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:sparkles: Add model, cfg and rdme

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Files changed (3) hide show
  1. README.md +16 -0
  2. config.yaml +91 -0
  3. mcd_resnet18_c10.ckpt +3 -0
README.md CHANGED
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  ---
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  license: apache-2.0
 
 
 
 
 
 
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  ---
 
 
 
 
 
 
 
 
 
 
 
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  ---
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  license: apache-2.0
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+ tags:
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+ - vision
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+ - classification
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+ - uncertainty
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+ datasets:
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+ - cifar-10
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  ---
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+
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+ # Monte-Carlo Dropout ResNet trained on CIFAR-10
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+
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+ ## How to use
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+
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+ Download [TorchUncertainty](https://torch-uncertainty.github.io/) - [GitHub](https://github.com/ENSTA-U2IS/torch-uncertainty) to use this model.
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+
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+ ## License
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+
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+ These weights are provided under the Apache 2.0 license.
config.yaml ADDED
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+ accelerator: null
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+ accumulate_grad_batches: null
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+ amp_backend: null
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+ amp_level: null
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+ arch: 18
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+ auto_augment: null
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+ auto_lr_find: false
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+ auto_scale_batch_size: false
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+ auto_select_gpus: null
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+ batch_size: 128
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+ benchmark: null
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+ channels_last: false
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+ check_val_every_n_epoch: 1
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+ ckpt: null
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+ corruption_severity: null
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+ cutmix_alpha: 0
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+ cutout: 0
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+ default_root_dir: null
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+ detect_anomaly: false
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+ devices: null
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+ dist_sim: emb
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+ dropout_rate: 0.3
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+ enable_checkpointing: true
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+ enable_model_summary: true
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+ enable_progress_bar: true
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+ enable_resume: false
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+ evaluate_ood: false
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+ exp_dir: logs/
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+ exp_name: mc-dropout-resnet18-cifar10
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+ fast_dev_run: false
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+ gpus: 1
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+ gradient_clip_algorithm: null
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+ gradient_clip_val: null
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+ groups: 1
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+ in_channels: 3
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+ inference_mode: true
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+ ipus: null
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+ kernel_tau_max: 1.0
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+ kernel_tau_std: 0.5
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+ limit_predict_batches: null
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+ limit_test_batches: null
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+ limit_train_batches: null
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+ limit_val_batches: null
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+ log_every_n_steps: 50
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+ log_graph: false
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+ log_plots: false
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+ logger: true
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+ max_epochs: 75
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+ max_steps: -1
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+ max_time: null
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+ min_epochs: null
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+ min_steps: null
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+ mixmode: elem
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+ mixtype: erm
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+ mixup_alpha: 0
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+ move_metrics_to_cpu: false
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+ multiple_trainloader_mode: max_size_cycle
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+ n_splits: 10
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+ num_classes: 10
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+ num_estimators: 10
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+ num_nodes: 1
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+ num_processes: null
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+ num_sanity_val_steps: 2
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+ num_workers: 4
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+ opt_temp_scaling: false
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+ overfit_batches: 0.0
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+ plugins: null
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+ precision: bf16
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+ profiler: null
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+ reload_dataloaders_every_n_epochs: 0
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+ replace_sampler_ddp: true
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+ resume_from_checkpoint: null
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+ seed: null
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+ strategy: null
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+ style: cifar
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+ summary: false
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+ sync_batchnorm: false
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+ test: null
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+ test_alt: null
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+ tpu_cores: null
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+ track_grad_norm: -1
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+ train_over: 4
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+ use_cv: false
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+ use_entropy: false
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+ use_logits: false
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+ use_mi: false
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+ use_variation_ratio: false
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+ val_check_interval: null
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+ val_split: 0.0
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+ val_temp_scaling: false
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+ version: mc-dropout
mcd_resnet18_c10.ckpt ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:c98cb5d878b92629abfbabddc1feb3f98d256e5f05f9a76dcf2a5ea5cbf92fd8
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+ size 44771564