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Browse files- lr_0p005/config.json +117 -0
- lr_0p005/metrics_epoch.csv +170 -0
lr_0p005/config.json
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{
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"args": {
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"data_dir": "./data",
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"dataset": "cifar10",
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| 5 |
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"dataset_kwargs": "{}",
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"criterion": "ce",
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"model": "resnet",
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"model_kwargs": "{}",
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"image_size": 32,
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"patch_size": 4,
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"embed_dim": 256,
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"depth": 6,
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"num_heads": 8,
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"mlp_ratio": 4.0,
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"dropout": 0.0,
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"vit_preset": "default",
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"epochs": 300,
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"early_stop_converged": true,
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"early_stop_patience": 12,
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"early_stop_rel_tol": 0.0005,
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"early_stop_abs_tol": 0.0001,
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| 22 |
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"early_stop_min_epochs": 30,
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"batch_size": 8192,
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"lr": 0.005,
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"weight_decay": 0.0,
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"grad_clip": 0.0,
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"num_workers": 32,
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"seed": 42,
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"device": "cuda",
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"deterministic": false,
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"train_shuffle": false,
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"dataset_cache": "ram",
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"momentum": 0.0,
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"optimizer": "sgd",
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"adam_beta1": 0.9,
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"adam_beta2": 0.999,
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"adam_eps": 1e-08,
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"mlp_width": 256,
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"mlp_activation": "gelu",
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"cnn_width": 32,
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"cnn_activation": "gelu",
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"resnet_width": 16,
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"resnet_activation": "gelu",
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"dataset_n": 50000,
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"dataset_n_test": 1000,
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"cf_cifar_classes": "10",
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"sorting_vocab_size": 4,
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| 48 |
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"sorting_length": 8,
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"sharpness_batches": 1,
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| 50 |
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"sharpness_batch_size": 0,
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"eig_iters": 100,
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"eig_warm_iters": 0,
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"eig_refresh": 5,
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| 54 |
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"eig_frequency": null,
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"eig_tol": 1e-10,
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"trace_samples": 16,
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"trace_refresh": 5,
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| 58 |
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"eig_method": "lobpcg",
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| 59 |
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"log_dir": "logs/resnet_cifar10_gd_lr_0p005",
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| 60 |
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"log_steps": false,
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| 61 |
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"log_every": 50,
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| 62 |
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"wandb_project": "loss-landscape",
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| 63 |
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"wandb_entity": null,
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| 64 |
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"wandb_name": "resnet-gd-lr-0.005",
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| 65 |
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"wandb_offline": false,
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| 66 |
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"wandb_disabled": false,
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| 67 |
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"debug": false,
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| 68 |
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"profile_sharpness": false,
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| 69 |
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"profile_epoch": 1,
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| 70 |
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"all": false,
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| 71 |
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"local_smoothness": true,
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| 72 |
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"local_smoothness_every": 5,
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| 73 |
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"eig": false,
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| 74 |
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"trace": false,
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| 75 |
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"checkpoint_every_epochs": 5,
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| 76 |
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"checkpoint_dir": null,
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| 77 |
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"save_final_checkpoint": true,
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| 78 |
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"save_optimizer_state": false,
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| 79 |
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"train_only": false,
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| 80 |
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"hf_push": true,
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| 81 |
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"hf_repo_id": "tkharisov7/resnet-fullbatch-gd-sweep",
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| 82 |
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"hf_repo_type": "model",
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| 83 |
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"hf_private": false,
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| 84 |
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"hf_token_env": "HF_TOKEN",
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| 85 |
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"hf_path_in_repo": "lr_0p005",
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| 86 |
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"hf_include_checkpoints": true,
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| 87 |
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"hf_checkpoints_as_branches": true,
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| 88 |
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"hf_checkpoint_branch_prefix": "lr-0p005-epoch-",
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"list_models": false,
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| 90 |
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"list_datasets": false
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| 91 |
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},
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| 92 |
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"data_meta": {
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| 93 |
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"dataset_type": "torchvision_cifar",
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| 94 |
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"train_config": {
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| 95 |
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"data_dir": "./data",
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| 96 |
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"dataset": "cifar10",
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| 97 |
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"image_size": 32,
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| 98 |
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"batch_size": 8192,
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| 99 |
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"num_workers": 32,
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| 100 |
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"train_shuffle": false,
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| 101 |
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"pin_memory": true,
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| 102 |
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"dataset_cache": "ram",
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| 103 |
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"cache_device": "cpu"
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},
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| 105 |
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"sharpness_config": {
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| 106 |
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"data_dir": "./data",
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| 107 |
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"dataset": "cifar10",
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| 108 |
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"image_size": 32,
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| 109 |
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"batch_size": 8192,
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| 110 |
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"num_workers": 32,
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| 111 |
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"train_shuffle": false,
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| 112 |
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"pin_memory": true,
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| 113 |
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"dataset_cache": "ram",
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| 114 |
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"cache_device": "cpu"
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| 115 |
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}
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| 116 |
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}
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| 117 |
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}
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lr_0p005/metrics_epoch.csv
ADDED
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@@ -0,0 +1,170 @@
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| 1 |
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epoch,loss,local_smoothness,max_eig,trace,grad_norm
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| 2 |
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0,2.3025853974478587,2.2358601093292236,0.0,0.0,0.7141000032424927
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