{ "meta": { "export": "/workspace/runs/p5-mae-15m-d110/exports/step_00020000", "fingerprint": "40ce4d5afc2dd106", "campaign_id": "phase5", "trial_id": "p5-mae-15m-d110", "lora_layers_wrapped": 32, "params": { "trainable": 1002383, "total": 15284879, "fraction": 0.0655800415561026 }, "steps_per_epoch": 428, "total_steps": 1712, "train_clips": 20550, "val_clips": 18886, "config": { "rank": 16, "alpha": 32.0, "targets": [ "qkv", "proj", "fc1", "fc2" ], "train_norms": true, "epochs": 4.0, "batch_size": 48, "lr": 0.003, "min_lr": 1e-05, "warmup_frac": 0.1, "betas": [ 0.9, 0.95 ], "weight_decay": 0.05, "clip_norm": 4.0, "mixup": 0.0, "mixup_prob": 0.9, "freq_mask": 0, "time_mask": 0, "roll_aug": false, "mask_ratio": 0.0, "num_classes": 527, "prior_bias_init": true, "num_workers": 8, "seed": 2, "train_probe_clips": 4096, "train_eval_every": 25, "val_evals": 5, "eval_batch_size": 128 }, "gpu": "NVIDIA GeForce RTX 4090" }, "history": [ { "step": 0, "epoch": 0.0, "loss": null, "train_map": 0.007121785415294076, "val_map": 0.006121005405463363, "lr": 0.0, "train_s": 0.0 }, { "step": 25, "epoch": 0.0584, "loss": 0.02477, "train_map": 0.014894589853996103, "val_map": null, "lr": 0.0004385964912280702, "train_s": 0.7 }, { "step": 50, "epoch": 0.1168, "loss": 0.02388, "train_map": 0.035247838792088045, "val_map": null, "lr": 0.0008771929824561404, "train_s": 1.3 }, { "step": 75, "epoch": 0.1752, "loss": 0.02244, "train_map": 0.05803766907426923, "val_map": null, "lr": 0.0013157894736842105, "train_s": 1.9 }, { "step": 100, "epoch": 0.2336, "loss": 0.02171, "train_map": 0.07180234314202273, "val_map": null, "lr": 0.0017543859649122807, "train_s": 2.5 }, { "step": 125, "epoch": 0.2921, "loss": 0.02169, "train_map": 0.0737651140195807, "val_map": null, "lr": 0.0021929824561403508, "train_s": 3.1 }, { "step": 150, "epoch": 0.3505, "loss": 0.02147, "train_map": 0.08660082944246465, "val_map": null, "lr": 0.002631578947368421, "train_s": 3.8 }, { "step": 175, "epoch": 0.4089, "loss": 0.02145, "train_map": 0.09539002549845153, "val_map": null, "lr": 0.002999950292348948, "train_s": 4.3 }, { "step": 200, "epoch": 0.4673, "loss": 0.02058, "train_map": 0.10232892341335681, "val_map": null, "lr": 0.002997387988070006, "train_s": 4.9 }, { "step": 225, "epoch": 0.5257, "loss": 0.02037, "train_map": 0.11319764946857767, "val_map": null, "lr": 0.0029909498761254527, "train_s": 5.5 }, { "step": 250, "epoch": 0.5841, "loss": 0.02033, "train_map": 0.125714667512111, "val_map": null, "lr": 0.0029806526766201318, "train_s": 6.1 }, { "step": 275, "epoch": 0.6425, "loss": 0.02073, "train_map": 0.12563644074154506, "val_map": null, "lr": 0.0029665231319059614, "train_s": 6.7 }, { "step": 300, "epoch": 0.7009, "loss": 0.02047, "train_map": 0.12006251172664481, "val_map": null, "lr": 0.002948597937130687, "train_s": 7.3 }, { "step": 325, "epoch": 0.7593, "loss": 0.02031, "train_map": 0.1391861233144532, "val_map": null, "lr": 0.0029269236449387106, "train_s": 