{ "best_metric": 0.97, "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": 5.58591365814209, "learning_rate": 4.716981132075472e-06, "loss": 2.3278, "step": 10 }, { "epoch": 0.05685856432125089, "grad_norm": 4.536377429962158, "learning_rate": 9.433962264150944e-06, "loss": 2.2763, "step": 20 }, { "epoch": 0.08528784648187633, "grad_norm": 4.974976539611816, "learning_rate": 1.4150943396226415e-05, "loss": 2.1632, "step": 30 }, { "epoch": 0.11371712864250177, "grad_norm": 5.416134834289551, "learning_rate": 1.8867924528301888e-05, "loss": 1.9768, "step": 40 }, { "epoch": 0.14214641080312723, "grad_norm": 8.11315631866455, "learning_rate": 2.358490566037736e-05, "loss": 1.7307, "step": 50 }, { "epoch": 0.17057569296375266, "grad_norm": 11.47766399383545, "learning_rate": 2.830188679245283e-05, "loss": 1.4492, "step": 60 }, { "epoch": 0.19900497512437812, "grad_norm": 15.754049301147461, "learning_rate": 3.30188679245283e-05, "loss": 1.2237, "step": 70 }, { "epoch": 0.22743425728500355, "grad_norm": 14.765463829040527, "learning_rate": 3.7735849056603776e-05, "loss": 1.0719, "step": 80 }, { "epoch": 0.255863539445629, "grad_norm": 9.880644798278809, "learning_rate": 4.245283018867925e-05, "loss": 0.9904, "step": 90 }, { "epoch": 0.28429282160625446, "grad_norm": 16.637893676757812, "learning_rate": 4.716981132075472e-05, "loss": 0.902, "step": 100 }, { "epoch": 0.31272210376687987, "grad_norm": 14.136957168579102, "learning_rate": 4.978880675818374e-05, "loss": 0.8026, "step": 110 }, { "epoch": 0.3411513859275053, "grad_norm": 11.47761344909668, "learning_rate": 4.9260823653643085e-05, "loss": 0.7073, "step": 120 }, { "epoch": 0.3695806680881308, "grad_norm": 19.195457458496094, "learning_rate": 4.8732840549102435e-05, "loss": 0.7635, "step": 130 }, { "epoch": 0.39800995024875624, "grad_norm": 13.571340560913086, "learning_rate": 4.820485744456177e-05, "loss": 0.7359, "step": 140 }, { "epoch": 0.42643923240938164, "grad_norm": 9.327037811279297, "learning_rate": 4.767687434002112e-05, "loss": 0.6394, "step": 150 }, { "epoch": 0.4548685145700071, "grad_norm": 11.49142837524414, "learning_rate": 4.7148891235480466e-05, "loss": 0.6305, "step": 160 }, { "epoch": 0.48329779673063256, "grad_norm": 9.735462188720703, "learning_rate": 4.662090813093981e-05, "loss": 0.6641, "step": 170 }, { "epoch": 0.511727078891258, "grad_norm": 14.966803550720215, "learning_rate": 4.609292502639916e-05, "loss": 0.6013, "step": 180 }, { "epoch": 0.5401563610518835, "grad_norm": 10.155216217041016, "learning_rate": 4.55649419218585e-05, "loss": 0.6402, "step": 190 }, { "epoch": 0.5685856432125089, "grad_norm": 9.162310600280762, "learning_rate": 4.503695881731785e-05, "loss": 0.593, "step": 200 }, { "epoch": 0.5970149253731343, "grad_norm": 10.704963684082031, "learning_rate": 4.45089757127772e-05, "loss": 0.5944, "step": 210 }, { "epoch": 0.6254442075337597, "grad_norm": 9.836397171020508, "learning_rate": 4.398099260823654e-05, "loss": 0.5976, "step": 220 }, { "epoch": 0.6538734896943852, "grad_norm": 9.258991241455078, "learning_rate": 4.3453009503695884e-05, "loss": 0.5715, "step": 230 }, { "epoch": 0.6823027718550106, "grad_norm": 10.040568351745605, "learning_rate": 4.292502639915523e-05, "loss": 0.6008, "step": 240 }, { "epoch": 0.7107320540156361, "grad_norm": 11.320852279663086, "learning_rate": 4.239704329461457e-05, "loss": 0.5517, "step": 250 }, { "epoch": 0.7391613361762616, "grad_norm": 14.075531005859375, "learning_rate": 4.186906019007392e-05, "loss": 0.5207, "step": 260 }, { "epoch": 0.767590618336887, "grad_norm": 8.05193042755127, "learning_rate": 4.1341077085533265e-05, "loss": 0.5601, "step": 270 }, { "epoch": 0.7960199004975125, "grad_norm": 9.463001251220703, "learning_rate": 