{ "best_metric": 0.9704, "best_model_checkpoint": "swin-tiny-patch4-window7-224-finetuned-eurosat/checkpoint-1053", "epoch": 2.9936034115138592, "eval_steps": 500, "global_step": 1053, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "epoch": 0.028429282160625444, "grad_norm": 5.52622652053833, "learning_rate": 4.716981132075472e-06, "loss": 2.3451, "step": 10 }, { "epoch": 0.05685856432125089, "grad_norm": 5.207578182220459, "learning_rate": 9.433962264150944e-06, "loss": 2.2737, "step": 20 }, { "epoch": 0.08528784648187633, "grad_norm": 6.15794563293457, "learning_rate": 1.4150943396226415e-05, "loss": 2.1375, "step": 30 }, { "epoch": 0.11371712864250177, "grad_norm": 7.397068023681641, "learning_rate": 1.8867924528301888e-05, "loss": 1.9859, "step": 40 }, { "epoch": 0.14214641080312723, "grad_norm": 11.379995346069336, "learning_rate": 2.358490566037736e-05, "loss": 1.7134, "step": 50 }, { "epoch": 0.17057569296375266, "grad_norm": 17.0799560546875, "learning_rate": 2.830188679245283e-05, "loss": 1.3856, "step": 60 }, { "epoch": 0.19900497512437812, "grad_norm": 16.41306495666504, "learning_rate": 3.30188679245283e-05, "loss": 1.1398, "step": 70 }, { "epoch": 0.22743425728500355, "grad_norm": 15.939576148986816, "learning_rate": 3.7735849056603776e-05, "loss": 1.0317, "step": 80 }, { "epoch": 0.255863539445629, "grad_norm": 10.1390380859375, "learning_rate": 4.245283018867925e-05, "loss": 0.9435, "step": 90 }, { "epoch": 0.28429282160625446, "grad_norm": 20.10552406311035, "learning_rate": 4.716981132075472e-05, "loss": 0.8801, "step": 100 }, { "epoch": 0.31272210376687987, "grad_norm": 12.014751434326172, "learning_rate": 4.978880675818374e-05, "loss": 0.7564, "step": 110 }, { "epoch": 0.3411513859275053, "grad_norm": 14.332877159118652, "learning_rate": 4.9260823653643085e-05, "loss": 0.6985, "step": 120 }, { "epoch": 0.3695806680881308, "grad_norm": 11.214934349060059, "learning_rate": 4.8732840549102435e-05, "loss": 0.6713, "step": 130 }, { "epoch": 0.39800995024875624, "grad_norm": 11.159377098083496, "learning_rate": 4.820485744456177e-05, "loss": 0.6749, "step": 140 }, { "epoch": 0.42643923240938164, "grad_norm": 9.342412948608398, "learning_rate": 4.767687434002112e-05, "loss": 0.6158, "step": 150 }, { "epoch": 0.4548685145700071, "grad_norm": 9.084425926208496, "learning_rate": 4.7148891235480466e-05, "loss": 0.6129, "step": 160 }, { "epoch": 0.48329779673063256, "grad_norm": 11.425093650817871, "learning_rate": 4.662090813093981e-05, "loss": 0.6107, "step": 170 }, { "epoch": 0.511727078891258, "grad_norm": 17.25963020324707, "learning_rate": 4.609292502639916e-05, "loss": 0.583, "step": 180 }, { "epoch": 0.5401563610518835, "grad_norm": 9.029903411865234, "learning_rate": 4.55649419218585e-05, "loss": 0.5778, "step": 190 }, { "epoch": 0.5685856432125089, "grad_norm": 11.78687858581543, "learning_rate": 4.503695881731785e-05, "loss": 0.6027, "step": 200 }, { "epoch": 0.5970149253731343, "grad_norm": 10.835305213928223, "learning_rate": 4.45089757127772e-05, "loss": 0.5801, "step": 210 }, { "epoch": 