7.8 }, { "step": 350, "epoch": 0.8178, "loss": 0.01995, "train_map": 0.14788485125707465, "val_map": null, "lr": 0.002901556544571499, "train_s": 8.4 }, { "step": 375, "epoch": 0.8762, "loss": 0.02004, "train_map": 0.15370363936683543, "val_map": null, "lr": 0.002872562515681558, "train_s": 9.0 }, { "step": 400, "epoch": 0.9346, "loss": 0.01963, "train_map": 0.15289603819782568, "val_map": null, "lr": 0.0028400168572396164, "train_s": 9.6 }, { "step": 425, "epoch": 0.993, "loss": 0.02018, "train_map": 0.15185503932369954, "val_map": null, "lr": 0.002804004091979359, "train_s": 10.1 }, { "step": 428, "epoch": 1.0, "loss": 0.02059, "train_map": 0.15695323427985342, "val_map": 0.0889595405267555, "lr": 0.002799453919445244, "train_s": 10.2 }, { "step": 450, "epoch": 1.0514, "loss": 0.01872, "train_map": 0.17179214600933118, "val_map": null, "lr": 0.0027646177468875835, "train_s": 10.8 }, { "step": 475, "epoch": 1.1098, "loss": 0.01832, "train_map": 0.16923329111478475, "val_map": null, "lr": 0.0027219601103098453, "train_s": 11.4 }, { "step": 500, "epoch": 1.1682, "loss": 0.01876, "train_map": 0.17817886400105434, "val_map": null, "lr": 0.002676141966302412, "train_s": 12.0 }, { "step": 525, "epoch": 1.2266, "loss": 0.01867, "train_map": 0.18780806936514502, "val_map": null, "lr": 0.002627282306920426, "train_s": 12.6 }, { "step": 550, "epoch": 1.285, "loss": 0.01903, "train_map": 0.18351549328529262, "val_map": null, "lr": 0.002575508023189468, "train_s": 13.2 }, { "step": 575, "epoch": 1.3435, "loss": 0.01871, "train_map": 0.18800017271505445, "val_map": null, "lr": 0.0025209535755631, "train_s": 13.7 }, { "step": 600, "epoch": 1.4019, "loss": 0.01908, "train_map": 0.1971410638780865, "val_map": null, "lr": 0.0024637606447222133, "train_s": 14.3 }, { "step": 625, "epoch": 1.4603, "loss": 0.01884, "train_map": 0.1875621410589524, "val_map": null, "lr": 0.002404077763623079, "train_s": 14.9 }, { "step": 650, "epoch": 1.5187, "loss": 0.01822, "train_map": 0.20243293067981158, "val_map": null, "lr": 0.002342059931749691, "train_s": 15.4 }, { "step": 675, "epoch": 1.5771, "loss": 0.01827, "train_map": 0.21267284584572746, "val_map": null, "lr": 0.002277868212572206, "train_s": 16.0 }, { "step": 700, "epoch": 1.6355, "loss": 0.01905, "train_map": 0.21491943431604632, "val_map": null, "lr": 0.002211669315256905, "train_s": 16.6 }, { "step": 725, "epoch": 1.6939, "loss": 0.01864, "train_map": 0.2236736006160007, "val_map": null, "lr": 0.0021436351617139878, "train_s": 17.2 }, { "step": 750, "epoch": 1.7523, "loss": 0.01823, "train_map": 0.22503249822855986, "val_map": null, "lr": 0.0020739424401076136, "train_s": 17.8 }, { "step": 775, "epoch": 1.8107, "loss": 0.0182, "train_map": 0.23521185626030194, "val_map": null, "lr": 0.0020027721459877326, "train_s": 18.4 }, { "step": 800, "epoch": 1.8692, "loss": 0.01807, "train_map": 0.23918549506969228, "val_map": null, "lr": 0.0019303091122354168, "train_s": 18.9 }, { "step": 825, "epoch": 