Image Classification
timm
PyTorch
Safetensors
vision-transformer
pit
gravitational-lensing
strong-lensing
astronomy
astrophysics
Eval Results (legacy)
Instructions to use parlange/pit-gravit-c3 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- timm
How to use parlange/pit-gravit-c3 with timm:
import timm model = timm.create_model("hf-hub:parlange/pit-gravit-c3", pretrained=True) - Notebooks
- Google Colab
- Kaggle
Download training_metrics.csv from parlange/pit-gravit-c3: direct link, hf CLI and curl.
- Browser
- Download file 5.59 kB
-
https://huggingface.co/parlange/pit-gravit-c3/resolve/main/training_metrics.csv
- Command line
-
hf download hf://parlange/pit-gravit-c3/training_metrics.csv
-
curl -L -o training_metrics.csv https://huggingface.co/parlange/pit-gravit-c3/resolve/main/training_metrics.csv
5.59 kB
| epoch,train_loss,val_loss,train_accuracy,val_accuracy,train_auc,val_auc,train_f1,val_f1 | |
| 1,0.11365335684616368,0.07335258520726907,0.9559718849403154,0.9737609329446064,0.9914834215283794,0.9966531802225262,0.9556873241133592,0.974025974025974 | |
| 2,0.060799442386116356,0.0766400629681679,0.9785545712624414,0.9686588921282799,0.9972050592971764,0.9978867223690808,0.9784647089129315,0.967741935483871 | |
| 3,0.05036448495300781,0.04125451833096607,0.9824708417416288,0.9854227405247813,0.9980611478771295,0.9988769560302254,0.9824146035994304,0.9855282199710564 | |
| 4,0.04355451330024232,0.037264372132523066,0.9849163730888942,0.9839650145772595,0.9985549533625481,0.999107514726007,0.9848736901678986,0.983941605839416 | |
| 5,0.042773916825306055,0.0415324563962888,0.9850360844135855,0.9832361516034985,0.9986491437236866,0.9988758935477564,0.9849968279007562,0.9830757910228108 | |
| 6,0.03876492509245516,0.0462458666805015,0.9860707322912747,0.9839650145772595,0.9988713274427827,0.9986963340104889,0.986029279337227,0.9840579710144928 | |
| 7,0.03579272816968592,0.07408032220830386,0.9876184287033554,0.9766763848396501,0.9990146048927491,0.9969209258047242,0.9875887132718483,0.9765051395007343 | |
| 8,0.03604598740582841,0.03191673965261212,0.9870540753155248,0.9905247813411079,0.9990530501917807,0.9994336968440021,0.9870278977311673,0.9904622157006603 | |
| 9,0.03389803388898169,0.03693470193762821,0.9881571296644662,0.9897959183673469,0.9991127255492493,0.9986240852025942,0.9881338942245906,0.9897360703812317 | |
| 10,0.0317821133081334,0.045193342812381056,0.9886787290077641,0.9861516034985423,0.9992601013159104,0.9987643328885074,0.9886571971968542,0.9861212563915267 | |
| 11,0.030997115177441262,0.0457339138389937,0.9888924992304272,0.9876093294460642,0.9992615706617375,0.9990597030149002,0.9888661278295378,0.987582176771366 | |
| 12,0.029796469737988888,0.038843234409048674,0.989576563942949,0.9897959183673469,0.9993181245367194,0.9989237052588632,0.9895566502463055,0.9898550724637681 | |
| 13,0.0302251093948371,0.03639233971161241,0.989037862981838,0.9883381924198251,0.9993350481893781,0.9992063255956276,0.9890181431924481,0.9883720930232558 | |
| 14,0.02707252323432333,0.035838580274894706,0.9906454150562644,0.989067055393586,0.9994274483702205,0.9986814592559222,0.9906273024793955,0.9891067538126361 | |
| 15,0.018597991129429125,0.02166138682684131,0.9935355884666689,0.9941690962099126,0.9997292025472154,0.9989247677413322,0.9935257343495761,0.9941520467836257 | |
