "grad_norm": 1.3195021493094308, + "lr": 3.0195222724101333e-09, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.08868248130266483, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7089610695838928, + "train_critic_loss": 0.0, + "train_dice": 0.1260352949425578, + "train_dice_loss": 0.8390401772090367, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07180689796805381, + "train_loss": 0.7740006191389901, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6634340181070215, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15644926061997047, + "val_dice_gain": null, + "val_dice_loss": 0.8416028618812561, + "val_entropy": 0.0, + "val_iou": 0.08868248130266483, + "val_iou_gain": null, + "val_loss": 0.7525184435002944, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.08934341998627553, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 7, + "encoder_lr": 3.9426493427610885e-09, + "epoch": 8, + "grad_norm": 1.358854821750096, + "lr": 3.9426493427610885e-09, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.08934341998627553, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6950325540133885, + "train_critic_loss": 0.0, + "train_dice": 0.13362652968615293, + "train_dice_loss": 0.856171693120684, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07709009736776352, + "train_loss": 0.7756021193095616, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6681615464827594, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15734934058900063, + "val_dice_gain": null, + "val_dice_loss": 0.840867280960083, + "val_entropy": 0.0, + "val_iou": 0.08934341998627553, + "val_iou_gain": null, + "val_loss": 0.7545144242398879, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.0890132270896664, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 8, + "encoder_lr": 4.988171141721453e-09, + "epoch": 9, + "grad_norm": 1.2861039979117257, + "lr": 4.988171141721453e-09, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.0890132270896664, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6882956113134112, + "train_critic_loss": 0.0, + "train_dice": 0.13099677847698332, + "train_dice_loss": 0.8245619705745152, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07507102398201823, + "train_loss": 0.7564287781715393, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6663333212628084, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15678293684927316, + "val_dice_gain": null, + "val_dice_loss": 0.8412803376422209, + "val_entropy": 0.0, + "val_iou": 0.0890132270896664, + "val_iou_gain": null, + "val_loss": 0.7538068399709814, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.08925649291620805, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 9, + "encoder_lr": 6.1558297024313015e-09, + "epoch": 10, + "grad_norm": 1.2404177699770247, + "lr": 6.1558297024313015e-09, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.08925649291620805, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7073028343064445, + "train_critic_loss": 0.0, + "train_dice": 0.13000686082988977, + "train_dice_loss": 0.871417658669608, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.0747110727056861, + "train_loss": 0.7893602422305516, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6703302895321566, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15712462617800785, + "val_dice_gain": null, + "val_dice_loss": 0.8411048124818241, + "val_entropy": 0.0, + "val_iou": 0.08925649291620805, + "val_iou_gain": null, + "val_loss": 0.7557175510069903, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.08981440401134583, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 10, + "encoder_lr": 7.445336922613326e-09, + "epoch": 11, + "grad_norm": 1.309805461338588, + "lr": 7.445336922613326e-09, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.08981440401134583, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6819357701710292, + "train_critic_loss": 0.0, + "train_dice": 0.1299755649641156, + "train_dice_loss": 0.833900545324598, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07584604552015663, + "train_loss": 0.757918153490339, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6651516241185805, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15806346564338758, + "val_dice_gain": null, + "val_dice_loss": 0.840798020362854, + "val_entropy": 0.0, + "val_iou": 0.08981440401134583, + "val_iou_gain": null, + "val_loss": 0.7529748222407173, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09046970789249127, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 11, + "encoder_lr": 8.856374635655839e-09, + "epoch": 12, + "grad_norm": 1.2735591275351388, + "lr": 8.856374635655839e-09, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09046970789249127, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7129102349281311, + "train_critic_loss": 0.0, + "train_dice": 0.13142424568533898, + "train_dice_loss": 0.8626782042639596, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07548700034618377, + "train_loss": 0.7877942238535199, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6697570155648624, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15898157444137792, + "val_dice_gain": null, + "val_dice_loss": 0.8403644947444692, + "val_entropy": 0.0, + "val_iou": 0.09046970789249127, + "val_iou_gain": null, + "val_loss": 0.7550607463892769, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.08979929274377915, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 12, + "encoder_lr": 1.038859468911727e-08, + "epoch": 13, + "grad_norm": 1.2635425669806344, + "lr": 1.038859468911727e-08, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.08979929274377915, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6899150099073138, + "train_critic_loss": 0.0, + "train_dice": 0.12633843794465066, + "train_dice_loss": 0.8603979774883815, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07227392805740238, + "train_loss": 0.775156489440373, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6655969128889196, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15802069870898358, + "val_dice_gain": null, + "val_dice_loss": 0.8407486501862022, + "val_entropy": 0.0, + "val_iou": 0.08979929274377915, + "val_iou_gain": null, + "val_loss": 0.7531727832906386, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.08987787069322971, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 13, + "encoder_lr": 1.204161903062632e-08, + "epoch": 14, + "grad_norm": 1.2061925104686193, + "lr": 1.204161903062632e-08, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.08987787069322971, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7032980833734784, + "train_critic_loss": 0.0, + "train_dice": 0.1268796876259148, + "train_dice_loss": 0.8696339896747044, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07338233117945492, + "train_loss": 0.7864660280091422, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6689566934809965, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.1580939750258739, + "val_dice_gain": null, + "val_dice_loss": 0.840713876135209, + "val_entropy": 0.0, + "val_iou": 0.08987787069322971, + "val_iou_gain": null, + "val_loss": 0.7548352795488694, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.08992423489689827, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 14, + "encoder_lr": 1.3815039801161882e-08, + "epoch": 15, + "grad_norm": 1.3201182399477278, + "lr": 1.3815039801161882e-08, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.08992423489689827, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7111754758017403, + "train_critic_loss": 0.0, + "train_dice": 0.12648075191304087, + "train_dice_loss": 0.8587071299552917, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07224432024173438, + "train_loss": 0.7849413071359906, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6595793156062856, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15834936204438027, + "val_dice_gain": null, + "val_dice_loss": 0.8409587986329022, + "val_entropy": 0.0, + "val_iou": 0.08992423489689827, + "val_iou_gain": null, + "val_loss": 0.7502690588726717, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.08933904822915792, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 15, + "encoder_lr": 1.5708419435684587e-08, + "epoch": 16, + "grad_norm": 1.2503304481506348, + "lr": 1.5708419435684587e-08, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.08933904822915792, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7025196381977626, + "train_critic_loss": 0.0, + "train_dice": 0.1348339682072401, + "train_dice_loss": 0.8655721715518406, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07823437746614217, + "train_loss": 0.784045900617327, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6620008209172417, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.1574156590952323, + "val_dice_gain": null, + "val_dice_loss": 0.841130347812877, + "val_entropy": 0.0, + "val_iou": 0.08933904822915792, + "val_iou_gain": null, + "val_loss": 0.7515655826119816, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.08911569684457321, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 16, + "encoder_lr": 1.77212907711011e-08, + "epoch": 17, + "grad_norm": 1.3526140792029244, + "lr": 1.77212907711011e-08, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.08911569684457321, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6944851875305176, + "train_critic_loss": 0.0, + "train_dice": 0.12558652464300393, + "train_dice_loss": 0.831503655229296, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07140911335125566, + "train_loss": 0.7629944256373814, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6643594573525822, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.1569874341098162, + "val_dice_gain": null, + "val_dice_loss": 0.8412160733166862, + "val_entropy": 0.0, + "val_iou": 0.08911569684457321, + "val_iou_gain": null, + "val_loss": 0.7527877653346342, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.08986170261811752, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 17, + "encoder_lr": 1.9853157161528574e-08, + "epoch": 18, + "grad_norm": 1.346057346888951, + "lr": 1.9853157161528574e-08, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.08986170261811752, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7130553722381592, + "train_critic_loss": 0.0, + "train_dice": 0.13255229622125625, + "train_dice_loss": 0.8299615723746163, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07640397761017084, + "train_loss": 0.771508480821337, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6670683482114006, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.1580686262020698, + "val_dice_gain": null, + "val_dice_loss": 0.8406453623491175, + "val_entropy": 0.0, + "val_iou": 0.08986170261811752, + "val_iou_gain": null, + "val_loss": 0.753856855280259, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09028702451346013, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 18, + "encoder_lr": 2.2103492600835126e-08, + "epoch": 19, + "grad_norm": 1.2604942321777344, + "lr": 2.2103492600835126e-08, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09028702451346013, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7079616274152484, + "train_critic_loss": 0.0, + "train_dice": 0.12756748765707016, + "train_dice_loss": 0.8706454634666443, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07325905941426754, + "train_loss": 0.789303549698421, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6708259091657751, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15869905885595542, + "val_dice_gain": null, + "val_dice_loss": 0.840363835587221, + "val_entropy": 0.0, + "val_iou": 0.09028702451346013, + "val_iou_gain": null, + "val_loss": 0.7555948706234202, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.08975420664422787, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 19, + "encoder_lr": 2.4471741852423276e-08, + "epoch": 20, + "grad_norm": 1.2300700630460466, + "lr": 2.4471741852423276e-08, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.08975420664422787, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6958914654595512, + "train_critic_loss": 0.0, + "train_dice": 0.1319283826649189, + "train_dice_loss": 0.8608880894524711, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07514735113829374, + "train_loss": 0.7783897774560111, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6644884698531207, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15788229331374168, + "val_dice_gain": null, + "val_dice_loss": 0.8406922817230225, + "val_entropy": 0.0, + "val_iou": 0.08975420664422787, + "val_iou_gain": null, + "val_loss": 0.7525903687757605, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.0894061791495635, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 20, + "encoder_lr": 2.6957320586227576e-08, + "epoch": 21, + "grad_norm": 1.2620645591190882, + "lr": 2.6957320586227576e-08, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.0894061791495635, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7010318040847778, + "train_critic_loss": 0.0, + "train_dice": 0.12775391671806574, + "train_dice_loss": 0.8481809582029071, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07387420946732164, + "train_loss": 0.7746063726288932, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6637391658390269, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.1573598322673486, + "val_dice_gain": null, + "val_dice_loss": 0.841227271977593, + "val_entropy": 0.0, + "val_iou": 0.0894061791495635, + "val_iou_gain": null, + "val_loss": 0.7524832206613877, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.08789676029521686, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 21, + "encoder_lr": 2.9559615522887455e-08, + "epoch": 22, + "grad_norm": 1.2205275978360857, + "lr": 