4.081309398099261e-05, "loss": 0.5246, "step": 280 }, { "epoch": 0.8244491826581379, "grad_norm": 8.247632026672363, "learning_rate": 4.028511087645195e-05, "loss": 0.5047, "step": 290 }, { "epoch": 0.8528784648187633, "grad_norm": 13.2966890335083, "learning_rate": 3.97571277719113e-05, "loss": 0.4996, "step": 300 }, { "epoch": 0.8813077469793887, "grad_norm": 9.029179573059082, "learning_rate": 3.9229144667370646e-05, "loss": 0.4836, "step": 310 }, { "epoch": 0.9097370291400142, "grad_norm": 8.053582191467285, "learning_rate": 3.870116156282999e-05, "loss": 0.4933, "step": 320 }, { "epoch": 0.9381663113006397, "grad_norm": 9.279789924621582, "learning_rate": 3.817317845828934e-05, "loss": 0.4748, "step": 330 }, { "epoch": 0.9665955934612651, "grad_norm": 16.859342575073242, "learning_rate": 3.764519535374868e-05, "loss": 0.5047, "step": 340 }, { "epoch": 0.9950248756218906, "grad_norm": 8.529033660888672, "learning_rate": 3.711721224920803e-05, "loss": 0.4857, "step": 350 }, { "epoch": 0.997867803837953, "eval_accuracy": 0.947, "eval_loss": 0.158402681350708, "eval_runtime": 30.7764, "eval_samples_per_second": 162.462, "eval_steps_per_second": 5.101, "step": 351 }, { "epoch": 1.023454157782516, "grad_norm": 11.528229713439941, "learning_rate": 3.658922914466738e-05, "loss": 0.4896, "step": 360 }, { "epoch": 1.0518834399431414, "grad_norm": 10.65190315246582, "learning_rate": 3.6061246040126714e-05, "loss": 0.4846, "step": 370 }, { "epoch": 1.080312722103767, "grad_norm": 9.108841896057129, "learning_rate": 3.5533262935586064e-05, "loss": 0.4785, "step": 380 }, { "epoch": 1.1087420042643923, "grad_norm": 13.28585147857666, "learning_rate": 3.500527983104541e-05, "loss": 0.478, "step": 390 }, { "epoch": 1.1371712864250179, "grad_norm": 12.707968711853027, "learning_rate": 3.447729672650475e-05, "loss": 0.4623, "step": 400 }, { "epoch": 1.1656005685856432, "grad_norm": 10.01926040649414, "learning_rate": 3.3949313621964095e-05, "loss": 0.4082, "step": 410 }, { "epoch": 1.1940298507462686, "grad_norm": 13.867918968200684, "learning_rate": 3.3421330517423445e-05, "loss": 0.4163, "step": 420 }, { "epoch": 1.2224591329068941, "grad_norm": 8.311562538146973, "learning_rate": 3.289334741288279e-05, "loss": 0.4527, "step": 430 }, { "epoch": 1.2508884150675195, "grad_norm": 8.391691207885742, "learning_rate": 3.236536430834213e-05, "loss": 0.4782, "step": 440 }, { "epoch": 1.279317697228145, "grad_norm": 17.120820999145508, "learning_rate": 3.183738120380148e-05, "loss": 0.4233, "step": 450 }, { "epoch": 1.3077469793887704, "grad_norm": 10.727948188781738, "learning_rate": 3.130939809926082e-05, "loss": 0.48, "step": 460 }, { "epoch": 1.336176261549396, "grad_norm": 10.990976333618164, "learning_rate": 3.078141499472017e-05, "loss": 0.4643, "step": 470 }, { "epoch": 1.3646055437100213, "grad_norm": 10.494908332824707, "learning_rate": 3.0253431890179517e-05, "loss": 0.4159, "step": 480 }, { "epoch": 1.3930348258706466, "grad_norm": 12.02963638305664, "learning_rate": 2.972544878563886e-05, "loss": 0.4374, "step": 490 }, { "epoch": 1.4214641080312722, "grad_norm": 9.365103721618652, "learning_rate": 2.9197465681098207e-05, "loss": 0.4491, "step": 500 }, { "epoch": 1.4498933901918978, "grad_norm": 9.779677391052246, "learning_rate": 2.8669482576557548e-05, "loss": 0.4478, "step": 510 }, { "epoch": 1.4783226723525231, "grad_norm": 10.054044723510742, "learning_rate": 2.8141499472016898e-05, "loss": 0.4301, "step": 520 }, { "epoch": 1.5067519545131485, "grad_norm": 11.813431739807129, "learning_rate": 2.7613516367476245e-05, "loss": 0.4675, "step": 530 }, { "epoch": 1.535181236673774, "grad_norm": 11.177428245544434, "learning_rate": 2.7085533262935585e-05, "loss": 0.4683, "step": 540 }, { "epoch": 