0.6254442075337597, "grad_norm": 9.951684951782227, "learning_rate": 4.398099260823654e-05, "loss": 0.5272, "step": 220 }, { "epoch": 0.6538734896943852, "grad_norm": 14.171173095703125, "learning_rate": 4.3453009503695884e-05, "loss": 0.5197, "step": 230 }, { "epoch": 0.6823027718550106, "grad_norm": 13.092684745788574, "learning_rate": 4.292502639915523e-05, "loss": 0.5628, "step": 240 }, { "epoch": 0.7107320540156361, "grad_norm": 10.938400268554688, "learning_rate": 4.239704329461457e-05, "loss": 0.5621, "step": 250 }, { "epoch": 0.7391613361762616, "grad_norm": 7.700541019439697, "learning_rate": 4.186906019007392e-05, "loss": 0.5223, "step": 260 }, { "epoch": 0.767590618336887, "grad_norm": 14.169013023376465, "learning_rate": 4.1341077085533265e-05, "loss": 0.5656, "step": 270 }, { "epoch": 0.7960199004975125, "grad_norm": 9.239885330200195, "learning_rate": 4.081309398099261e-05, "loss": 0.4799, "step": 280 }, { "epoch": 0.8244491826581379, "grad_norm": 12.713397979736328, "learning_rate": 4.028511087645195e-05, "loss": 0.4996, "step": 290 }, { "epoch": 0.8528784648187633, "grad_norm": 11.337251663208008, "learning_rate": 3.97571277719113e-05, "loss": 0.4954, "step": 300 }, { "epoch": 0.8813077469793887, "grad_norm": 11.150245666503906, "learning_rate": 3.9229144667370646e-05, "loss": 0.4993, "step": 310 }, { "epoch": 0.9097370291400142, "grad_norm": 10.354619026184082, "learning_rate": 3.870116156282999e-05, "loss": 0.4576, "step": 320 }, { "epoch": 0.9381663113006397, "grad_norm": 9.165169715881348, "learning_rate": 3.817317845828934e-05, "loss": 0.4748, "step": 330 }, { "epoch": 0.9665955934612651, "grad_norm": 8.658796310424805, "learning_rate": 3.764519535374868e-05, "loss": 0.4578, "step": 340 }, { "epoch": 0.9950248756218906, "grad_norm": 11.11921215057373, "learning_rate": 3.711721224920803e-05, "loss": 0.502, "step": 350 }, { "epoch": 0.997867803837953, "eval_accuracy": 0.9496, "eval_loss": 0.15361838042736053, "eval_runtime": 30.4943, "eval_samples_per_second": 163.965, "eval_steps_per_second": 5.148, "step": 351 }, { "epoch": 1.023454157782516, "grad_norm": 10.098979949951172, "learning_rate": 3.658922914466738e-05, "loss": 0.4338, "step": 360 }, { "epoch": 1.0518834399431414, "grad_norm": 9.755829811096191, "learning_rate": 3.6061246040126714e-05, "loss": 0.4701, "step": 370 }, { "epoch": 1.080312722103767, "grad_norm": 7.626587867736816, "learning_rate": 3.5533262935586064e-05, "loss": 0.4872, "step": 380 }, { "epoch": 1.1087420042643923, "grad_norm": 8.716501235961914, "learning_rate": 3.500527983104541e-05, "loss": 0.4495, "step": 390 }, { "epoch": 1.1371712864250179, "grad_norm": 10.042838096618652, "learning_rate": 3.447729672650475e-05, "loss": 0.4688, "step": 400 }, { "epoch": 1.1656005685856432, "grad_norm": 9.901670455932617, "learning_rate": 3.3949313621964095e-05, "loss": 0.4572, "step": 410 }, { "epoch": 1.1940298507462686, "grad_norm": 12.942643165588379, "learning_rate": 3.3421330517423445e-05, "loss": 0.4174, "step": 420 }, { "epoch": 1.2224591329068941, "grad_norm": 8.440229415893555, "learning_rate": 