2.9559615522887455e-08, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.08789676029521686, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6856121080262321, + "train_critic_loss": 0.0, + "train_dice": 0.1301317036151886, + "train_dice_loss": 0.8651758858135769, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.0751029745861888, + "train_loss": 0.7753940054348537, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6609035940731273, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15516455503037344, + "val_dice_gain": null, + "val_dice_loss": 0.8417923205039081, + "val_entropy": 0.0, + "val_iou": 0.08789676029521686, + "val_iou_gain": null, + "val_loss": 0.7513479485231287, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.08902897330430838, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 22, + "encoder_lr": 3.2277984585066476e-08, + "epoch": 23, + "grad_norm": 1.2701975788388933, + "lr": 3.2277984585066476e-08, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.08902897330430838, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6956460050174168, + "train_critic_loss": 0.0, + "train_dice": 0.13624055400490762, + "train_dice_loss": 0.8625039884022304, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07883609743788839, + "train_loss": 0.7790750009672982, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6662076676593107, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.1568634525514566, + "val_dice_gain": null, + "val_dice_loss": 0.8411984724156997, + "val_entropy": 0.0, + "val_iou": 0.08902897330430838, + "val_iou_gain": null, + "val_loss": 0.753703071790583, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09013705412642314, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 23, + "encoder_lr": 3.5111757055874603e-08, + "epoch": 24, + "grad_norm": 1.226455535207476, + "lr": 3.5111757055874603e-08, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09013705412642314, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6953747187341962, + "train_critic_loss": 0.0, + "train_dice": 0.1298856022208929, + "train_dice_loss": 0.8659343634332929, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07482677813619375, + "train_loss": 0.7806545410837445, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6691128646626192, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15858466633810447, + "val_dice_gain": null, + "val_dice_loss": 0.840700139017666, + "val_entropy": 0.0, + "val_iou": 0.09013705412642314, + "val_iou_gain": null, + "val_loss": 0.7549064965809092, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.08924831279481833, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 24, + "encoder_lr": 3.806023374435684e-08, + "epoch": 25, + "grad_norm": 1.2929256984165736, + "lr": 3.806023374435684e-08, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.08924831279481833, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6974403262138367, + "train_critic_loss": 0.0, + "train_dice": 0.12742566265165806, + "train_dice_loss": 0.8285184502601624, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07292811261489987, + "train_loss": 0.7629793797220502, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6640389175976024, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15728613565174432, + "val_dice_gain": null, + "val_dice_loss": 0.8412420153617859, + "val_entropy": 0.0, + "val_iou": 0.08924831279481833, + "val_iou_gain": null, + "val_loss": 0.7526404647266164, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.08946835530491976, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 25, + "encoder_lr": 4.11226871580097e-08, + "epoch": 26, + "grad_norm": 1.2656527417046683, + "lr": 4.11226871580097e-08, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.08946835530491976, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6927505135536194, + "train_critic_loss": 0.0, + "train_dice": 0.12912723544985055, + "train_dice_loss": 0.8669690915516445, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07413732681423425, + "train_loss": 0.7798598068101066, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6678839641458848, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.1574759641232399, + "val_dice_gain": null, + "val_dice_loss": 0.8410635695737951, + "val_entropy": 0.0, + "val_iou": 0.08946835530491976, + "val_iou_gain": null, + "val_loss": 0.7544737703659955, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.0890285742110931, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 26, + "encoder_lr": 4.429836168227766e-08, + "epoch": 27, + "grad_norm": 1.2160856553486414, + "lr": 4.429836168227766e-08, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.0890285742110931, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6965952345303127, + "train_critic_loss": 0.0, + "train_dice": 0.1252500082552433, + "train_dice_loss": 0.8713497689792088, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07155249413102865, + "train_loss": 0.78397251026971, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6654384942615733, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15680005879929432, + "val_dice_gain": null, + "val_dice_loss": 0.8411201063324424, + "val_entropy": 0.0, + "val_iou": 0.0890285742110931, + "val_iou_gain": null, + "val_loss": 0.7532793002970078, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.08966214103767504, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 27, + "encoder_lr": 4.7586473766990486e-08, + "epoch": 28, + "grad_norm": 1.1844369173049927, + "lr": 4.7586473766990486e-08, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.08966214103767504, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.691340948854174, + "train_critic_loss": 0.0, + "train_dice": 0.13503088172525168, + "train_dice_loss": 0.8586540988513401, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07847824115306139, + "train_loss": 0.7749975153378078, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.665538514361662, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.1578620374489289, + "val_dice_gain": null, + "val_dice_loss": 0.8405535676900078, + "val_entropy": 0.0, + "val_iou": 0.08966214103767504, + "val_iou_gain": null, + "val_loss": 0.7530460427789127, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.08839233211026742, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 28, + "encoder_lr": 5.098621211969251e-08, + "epoch": 29, + "grad_norm": 1.1980296799114771, + "lr": 5.098621211969251e-08, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.08839233211026742, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6706570727484567, + "train_critic_loss": 0.0, + "train_dice": 0.1349223268032074, + "train_dice_loss": 0.8614548700196403, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07916204750537872, + "train_loss": 0.7660559671265739, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6673877765150631, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15589841632888868, + "val_dice_gain": null, + "val_dice_loss": 0.8415266731206108, + "val_entropy": 0.0, + "val_iou": 0.08839233211026742, + "val_iou_gain": null, + "val_loss": 0.7544572178055259, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.08872630480103767, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 29, + "encoder_lr": 5.4496737905816386e-08, + "epoch": 30, + "grad_norm": 1.2398908819471086, + "lr": 5.4496737905816386e-08, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.08872630480103767, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7086195605141776, + "train_critic_loss": 0.0, + "train_dice": 0.12590615171939135, + "train_dice_loss": 0.866382930959974, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07198216117918492, + "train_loss": 0.7875012414796012, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6631415486335754, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15646424539960346, + "val_dice_gain": null, + "val_dice_loss": 0.8412074657047496, + "val_entropy": 0.0, + "val_iou": 0.08872630480103767, + "val_iou_gain": null, + "val_loss": 0.7521745176876292, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.08985149065175882, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 30, + "encoder_lr": 5.8117184955653484e-08, + "epoch": 31, + "grad_norm": 1.307268840926034, + "lr": 5.8117184955653484e-08, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.08985149065175882, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7036570906639099, + "train_critic_loss": 0.0, + "train_dice": 0.1354628546908498, + "train_dice_loss": 0.8277867691857475, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07823896173387766, + "train_loss": 0.7657219341823033, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.665499704725602, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15823217659042432, + "val_dice_gain": null, + "val_dice_loss": 0.8406530688790714, + "val_entropy": 0.0, + "val_iou": 0.08985149065175882, + "val_iou_gain": null, + "val_loss": 0.753076385049259, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09014364023907827, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 31, + "encoder_lr": 6.184665997806857e-08, + "epoch": 32, + "grad_norm": 1.3503901958465576, + "lr": 6.184665997806857e-08, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09014364023907827, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7032773750168937, + "train_critic_loss": 0.0, + "train_dice": 0.1303549126535654, + "train_dice_loss": 0.8256022163799831, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07523204846307635, + "train_loss": 0.7644397871834892, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6686667729826534, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15858345218002795, + "val_dice_gain": null, + "val_dice_loss": 0.8407621804405662, + "val_entropy": 0.0, + "val_iou": 0.09014364023907827, + "val_iou_gain": null, + "val_loss": 0.754714474958532, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.08953521215858368, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 32, + "encoder_lr": 6.568424278090463e-08, + "epoch": 33, + "grad_norm": 1.313363994870867, + "lr": 6.568424278090463e-08, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.08953521215858368, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7030223437717983, + "train_critic_loss": 0.0, + "train_dice": 0.12663536239415407, + "train_dice_loss": 0.8575676424162728, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07243307743221522, + "train_loss": 0.7802949718066624, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6683214376954472, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15762740356417804, + "val_dice_gain": null, + "val_dice_loss": 0.8409081311786876, + "val_entropy": 0.0, + "val_iou": 0.08953521215858368, + "val_iou_gain": null, + "val_loss": 0.7546147844370674, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.08965454181799522, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 33, + "encoder_lr": 6.962898649802842e-08, + "epoch": 34, + "grad_norm": 1.3304956299918038, + "lr": 6.962898649802842e-08, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.08965454181799522, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7101347020694188, + "train_critic_loss": 0.0, + "train_dice": 0.12044297439977526, + "train_dice_loss": 0.858973000730787, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.06877494595944882, + "train_loss": 0.7845538428851536, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6612944077042973, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15796727165579796, + "val_dice_gain": null, + "val_dice_loss": 0.8408055130173179, + "val_entropy": 0.0, + "val_iou": 0.08965454181799522, + "val_iou_gain": null, + "val_loss": 0.7510499638669631, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.08915922412505517, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 34, + "encoder_lr": 7.367991782295416e-08, + "epoch": 35, + "grad_norm": 1.3336097172328405, + "lr": 7.367991782295416e-08, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.08915922412505517, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6933935880661011, + "train_critic_loss": 0.0, + "train_dice": 0.1300342943146825, + "train_dice_loss": 0.8603941798210144, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07450952960178256, + "train_loss": 0.7768938796860831, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6568978604148416, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15724198219294733, + "val_dice_gain": null, + "val_dice_loss": 0.8408867576543022, + "val_entropy": 0.0, + "val_iou": 0.08915922412505517, + "val_iou_gain": null, + "val_loss": 0.748892300269183, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09029692057520151, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 35, + "encoder_lr": 7.783603724899273e-08, + "epoch": 36, + "grad_norm": 1.2785652875900269, + "lr": 7.783603724899273e-08, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09029692057520151, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7045307755470276, + "train_critic_loss": 0.0, + "train_dice": 0.1250903195142746, + "train_dice_loss": 0.8659579072679792, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07114101383835077, + "train_loss": 0.785244345664978, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.665765131221098, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15891476024228793, + "val_dice_gain": null, + "val_dice_loss": 0.8404226723839255, + "val_entropy": 0.0, + "val_iou": 0.09029692057520151, + "val_iou_gain": null, + "val_loss": 0.7530939018025118, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.08971719736090074, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 36, + "encoder_lr": 8.209631931586506e-08, + "epoch": 37, + "grad_norm": 1.2195430823734827, + "lr": 