1.5636105188343994, "grad_norm": 8.778236389160156, "learning_rate": 2.6557550158394935e-05, "loss": 0.434, "step": 550 }, { "epoch": 1.5920398009950247, "grad_norm": 9.267476081848145, "learning_rate": 2.6029567053854276e-05, "loss": 0.4076, "step": 560 }, { "epoch": 1.6204690831556503, "grad_norm": 8.8627347946167, "learning_rate": 2.5501583949313622e-05, "loss": 0.441, "step": 570 }, { "epoch": 1.6488983653162759, "grad_norm": 8.466072082519531, "learning_rate": 2.497360084477297e-05, "loss": 0.4463, "step": 580 }, { "epoch": 1.6773276474769012, "grad_norm": 9.252815246582031, "learning_rate": 2.4445617740232313e-05, "loss": 0.4143, "step": 590 }, { "epoch": 1.7057569296375266, "grad_norm": 11.29322624206543, "learning_rate": 2.391763463569166e-05, "loss": 0.4185, "step": 600 }, { "epoch": 1.7341862117981521, "grad_norm": 8.104042053222656, "learning_rate": 2.3389651531151003e-05, "loss": 0.4053, "step": 610 }, { "epoch": 1.7626154939587777, "grad_norm": 8.014995574951172, "learning_rate": 2.286166842661035e-05, "loss": 0.4331, "step": 620 }, { "epoch": 1.7910447761194028, "grad_norm": 5.712684631347656, "learning_rate": 2.2333685322069694e-05, "loss": 0.366, "step": 630 }, { "epoch": 1.8194740582800284, "grad_norm": 10.232897758483887, "learning_rate": 2.180570221752904e-05, "loss": 0.4036, "step": 640 }, { "epoch": 1.847903340440654, "grad_norm": 7.411330699920654, "learning_rate": 2.1277719112988384e-05, "loss": 0.3692, "step": 650 }, { "epoch": 1.8763326226012793, "grad_norm": 11.07670783996582, "learning_rate": 2.074973600844773e-05, "loss": 0.4312, "step": 660 }, { "epoch": 1.9047619047619047, "grad_norm": 13.74502182006836, "learning_rate": 2.0221752903907075e-05, "loss": 0.3928, "step": 670 }, { "epoch": 1.9331911869225302, "grad_norm": 8.972488403320312, "learning_rate": 1.9693769799366422e-05, "loss": 0.3961, "step": 680 }, { "epoch": 1.9616204690831558, "grad_norm": 7.764671802520752, "learning_rate": 1.9165786694825765e-05, "loss": 0.3436, "step": 690 }, { "epoch": 1.9900497512437811, "grad_norm": 14.391060829162598, "learning_rate": 1.863780359028511e-05, "loss": 0.3775, "step": 700 }, { "epoch": 1.9985785358919688, "eval_accuracy": 0.9658, "eval_loss": 0.10344034433364868, "eval_runtime": 30.5926, "eval_samples_per_second": 163.438, "eval_steps_per_second": 5.132, "step": 703 }, { "epoch": 2.0184790334044065, "grad_norm": 10.261659622192383, "learning_rate": 1.810982048574446e-05, "loss": 0.38, "step": 710 }, { "epoch": 2.046908315565032, "grad_norm": 8.334637641906738, "learning_rate": 1.7581837381203803e-05, "loss": 0.3874, "step": 720 }, { "epoch": 2.0753375977256576, "grad_norm": 10.484701156616211, "learning_rate": 1.7053854276663146e-05, "loss": 0.382, "step": 730 }, { "epoch": 2.1037668798862827, "grad_norm": 7.803796291351318, "learning_rate": 1.6525871172122493e-05, "loss": 0.3841, "step": 740 }, { "epoch": 2.1321961620469083, "grad_norm": 10.345030784606934, "learning_rate": 1.5997888067581837e-05, "loss": 0.3578, "step": 750 }, { "epoch": 2.160625444207534, "grad_norm": 9.595276832580566, "learning_rate": 1.5469904963041184e-05, "loss": 0.3473, "step": 760 }, { "epoch": 2.189054726368159, "grad_norm": 11.557988166809082, "learning_rate": 1.4941921858500529e-05, "loss": 0.3799, "step": 770 }, { "epoch": 2.2174840085287846, "grad_norm": 7.893617153167725, "learning_rate": 1.4413938753959874e-05, "loss": 0.3934, "step": 780 }, { "epoch": 2.24591329068941, "grad_norm": 10.705870628356934, "learning_rate": 1.388595564941922e-05, "loss": 0.38, "step": 790 }, { "epoch": 2.2743425728500357, "grad_norm": 9.459859848022461, "learning_rate": 1.3357972544878563e-05, "loss": 0.3926, "step": 800 }, { "epoch": 2.302771855010661, "grad_norm": 11.68864917755127, "learning_rate": 