3.289334741288279e-05, "loss": 0.4433, "step": 430 }, { "epoch": 1.2508884150675195, "grad_norm": 8.764989852905273, "learning_rate": 3.236536430834213e-05, "loss": 0.4542, "step": 440 }, { "epoch": 1.279317697228145, "grad_norm": 11.38581657409668, "learning_rate": 3.183738120380148e-05, "loss": 0.4038, "step": 450 }, { "epoch": 1.3077469793887704, "grad_norm": 10.445256233215332, "learning_rate": 3.130939809926082e-05, "loss": 0.4418, "step": 460 }, { "epoch": 1.336176261549396, "grad_norm": 12.250975608825684, "learning_rate": 3.078141499472017e-05, "loss": 0.4717, "step": 470 }, { "epoch": 1.3646055437100213, "grad_norm": 11.0380859375, "learning_rate": 3.0253431890179517e-05, "loss": 0.421, "step": 480 }, { "epoch": 1.3930348258706466, "grad_norm": 12.513349533081055, "learning_rate": 2.972544878563886e-05, "loss": 0.4719, "step": 490 }, { "epoch": 1.4214641080312722, "grad_norm": 11.536993980407715, "learning_rate": 2.9197465681098207e-05, "loss": 0.4042, "step": 500 }, { "epoch": 1.4498933901918978, "grad_norm": 7.970879077911377, "learning_rate": 2.8669482576557548e-05, "loss": 0.415, "step": 510 }, { "epoch": 1.4783226723525231, "grad_norm": 10.883822441101074, "learning_rate": 2.8141499472016898e-05, "loss": 0.4353, "step": 520 }, { "epoch": 1.5067519545131485, "grad_norm": 14.611568450927734, "learning_rate": 2.7613516367476245e-05, "loss": 0.4385, "step": 530 }, { "epoch": 1.535181236673774, "grad_norm": 9.424297332763672, "learning_rate": 2.7085533262935585e-05, "loss": 0.4712, "step": 540 }, { "epoch": 1.5636105188343994, "grad_norm": 9.887263298034668, "learning_rate": 2.6557550158394935e-05, "loss": 0.4291, "step": 550 }, { "epoch": 1.5920398009950247, "grad_norm": 8.692890167236328, "learning_rate": 2.6029567053854276e-05, "loss": 0.3915, "step": 560 }, { "epoch": 1.6204690831556503, "grad_norm": 10.517526626586914, "learning_rate": 2.5501583949313622e-05, "loss": 0.4303, "step": 570 }, { "epoch": 1.6488983653162759, "grad_norm": 8.96032428741455, "learning_rate": 2.497360084477297e-05, "loss": 0.43, "step": 580 }, { "epoch": 1.6773276474769012, "grad_norm": 8.543038368225098, "learning_rate": 2.4445617740232313e-05, "loss": 0.4177, "step": 590 }, { "epoch": 1.7057569296375266, "grad_norm": 10.253332138061523, "learning_rate": 2.391763463569166e-05, "loss": 0.4033, "step": 600 }, { "epoch": 1.7341862117981521, "grad_norm": 9.046222686767578, "learning_rate": 2.3389651531151003e-05, "loss": 0.4031, "step": 610 }, { "epoch": 1.7626154939587777, "grad_norm": 8.473087310791016, "learning_rate": 2.286166842661035e-05, "loss": 0.4012, "step": 620 }, { "epoch": 1.7910447761194028, "grad_norm": 9.883254051208496, "learning_rate": 2.2333685322069694e-05, "loss": 0.3694, "step": 630 }, { "epoch": 1.8194740582800284, "grad_norm": 10.291656494140625, "learning_rate": 2.180570221752904e-05, "loss": 0.3938, "step": 640 }, { "epoch": 1.847903340440654, "grad_norm": 9.967813491821289, "learning_rate": 2.1277719112988384e-05, "loss": 0.4355, "step": 650 }, { "epoch": 1.8763326226012793, "grad_norm": 