8.209631931586506e-08, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.08971719736090074, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6982853327478681, + "train_critic_loss": 0.0, + "train_dice": 0.12633189387619495, + "train_dice_loss": 0.868374730859484, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07220013307407498, + "train_loss": 0.7833300232887268, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6715663285816417, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.1577958790728679, + "val_dice_gain": null, + "val_dice_loss": 0.8407043604289784, + "val_entropy": 0.0, + "val_iou": 0.08971719736090074, + "val_iou_gain": null, + "val_loss": 0.7561353480114656, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09037391026146137, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 37, + "encoder_lr": 8.645971286271937e-08, + "epoch": 38, + "grad_norm": 1.3128082752227783, + "lr": 8.645971286271937e-08, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09037391026146137, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.708111115864345, + "train_critic_loss": 0.0, + "train_dice": 0.12907418500632048, + "train_dice_loss": 0.8513477614947728, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07389917019754648, + "train_loss": 0.7797294514519828, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6765435934066772, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15878911410959867, + "val_dice_gain": null, + "val_dice_loss": 0.8402753787882188, + "val_entropy": 0.0, + "val_iou": 0.09037391026146137, + "val_iou_gain": null, + "val_loss": 0.7584094896036035, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09017730588809802, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 38, + "encoder_lr": 9.092514128748847e-08, + "epoch": 39, + "grad_norm": 1.295793925012861, + "lr": 9.092514128748847e-08, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09017730588809802, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7053535069738116, + "train_critic_loss": 0.0, + "train_dice": 0.12499718818813563, + "train_dice_loss": 0.8574895688465664, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07198206193745137, + "train_loss": 0.7814215336527143, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6786583837340859, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15848621886510114, + "val_dice_gain": null, + "val_dice_loss": 0.8404246428433586, + "val_entropy": 0.0, + "val_iou": 0.09017730588809802, + "val_iou_gain": null, + "val_loss": 0.7595415255602669, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09036910276000316, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 39, + "encoder_lr": 9.549150281252637e-08, + "epoch": 40, + "grad_norm": 1.3327970675059728, + "lr": 9.549150281252637e-08, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09036910276000316, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7134121230670384, + "train_critic_loss": 0.0, + "train_dice": 0.120092285387218, + "train_dice_loss": 0.8358586089951652, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.0680573457479477, + "train_loss": 0.7746353660311017, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6745850899640251, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15890162836473723, + "val_dice_gain": null, + "val_dice_loss": 0.8404383799609016, + "val_entropy": 0.0, + "val_iou": 0.09036910276000316, + "val_iou_gain": null, + "val_loss": 0.757511738468619, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.08990723509341478, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 40, + "encoder_lr": 1.0015767075645472e-07, + "epoch": 41, + "grad_norm": 1.2673648595809937, + "lr": 1.0015767075645472e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.08990723509341478, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6855225052152362, + "train_critic_loss": 0.0, + "train_dice": 0.12683488465845585, + "train_dice_loss": 0.8592795985085624, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07231236353516579, + "train_loss": 0.7724010603768485, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6727367569418514, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15805800797847602, + "val_dice_gain": null, + "val_dice_loss": 0.8408051448709825, + "val_entropy": 0.0, + "val_iou": 0.08990723509341478, + "val_iou_gain": null, + "val_loss": 0.7567709544125725, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09063724967149588, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 41, + "encoder_lr": 1.04922493812155e-07, + "epoch": 42, + "grad_norm": 1.3006495237350464, + "lr": 1.04922493812155e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09063724967149588, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6941922562462943, + "train_critic_loss": 0.0, + "train_dice": 0.1293104820046574, + "train_dice_loss": 0.8568965707506452, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.0744500689394772, + "train_loss": 0.7755444134984698, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6672708006466136, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.1593749317412193, + "val_dice_gain": null, + "val_dice_loss": 0.8401279449462891, + "val_entropy": 0.0, + "val_iou": 0.09063724967149588, + "val_iou_gain": null, + "val_loss": 0.7536993692902958, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09020652978752668, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 42, + "encoder_lr": 1.0978479633083519e-07, + "epoch": 43, + "grad_norm": 1.3435513802937098, + "lr": 1.0978479633083519e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09020652978752668, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6983169742992946, + "train_critic_loss": 0.0, + "train_dice": 0.1302494341880083, + "train_dice_loss": 0.852754465171269, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07441122902557254, + "train_loss": 0.7755357197352818, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6640965658075669, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.1587592633584371, + "val_dice_gain": null, + "val_dice_loss": 0.8402328421087826, + "val_entropy": 0.0, + "val_iou": 0.09020652978752668, + "val_iou_gain": null, + "val_loss": 0.7521647039581748, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.0907372956808943, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 43, + "encoder_lr": 1.1474337861210545e-07, + "epoch": 44, + "grad_norm": 1.2572351353509086, + "lr": 1.1474337861210545e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.0907372956808943, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7168899944850377, + "train_critic_loss": 0.0, + "train_dice": 0.12418189920485019, + "train_dice_loss": 0.8661942056247166, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07086231861263513, + "train_loss": 0.7915420957974025, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6652953449417564, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15964168006410964, + "val_dice_gain": null, + "val_dice_loss": 0.8400806679445154, + "val_entropy": 0.0, + "val_iou": 0.0907372956808943, + "val_iou_gain": null, + "val_loss": 0.752687997677747, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09159562043272532, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 44, + "encoder_lr": 1.1979701719998456e-07, + "epoch": 45, + "grad_norm": 1.271731904574803, + "lr": 1.1979701719998456e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09159562043272532, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7055593473570687, + "train_critic_loss": 0.0, + "train_dice": 0.13048609491437674, + "train_dice_loss": 0.8624856046267918, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07482404245063662, + "train_loss": 0.7840224759919303, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6713424710666432, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16093428295392256, + "val_dice_gain": null, + "val_dice_loss": 0.8396770919070524, + "val_entropy": 0.0, + "val_iou": 0.09159562043272532, + "val_iou_gain": null, + "val_loss": 0.7555097867460812, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09187920466065407, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 45, + "encoder_lr": 1.249444651847703e-07, + "epoch": 46, + "grad_norm": 1.2675079788480486, + "lr": 1.249444651847703e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09187920466065407, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7072998285293579, + "train_critic_loss": 0.0, + "train_dice": 0.13330717504024506, + "train_dice_loss": 0.8690695422036308, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07708717519417405, + "train_loss": 0.788184676851545, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6702951333102058, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16134338441949625, + "val_dice_gain": null, + "val_dice_loss": 0.8394975206431221, + "val_entropy": 0.0, + "val_iou": 0.09187920466065407, + "val_iou_gain": null, + "val_loss": 0.7548963357420528, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09217524077170171, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 46, + "encoder_lr": 1.301844525106953e-07, + "epoch": 47, + "grad_norm": 1.2856882299695696, + "lr": 1.301844525106953e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09217524077170171, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7086431894983564, + "train_critic_loss": 0.0, + "train_dice": 0.12959298931062221, + "train_dice_loss": 0.8638875569616046, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07402697037905455, + "train_loss": 0.786265356200082, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6702743698568905, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16178323766933037, + "val_dice_gain": null, + "val_dice_loss": 0.839288238216849, + "val_entropy": 0.0, + "val_iou": 0.09217524077170171, + "val_iou_gain": null, + "val_loss": 0.7547813092961031, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09155621813753477, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 47, + "encoder_lr": 1.3551568628929432e-07, + "epoch": 48, + "grad_norm": 1.3287293570382255, + "lr": 1.3551568628929432e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09155621813753477, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7021784697260175, + "train_critic_loss": 0.0, + "train_dice": 0.12294056300073862, + "train_dice_loss": 0.8565864052091327, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07018703317269682, + "train_loss": 0.7793824246951512, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6689431877697215, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.1607619274980747, + "val_dice_gain": null, + "val_dice_loss": 0.8395006691708284, + "val_entropy": 0.0, + "val_iou": 0.09155621813753477, + "val_iou_gain": null, + "val_loss": 0.7542219337295083, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09149419441819191, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 48, + "encoder_lr": 1.4093685111840563e-07, + "epoch": 49, + "grad_norm": 1.2451963935579573, + "lr": 1.4093685111840563e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09149419441819191, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6991149272237506, + "train_critic_loss": 0.0, + "train_dice": 0.13555983543395997, + "train_dice_loss": 0.8690403188977923, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07852322714403272, + "train_loss": 0.7840776188032967, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6715864188530866, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16057687550783156, + "val_dice_gain": null, + "val_dice_loss": 0.8396640139467576, + "val_entropy": 0.0, + "val_iou": 0.09149419441819191, + "val_iou_gain": null, + "val_loss": 0.7556252093876109, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.08996817883677208, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 49, + "encoder_lr": 1.4644660940672635e-07, + "epoch": 50, + "grad_norm": 1.239449484007699, + "lr": 1.4644660940672635e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.08996817883677208, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7132748365402222, + "train_critic_loss": 0.0, + "train_dice": 0.13308367908000945, + "train_dice_loss": 0.8662780778748649, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07663713810965418, + "train_loss": 0.7897764529500689, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6619107407682082, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.1584405555174901, + "val_dice_gain": null, + "val_dice_loss": 0.8406775698942297, + "val_entropy": 0.0, + "val_iou": 0.08996817883677208, + "val_iou_gain": null, + "val_loss": 0.7512941535781411, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.0903813220990392, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 50, + "encoder_lr": 1.5204360170384305e-07, + "epoch": 51, + "grad_norm": 1.2919172218867712, + "lr": 1.5204360170384305e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.0903813220990392, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7071471554892403, + "train_critic_loss": 0.0, + "train_dice": 0.12922443818300963, + "train_dice_loss": 0.8578992486000061, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07453436685726046, + "train_loss": 0.7825232063020978, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6589889561428743, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15917166190651746, + "val_dice_gain": null, + "val_dice_loss": 0.840386828955482, + "val_entropy": 0.0, + "val_iou": 0.0903813220990392, + "val_iou_gain": null, + "val_loss": 0.7496878925491782, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.0902839893188614, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 51, + "encoder_lr": 1.5772644703565575e-07, + "epoch": 52, + "grad_norm": 1.2295367888041906, + "lr": 1.5772644703565575e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.0902839893188614, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.687742326940809, + "train_critic_loss": 