Training in progress epoch 0
Browse files- README.md +57 -0
- config.json +62 -0
- logs/train/events.out.tfevents.1656825566.localhost.localdomain.192813.0.v2 +3 -0
- logs/train/events.out.tfevents.1656825600.localhost.localdomain.profile-empty +3 -0
- logs/train/plugins/profile/2022_07_03_13_20_00/localhost.localdomain.input_pipeline.pb +3 -0
- logs/train/plugins/profile/2022_07_03_13_20_00/localhost.localdomain.kernel_stats.pb +0 -0
- logs/train/plugins/profile/2022_07_03_13_20_00/localhost.localdomain.memory_profile.json.gz +3 -0
- logs/train/plugins/profile/2022_07_03_13_20_00/localhost.localdomain.overview_page.pb +3 -0
- logs/train/plugins/profile/2022_07_03_13_20_00/localhost.localdomain.tensorflow_stats.pb +3 -0
- logs/train/plugins/profile/2022_07_03_13_20_00/localhost.localdomain.trace.json.gz +3 -0
- logs/train/plugins/profile/2022_07_03_13_20_00/localhost.localdomain.xplane.pb +3 -0
- logs/validation/events.out.tfevents.1656831408.localhost.localdomain.192813.1.v2 +3 -0
- tf_model.h5 +3 -0
README.md
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---
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license: apache-2.0
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tags:
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- generated_from_keras_callback
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model-index:
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- name: YKXBCi/resnet-50-euroSat
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results: []
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---
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<!-- This model card has been generated automatically according to the information Keras had access to. You should
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probably proofread and complete it, then remove this comment. -->
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# YKXBCi/resnet-50-euroSat
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This model is a fine-tuned version of [microsoft/resnet-50](https://huggingface.co/microsoft/resnet-50) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Train Loss: 0.8487
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- Train Accuracy: 0.6969
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- Train Top-3-accuracy: 0.9168
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- Validation Loss: 0.4793
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- Validation Accuracy: 0.8274
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- Validation Top-3-accuracy: 0.9802
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- Epoch: 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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- optimizer: {'inner_optimizer': {'class_name': 'AdamWeightDecay', 'config': {'name': 'AdamWeightDecay', 'learning_rate': {'class_name': 'PolynomialDecay', 'config': {'initial_learning_rate': 3e-05, 'decay_steps': 3585, 'end_learning_rate': 0.0, 'power': 1.0, 'cycle': False, 'name': None}}, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-08, 'amsgrad': False, 'weight_decay_rate': 0.01}}, 'dynamic': True, 'initial_scale': 32768.0, 'dynamic_growth_steps': 2000}
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- training_precision: mixed_float16
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### Training results
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| Train Loss | Train Accuracy | Train Top-3-accuracy | Validation Loss | Validation Accuracy | Validation Top-3-accuracy | Epoch |
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|:----------:|:--------------:|:--------------------:|:---------------:|:-------------------:|:-------------------------:|:-----:|
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| 0.8487 | 0.6969 | 0.9168 | 0.4793 | 0.8274 | 0.9802 | 0 |
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### Framework versions
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- Transformers 4.18.0
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- TensorFlow 2.6.0
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- Datasets 2.1.0
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- Tokenizers 0.12.1
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config.json
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{
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"_name_or_path": "microsoft/resnet-50",
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"architectures": [
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"ViTForImageClassification"
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],
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"attention_probs_dropout_prob": 0.0,
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"depths": [
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3,
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4,
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6,
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3
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],
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"downsample_in_first_stage": false,
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"embedding_size": 64,
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"encoder_stride": 16,
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"hidden_act": "relu",
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"hidden_dropout_prob": 0.0,
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"hidden_size": 768,
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"hidden_sizes": [
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256,
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512,
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1024,
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2048
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],
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"id2label": {
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"0": "River",
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"1": "AnnualCrop",
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"2": "HerbaceousVegetation",
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"3": "Industrial",
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"4": "Residential",
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"5": "Highway",
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"6": "Pasture",
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"7": "Forest",
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"8": "SeaLake",
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"9": "PermanentCrop"
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},
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"image_size": 224,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"label2id": {
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"AnnualCrop": "1",
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"Forest": "7",
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"HerbaceousVegetation": "2",
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"Highway": "5",
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"Industrial": "3",
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"Pasture": "6",
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"PermanentCrop": "9",
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"Residential": "4",
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"River": "0",
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"SeaLake": "8"
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},
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"layer_norm_eps": 1e-12,
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"layer_type": "bottleneck",
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"model_type": "vit",
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"num_attention_heads": 12,
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"num_channels": 3,
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"num_hidden_layers": 12,
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"patch_size": 16,
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"qkv_bias": true,
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"torch_dtype": "float32",
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"transformers_version": "4.18.0"
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}
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logs/train/events.out.tfevents.1656825566.localhost.localdomain.192813.0.v2
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logs/train/events.out.tfevents.1656825600.localhost.localdomain.profile-empty
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logs/train/plugins/profile/2022_07_03_13_20_00/localhost.localdomain.input_pipeline.pb
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logs/train/plugins/profile/2022_07_03_13_20_00/localhost.localdomain.kernel_stats.pb
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logs/train/plugins/profile/2022_07_03_13_20_00/localhost.localdomain.memory_profile.json.gz
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tf_model.h5
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