Instructions to use dima806/farm_insects_image_detection with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use dima806/farm_insects_image_detection with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image-classification", model="dima806/farm_insects_image_detection") pipe("https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/hub/parrots.png")# Load model directly from transformers import AutoImageProcessor, AutoModelForImageClassification processor = AutoImageProcessor.from_pretrained("dima806/farm_insects_image_detection") model = AutoModelForImageClassification.from_pretrained("dima806/farm_insects_image_detection", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Upload folder using huggingface_hub
Browse files- checkpoint-85/config.json +58 -0
- checkpoint-85/model.safetensors +3 -0
- checkpoint-85/optimizer.pt +3 -0
- checkpoint-85/preprocessor_config.json +22 -0
- checkpoint-85/rng_state.pth +3 -0
- checkpoint-85/scheduler.pt +3 -0
- checkpoint-85/trainer_state.json +66 -0
- checkpoint-85/training_args.bin +3 -0
- config.json +2 -2
- model.safetensors +3 -0
- training_args.bin +2 -2
checkpoint-85/config.json
ADDED
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{
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"_name_or_path": "dima806/farm_insects_image_detection",
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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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"encoder_stride": 16,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.0,
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"hidden_size": 768,
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| 11 |
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"id2label": {
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"0": "Fall Armyworms",
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"1": "Western Corn Rootworms",
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"2": "Colorado Potato Beetles",
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"3": "Thrips",
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"4": "Corn Earworms",
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"5": "Cabbage Loopers",
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"6": "Armyworms",
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"7": "Brown Marmorated Stink Bugs",
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"8": "Tomato Hornworms",
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"9": "Citrus Canker",
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"10": "Aphids",
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"11": "Corn Borers",
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"12": "Fruit Flies",
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"13": "Africanized Honey Bees (Killer Bees)",
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"14": "Spider Mites"
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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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"Africanized Honey Bees (Killer Bees)": 13,
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| 33 |
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"Aphids": 10,
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| 34 |
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"Armyworms": 6,
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| 35 |
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"Brown Marmorated Stink Bugs": 7,
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| 36 |
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"Cabbage Loopers": 5,
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| 37 |
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"Citrus Canker": 9,
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| 38 |
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"Colorado Potato Beetles": 2,
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| 39 |
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"Corn Borers": 11,
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| 40 |
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"Corn Earworms": 4,
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| 41 |
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"Fall Armyworms": 0,
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| 42 |
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"Fruit Flies": 12,
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| 43 |
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"Spider Mites": 14,
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| 44 |
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"Thrips": 3,
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| 45 |
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"Tomato Hornworms": 8,
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| 46 |
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"Western Corn Rootworms": 1
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},
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| 48 |
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"layer_norm_eps": 1e-12,
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"model_type": "vit",
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| 50 |
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"num_attention_heads": 12,
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| 51 |
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"num_channels": 3,
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"num_hidden_layers": 12,
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| 53 |
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"patch_size": 16,
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"problem_type": "single_label_classification",
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"qkv_bias": true,
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"torch_dtype": "float32",
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"transformers_version": "4.38.2"
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}
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checkpoint-85/model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:b6adf6563a7b1d649bb68bb57b02cc8213804663d2f182b1607d306b54b82dd1
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size 343263964
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checkpoint-85/optimizer.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:3b72a1ac9a0ee3fab1ef3f63b8be2f9394ca16f1aff2534d3457f753da60b9ce
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size 686648325
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checkpoint-85/preprocessor_config.json
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{
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"do_normalize": true,
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"do_rescale": true,
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"do_resize": true,
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"image_mean": [
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0.5,
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0.5,
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0.5
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],
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"image_processor_type": "ViTImageProcessor",
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"image_std": [
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0.5,
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0.5,
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0.5
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],
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"resample": 2,
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"rescale_factor": 0.00392156862745098,
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"size": {
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"height": 224,
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"width": 224
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}
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}
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checkpoint-85/rng_state.pth