0.0, + "train_dice": 0.1323658786714077, + "train_dice_loss": 0.8663137640271869, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.0768503725528717, + "train_loss": 0.7770280412265232, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6610998476252836, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15906333966323963, + "val_dice_gain": null, + "val_dice_loss": 0.840242021224078, + "val_entropy": 0.0, + "val_iou": 0.0902839893188614, + "val_iou_gain": null, + "val_loss": 0.7506709379308364, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09145435964545379, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 52, + "encoder_lr": 1.634937432451135e-07, + "epoch": 53, + "grad_norm": 1.1839990615844727, + "lr": 1.634937432451135e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09145435964545379, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6731240834508624, + "train_critic_loss": 0.0, + "train_dice": 0.1373803934454918, + "train_dice_loss": 0.8656052691595895, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07959435181692243, + "train_loss": 0.7693646720477513, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.666805253309362, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16074272311077667, + "val_dice_gain": null, + "val_dice_loss": 0.8396641331560472, + "val_entropy": 0.0, + "val_iou": 0.09145435964545379, + "val_iou_gain": null, + "val_loss": 0.7532346879734713, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09204748878971888, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 53, + "encoder_lr": 1.693440673381743e-07, + "epoch": 54, + "grad_norm": 1.3516113587788172, + "lr": 1.693440673381743e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09204748878971888, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7138299516269139, + "train_critic_loss": 0.0, + "train_dice": 0.12676259342581034, + "train_dice_loss": 0.8397517289434161, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07194116290658713, + "train_loss": 0.776790840285165, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6666912716977736, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16156172173527572, + "val_dice_gain": null, + "val_dice_loss": 0.83948074018254, + "val_entropy": 0.0, + "val_iou": 0.09204748878971888, + "val_iou_gain": null, + "val_loss": 0.7530860059401568, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09135376811027526, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 54, + "encoder_lr": 1.7527597583490833e-07, + "epoch": 55, + "grad_norm": 1.198377285684858, + "lr": 1.7527597583490833e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09135376811027526, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6813782112939017, + "train_critic_loss": 0.0, + "train_dice": 0.13160369655117393, + "train_dice_loss": 0.8659877095903669, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07587635912001132, + "train_loss": 0.7736829604421344, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6664646057521596, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16050281728116367, + "val_dice_gain": null, + "val_dice_loss": 0.8397308728274178, + "val_entropy": 0.0, + "val_iou": 0.09135376811027526, + "val_iou_gain": null, + "val_loss": 0.7530977305243997, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.08988826903872765, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 55, + "encoder_lr": 1.812880051256553e-07, + "epoch": 56, + "grad_norm": 1.3406405108315604, + "lr": 1.812880051256553e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.08988826903872765, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6984912753105164, + "train_critic_loss": 0.0, + "train_dice": 0.132224339582026, + "train_dice_loss": 0.8413795573370797, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07590406851843, + "train_loss": 0.7699354205812726, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6577293346909916, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15841502137482166, + "val_dice_gain": null, + "val_dice_loss": 0.8406206053846023, + "val_entropy": 0.0, + "val_iou": 0.08988826903872765, + "val_iou_gain": null, + "val_loss": 0.7491749665316414, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09056726993563083, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 56, + "encoder_lr": 1.8737867183214753e-07, + "epoch": 57, + "grad_norm": 1.3519107784543718, + "lr": 1.8737867183214753e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09056726993563083, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7039155449186053, + "train_critic_loss": 0.0, + "train_dice": 0.13389506127685308, + "train_dice_loss": 0.8382136395999363, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07695972956717015, + "train_loss": 0.7710645880017962, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6573253870010376, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15938543694523666, + "val_dice_gain": null, + "val_dice_loss": 0.8404169468318715, + "val_entropy": 0.0, + "val_iou": 0.09056726993563083, + "val_iou_gain": null, + "val_loss": 0.7488711651633767, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.0906795656738373, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 57, + "encoder_lr": 1.935464731735119e-07, + "epoch": 58, + "grad_norm": 1.264009986604963, + "lr": 1.935464731735119e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.0906795656738373, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.69974228313991, + "train_critic_loss": 0.0, + "train_dice": 0.13043837094679475, + "train_dice_loss": 0.86063266651971, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07428201708942651, + "train_loss": 0.7801874790872846, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6578018700375277, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15957443444774702, + "val_dice_gain": null, + "val_dice_loss": 0.8401356619947097, + "val_entropy": 0.0, + "val_iou": 0.0906795656738373, + "val_iou_gain": null, + "val_loss": 0.7489687625099631, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09082492181601433, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 58, + "encoder_lr": 1.9978988733705816e-07, + "epoch": 59, + "grad_norm": 1.2190660067967005, + "lr": 1.9978988733705816e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09082492181601433, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7038084864616394, + "train_critic_loss": 0.0, + "train_dice": 0.1278112953528762, + "train_dice_loss": 0.870765107018607, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07317859826609492, + "train_loss": 0.7872867924826485, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6572688256993013, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15977301058860927, + "val_dice_gain": null, + "val_dice_loss": 0.840157621047076, + "val_entropy": 0.0, + "val_iou": 0.09082492181601433, + "val_iou_gain": null, + "val_loss": 0.7487132198670331, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09156190990828551, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 59, + "encoder_lr": 2.0610737385376356e-07, + "epoch": 60, + "grad_norm": 1.2793196439743042, + "lr": 2.0610737385376356e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09156190990828551, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.704697813306536, + "train_critic_loss": 0.0, + "train_dice": 0.1341884909197688, + "train_dice_loss": 0.8616933311734881, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07839895190671087, + "train_loss": 0.783195572240012, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6588988198953516, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.1609167352032203, + "val_dice_gain": null, + "val_dice_loss": 0.8396647537455839, + "val_entropy": 0.0, + "val_iou": 0.09156190990828551, + "val_iou_gain": null, + "val_loss": 0.7492817885735455, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09105877013733754, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 60, + "encoder_lr": 2.1249737397836094e-07, + "epoch": 61, + "grad_norm": 1.2689010756356376, + "lr": 2.1249737397836094e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09105877013733754, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6931033049310956, + "train_critic_loss": 0.0, + "train_dice": 0.1357964726909995, + "train_dice_loss": 0.8633434687341962, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07836024025455117, + "train_loss": 0.7782233868326459, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6626951764611637, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16010117335961416, + "val_dice_gain": null, + "val_dice_loss": 0.8398537530618555, + "val_entropy": 0.0, + "val_iou": 0.09105877013733754, + "val_iou_gain": null, + "val_loss": 0.7512744559961206, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09144413115886542, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 61, + "encoder_lr": 2.1895831107393487e-07, + "epoch": 62, + "grad_norm": 1.313618574823652, + "lr": 2.1895831107393487e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09144413115886542, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6993287631443569, + "train_critic_loss": 0.0, + "train_dice": 0.13403577510267495, + "train_dice_loss": 0.8281317097800118, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07749018475413322, + "train_loss": 0.7637302364621844, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6656907481305739, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16067571121339613, + "val_dice_gain": null, + "val_dice_loss": 0.8398384732358596, + "val_entropy": 0.0, + "val_iou": 0.09144413115886542, + "val_iou_gain": null, + "val_loss": 0.7527646106832168, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.0917559052316042, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 62, + "encoder_lr": 2.254885910009344e-07, + "epoch": 63, + "grad_norm": 1.2911149433680944, + "lr": 2.254885910009344e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.0917559052316042, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6986263564654759, + "train_critic_loss": 0.0, + "train_dice": 0.1312042398005724, + "train_dice_loss": 0.8270591838019234, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07503351602703333, + "train_loss": 0.7628427743911743, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6679225458818323, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16108264109263054, + "val_dice_gain": null, + "val_dice_loss": 0.8397787248387056, + "val_entropy": 0.0, + "val_iou": 0.0917559052316042, + "val_iou_gain": null, + "val_loss": 0.7538506318541134, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.0924297571182251, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 63, + "encoder_lr": 2.3208660251050206e-07, + "epoch": 64, + "grad_norm": 1.2547820125307356, + "lr": 2.3208660251050206e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.0924297571182251, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6822376847267151, + "train_critic_loss": 0.0, + "train_dice": 0.1326815001666546, + "train_dice_loss": 0.861775985785893, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07595139859244228, + "train_loss": 0.7720068352563041, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.665349707883947, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16218846689623137, + "val_dice_gain": null, + "val_dice_loss": 0.8391321371583378, + "val_entropy": 0.0, + "val_iou": 0.0924297571182251, + "val_iou_gain": null, + "val_loss": 0.7522409277803758, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.0928091610280367, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 64, + "encoder_lr": 2.387507176420259e-07, + "epoch": 65, + "grad_norm": 1.3038576671055384, + "lr": 2.387507176420259e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.0928091610280367, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6974239689963204, + "train_critic_loss": 0.0, + "train_dice": 0.1343727870285511, + "train_dice_loss": 0.8511876038142613, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07781435461714864, + "train_loss": 0.7743057949202401, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6645742970354417, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16286895828178297, + "val_dice_gain": null, + "val_dice_loss": 0.8389622534022612, + "val_entropy": 0.0, + "val_iou": 0.0928091610280367, + "val_iou_gain": null, + "val_loss": 0.7517682734657737, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09169735610485077, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 65, + "encoder_lr": 2.454792921248146e-07, + "epoch": 66, + "grad_norm": 1.2060425451823644, + "lr": 2.454792921248146e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09169735610485077, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6946744578225272, + "train_critic_loss": 0.0, + "train_dice": 0.1269047587737441, + "train_dice_loss": 0.8641826936176845, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07269803263247013, + "train_loss": 0.7794285842350551, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6602276738952187, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16114259319236646, + "val_dice_gain": null, + "val_dice_loss": 0.839615152162664, + "val_entropy": 0.0, + "val_iou": 0.09169735610485077, + "val_iou_gain": null, + "val_loss": 0.7499214095227859, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09212982101509204, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 66, + "encoder_lr": 2.5227066578379643e-07, + "epoch": 67, + "grad_norm": 1.2252462591443742, + "lr": 2.5227066578379643e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09212982101509204, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7011670299938747, + "train_critic_loss": 0.0, + "train_dice": 0.13055290397256614, + "train_dice_loss": 