caowenqin209's picture
End of training
e5bf389 verified
raw
history blame contribute delete
No virus
19.7 kB
{
"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
}