1.9276, "loss": 0.01823, "train_map": 0.24216639422113517, "val_map": null, "lr": 0.0018567415290424508, "train_s": 19.5 }, { "step": 850, "epoch": 1.986, "loss": 0.01859, "train_map": 0.24795692841534767, "val_map": null, "lr": 0.0017822604551718095, "train_s": 20.1 }, { "step": 856, "epoch": 2.0, "loss": 0.01784, "train_map": 0.24720295727168135, "val_map": 0.13462025389177779, "lr": 0.0017642705177736725, "train_s": 20.2 }, { "step": 875, "epoch": 2.0444, "loss": 0.01742, "train_map": 0.2535018431176511, "val_map": null, "lr": 0.0017070593217683146, "train_s": 20.7 }, { "step": 900, "epoch": 2.1028, "loss": 0.01709, "train_map": 0.26097485659894953, "val_map": null, "lr": 0.0016313334300080934, "train_s": 21.3 }, { "step": 925, "epoch": 2.1612, "loss": 0.01617, "train_map": 0.27669691193346957, "val_map": null, "lr": 0.0015552794438914697, "train_s": 21.9 }, { "step": 950, "epoch": 2.2196, "loss": 0.01633, "train_map": 0.2710613943795467, "val_map": null, "lr": 0.0014790948794965334, "train_s": 22.6 }, { "step": 975, "epoch": 2.278, "loss": 0.01622, "train_map": 0.2787023775139912, "val_map": null, "lr": 0.0014029775920198172, "train_s": 23.2 }, { "step": 1000, "epoch": 2.3364, "loss": 0.01631, "train_map": 0.2969034678802827, "val_map": null, "lr": 0.0013271252619362684, "train_s": 23.8 }, { "step": 1025, "epoch": 2.3949, "loss": 0.01672, "train_map": 0.3068938201622051, "val_map": null, "lr": 0.0012517348816129803, "train_s": 24.4 }, { "step": 1050, "epoch": 2.4533, "loss": 0.01632, "train_map": 0.31181753200586654, "val_map": null, "lr": 0.0011770022437099775, "train_s": 25.0 }, { "step": 1075, "epoch": 2.5117, "loss": 0.01606, "train_map": 0.32037331831007065, "val_map": null, "lr": 0.0011031214326966937, "train_s": 25.6 }, { "step": 1100, "epoch": 2.5701, "loss": 0.01606, "train_map": 0.33173145944927684, "val_map": null, "lr": 0.0010302843208047179, "train_s": 26.2 }, { "step": 1125, "epoch": 2.6285, "loss": 0.01587, "train_map": 0.33801908223612315, "val_map": null, "lr": 0.000958680069725827, "train_s": 26.9 }, { "step": 1150, "epoch": 2.6869, "loss": 0.01594, "train_map": 0.34766395610935663, "val_map": null, "lr": 0.0008884946393494339, "train_s": 27.5 }, { "step": 1175, "epoch": 2.7453, "loss": 0.01627, "train_map": 0.3529564615946963, "val_map": null, "lr": 0.0008199103048152753, "train_s": 28.1 }, { "step": 1200, "epoch": 2.8037, "loss": 0.01573, "train_map": 0.371245008343707, "val_map": null, "lr": 0.0007531051831355856, "train_s": 28.7 }, { "step": 1225, "epoch": 2.8621, "loss": 0.01578, "train_map": 0.36930742310943254, "val_map": null, "lr": 0.0006882527706161351, "train_s": 29.3 }, { "step": 1250, "epoch": 2.9206, "loss": 0.01548, "train_map": 0.37726545430705716, "val_map": null, "lr": 0.0006255214922774859, "train_s": 29.9 }, { "step": 1275, "epoch": 2.979, "loss": 0.01514, "train_map": 0.3875832997891607, "val_map": null, "lr": 0.0005650742644466275, "train_s": 30.4 }, { "step": 1284, "epoch": 