0.8707870500428336, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07505750181153417, + "train_loss": 0.7859770400183541, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6636047889204586, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.1617479004825537, + "val_dice_gain": null, + "val_dice_loss": 0.8391948552692637, + "val_entropy": 0.0, + "val_iou": 0.09212982101509204, + "val_iou_gain": null, + "val_loss": 0.7513998185887056, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09268914418151745, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 67, + "encoder_lr": 2.591231629491427e-07, + "epoch": 68, + "grad_norm": 1.3061204978397913, + "lr": 2.591231629491427e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09268914418151745, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6873407278742109, + "train_critic_loss": 0.0, + "train_dice": 0.13523997828364373, + "train_dice_loss": 0.8225211586271014, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07767672915011645, + "train_loss": 0.7549309389931815, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6572188629823572, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16265447750114478, + "val_dice_gain": null, + "val_dice_loss": 0.8390879701165592, + "val_entropy": 0.0, + "val_iou": 0.09268914418151745, + "val_iou_gain": null, + "val_loss": 0.7481534130433026, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09066433215943667, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 68, + "encoder_lr": 2.6603509286971353e-07, + "epoch": 69, + "grad_norm": 1.3321106604167394, + "lr": 2.6603509286971353e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09066433215943667, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.692875223500388, + "train_critic_loss": 0.0, + "train_dice": 0.1368290365487337, + "train_dice_loss": 0.8319658126149859, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07928767371922732, + "train_loss": 0.762420518057687, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6549018235767589, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.15957718084637934, + "val_dice_gain": null, + "val_dice_loss": 0.8399727940559387, + "val_entropy": 0.0, + "val_iou": 0.09066433215943667, + "val_iou_gain": null, + "val_loss": 0.7474373193348155, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09217244388105778, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 69, + "encoder_lr": 2.730047501302268e-07, + "epoch": 70, + "grad_norm": 1.3376305954796928, + "lr": 2.730047501302268e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09217244388105778, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6854487657546997, + "train_critic_loss": 0.0, + "train_dice": 0.13581877999007702, + "train_dice_loss": 0.833653850214822, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07806803215295076, + "train_loss": 0.759551295212337, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6555546452017391, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16194068663395367, + "val_dice_gain": null, + "val_dice_loss": 0.8389119646128487, + "val_entropy": 0.0, + "val_iou": 0.09217244388105778, + "val_iou_gain": null, + "val_loss": 0.7472333066603717, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09305899067280385, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 70, + "encoder_lr": 2.8003041507204266e-07, + "epoch": 71, + "grad_norm": 1.2525545528956823, + "lr": 2.8003041507204266e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09305899067280385, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7034450854573931, + "train_critic_loss": 0.0, + "train_dice": 0.138966256454587, + "train_dice_loss": 0.8616907511438642, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.0804982815310359, + "train_loss": 0.7825679183006287, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6673075346385732, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.163161485011761, + "val_dice_gain": null, + "val_dice_loss": 0.8385136933887706, + "val_entropy": 0.0, + "val_iou": 0.09305899067280385, + "val_iou_gain": null, + "val_loss": 0.7529106175198275, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.0939096468142592, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 71, + "encoder_lr": 2.871103542174638e-07, + "epoch": 72, + "grad_norm": 1.386669363294329, + "lr": 2.871103542174638e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.0939096468142592, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6957385965756008, + "train_critic_loss": 0.0, + "train_dice": 0.13872479405254126, + "train_dice_loss": 0.8280624406678336, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.08019976610317826, + "train_loss": 0.7619005356516156, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6663110536687514, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16446684759396774, + "val_dice_gain": null, + "val_dice_loss": 0.8379704040639541, + "val_entropy": 0.0, + "val_iou": 0.0939096468142592, + "val_iou_gain": null, + "val_loss": 0.7521407288663527, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09294922836124897, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 72, + "encoder_lr": 2.9424282069744564e-07, + "epoch": 73, + "grad_norm": 1.3446543216705322, + "lr": 2.9424282069744564e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09294922836124897, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6930531348500933, + "train_critic_loss": 0.0, + "train_dice": 0.1322843350470066, + "train_dice_loss": 0.8277488606316703, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07579490907490254, + "train_loss": 0.7604010019983564, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6714117141330943, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16296618489118722, + "val_dice_gain": null, + "val_dice_loss": 0.8384817768545711, + "val_entropy": 0.0, + "val_iou": 0.09294922836124897, + "val_iou_gain": null, + "val_loss": 0.7549467472469106, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09313761865576872, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 73, + "encoder_lr": 3.014260546826098e-07, + "epoch": 74, + "grad_norm": 1.271448084286281, + "lr": 3.014260546826098e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09313761865576872, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6957328234400068, + "train_critic_loss": 0.0, + "train_dice": 0.13674193751066924, + "train_dice_loss": 0.8621907745088849, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07939395263791084, + "train_loss": 0.7789618117468697, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6695758454939899, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16338865986237158, + "val_dice_gain": null, + "val_dice_loss": 0.8384630715145784, + "val_entropy": 0.0, + "val_iou": 0.09313761865576872, + "val_iou_gain": null, + "val_loss": 0.7540194567512063, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09371648923708842, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 74, + "encoder_lr": 3.0865828381745517e-07, + "epoch": 75, + "grad_norm": 1.1903759581702096, + "lr": 3.0865828381745517e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09371648923708842, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6990710241453988, + "train_critic_loss": 0.0, + "train_dice": 0.13105726961046457, + "train_dice_loss": 0.8656474777630397, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07561650358140469, + "train_loss": 0.7823592339243207, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6668097201515647, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16418194518639492, + "val_dice_gain": null, + "val_dice_loss": 0.8382340704693514, + "val_entropy": 0.0, + "val_iou": 0.09371648923708842, + "val_iou_gain": null, + "val_loss": 0.7525218935573802, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09298913364227002, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 75, + "encoder_lr": 3.15937723657661e-07, + "epoch": 76, + "grad_norm": 1.2588007961000716, + "lr": 3.15937723657661e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09298913364227002, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7004298312323434, + "train_critic_loss": 0.0, + "train_dice": 0.13327665202319622, + "train_dice_loss": 0.8660255585397992, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07626942232251167, + "train_loss": 0.7832277076584953, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6566371286616606, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.1632602680187959, + "val_dice_gain": null, + "val_dice_loss": 0.8383459343629724, + "val_entropy": 0.0, + "val_iou": 0.09298913364227002, + "val_iou_gain": null, + "val_loss": 0.7474915280061609, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09259538687765598, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 76, + "encoder_lr": 3.232625781103715e-07, + "epoch": 77, + "grad_norm": 1.275287423815046, + "lr": 3.232625781103715e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09259538687765598, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6863860402788434, + "train_critic_loss": 0.0, + "train_dice": 0.13154902830719947, + "train_dice_loss": 0.8631008778299604, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07578334875404835, + "train_loss": 0.7747434633118766, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6560835137086756, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.1626729705872444, + "val_dice_gain": null, + "val_dice_loss": 0.8386894394369686, + "val_entropy": 0.0, + "val_iou": 0.09259538687765598, + "val_iou_gain": null, + "val_loss": 0.7473864765728221, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09348555588378356, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 77, + "encoder_lr": 3.306310398773543e-07, + "epoch": 78, + "grad_norm": 1.2196004731314523, + "lr": 3.306310398773543e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09348555588378356, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6899226903915405, + "train_critic_loss": 0.0, + "train_dice": 0.1367098506912589, + "train_dice_loss": 0.8582252519471305, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07939606906846165, + "train_loss": 0.7740739669118609, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6579827736405766, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16397295132852518, + "val_dice_gain": null, + "val_dice_loss": 0.8385012254995459, + "val_entropy": 0.0, + "val_iou": 0.09348555588378356, + "val_iou_gain": null, + "val_loss": 0.74824199255775, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09317406364358388, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 78, + "encoder_lr": 3.3804129090092536e-07, + "epoch": 79, + "grad_norm": 1.2310220343726022, + "lr": 3.3804129090092536e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09317406364358388, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7050272737230573, + "train_critic_loss": 0.0, + "train_dice": 0.12507701136171817, + "train_dice_loss": 0.8687308430671692, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07125641874969006, + "train_loss": 0.7868790626525879, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.659863738452687, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16344042712679277, + "val_dice_gain": null, + "val_dice_loss": 0.8384382689700407, + "val_entropy": 0.0, + "val_iou": 0.09317406364358388, + "val_iou_gain": null, + "val_loss": 0.7491510019582861, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.093862968754883, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 79, + "encoder_lr": 3.454915028125264e-07, + "epoch": 80, + "grad_norm": 1.318020122391837, + "lr": 3.454915028125264e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.093862968754883, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7039438741547721, + "train_critic_loss": 0.0, + "train_dice": 0.139504165481776, + "train_dice_loss": 0.8222080724579948, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.08111608805134893, + "train_loss": 0.7630759733063834, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6677398050532621, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16436040381399486, + "val_dice_gain": null, + "val_dice_loss": 0.8382462929276859, + "val_entropy": 0.0, + "val_iou": 0.093862968754883, + "val_iou_gain": null, + "val_loss": 0.7529930437312407, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09457465860132988, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 80, + "encoder_lr": 3.529798373838481e-07, + "epoch": 81, + "grad_norm": 1.2223266192844935, + "lr": 3.529798373838481e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09457465860132988, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6940832904406956, + "train_critic_loss": 0.0, + "train_dice": 0.1317306948080659, + "train_dice_loss": 0.8694446427481515, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07551418047398328, + "train_loss": 0.7817639538219997, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6692174041972441, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16558202396218594, + "val_dice_gain": null, + "val_dice_loss": 0.8378890998223248, + "val_entropy": 0.0, + "val_iou": 0.09457465860132988, + "val_iou_gain": null, + "val_loss": 0.7535532572690178, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09525485117561543, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 81, + "encoder_lr": 3.605044469803854e-07, + "epoch": 82, + "grad_norm": 1.2571284430367606, + "lr": 3.605044469803854e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09525485117561543, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.691365829535893, + "train_critic_loss": 0.0, + "train_dice": 0.13204132460057735, + "train_dice_loss": 0.862883380481175, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07547351893037557, + "train_loss": 