11.451550483703613, "learning_rate": 2.074973600844773e-05, "loss": 0.4208, "step": 660 }, { "epoch": 1.9047619047619047, "grad_norm": 6.351629257202148, "learning_rate": 2.0221752903907075e-05, "loss": 0.4091, "step": 670 }, { "epoch": 1.9331911869225302, "grad_norm": 11.102736473083496, "learning_rate": 1.9693769799366422e-05, "loss": 0.3957, "step": 680 }, { "epoch": 1.9616204690831558, "grad_norm": 7.058555603027344, "learning_rate": 1.9165786694825765e-05, "loss": 0.4503, "step": 690 }, { "epoch": 1.9900497512437811, "grad_norm": 8.091329574584961, "learning_rate": 1.863780359028511e-05, "loss": 0.3782, "step": 700 }, { "epoch": 1.9985785358919688, "eval_accuracy": 0.9656, "eval_loss": 0.10786179453134537, "eval_runtime": 30.9276, "eval_samples_per_second": 161.668, "eval_steps_per_second": 5.076, "step": 703 }, { "epoch": 2.0184790334044065, "grad_norm": 8.83482551574707, "learning_rate": 1.810982048574446e-05, "loss": 0.3938, "step": 710 }, { "epoch": 2.046908315565032, "grad_norm": 8.442475318908691, "learning_rate": 1.7581837381203803e-05, "loss": 0.379, "step": 720 }, { "epoch": 2.0753375977256576, "grad_norm": 12.47827434539795, "learning_rate": 1.7053854276663146e-05, "loss": 0.3684, "step": 730 }, { "epoch": 2.1037668798862827, "grad_norm": 8.256750106811523, "learning_rate": 1.6525871172122493e-05, "loss": 0.3741, "step": 740 }, { "epoch": 2.1321961620469083, "grad_norm": 6.83493185043335, "learning_rate": 1.5997888067581837e-05, "loss": 0.361, "step": 750 }, { "epoch": 2.160625444207534, "grad_norm": 7.63658332824707, "learning_rate": 1.5469904963041184e-05, "loss": 0.3199, "step": 760 }, { "epoch": 2.189054726368159, "grad_norm": 10.230888366699219, "learning_rate": 1.4941921858500529e-05, "loss": 0.3495, "step": 770 }, { "epoch": 2.2174840085287846, "grad_norm": 9.374876022338867, "learning_rate": 1.4413938753959874e-05, "loss": 0.3852, "step": 780 }, { "epoch": 2.24591329068941, "grad_norm": 6.269606590270996, "learning_rate": 1.388595564941922e-05, "loss": 0.3398, "step": 790 }, { "epoch": 2.2743425728500357, "grad_norm": 10.073060989379883, "learning_rate": 1.3357972544878563e-05, "loss": 0.3876, "step": 800 }, { "epoch": 2.302771855010661, "grad_norm": 9.419556617736816, "learning_rate": 1.2829989440337912e-05, "loss": 0.3517, "step": 810 }, { "epoch": 2.3312011371712864, "grad_norm": 10.461442947387695, "learning_rate": 1.2302006335797255e-05, "loss": 0.367, "step": 820 }, { "epoch": 2.359630419331912, "grad_norm": 7.293799877166748, "learning_rate": 1.17740232312566e-05, "loss": 0.3402, "step": 830 }, { "epoch": 2.388059701492537, "grad_norm": 6.696635723114014, "learning_rate": 1.1246040126715946e-05, "loss": 0.3578, "step": 840 }, { "epoch": 2.4164889836531627, "grad_norm": 8.069903373718262, "learning_rate": 1.0718057022175291e-05, "loss": 0.3638, "step": 850 }, { "epoch": 2.4449182658137882, "grad_norm": 8.903417587280273, "learning_rate": 1.0190073917634636e-05, "loss": 0.3618, "step": 860 }, { "epoch": 2.473347547974414, "grad_norm": 10.900948524475098, "learning_rate": 9.662090813093982e-06, "loss": 