3.0, "loss": 0.01527, "train_map": 0.38977456795832804, "val_map": 0.1848591136387364, "lr": 0.0005439028207490256, "train_s": 30.6 }, { "step": 1300, "epoch": 3.0374, "loss": 0.01399, "train_map": 0.3982927684214468, "val_map": null, "lr": 0.0005070680716549702, "train_s": 31.0 }, { "step": 1325, "epoch": 3.0958, "loss": 0.01361, "train_map": 0.41116537747151827, "val_map": null, "lr": 0.0004516535589415209, "train_s": 31.6 }, { "step": 1350, "epoch": 3.1542, "loss": 0.01329, "train_map": 0.41983100466882595, "val_map": null, "lr": 0.0003989746406200353, "train_s": 32.2 }, { "step": 1375, "epoch": 3.2126, "loss": 0.0138, "train_map": 0.42213304830358084, "val_map": null, "lr": 0.0003491681265262127, "train_s": 32.7 }, { "step": 1400, "epoch": 3.271, "loss": 0.01352, "train_map": 0.42976896196914804, "val_map": null, "lr": 0.00030236336671557766, "train_s": 33.3 }, { "step": 1425, "epoch": 3.3294, "loss": 0.01308, "train_map": 0.4382105492182656, "val_map": null, "lr": 0.00025868191553479617, "train_s": 33.9 }, { "step": 1450, "epoch": 3.3879, "loss": 0.01309, "train_map": 0.4441180522474098, "val_map": null, "lr": 0.00021823721593883938, "train_s": 34.5 }, { "step": 1475, "epoch": 3.4463, "loss": 0.01288, "train_map": 0.4463726418266034, "val_map": null, "lr": 0.00018113430487385143, "train_s": 35.1 }, { "step": 1500, "epoch": 3.5047, "loss": 0.01332, "train_map": 0.44990806522261373, "val_map": null, "lr": 0.00014746954049084314, "train_s": 35.7 }, { "step": 1525, "epoch": 3.5631, "loss": 0.01359, "train_map": 0.45210007852759826, "val_map": null, "lr": 0.0001173303518986653, "train_s": 36.3 }, { "step": 1550, "epoch": 3.6215, "loss": 0.01322, "train_map": 0.4580144303156314, "val_map": null, "lr": 9.079501210615714e-05, "train_s": 36.9 }, { "step": 1575, "epoch": 3.6799, "loss": 0.01314, "train_map": 0.46015735469984714, "val_map": null, "lr": 6.793243474315096e-05, "train_s": 37.5 }, { "step": 1600, "epoch": 3.7383, "loss": 0.01316, "train_map": 0.4605217744477899, "val_map": null, "lr": 4.8801995088266645e-05, "train_s": 38.1 }, { "step": 1625, "epoch": 3.7967, "loss": 0.01298, "train_map": 0.4617658964087886, "val_map": null, "lr": 3.345337586828326e-05, "train_s": 38.7 }, { "step": 1650, "epoch": 3.8551, "loss": 0.01304, "train_map": 0.46350407681694744, "val_map": null, "lr": 2.1926438229568824e-05, "train_s": 39.3 }, { "step": 1675, "epoch": 3.9136, "loss": 0.01265, "train_map": 0.4637404012986842, "val_map": null, "lr": 1.4251118216649036e-05, "train_s": 39.9 }, { "step": 1700, "epoch": 3.972, "loss": 0.01306, "train_map": 0.4639172537969796, "val_map": null, "lr": 1.0447349026775707e-05, "train_s": 40.5 }, { "step": 1712, "epoch": 4.0, "loss": 0.01318, "train_map": 0.46437664578476145, "val_map": 0.19552661800682827, "lr": 1e-05, "train_s": 40.8 } ], "final_train_map": 0.46437664578476145, "final_val_map": 0.19552661800682827, "lora/map": 0.19552661800682827, "train_seconds": 40.8, "wall_seconds": 153.9 }