0.7771246092660087, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6683814560665804, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16658472610780825, + "val_dice_gain": null, + "val_dice_loss": 0.8371318999458762, + "val_entropy": 0.0, + "val_iou": 0.09525485117561543, + "val_iou_gain": null, + "val_loss": 0.7527566762531505, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09427407051508244, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 82, + "encoder_lr": 3.6806347501731365e-07, + "epoch": 83, + "grad_norm": 1.2428316048213415, + "lr": 3.6806347501731365e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09427407051508244, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6803128804479327, + "train_critic_loss": 0.0, + "train_dice": 0.1385529286786914, + "train_dice_loss": 0.8584586467061724, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.08046282101422549, + "train_loss": 0.7693857635770526, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6629052688093746, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.165097302542283, + "val_dice_gain": null, + "val_dice_loss": 0.8377481208128088, + "val_entropy": 0.0, + "val_iou": 0.09427407051508244, + "val_iou_gain": null, + "val_loss": 0.7503266895518583, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09586752435335746, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 83, + "encoder_lr": 3.756550564175727e-07, + "epoch": 84, + "grad_norm": 1.22772901398795, + "lr": 3.756550564175727e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09586752435335746, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.705176659992763, + "train_critic_loss": 0.0, + "train_dice": 0.13428606951609254, + "train_dice_loss": 0.8638020839009967, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07687918516807259, + "train_loss": 0.7844893847193036, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6662764724563149, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16753666125811062, + "val_dice_gain": null, + "val_dice_loss": 0.8370136723798864, + "val_entropy": 0.0, + "val_iou": 0.09586752435335746, + "val_iou_gain": null, + "val_loss": 0.751645070665023, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09513387360538428, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 84, + "encoder_lr": 3.8327731807204723e-07, + "epoch": 85, + "grad_norm": 1.2469628879002161, + "lr": 3.8327731807204723e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09513387360538428, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.7006308947290693, + "train_critic_loss": 0.0, + "train_dice": 0.12994185272604228, + "train_dice_loss": 0.8546632698604039, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07490043861791491, + "train_loss": 0.777647078037262, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6590396621648003, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16660121272389705, + "val_dice_gain": null, + "val_dice_loss": 0.837396972319659, + "val_entropy": 0.0, + "val_iou": 0.09513387360538428, + "val_iou_gain": null, + "val_loss": 0.7482183189953074, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09551460475016099, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 85, + "encoder_lr": 3.9092837930172866e-07, + "epoch": 86, + "grad_norm": 1.2579796995435442, + "lr": 3.9092837930172866e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09551460475016099, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6988372121538434, + "train_critic_loss": 0.0, + "train_dice": 0.13367973156273366, + "train_dice_loss": 0.8651931030409676, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07689442694187164, + "train_loss": 0.782015153339931, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6626860218889573, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16703115595647922, + "val_dice_gain": null, + "val_dice_loss": 0.8374408448443693, + "val_entropy": 0.0, + "val_iou": 0.09551460475016099, + "val_iou_gain": null, + "val_loss": 0.75006344388513, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09647354202774855, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 86, + "encoder_lr": 3.986063523217437e-07, + "epoch": 87, + "grad_norm": 1.2011929069246565, + "lr": 3.986063523217437e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09647354202774855, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.689837464264461, + "train_critic_loss": 0.0, + "train_dice": 0.13159086588770152, + "train_dice_loss": 0.8657059073448181, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07504833517596125, + "train_loss": 0.7777716858046395, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.669747836449567, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16841945891770033, + "val_dice_gain": null, + "val_dice_loss": 0.8366438465959886, + "val_entropy": 0.0, + "val_iou": 0.09647354202774855, + "val_iou_gain": null, + "val_loss": 0.7531958502881667, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09554838092567829, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 87, + "encoder_lr": 4.0630934270713766e-07, + "epoch": 88, + "grad_norm": 1.2454121623720442, + "lr": 4.0630934270713766e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09554838092567829, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6804167032241821, + "train_critic_loss": 0.0, + "train_dice": 0.1386743602156639, + "train_dice_loss": 0.8628477198737008, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.08018774207681417, + "train_loss": 0.7716322115489415, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6604865754351896, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16717990121016135, + "val_dice_gain": null, + "val_dice_loss": 0.8370650936575497, + "val_entropy": 0.0, + "val_iou": 0.09554838092567829, + "val_iou_gain": null, + "val_loss": 0.7487758362994474, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09581531029767715, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 88, + "encoder_lr": 4.140354498602954e-07, + "epoch": 89, + "grad_norm": 1.20994200025286, + "lr": 4.140354498602954e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09581531029767715, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6860706295285907, + "train_critic_loss": 0.0, + "train_dice": 0.1424981814622879, + "train_dice_loss": 0.8664667180606297, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.08342926254495979, + "train_loss": 0.7762686780520848, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.659401651690988, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16759829816336816, + "val_dice_gain": null, + "val_dice_loss": 0.8368417234981761, + "val_entropy": 0.0, + "val_iou": 0.09581531029767715, + "val_iou_gain": null, + "val_loss": 0.7481216823353487, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09571403984266978, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 89, + "encoder_lr": 4.217827674798846e-07, + "epoch": 90, + "grad_norm": 1.20685190813882, + "lr": 4.217827674798846e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09571403984266978, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.696677531514849, + "train_critic_loss": 0.0, + "train_dice": 0.13341161485761405, + "train_dice_loss": 0.8723025832857404, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.0768935065716505, + "train_loss": 0.7844900744301933, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6535319370381972, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.1674886430398776, + "val_dice_gain": null, + "val_dice_loss": 0.8369480055921218, + "val_entropy": 0.0, + "val_iou": 0.09571403984266978, + "val_iou_gain": null, + "val_loss": 0.7452399730682373, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09613674145478468, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 90, + "encoder_lr": 4.295493840312087e-07, + "epoch": 91, + "grad_norm": 1.303902268409729, + "lr": 4.295493840312087e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09613674145478468, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6938732607024056, + "train_critic_loss": 0.0, + "train_dice": 0.13795608457177877, + "train_dice_loss": 0.8561144300869533, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.0803153988532722, + "train_loss": 0.7749938539096287, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6573463923790875, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16802443400598488, + "val_dice_gain": null, + "val_dice_loss": 0.8368288033148822, + "val_entropy": 0.0, + "val_iou": 0.09613674145478468, + "val_iou_gain": null, + "val_loss": 0.747087604859296, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09627303152989883, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 91, + "encoder_lr": 4.373333832178479e-07, + "epoch": 92, + "grad_norm": 1.3568956341062273, + "lr": 4.373333832178479e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09627303152989883, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6869448593684605, + "train_critic_loss": 0.0, + "train_dice": 0.13206977996975183, + "train_dice_loss": 0.825178325176239, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07557287639006972, + "train_loss": 0.7560616050447736, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6594250938471626, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16820408819386592, + "val_dice_gain": null, + "val_dice_loss": 0.8367402658743017, + "val_entropy": 0.0, + "val_iou": 0.09627303152989883, + "val_iou_gain": null, + "val_loss": 0.7480826798607322, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09671175372428618, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 92, + "encoder_lr": 4.4513284445447744e-07, + "epoch": 93, + "grad_norm": 1.2603519644056047, + "lr": 4.4513284445447744e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09671175372428618, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6896570750645229, + "train_critic_loss": 0.0, + "train_dice": 0.14029058877378703, + "train_dice_loss": 0.850500932761601, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.08115968575701117, + "train_loss": 0.7700790081705365, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6605754249236163, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16892083221330093, + "val_dice_gain": null, + "val_dice_loss": 0.8364237897536334, + "val_entropy": 0.0, + "val_iou": 0.09671175372428618, + "val_iou_gain": null, + "val_loss": 0.7484996003263137, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.0965353602113632, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 93, + "encoder_lr": 4.5294584334074293e-07, + "epoch": 94, + "grad_norm": 1.242187397820609, + "lr": 4.5294584334074293e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.0965353602113632, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6974577733448574, + "train_critic_loss": 0.0, + "train_dice": 0.13832713335752486, + "train_dice_loss": 0.8460656915392194, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.08027145773172378, + "train_loss": 0.7717617239270892, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6623226859990288, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16865583844482898, + "val_dice_gain": null, + "val_dice_loss": 0.8366131817593294, + "val_entropy": 0.0, + "val_iou": 0.0965353602113632, + "val_iou_gain": null, + "val_loss": 0.7494679408914903, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09721264799770254, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09694768571509765, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 94, + "encoder_lr": 4.607704521360776e-07, + "epoch": 95, + "grad_norm": 1.2101678337369646, + "lr": 4.607704521360776e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09694768571509765, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.69182459797178, + "train_critic_loss": 0.0, + "train_dice": 0.13663149159401655, + "train_dice_loss": 0.8679052931921822, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07846904009580612, + "train_loss": 0.7798649498394558, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6622430647120756, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16928959167920626, + "val_dice_gain": null, + "val_dice_loss": 0.8362830316319185, + "val_entropy": 0.0, + "val_iou": 0.09694768571509765, + "val_iou_gain": null, + "val_loss": 0.7492630411596859, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09727243397098322, + "early_stopping_improved": true, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09727243397098322, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 0, + "encoder_lr": 4.6860474023534333e-07, + "epoch": 96, + "grad_norm": 1.2256104435239519, + "lr": 4.6860474023534333e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09727243397098322, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6915890489305768, + "train_critic_loss": 0.0, + "train_dice": 0.14608870446681976, + "train_dice_loss": 0.8593809264046806, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.08538668217137456, + "train_loss": 0.7754849961825779, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6577720326535842, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16982882905464905, + "val_dice_gain": null, + "val_dice_loss": 0.8362022287705365, + "val_entropy": 0.0, + "val_iou": 0.09727243397098322, + "val_iou_gain": null, + "val_loss": 0.7469871324651381, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09727243397098322, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09719824160520847, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 1, + "encoder_lr": 4.764467746451788e-07, + "epoch": 97, + "grad_norm": 1.2952946765082223, + "lr": 4.764467746451788e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09719824160520847, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6895052364894322, + "train_critic_loss": 0.0, + "train_dice": 