1.2829989440337912e-05, "loss": 0.3547, "step": 810 }, { "epoch": 2.3312011371712864, "grad_norm": 10.39009952545166, "learning_rate": 1.2302006335797255e-05, "loss": 0.3512, "step": 820 }, { "epoch": 2.359630419331912, "grad_norm": 8.366880416870117, "learning_rate": 1.17740232312566e-05, "loss": 0.4027, "step": 830 }, { "epoch": 2.388059701492537, "grad_norm": 9.72803020477295, "learning_rate": 1.1246040126715946e-05, "loss": 0.3649, "step": 840 }, { "epoch": 2.4164889836531627, "grad_norm": 11.347773551940918, "learning_rate": 1.0718057022175291e-05, "loss": 0.3598, "step": 850 }, { "epoch": 2.4449182658137882, "grad_norm": 8.40634536743164, "learning_rate": 1.0190073917634636e-05, "loss": 0.3775, "step": 860 }, { "epoch": 2.473347547974414, "grad_norm": 8.892584800720215, "learning_rate": 9.662090813093982e-06, "loss": 0.3607, "step": 870 }, { "epoch": 2.501776830135039, "grad_norm": 14.059830665588379, "learning_rate": 9.134107708553327e-06, "loss": 0.3789, "step": 880 }, { "epoch": 2.5302061122956645, "grad_norm": 9.594950675964355, "learning_rate": 8.606124604012672e-06, "loss": 0.3328, "step": 890 }, { "epoch": 2.55863539445629, "grad_norm": 12.827249526977539, "learning_rate": 8.078141499472017e-06, "loss": 0.3698, "step": 900 }, { "epoch": 2.587064676616915, "grad_norm": 12.365326881408691, "learning_rate": 7.5501583949313625e-06, "loss": 0.3644, "step": 910 }, { "epoch": 2.6154939587775408, "grad_norm": 5.1415534019470215, "learning_rate": 7.022175290390708e-06, "loss": 0.3417, "step": 920 }, { "epoch": 2.6439232409381663, "grad_norm": 7.832413673400879, "learning_rate": 6.494192185850054e-06, "loss": 0.3696, "step": 930 }, { "epoch": 2.672352523098792, "grad_norm": 8.78602123260498, "learning_rate": 5.966209081309398e-06, "loss": 0.3428, "step": 940 }, { "epoch": 2.7007818052594175, "grad_norm": 9.317280769348145, "learning_rate": 5.438225976768744e-06, "loss": 0.3492, "step": 950 }, { "epoch": 2.7292110874200426, "grad_norm": 7.861667633056641, "learning_rate": 4.910242872228089e-06, "loss": 0.3556, "step": 960 }, { "epoch": 2.757640369580668, "grad_norm": 8.467522621154785, "learning_rate": 4.382259767687434e-06, "loss": 0.3456, "step": 970 }, { "epoch": 2.7860696517412933, "grad_norm": 10.145249366760254, "learning_rate": 3.854276663146779e-06, "loss": 0.3221, "step": 980 }, { "epoch": 2.814498933901919, "grad_norm": 11.336479187011719, "learning_rate": 3.326293558606125e-06, "loss": 0.4209, "step": 990 }, { "epoch": 2.8429282160625444, "grad_norm": 9.06911849975586, "learning_rate": 2.79831045406547e-06, "loss": 0.3384, "step": 1000 }, { "epoch": 2.87135749822317, "grad_norm": 8.496155738830566, "learning_rate": 2.2703273495248154e-06, "loss": 0.3254, "step": 1010 }, { "epoch": 2.8997867803837956, "grad_norm": 7.5788960456848145, "learning_rate": 1.7423442449841606e-06, "loss": 0.3787, "step": 1020 }, { "epoch": 2.9282160625444207, "grad_norm": 11.145151138305664, "learning_rate": 1.2143611404435059e-06, "loss": 0.3311, "step": 1030 }, { "epoch": 2.9566453447050463, "grad_norm": 6.017477512359619, "learning_rate": 6.863780359028511e-07, "loss": 0.3586, "step": 1040 }, { "epoch": 2.9850746268656714, "grad_norm": 12.3096342086792, "learning_rate": 1.5839493136219642e-07, "loss": 0.3216, "step": 1050 }, { "epoch": 2.9936034115138592, "eval_accuracy": 0.97, "eval_loss": 0.0925411656498909, "eval_runtime": 30.7915, "eval_samples_per_second": 162.382, "eval_steps_per_second": 5.099, "step": 1053 }, { "epoch": 2.9936034115138592, "step": 1053, "total_flos": 3.3497451642252165e+18, "train_loss": 0.5581566964798843, "train_runtime": 2011.3946, "train_samples_per_second": 67.118, "train_steps_per_second": 0.524 } ], "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 }