End of training
Browse files- README.md +73 -0
- config.json +2063 -0
- model.safetensors +3 -0
- preprocessor_config.json +22 -0
- training_args.bin +3 -0
README.md
ADDED
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| 1 |
+
---
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| 2 |
+
library_name: transformers
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+
license: apache-2.0
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+
base_model: microsoft/swinv2-base-patch4-window16-256
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tags:
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- generated_from_trainer
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| 7 |
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metrics:
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- accuracy
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| 9 |
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- f1
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| 10 |
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model-index:
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| 11 |
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- name: swinv2-plantclef-1k
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| 12 |
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results: []
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| 13 |
+
---
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| 14 |
+
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| 15 |
+
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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| 16 |
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should probably proofread and complete it, then remove this comment. -->
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| 17 |
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| 18 |
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# swinv2-plantclef-1k
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| 19 |
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This model is a fine-tuned version of [microsoft/swinv2-base-patch4-window16-256](https://huggingface.co/microsoft/swinv2-base-patch4-window16-256) on an unknown dataset.
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| 21 |
+
It achieves the following results on the evaluation set:
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| 22 |
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- Loss: 1.2482
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| 23 |
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- Accuracy: 0.7565
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- F1: 0.7560
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| 25 |
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## Model description
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More information needed
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| 29 |
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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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| 37 |
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## Training procedure
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| 39 |
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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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| 44 |
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- train_batch_size: 32
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- eval_batch_size: 32
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- seed: 42
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- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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- lr_scheduler_type: linear
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| 49 |
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- num_epochs: 10
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- mixed_precision_training: Native AMP
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| 51 |
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### Training results
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| 53 |
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| 54 |
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
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| 55 |
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|:-------------:|:-----:|:------:|:---------------:|:--------:|:------:|
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| 1.6253 | 1.0 | 11441 | 1.4319 | 0.6419 | 0.6402 |
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| 1.1142 | 2.0 | 22882 | 1.1573 | 0.7031 | 0.7021 |
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| 58 |
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| 0.8357 | 3.0 | 34323 | 1.0814 | 0.7228 | 0.7235 |