0.3302, "step": 870 }, { "epoch": 2.501776830135039, "grad_norm": 7.725928783416748, "learning_rate": 9.134107708553327e-06, "loss": 0.3483, "step": 880 }, { "epoch": 2.5302061122956645, "grad_norm": 7.297862529754639, "learning_rate": 8.606124604012672e-06, "loss": 0.4057, "step": 890 }, { "epoch": 2.55863539445629, "grad_norm": 9.81568717956543, "learning_rate": 8.078141499472017e-06, "loss": 0.3726, "step": 900 }, { "epoch": 2.587064676616915, "grad_norm": 11.697639465332031, "learning_rate": 7.5501583949313625e-06, "loss": 0.3695, "step": 910 }, { "epoch": 2.6154939587775408, "grad_norm": 8.077279090881348, "learning_rate": 7.022175290390708e-06, "loss": 0.3723, "step": 920 }, { "epoch": 2.6439232409381663, "grad_norm": 8.867374420166016, "learning_rate": 6.494192185850054e-06, "loss": 0.3785, "step": 930 }, { "epoch": 2.672352523098792, "grad_norm": 6.055303573608398, "learning_rate": 5.966209081309398e-06, "loss": 0.3597, "step": 940 }, { "epoch": 2.7007818052594175, "grad_norm": 7.143568992614746, "learning_rate": 5.438225976768744e-06, "loss": 0.3668, "step": 950 }, { "epoch": 2.7292110874200426, "grad_norm": 7.816047668457031, "learning_rate": 4.910242872228089e-06, "loss": 0.3296, "step": 960 }, { "epoch": 2.757640369580668, "grad_norm": 8.865290641784668, "learning_rate": 4.382259767687434e-06, "loss": 0.3502, "step": 970 }, { "epoch": 2.7860696517412933, "grad_norm": 12.268588066101074, "learning_rate": 3.854276663146779e-06, "loss": 0.34, "step": 980 }, { "epoch": 2.814498933901919, "grad_norm": 11.221428871154785, "learning_rate": 3.326293558606125e-06, "loss": 0.359, "step": 990 }, { "epoch": 2.8429282160625444, "grad_norm": 7.872012138366699, "learning_rate": 2.79831045406547e-06, "loss": 0.3483, "step": 1000 }, { "epoch": 2.87135749822317, "grad_norm": 7.7068257331848145, "learning_rate": 2.2703273495248154e-06, "loss": 0.3468, "step": 1010 }, { "epoch": 2.8997867803837956, "grad_norm": 7.7084503173828125, "learning_rate": 1.7423442449841606e-06, "loss": 0.3782, "step": 1020 }, { "epoch": 2.9282160625444207, "grad_norm": 11.527771949768066, "learning_rate": 1.2143611404435059e-06, "loss": 0.3441, "step": 1030 }, { "epoch": 2.9566453447050463, "grad_norm": 8.335259437561035, "learning_rate": 6.863780359028511e-07, "loss": 0.3625, "step": 1040 }, { "epoch": 2.9850746268656714, "grad_norm": 8.47817611694336, "learning_rate": 1.5839493136219642e-07, "loss": 0.3119, "step": 1050 }, { "epoch": 2.9936034115138592, "eval_accuracy": 0.9704, "eval_loss": 0.09273476898670197, "eval_runtime": 31.2742, "eval_samples_per_second": 159.876, "eval_steps_per_second": 5.02, "step": 1053 }, { "epoch": 2.9936034115138592, "step": 1053, "total_flos": 3.3497451642252165e+18, "train_loss": 0.5471523041285907, "train_runtime": 2023.4436, "train_samples_per_second": 66.718, "train_steps_per_second": 0.52 } ], "logging_steps": 10, "max_steps": 1053, "num_input_tokens_seen": 0, "num_train_epochs": 3, "save_steps": 500, "total_flos": 3.3497451642252165e+18, "train_batch_size": 32, "trial_name": null, "trial_params": null }