Add model
Browse files- .gitignore +1 -0
- README.md +66 -0
- all_results.json +13 -0
- config.json +34 -0
- eval_results.json +9 -0
- pytorch_model.bin +3 -0
- runs/Sep22_18-01-19_algo-1/1632333697.7695239/events.out.tfevents.1632333697.algo-1.56.1 +3 -0
- runs/Sep22_18-01-19_algo-1/events.out.tfevents.1632333697.algo-1.56.0 +3 -0
- runs/Sep22_18-01-19_algo-1/events.out.tfevents.1632333713.algo-1.56.2 +3 -0
- train_results.json +7 -0
- trainer_state.json +25 -0
- training_args.bin +3 -0
.gitignore
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checkpoint-*/
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README.md
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---
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tags:
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- image-classification
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- timm
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- generated_from_trainer
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datasets:
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- beans
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model-index:
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- name: model
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results:
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- task:
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name: Image Classification
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type: image-classification
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dataset:
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name: beans
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type: beans
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args: default
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library_tag: timm
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# model
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This model is a fine-tuned version of [resnet18](https://huggingface.co/resnet18) on the beans dataset.
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It achieves the following results on the evaluation set:
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- Loss: 1.0219
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- Acc1: 56.3910
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- Acc5: 100.0
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 5e-05
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- train_batch_size: 8
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- eval_batch_size: 8
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- seed: 42
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- training_steps: 20
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### Training results
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### Framework versions
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- Transformers 4.10.2
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- Pytorch 1.7.1
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- Datasets 1.12.1
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- Tokenizers 0.10.3
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all_results.json
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{
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"epoch": 0.15,
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"eval_acc1": 56.39097595214844,
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"eval_acc5": 100.0,
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"eval_loss": 1.0218992233276367,
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"eval_runtime": 1.7151,
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"eval_samples_per_second": 77.547,
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"eval_steps_per_second": 9.912,
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"train_loss": 1.065065288543701,
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"train_runtime": 13.903,
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"train_samples_per_second": 11.508,
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"train_steps_per_second": 1.439
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}
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config.json
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{
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"url": "https://github.com/rwightman/pytorch-image-models/releases/download/v0.1-weights/resnet50_ram-a26f946b.pth",
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"num_classes": 3,
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"input_size": [
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3,
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224,
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224
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],
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"pool_size": [
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7,
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7
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],
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"crop_pct": 0.875,
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"interpolation": "bicubic",
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"mean": [
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0.485,
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0.456,
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0.406
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],
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"std": [
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0.229,
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0.224,
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0.225
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],
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"first_conv": "conv1",
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"classifier": "fc",
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"architecture": "resnet50",
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"num_features": 2048,
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"labels": [
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"angular_leaf_spot",
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"bean_rust",
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"healthy"
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]
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}
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eval_results.json
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{
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"epoch": 0.15,
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"eval_acc1": 56.39097595214844,
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"eval_acc5": 100.0,
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"eval_loss": 1.0218992233276367,
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"eval_runtime": 1.7151,
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"eval_samples_per_second": 77.547,
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"eval_steps_per_second": 9.912
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}
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:acddeaca9f35f55a52064fd17279fcac6391bafca96cc8ae043720d88b9fd251
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size 94382383
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runs/Sep22_18-01-19_algo-1/1632333697.7695239/events.out.tfevents.1632333697.algo-1.56.1
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version https://git-lfs.github.com/spec/v1
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size 4197
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runs/Sep22_18-01-19_algo-1/events.out.tfevents.1632333697.algo-1.56.0
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runs/Sep22_18-01-19_algo-1/events.out.tfevents.1632333713.algo-1.56.2
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train_results.json
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{
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"epoch": 0.15,
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"train_loss": 1.065065288543701,
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"train_runtime": 13.903,
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"train_samples_per_second": 11.508,
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"train_steps_per_second": 1.439
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}
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trainer_state.json
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{
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"best_metric": null,
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"epoch": 0.15384615384615385,
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"global_step": 20,
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"max_steps": 20,
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"num_train_epochs": 1,
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"total_flos": 0.0,
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"trial_name": null,
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"trial_params": null
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}
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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size 2671
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