Image Classification
timm
PyTorch
Safetensors
cait
vision-transformer
transformer
gravitational-lensing
strong-lensing
astronomy
astrophysics
Eval Results (legacy)
Instructions to use parlange/cait-gravit-c3 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- timm
How to use parlange/cait-gravit-c3 with timm:
import timm model = timm.create_model("hf-hub:parlange/cait-gravit-c3", pretrained=True) - Notebooks
- Google Colab
- Kaggle
Download training_metrics.csv from parlange/cait-gravit-c3: direct link, hf CLI and curl.
- Browser
- Download file 4.33 kB
-
https://huggingface.co/parlange/cait-gravit-c3/resolve/main/training_metrics.csv
- Command line
-
hf download hf://parlange/cait-gravit-c3/training_metrics.csv
-
curl -L -o training_metrics.csv https://huggingface.co/parlange/cait-gravit-c3/resolve/main/training_metrics.csv
4.33 kB
| epoch,train_loss,val_loss,train_accuracy,val_accuracy,train_auc,val_auc,train_f1,val_f1 | |
| 1,0.12667420847190367,0.05378330405530012,0.9464719362451688,0.9825072886297376,0.9899919661996085,0.9978835349216737,0.9461180926149079,0.9824817518248176 | |
| 2,0.05777360977942067,0.054230477207451624,0.979349796490748,0.9788629737609329,0.9975585092075264,0.998403088849034,0.9792759008332547,0.9785661492978566 | |
| 3,0.047582136795261624,0.042615435998506694,0.9836765057974485,0.989067055393586,0.9982480202094575,0.9980662819063485,0.9836245571596456,0.9891067538126361 | |
| 4,0.044440465985171124,0.04042692490074099,0.9840698430071485,0.9861516034985423,0.9985306768389821,0.9985996481058063,0.9840218873555924,0.9862418537291817 | |
| 5,0.04003481573582227,0.03534883760192782,0.9859681225843965,0.989067055393586,0.9987387112315574,0.9988397691438091,0.9859319142369714,0.989075018208303 | |
| 6,0.03605125716448431,0.0376234402134743,0.9872507439203748,0.9868804664723032,0.999038196462508,0.9988259568717116,0.9872202555948881,0.9868804664723032 | |
| 7,0.03434201997739318,0.035332240511828886,0.9882853917980641,0.9883381924198251,0.9990940838089988,0.9991213269981044,0.9882582834810333,0.988388969521045 | |
| 8,0.032910487840394756,0.040505874014131006,0.9883880015049423,0.9927113702623906,0.9991830014589025,0.9981704051883143,0.9883639230202389,0.9927007299270073 | |
| 9,0.03135883990687889,0.04533444170679886,0.9891062694530902,0.989067055393586,0.9992055594561786,0.9980035954406753,0.989084054494045,0.9890270665691295 | |
| 10,0.029734504339787696,0.04496549424489976,0.989739029312173,0.9868804664723032,0.9993251859659236,0.998564586184328,0.9897198663582627,0.9868804664723032 | |
| 11,0.029857107198069582,0.03715860951999153,0.9894825050449773,0.9927113702623906,0.9993077244695199,0.9984902124114953,0.9894572633455617,0.9926793557833089 | |
| 12,0.02878032497088733,0.051204339544334294,0.9898159865923316,0.9905247813411079,0.9993838476385521,0.9983308400411393,0.9898015978353014,0.9905040175310446 | |
| 13,0.027133341604829497,0.035815109240852364,0.9903888907890687,0.9934402332361516,0.9994373649922268,0.9982097170396689,0.9903734155532716,0.9934354485776805 | |
| 14,0.019919856555718686,0.03895725855605002,0.9929284810343059,0.9905247813411079,0.9996917000101812,0.998565648666797,0.9929189749210128,0.9905178701677607 | |
| 15,0.017934642250427575,0.04180274301537098,0.9935355884666689,0.9927113702623906,0.9997503248321777,0.9984795875868049,0.9935261778759698,0.9926900584795322 | |
| 16,0.01578468330086849,0.04510295223825627,0.9946471936245169,0.9919825072886297,0.9998000775721007,0.9986325850623465,0.9946408697885455,0.9919649379108838 | |
| 17,0.015779628577878197,0.04203960003260708,0.9944334234018538,0.9934402332361516,0.9997938961710799,0.9986166478253109,0.9944270855626418,0.9934258582907232 | |
| 18,0.01568501259200721,0.04118299918655176,0.9944419742107603,0.9927113702623906,0.9998029062967904,0.9986400224396297,0.9944354079274035,0.9927007299270073 | |
| 19,0.014463539122712999,0.04439692516504371,0.9949122687006191,0.9919825072886297,0.9998437696991851,0.9985348366751948,0.9949069120479349,0.991953182150695 | |
| 20,0.014205154913814012,0.044565419147691195,0.9950148784074974,0.9912536443148688,0.9998510700725657,0.9985273992979116,0.99500903168366,0.9912280701754386 | |
| 21,0.01331971187548621,0.04619495481566279,0.9953398091459452,0.9912536443148688,0.9998601293324516,0.9985199619206283,0.9953354616181241,0.9912280701754386 | |
| 22,0.013233305014839741,0.045922372201632415,0.9952200978212539,0.9912536443148688,0.999870593742024,0.9985295242628496,0.9952151471834422,0.9912280701754386 | |
| 23,0.013387519186996046,0.04597365616416449,0.9953569107637582,0.9919825072886297,0.9998589161862551,0.9985369616401328,0.9953524200795995,0.9919649379108838 | |
| 24,0.01315636738382876,0.046282581289902876,0.995485172897356,0.9912536443148688,0.9998565441461813,0.9985348366751948,0.9954806128562869,0.9912280701754386 | |
| 25,0.014162037518948857,0.04622340319009902,0.9953312583370387,0.9912536443148688,0.9998372291507371,0.9985443990174162,0.9953270228171377,0.9912280701754386 | |
| 26,0.013134674900313486,0.04642950732575909,0.9954424188528235,0.9912536443148688,0.9998702337172007,0.9985443990174163,0.9954377765794452,0.9912280701754386 | |
| 27,0.012491460563278902,0.046625477775017056,0.9956989431200192,0.9912536443148688,0.9998757415705622,0.9985433365349471,0.9956942672978317,0.9912280701754386 | |