| 16,0.014924115815554232,0.022632916099880617,0.9944334234018538,0.9956268221574344,0.9998348895743152,0.9989385800134298,0.9944283256733509,0.9956204379562044 | |
| 17,0.014116297948040701,0.02241394727737928,0.9951516913500017,0.9941690962099126,0.9998499405714542,0.9996801927768192,0.995146420592188,0.9941520467836257 | |
| 18,0.013100024682204033,0.022988988173468467,0.9955621301775148,0.9963556851311953,0.9998493511075776,0.9989778918647843,0.9955584462263909,0.9963476990504018 | |
| 19,0.012166094823464039,0.02351781159893529,0.9957416971645517,0.9941690962099126,0.9998884601566798,0.999726942005457,0.9957377610407395,0.9941605839416059 | |
| 20,0.011986389350299975,0.026719199748079864,0.9957759004001778,0.9948979591836735,0.9998911055056061,0.9996387559605266,0.995772719493411,0.9948867786705624 | |
| 21,0.012061498015671631,0.02543402055099083,0.9957930020179909,0.9934402332361516,0.999883007579266,0.9996706304345978,0.995789833989389,0.9934162399414777 | |
| 22,0.010992699142211439,0.025873747920348716,0.9960751787119061,0.9934402332361516,0.999907145328032,0.9996855051891644,0.9960719206510855,0.9934065934065934 | |
| 23,0.010686743012481088,0.025599749737796603,0.9963402537880084,0.9941690962099126,0.9999086896912166,0.9996940050489167,0.9963374351777371,0.9941434846266471 | |
| 24,0.010534386096235396,0.026695061312135566,0.9962718473167562,0.9934402332361516,0.9999201840174554,0.9996812552592882,0.9962690398767756,0.9934162399414777 | |
| 25,0.010476770070649516,0.025825104609600358,0.9963488045969149,0.9934402332361516,0.9999137771256639,0.9996950675313857,0.9963458362215776,0.9934162399414777 | |
| 26,0.00986563716248993,0.026273425918236393,0.996579676437391,0.9941690962099126,0.9999239604760524,0.9996982549787928,0.9965779207446445,0.9941434846266471 | |
| 27,0.010140903189632403,0.025633876635516525,0.9967421418066149,0.9941690962099126,0.9999135392051163,0.9996982549787928,0.9967403858493391,0.9941434846266471 | |
| 28,0.010163762013375162,0.02570557157964593,0.9963402537880084,0.9941690962099126,0.9999262238652556,0.9997035673911382,0.9963379365812756,0.9941434846266471 | |
| 29,0.009676888706934122,0.025941364227864708,0.9965112699661388,0.9941690962099126,0.9999325286866463,0.9997067548385452,0.9965097777549659,0.9941434846266471 | |
| 30,0.009947080678486911,0.025929531342493855,0.9965198207750453,0.9941690962099126,0.9999240732214381,0.9997056923560761,0.9965172894757108,0.9941434846266471 | |
| 31,0.010475517425715694,0.025715876587886505,0.9962803981256627,0.9941690962099126,0.9999148488648725,0.9996982549787928,0.996277182982875,0.9941434846266471 | |
| 32,0.010185409681451376,0.02556123008897919,0.9963744570236345,0.9941690962099126,0.9999199687629712,0.9996961300138547,0.9963709194241402,0.9941434846266471 | |
| 33,0.009734284825915202,0.025979914414661097,0.99643431268598,0.9941690962099126,0.9999287753328104,0.9996982549787929,0.9964328180737217,0.9941434846266471 | |
| 34,0.009922178836363425,0.025979793978428724,0.9966566337175496,0.9941690962099126,0.9999234017210361,0.9996982549787928,0.9966540301394011,0.9941434846266471 | |
| 35,0.009692644861948823,0.02596716924894143,0.9966566337175496,0.9941690962099126,0.9999212592662479,0.9996971924963237,0.9966547171909891,0.9941434846266471 | |