0.13907890647649765, + "train_dice_loss": 0.8552232214382717, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.08018366964533925, + "train_loss": 0.7723642332213265, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6559159089537228, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16968143573747232, + "val_dice_gain": null, + "val_dice_loss": 0.8364459872245789, + "val_entropy": 0.0, + "val_iou": 0.09719824160520847, + "val_iou_gain": null, + "val_loss": 0.7461809480891508, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09727243397098322, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09714800168115359, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 2, + "encoder_lr": 4.84294620460936e-07, + "epoch": 98, + "grad_norm": 1.2530805213110787, + "lr": 4.84294620460936e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09714800168115359, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6875935111727033, + "train_critic_loss": 0.0, + "train_dice": 0.13517801098525525, + "train_dice_loss": 0.8300853541919163, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07774172158911824, + "train_loss": 0.7588394199098859, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.654870702939875, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16973613219765515, + "val_dice_gain": null, + "val_dice_loss": 0.8365498009849998, + "val_entropy": 0.0, + "val_iou": 0.09714800168115359, + "val_iou_gain": null, + "val_loss": 0.7457102537155151, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09727243397098322, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.0963059172177544, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 3, + "encoder_lr": 4.921463413440898e-07, + "epoch": 99, + "grad_norm": 1.2820957388196672, + "lr": 4.921463413440898e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.0963059172177544, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6954460654939923, + "train_critic_loss": 0.0, + "train_dice": 0.1380143521912396, + "train_dice_loss": 0.8543486765452794, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.08043144621886313, + "train_loss": 0.7748973795345852, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6633836381575641, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16829369211426148, + "val_dice_gain": null, + "val_dice_loss": 0.8365376486497766, + "val_entropy": 0.0, + "val_iou": 0.0963059172177544, + "val_iou_gain": null, + "val_loss": 0.7499606539221371, + "val_reward": 0.0, + "validated_this_epoch": true + }, + { + "alpha": 0.0, + "early_stopping_active": true, + "early_stopping_best_value": 0.09727243397098322, + "early_stopping_improved": false, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_monitor_value": 0.09721733568092951, + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "early_stopping_wait": 4, + "encoder_lr": 5.000000000000001e-07, + "epoch": 100, + "grad_norm": 1.2563938413347517, + "lr": 5.000000000000001e-07, + "selection_metric_name": "val_iou", + "selection_metric_value": 0.09721733568092951, + "train_action_distribution": null, + "train_actor_loss": 0.0, + "train_advantage_mean": 0.0, + "train_advantage_std": 0.0, + "train_alpha": 0.0, + "train_ce_loss": 0.6941166775567191, + "train_critic_loss": 0.0, + "train_dice": 0.13480974366888404, + "train_dice_loss": 0.8675285237176078, + "train_effective_steps": 0.0, + "train_entropy": 0.0, + "train_iou": 0.07725545892491936, + "train_loss": 0.7808226091521127, + "train_mask_delta_mean": 0.0, + "train_mean_reward": 0.0, + "train_value_pred_error": 0.0, + "val_actor_loss": 0.0, + "val_binary_flips_correct_pct": null, + "val_binary_flips_total_pct": null, + "val_binary_flips_wrong_pct": null, + "val_ce_loss": 0.6622209548950195, + "val_critic_loss": 0.0, + "val_decoder_dice": null, + "val_decoder_iou": null, + "val_dice": 0.16968966659445028, + "val_dice_gain": null, + "val_dice_loss": 0.8360844570047715, + "val_entropy": 0.0, + "val_iou": 0.09721733568092951, + "val_iou_gain": null, + "val_loss": 0.7491527059498955, + "val_reward": 0.0, + "validated_this_epoch": true + } +] \ No newline at end of file diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/low_iou_samples.csv b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/low_iou_samples.csv new file mode 100644 index 0000000000000000000000000000000000000000..c0b4a39e629e55b7b8144f93fd25f2962e9b646d --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/low_iou_samples.csv @@ -0,0 +1,4 @@ +sample_id +BUSI_0374_B +BUSI_0116_B +BUSI_0031_B diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0024_M.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0024_M.png new file mode 100644 index 0000000000000000000000000000000000000000..cbb3fbddef428ebdf80e7db59054cffc43bcd04b --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0024_M.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1ee2425c4096157eb61820ee49160e5184a02b8da546d8b5388b3e526e286bc7 +size 2876 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0028_M.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0028_M.png new file mode 100644 index 0000000000000000000000000000000000000000..40d74bb509a5a96344eb49b16617bdf3d574f6ad --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0028_M.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1118f1beef6aa0a993166b6c0875b6978ba47087a8d106e588ccd8a65817ec6d +size 2961 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0031_B.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0031_B.png new file mode 100644 index 0000000000000000000000000000000000000000..3e152e8d1d98287cfb0e15277b37b3ad1be4fb9a --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0031_B.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:026e2a749d8ebbcc791ee4fe53317f297f060bba54251414bcbdfb5c3c2f94d2 +size 3160 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0034_M.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0034_M.png new file mode 100644 index 0000000000000000000000000000000000000000..57780949e877081b84bac7a6e0987c04e3a916f7 --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0034_M.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:8bee1ebc4956aabd7c65ae03528b978c9b4144ad15b7e5dc60a3da692fa7c9f8 +size 2978 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0038_B.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0038_B.png new file mode 100644 index 0000000000000000000000000000000000000000..914c29150641f8d487352c4077c0f91b63299043 --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0038_B.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:9f00b1858f4c908c0dd111213e3b2f886cbe6ae3ee4753af091fd6229edc55fd +size 2877 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0041_B.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0041_B.png new file mode 100644 index 0000000000000000000000000000000000000000..6aea96c44841fce58d5a95ea2a4387fdfc7dd935 --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0041_B.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cab345624bb4414fc76bb44643bf5c6d7b0753ee946c6584c4b95a5c450dce55 +size 3054 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0048_M.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0048_M.png new file mode 100644 index 0000000000000000000000000000000000000000..42a64868a13971b437edeec23ae334feaaa8e373 --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0048_M.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dc61c7f7baa6b34c6a09fdc20300008701c9a2187e690a7a70dd5299e77fdfbb +size 2926 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0069_M.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0069_M.png new file mode 100644 index 0000000000000000000000000000000000000000..bda35f471f78117c01d323473a88cb4ad27efe4f --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0069_M.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c331f895396da9a08a44c8a6157c0929a51c32528810db906de18a5ee50ea0ca +size 2992 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0071_M.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0071_M.png new file mode 100644 index 0000000000000000000000000000000000000000..1caa22423327d603e351055ef0990e7208551194 --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0071_M.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:349536d2d0a78e35ca78078e921453558594c7bc52114fe2898b42d40cd469f7 +size 3131 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0072_B.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0072_B.png new file mode 100644 index 0000000000000000000000000000000000000000..e7834e48b2b245b002db81f69fae5889802a487d --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0072_B.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e499ff66161260e5ce62c52f10e4dae2bfd0476e6625ff2548bb9c226f65dfd2 +size 2965 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0078_B.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0078_B.png new file mode 100644 index 0000000000000000000000000000000000000000..e631cfa02451932d3b299515a08755f068cbe704 --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0078_B.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a9d056a0aea1a1d16c547f10e1db66cfa05c75f1a257e75015021da197224cf2 +size 2972 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0079_B.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0079_B.png new file mode 100644 index 0000000000000000000000000000000000000000..09665ac7e49e1889930a90792205d708e84477a4 --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0079_B.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e4a824d82f9d0156645bae1ec2d4c1fa4a544b647b4cef2477eee9f14ead5c55 +size 3165 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0093_M.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0093_M.png new file mode 100644 index 0000000000000000000000000000000000000000..83202734c6aeacb7f2d59010f5c9fa76e74f04ce --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0093_M.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:736ec743d4d6a82b3d01562b8c650d77a843c15fabe537e7baae09abeea6c21f +size 3096 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0097_M.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0097_M.png new file mode 100644 index 0000000000000000000000000000000000000000..c095a9ac4f50540ccb5470eb8e6243984be7ad64 --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0097_M.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2cb50bbf7cc12a8f0ab053a04880ce7fb37f59c84b6ad1f8af0889ad55060961 +size 3201 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0106_B.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0106_B.png new file mode 100644 index 0000000000000000000000000000000000000000..8171ca50d685496b263625c1e33446fdce168785 --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0106_B.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:adfd461498db4dab433d28c32e8f9ba983885f307d9778b92c01cc2416bf6d84 +size 2880 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0113_B.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0113_B.png new file mode 100644 index 0000000000000000000000000000000000000000..3538c8567c6b60c5c421a1c9b32fd9810589d7bb --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0113_B.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5e71f8c8167745d7181fbd2522a2b998cc4ea0c0c329aced1f8d0308cb15d08e +size 2912 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0116_B.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0116_B.png new file mode 100644 index 0000000000000000000000000000000000000000..5e940123c55d2fbb332cd8299b21a0af7e8597ee --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0116_B.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:030c726c7897d2f73d9a90b08c6adeaa4b16107dd71a1b13d08de919cf7958ed +size 2981 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0120_M.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0120_M.png new file mode 100644 index 0000000000000000000000000000000000000000..cc4289da3bedd7ad7de7e1204b5e8064dd38ccfc --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0120_M.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:46ff06dea34b422f8e59f234cd17a5d708eaf3abec4e6c9c547970fb3f998918 +size 3028 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0125_B.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0125_B.png new file mode 100644 index 0000000000000000000000000000000000000000..da575374916534d44521a61f9f728d0ef10581da --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0125_B.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:38129b69e2434cb126cab68a70a295aab24acc54ae30b4207723eeb8059181d2 +size 3154 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0140_M.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0140_M.png new file mode 100644 index 0000000000000000000000000000000000000000..4f87a7f3e9a569c951c056eb2237e595bc0223c0 --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0140_M.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:732f4c2ed32e091c43c7888b38fdd10569b0bfd6964f6ac00a0f2b9f90bcc798 +size 3190 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0143_M.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0143_M.png new file mode 100644 index 0000000000000000000000000000000000000000..eecd9408580b47e7de9d63ab0ea43e93def6ff36 --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0143_M.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:69f790cace54a23e9fc3e373d4841d0d3e7e623cd0f03489414df7a05d6131bb +size 3244 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0171_M.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0171_M.png new file mode 100644 index 0000000000000000000000000000000000000000..d6f06fd792e9b073f6d3507122dd06c77a9be7dc --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0171_M.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c5749fe6ce2803bc614647637d156d42f7463323220f8223ca96928c09353435 +size 3026 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0192_B.