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version https://git-lfs.github.com/spec/v1
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oid sha256:a962d2698bd39962c8081eb16cb405ef08981e3dec64bff0b7ddd34315f6f65f
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size 14575
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checkpoint-85/scheduler.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:fc75134c81697031ac1f6ffe2f59f905f6f17c84d58b876e9fb337af942c4ae7
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size 627
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checkpoint-85/trainer_state.json
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{
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| 2 |
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"best_metric": 1.1056499481201172,
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| 3 |
+
"best_model_checkpoint": "farm_insects_image_detection/checkpoint-85",
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| 4 |
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"epoch": 5.0,
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| 5 |
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"eval_steps": 500,
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| 6 |
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"global_step": 85,
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| 7 |
+
"is_hyper_param_search": false,
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| 8 |
+
"is_local_process_zero": true,
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| 9 |
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"is_world_process_zero": true,
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| 10 |
+
"log_history": [
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| 11 |
+
{
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| 12 |
+
"epoch": 1.0,
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| 13 |
+
"eval_accuracy": 0.9117647058823529,
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| 14 |
+
"eval_loss": 1.1184488534927368,
|
| 15 |
+
"eval_runtime": 17.5734,
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| 16 |
+
"eval_samples_per_second": 40.63,
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| 17 |
+
"eval_steps_per_second": 1.309,
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| 18 |
+
"step": 17
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| 19 |
+
},
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| 20 |
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{
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| 21 |
+
"epoch": 2.0,
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| 22 |
+
"eval_accuracy": 0.9117647058823529,
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| 23 |
+
"eval_loss": 1.1160705089569092,
|
| 24 |
+
"eval_runtime": 17.4845,
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| 25 |
+
"eval_samples_per_second": 40.836,
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| 26 |
+
"eval_steps_per_second": 1.315,
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| 27 |
+
"step": 34
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| 28 |
+
},
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| 29 |
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{
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| 30 |
+
"epoch": 3.0,
|
| 31 |
+
"eval_accuracy": 0.9103641456582633,
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| 32 |
+
"eval_loss": 1.1120682954788208,
|
| 33 |
+
"eval_runtime": 17.4291,
|
| 34 |
+
"eval_samples_per_second": 40.966,
|
| 35 |
+
"eval_steps_per_second": 1.32,
|
| 36 |
+
"step": 51
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| 37 |
+
},
|
| 38 |
+
{
|
| 39 |
+
"epoch": 4.0,
|
| 40 |
+
"eval_accuracy": 0.9103641456582633,
|
| 41 |
+
"eval_loss": 1.1067917346954346,
|
| 42 |
+
"eval_runtime": 17.4728,
|
| 43 |
+
"eval_samples_per_second": 40.863,
|
| 44 |
+
"eval_steps_per_second": 1.316,
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| 45 |
+
"step": 68
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| 46 |
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},
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| 47 |
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{
|
| 48 |
+
"epoch": 5.0,
|
| 49 |
+
"eval_accuracy": 0.9089635854341737,
|
| 50 |
+
"eval_loss": 1.1056499481201172,
|
| 51 |
+
"eval_runtime": 17.4801,
|
| 52 |
+
"eval_samples_per_second": 40.847,
|
| 53 |
+
"eval_steps_per_second": 1.316,
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| 54 |
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"step": 85
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| 55 |
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}
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| 56 |
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],
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| 57 |
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"logging_steps": 500,
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| 58 |
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"max_steps": 85,
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| 59 |
+
"num_input_tokens_seen": 0,
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| 60 |
+
"num_train_epochs": 5,
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| 61 |
+
"save_steps": 500,
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| 62 |
+
"total_flos": 4.1501795452314624e+17,
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| 63 |
+
"train_batch_size": 64,
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| 64 |
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"trial_name": null,
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| 65 |
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"trial_params": null
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| 66 |
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}
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checkpoint-85/training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:ff28d4f001ca94284d2bd6b580fa8e0a630c670da25ae72ed6ffc3dccde5b954
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size 4411
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config.json
CHANGED
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{
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"_name_or_path": "
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"architectures": [
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"ViTForImageClassification"
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],
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"problem_type": "single_label_classification",
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"qkv_bias": true,
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"torch_dtype": "float32",
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-
"transformers_version": "4.
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}
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{
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"_name_or_path": "dima806/farm_insects_image_detection",
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"architectures": [
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"ViTForImageClassification"
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],
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"problem_type": "single_label_classification",
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"qkv_bias": true,
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"torch_dtype": "float32",
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"transformers_version": "4.38.2"
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:b6adf6563a7b1d649bb68bb57b02cc8213804663d2f182b1607d306b54b82dd1
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size 343263964
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size
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version https://git-lfs.github.com/spec/v1
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oid sha256:ff28d4f001ca94284d2bd6b580fa8e0a630c670da25ae72ed6ffc3dccde5b954
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size 4411
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