{ "best_metric": 0.9564084340203743, "best_model_checkpoint": "/scratch/mrahma45/pixel/finetuned_models/mbert/mbert-base-finetuned-pos-ud-Chinese-GSD/checkpoint-1500", "epoch": 32.0, "global_step": 4000, "is_hyper_param_search": false, "is_local_process_zero": true, "is_world_process_zero": true, "log_history": [ { "epoch": 0.8, "learning_rate": 7.92e-05, "loss": 1.0164, "step": 100 }, { "epoch": 1.6, "learning_rate": 7.946845637583894e-05, "loss": 0.1696, "step": 200 }, { "epoch": 2.4, "learning_rate": 7.893154362416109e-05, "loss": 0.1167, "step": 300 }, { "epoch": 3.2, "learning_rate": 7.839463087248322e-05, "loss": 0.0845, "step": 400 }, { "epoch": 4.0, "learning_rate": 7.785771812080537e-05, "loss": 0.0603, "step": 500 }, { "epoch": 4.0, "eval_accuracy": 0.9558556424228066, "eval_loss": 0.1726187914609909, "eval_runtime": 2.583, "eval_samples_per_second": 193.571, "eval_steps_per_second": 24.39, "step": 500 }, { "epoch": 4.8, "learning_rate": 7.732080536912752e-05, "loss": 0.0413, "step": 600 }, { "epoch": 5.6, "learning_rate": 7.678389261744967e-05, "loss": 0.0335, "step": 700 }, { "epoch": 6.4, "learning_rate": 7.624697986577182e-05, "loss": 0.0287, "step": 800 }, { "epoch": 7.2, "learning_rate": 7.571006711409396e-05, "loss": 0.0259, "step": 900 }, { "epoch": 8.0, "learning_rate": 7.517315436241611e-05, "loss": 0.0214, "step": 1000 }, { "epoch": 8.0, "eval_accuracy": 0.9563294637921503, "eval_loss": 0.21138951182365417, "eval_runtime": 2.5897, "eval_samples_per_second": 193.075, "eval_steps_per_second": 24.327, "step": 1000 }, { "epoch": 8.8, "learning_rate": 7.463624161073826e-05, "loss": 0.0184, "step": 1100 }, { "epoch": 9.6, "learning_rate": 7.409932885906041e-05, "loss": 0.0176, "step": 1200 }, { "epoch": 10.4, "learning_rate": 7.356241610738256e-05, "loss": 0.017, "step": 1300 }, { "epoch": 11.2, "learning_rate": 7.30255033557047e-05, "loss": 0.0139, "step": 1400 }, { "epoch": 12.0, "learning_rate": 7.248859060402685e-05, "loss": 0.0143, "step": 1500 }, { "epoch": 12.0, "eval_accuracy": 0.9564084340203743, "eval_loss": 0.22227974236011505, "eval_runtime": 2.5849, "eval_samples_per_second": 193.435, "eval_steps_per_second": 24.373, "step": 1500 }, { "epoch": 12.8, "learning_rate": 7.1951677852349e-05, "loss": 0.0128, "step": 1600 }, { "epoch": 13.6, "learning_rate": 7.141476510067115e-05, "loss": 0.0112, "step": 1700 }, { "epoch": 14.4, "learning_rate": 7.08778523489933e-05, "loss": 0.0118, "step": 1800 }, { "epoch": 15.2, "learning_rate": 7.034093959731545e-05, "loss": 0.0118, "step": 1900 }, { "epoch": 16.0, "learning_rate": 6.98040268456376e-05, "loss": 0.0099, "step": 2000 }, { "epoch": 16.0, "eval_accuracy": 0.9560135828792545, "eval_loss": 0.24710656702518463, "eval_runtime": 2.5783, "eval_samples_per_second": 193.93, "eval_steps_per_second": 24.435, "step": 2000 }, { "epoch": 16.8, "learning_rate": 6.926711409395974e-05, "loss": 0.0087, "step": 2100 }, { "epoch": 17.6, "learning_rate": 6.873020134228189e-05, "loss": 0.0101, "step": 2200 }, { "epoch": 18.4, "learning_rate": 6.819328859060404e-05, "loss": 0.0094, "step": 2300 }, { "epoch": 19.2, "learning_rate": 6.765637583892619e-05, "loss": 0.0095, "step": 2400 }, { "epoch": 20.0, "learning_rate": 6.711946308724834e-05, "loss": 0.0086, "step": 2500 }, { "epoch": 20.0, "eval_accuracy": 0.9556977019663587, "eval_loss": 0.248493954539299, "eval_runtime": 2.5942, "eval_samples_per_second": 192.736, "eval_steps_per_second": 24.285, "step": 2500 }, { "epoch": 20.8, "learning_rate": 6.658255033557048e-05, "loss": 0.009, "step": 2600 }, { "epoch": 21.6, "learning_rate": 6.604563758389262e-05, "loss": 0.0088, "step": 2700 }, { "epoch": 22.4, "learning_rate": 6.550872483221477e-05, "loss": 0.0087, "step": 2800 }, { "epoch": 23.2, "learning_rate": 6.497181208053692e-05, "loss": 0.0073, "step": 2900 }, { "epoch": 24.0, "learning_rate": 6.443489932885906e-05, "loss": 0.0083, "step": 3000 }, { "epoch": 24.0, "eval_accuracy": 0.9560925531074784, "eval_loss": 0.2502564489841461, "eval_runtime": 2.5819, "eval_samples_per_second": 193.657, "eval_steps_per_second": 24.401, "step": 3000 }, { "epoch": 24.8, "learning_rate": 6.389798657718121e-05, "loss": 0.0063, "step": 3100 }, { "epoch": 25.6, "learning_rate": 6.336107382550336e-05, "loss": 0.0064, "step": 3200 }, { "epoch": 26.4, "learning_rate": 6.282416107382551e-05, "loss": 0.0069, "step": 3300 }, { "epoch": 27.2, "learning_rate": 6.228724832214766e-05, "loss": 0.0071, "step": 3400 }, { "epoch": 28.0, "learning_rate": 6.17503355704698e-05, "loss": 0.0052, "step": 3500 }, { "epoch": 28.0, "eval_accuracy": 0.9552238805970149, "eval_loss": 0.26657333970069885, "eval_runtime": 2.6131, "eval_samples_per_second": 191.344, "eval_steps_per_second": 24.109, "step": 3500 }, { "epoch": 28.8, "learning_rate": 6.121342281879195e-05, "loss": 0.0053, "step": 3600 }, { "epoch": 29.6, "learning_rate": 6.06765100671141e-05, "loss": 0.006, "step": 3700 }, { "epoch": 30.4, "learning_rate": 6.013959731543624e-05, "loss": 0.0058, "step": 3800 }, { "epoch": 31.2, "learning_rate": 5.960268456375839e-05, "loss": 0.006, "step": 3900 }, { "epoch": 32.0, "learning_rate": 5.906577181208054e-05, "loss": 0.0065, "step": 4000 }, { "epoch": 32.0, "eval_accuracy": 0.9546710889994472, "eval_loss": 0.27891796827316284, "eval_runtime": 2.5975, "eval_samples_per_second": 192.494, "eval_steps_per_second": 24.254, "step": 4000 }, { "epoch": 32.0, "step": 4000, "total_flos": 1.6712716359155712e+16, "train_loss": 0.04717882344126701, "train_runtime": 1107.6488, "train_samples_per_second": 433.35, "train_steps_per_second": 13.542 } ], "max_steps": 15000, "num_train_epochs": 120, "total_flos": 1.6712716359155712e+16, "trial_name": null, "trial_params": null }