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0192_B.png new file mode 100644 index 0000000000000000000000000000000000000000..2bb94c4281fe3552447492d1ad00bbb0a4a82c05 --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0192_B.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4d0422aefcc499331cea086b01b94f02e79ad3f5acc05603b853f589cb8cf9cb +size 3012 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0197_B.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0197_B.png new file mode 100644 index 0000000000000000000000000000000000000000..a2a8ea1f1278ffe7ae5728bb6cf400a3bee6af59 --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0197_B.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:de5b1662974542273dba4f2789ad270b0abe64ea631223693e3ab6e04588c9a1 +size 3217 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0219_B.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0219_B.png new file mode 100644 index 0000000000000000000000000000000000000000..62a5c2538f4035b0f416d6f5c746c3c9524b0893 --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0219_B.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f497e6896d2fbb499e7dd15180df48819a981b03496004264dd3b278f28d909f +size 3096 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0229_B.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0229_B.png new file mode 100644 index 0000000000000000000000000000000000000000..878b05c1e3ef6ed007dde498f697e5c0d7c76f3f --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0229_B.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7868bf630ccb07ae6e2328560d0858d7088b6562de9bbd38e9185d005f9d0474 +size 3055 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0250_B.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0250_B.png new file mode 100644 index 0000000000000000000000000000000000000000..c26ef0d2360cb2cd6d0227fd24fdc6a09ba73f65 --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0250_B.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f57f03ab6b6f73e8bece202b9ca27cc83d06ea0e18ba88c1a293ccabb91a7fd5 +size 3157 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0251_B.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0251_B.png new file mode 100644 index 0000000000000000000000000000000000000000..4a0fbf77f4048d9b8487e9452e64213d6bd930d4 --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0251_B.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:76d9e2f9f50ffc5e8f973cf9c8d8c1da8556a7788e39cfe1bddd9f90aa8697c6 +size 3315 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0304_B.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0304_B.png new file mode 100644 index 0000000000000000000000000000000000000000..d51d02dd14dca7d80fab6e9c1eae8c1a493c7323 --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0304_B.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d3dddab307b085409870cb545354fd3163e1fef82c30b30953bd4502d70c962e +size 3131 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0316_B.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0316_B.png new file mode 100644 index 0000000000000000000000000000000000000000..a3d096da3640ff83a137ae34379a1b124328f843 --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0316_B.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:f54da8a73ddd62b18e639e3b7d309f7a1e5a54499db86e793bda7c7b64d80909 +size 2947 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0322_B.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0322_B.png new file mode 100644 index 0000000000000000000000000000000000000000..f7e0e7cf7ea8d248f10942f326c507a6269a0462 --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0322_B.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:41d62e8567d837d16ca001a0ed1b2dee58749f83a2aa986a1ad97e17d75c8167 +size 3119 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0326_B.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0326_B.png new file mode 100644 index 0000000000000000000000000000000000000000..947c9ee052b0e0369bdeae97c2256cb36a08af5d --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0326_B.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:77f4df36100f5da295ccaf35ae05276228e54f11a9f1e9bf6cc9a420d3b169f1 +size 2735 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0364_B.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0364_B.png new file mode 100644 index 0000000000000000000000000000000000000000..fda7d77787ab42a251815e56d1221bd50c27db5a --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0364_B.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:42a6fda1d4f64a73d5f24202af7bf7aae5f63f5708cff3b340927e478589deb1 +size 2955 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0366_B.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0366_B.png new file mode 100644 index 0000000000000000000000000000000000000000..a96d4b513701536ca7f1e3bf928c2d06a5a5f99d --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0366_B.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:76114852250787903e368e624f78d581f96799e45b95de23de3a75f93be05d3c +size 2850 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0384_B.png b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0384_B.png new file mode 100644 index 0000000000000000000000000000000000000000..1d65a68f97bbb7fbbf2b4b5ec1a87224103f5bfc --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/predictions/BUSI_0384_B.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:c542b71500979e779bd983d5b6a02226c3dc96fefd360bbb80c32c45e99fa4b0 +size 3194 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/summary.json b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/summary.json new file mode 100644 index 0000000000000000000000000000000000000000..a1195cc8c7cddcc02c55a86db9584526235947cd --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/summary.json @@ -0,0 +1,20 @@ +{ + "best_model_metric": 0.09727243397098322, + "best_model_metric_name": "val_iou", + "best_val_dice": 0.16982882905464905, + "best_val_iou": 0.09727243397098322, + "best_val_iou_gain": 0.0, + "device_used": "cuda", + "early_stopping_best_value": 0.09727243397098322, + "early_stopping_min_delta": 0.0, + "early_stopping_monitor_mode": "max", + "early_stopping_monitor_name": "val_iou", + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "elapsed_seconds": 138.58969950675964, + "final_epoch": 100, + "resumed": false, + "run_type": "final", + "seconds_per_epoch": 1.3858969950675963, + "strategy": 2 +} \ No newline at end of file diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_3/final/checkpoints/best.pt.meta.json b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_3/final/checkpoints/best.pt.meta.json new file mode 100644 index 0000000000000000000000000000000000000000..22eb67b4308bcc2df6b0f6a2d602be88aa571427 --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_3/final/checkpoints/best.pt.meta.json @@ -0,0 +1,41 @@ +{ + "backbone_family": "smp", + "checkpoint_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_3/final/checkpoints/best.pt", + "dataset_percent": 0.05, + "epoch": 89, + "run_type": "final", + "saved_keys": [ + "alpha_optimizer_state_dict", + "best_metric_name", + "best_metric_value", + "config", + "elapsed_seconds", + "epoch", + "epoch_metrics", + "history", + "log_alpha", + "model_state_dict", + "optimizer_state_dict", + "patience_counter", + "run_config", + "run_type", + "scheduler_state_dict" + ], + "state_presence": { + "alpha_optimizer_state_dict": true, + "best_metric_name": true, + "best_metric_value": true, + "elapsed_seconds": true, + "epoch_metrics": true, + "history": true, + "log_alpha": true, + "model_state_dict": true, + "optimizer_state_dict": true, + "patience_counter": true, + "resume_source": false, + "run_config": true, + "scaler_state_dict": false, + "scheduler_state_dict": true + }, + "strategy": 3 +} \ No newline at end of file diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_3/final/checkpoints/latest.pt b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_3/final/checkpoints/latest.pt new file mode 100644 index 0000000000000000000000000000000000000000..bde0c20ab7a4217d507e984edd97532dce9a2562 --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_3/final/checkpoints/latest.pt @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:1ea7854b164cb62221dcb1db8dd095d008b7003919d55e39baa8e6881ef7a7f5 +size 81593439 diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_3/final/checkpoints/latest.pt.meta.json b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_3/final/checkpoints/latest.pt.meta.json new file mode 100644 index 0000000000000000000000000000000000000000..0074b0db22a1795742d7ca215958bbd7678f0f41 --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_3/final/checkpoints/latest.pt.meta.json @@ -0,0 +1,41 @@ +{ + "backbone_family": "smp", + "checkpoint_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_3/final/checkpoints/latest.pt", + "dataset_percent": 0.05, + "epoch": 90, + "run_type": "final", + "saved_keys": [ + "alpha_optimizer_state_dict", + "best_metric_name", + "best_metric_value", + "config", + "elapsed_seconds", + "epoch", + "epoch_metrics", + "history", + "log_alpha", + "model_state_dict", + "optimizer_state_dict", + "patience_counter", + "run_config", + "run_type", + "scheduler_state_dict" + ], + "state_presence": { + "alpha_optimizer_state_dict": true, + "best_metric_name": true, + "best_metric_value": true, + "elapsed_seconds": true, + "epoch_metrics": true, + "history": true, + "log_alpha": true, + "model_state_dict": true, + "optimizer_state_dict": true, + "patience_counter": true, + "resume_source": false, + "run_config": true, + "scaler_state_dict": false, + "scheduler_state_dict": true + }, + "strategy": 3 +} \ No newline at end of file diff --git a/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_3/final/run_config.json b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_3/final/run_config.json new file mode 100644 index 0000000000000000000000000000000000000000..3ea10e6c1b8522b6b01f76b3418cc8483aae501a --- /dev/null +++ b/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_3/final/run_config.json @@ -0,0 +1,93 @@ +{ + "a3c_entropy_coeff": 0.003712624179040533, + "asymmetric_reward_alpha": 0.5553304210317992, + "backbone_family": "smp", + "base_split_manifest_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/splits/split_002.json", + "best_checkpoint_metric_name": "val_iou_gain", + "best_checkpoint_metrics": { + "1": "val_iou", + "2": "val_iou", + "3": "val_iou_gain", + "4": "val_iou_gain", + "5": "val_iou_gain" + }, + "binary_reward_weight": 0.6016074139373169, + "boundary_reward_weight": 0.6095643339798968, + "critic_loss_weight": 0.5212296337434775, + "data_root": "/workspace/BUSI_with_classes", + "dataset_name": "BUSI_with_classes", + "dataset_percent": 0.05, + "dataset_split_policy": "stratified", + "dataset_splits_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/splits/split_002.json", + "decoder_lr": 0.0, + "dropout_p": 0.0599326836668414, + "early_stopping_min_delta": 0.0, + "early_stopping_mode": "auto", + "early_stopping_monitor": "auto", + "early_stopping_patience": 0, + "early_stopping_start_epoch": 1, + "encoder_lr": 0, + "entropy_alpha_init": 0.16391552721668934, + "entropy_lr": 0.0007688106801474952, + "entropy_target_ratio": 0.43871283308838427, + "evaluation_checkpoint_mode": "best", + "execution_mode": "train_eval", + "folds_experiment_name": "stratified_holdout_v1", + "gae_lambda": 0.8944772161195532, + "gamma": 0.95, + "grad_clip_norm": 6.0, + "gt_error_dropout": 0.4, + "head_lr": 0, + "max_epochs": 250, + "mc_dropout_p": 0.49497765893871026, + "mc_n_passes": 4, + "min_alpha": 0.0005693074767644616, + "normalization_cache_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/norm_stats_BUSI_with_classes_stratified_80_10_10_005pct_repeat01.json", + "num_actions": 5, + "percent_sampling_mode": "incremental", + "project_dir": "/workspace", + "refine_delta_large": 0.20071320523192807, + "refine_delta_small": 0.09791237813339448, + "reward_boundary_focus": 0.33346118831249305, + "reward_inaction_cost": 0.0490105049931256, + "rl_lr": 0.00010813783435909571, + "run_name": "split=002 | repeat=01 | strategy=3 | pct=5%", + "run_type": "final", + "save_history_incrementally": false, + "scheduler_factor": 0.5, + "scheduler_min_lr": 1e-05, + "scheduler_patience": 5, + "scheduler_threshold": 0.001, + "selected_split_manifest_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_005_repeat_01.json", + "smp_decoder_type": "Unet", + "smp_encoder_depth": 5, + "smp_encoder_name": "efficientnet-b0", + "smp_encoder_proj_dim": 192, + "smp_encoder_weights": "imagenet", + "split_repeat_index": 2, + "split_seed": 293900786, + "split_type": "80_10_10", + "strategy": 3, + "strategy2_checkpoint_mode": "best", + "strategy2_checkpoint_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/split_002/pct_005/repeat_01/strategy_2/final/checkpoints/best.pt", + "strategy3_action_mode": "delta", + "strategy3_decoder_ce_weight": 0.0, + "strategy3_decoder_dice_weight": 0.0, + "strategy3_freeze_bootstrapped_segmentation": true, + "strategy3_rl_grad_clip_norm": 3.678930600883288, + "subset_manifest_path": "/workspace/runs/EfficientNetB0_Folds_1/repeated_holdout/stratified_holdout_v1/manifests/subsets/split_002_pct_005_repeat_01.json", + "subset_repeat_index": 1, + "subset_sampling_source": "incremental_chain", + "subset_seed": 1072230984, + "threshold": 0.49683582808326887, + "tmax": 5, + "train_resume_mode": "off", + "train_resume_specific_checkpoint": "", + "train_subset_key": "5", + "train_subset_source": "incremental_chain", + "train_subset_variant": 1, + "vgg_feature_dilation": 1, + "vgg_feature_scales": 4, + "weight_decay": 7.7344821566468e-06, + "write_epoch_diagnostic": false +} \ No newline at end of file