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| 0.604 | 4.0 | 45764 | 1.1028 | 0.7323 | 0.7312 |
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| 0.3991 | 5.0 | 57205 | 1.1261 | 0.7373 | 0.7371 |
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| 0.2405 | 6.0 | 68646 | 1.1802 | 0.7373 | 0.7377 |
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| 62 |
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| 0.1543 | 7.0 | 80087 | 1.2014 | 0.7453 | 0.7450 |
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| 0.097 | 8.0 | 91528 | 1.2337 | 0.7474 | 0.7472 |
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| 0.054 | 9.0 | 102969 | 1.2416 | 0.7532 | 0.7529 |
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| 65 |
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| 0.0414 | 10.0 | 114410 | 1.2482 | 0.7565 | 0.7560 |
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| 66 |
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| 67 |
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### Framework versions
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| 69 |
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- Transformers 4.46.2
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- Pytorch 2.5.0
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| 72 |
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- Datasets 3.1.0
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- Tokenizers 0.20.1
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config.json
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|
| 1 |
+
{
|
| 2 |
+
"_name_or_path": "microsoft/swinv2-base-patch4-window16-256",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"Swinv2ForImageClassification"
|
| 5 |
+
],
|
| 6 |
+
"attention_probs_dropout_prob": 0.0,
|
| 7 |
+
"depths": [
|
| 8 |
+
2,
|
| 9 |
+
2,
|
| 10 |
+
18,
|
| 11 |
+
2
|
| 12 |
+
],
|
| 13 |
+
"drop_path_rate": 0.1,
|
| 14 |
+
"embed_dim": 128,
|
| 15 |
+
"encoder_stride": 32,
|
| 16 |
+
"hidden_act": "gelu",
|
| 17 |
+
"hidden_dropout_prob": 0.0,
|
| 18 |
+
"hidden_size": 1024,
|
| 19 |
+
"id2label": {
|
| 20 |
+
"0": "1355868",
|
| 21 |
+
"1": "1355869",
|
| 22 |
+
"10": "1355901",
|
| 23 |
+
"100": "1356304",
|
| 24 |
+
"101": "1356305",
|
| 25 |
+
"102": "1356308",
|
| 26 |
+
"103": "1356310",
|
| 27 |
+
"104": "1356314",
|
| 28 |
+
"105": "1356320",
|
| 29 |
+
"106": "1356323",
|
| 30 |
+
"107": "1356328",
|
| 31 |
+
"108": "1356330",
|
| 32 |
+
"109": "1356333",
|
| 33 |
+
"11": "1355907",
|
| 34 |
+
"110": "1356355",
|
| 35 |
+
"111": "1356357",
|
| 36 |
+
"112": "1356361",
|
| 37 |
+
"113": "1356364",
|
| 38 |
+
"114": "1356382",
|
| 39 |
+
"115": "1356394",
|
| 40 |
+
"116": "1356395",
|
| 41 |
+
"117": "1356396",
|
| 42 |
+
"118": "1356397",
|
| 43 |
+
"119": "1356398",
|
| 44 |
+
"12": "1355908",
|
| 45 |
+
"120": "1356422",
|
| 46 |
+
"121": "1356428",
|
| 47 |
+
"122": "1356433",
|
| 48 |
+
"123": "1356448",
|
| 49 |
+
"124": "1356455",
|
| 50 |
+
"125": "1356457",
|
| 51 |
+
"126": "1356458",
|
| 52 |
+
"127": "1356460",
|
| 53 |
+
"128": "1356464",
|
| 54 |
+
"129": "1356469",
|
| 55 |
+
"13": "1355932",
|
| 56 |
+
"130": "1356472",
|
| 57 |
+
"131": "1356475",
|
| 58 |
+
"132": "1356476",
|
| 59 |
+
"133": "1356488",
|
| 60 |
+
"134": "1356538",
|
| 61 |
+
"135": "1356567",
|
| 62 |
+
"136": "1356570",
|
| 63 |
+
"137": "1356571",
|
| 64 |
+
"138": "1356575",
|
| 65 |
+
"139": "1356576",
|
| 66 |
+
"14": "1355935",
|
| 67 |
+
"140": "1356583",
|
| 68 |
+
"141": "1356588",
|
| 69 |
+
"142": "1356595",
|
| 70 |
+
"143": "1356597",
|
| 71 |
+
"144": "1356603",
|
| 72 |
+
"145": "1356608",
|
| 73 |
+
"146": "1356609",
|
| 74 |
+
"147": "1356634",
|
| 75 |
+
"148": "1356663",
|
| 76 |
+
"149": "1356672",
|
| 77 |
+
"15": "1355936",
|
| 78 |
+
"150": "1356674",
|
| 79 |
+
"151": "1356692",
|
| 80 |
+
"152": "1356697",
|
| 81 |
+
"153": "1356709",
|
| 82 |
+
"154": "1356729",
|
| 83 |
+
"155": "1356732",
|
| 84 |
+
"156": "1356752",
|
| 85 |
+
"157": "1356757",
|
| 86 |
+
"158": "1356766",
|
| 87 |
+
"159": "1356780",
|
| 88 |
+
"16": "1355937",
|
| 89 |
+
"160": "1356781",
|
| 90 |
+
"161": "1356784",
|
| 91 |
+
"162": "1356785",
|
| 92 |
+
"163": "1356786",
|
| 93 |
+
"164": "1356790",
|
| 94 |
+
"165": "1356792",
|
| 95 |
+
"166": "1356793",
|
| 96 |
+
"167": "1356803",
|
| 97 |
+
"168": "1356804",
|
| 98 |
+
"169": "1356817",
|
| 99 |
+
"17": "1355964",
|
| 100 |
+
"170": "1356843",
|
| 101 |
+
"171": "1356857",
|
| 102 |
+
"172": "1356905",
|
| 103 |
+
"173": "1356939",
|
| 104 |
+
"174": "1356942",
|
| 105 |
+
"175": "1356979",
|
| 106 |
+
"176": "1356985",
|
| 107 |
+
"177": "1357004",
|
| 108 |
+
"178": "1357009",
|
| 109 |
+
"179": "1357026",
|
| 110 |
+
"18": "1355968",
|
| 111 |
+
"180": "1357059",
|
| 112 |
+
"181": "1357096",
|
| 113 |
+
"182": "1357099",
|
| 114 |
+
"183": "1357103",
|
| 115 |
+
"184": "1357104",
|
| 116 |
+
"185": "1357105",
|
| 117 |
+
"186": "1357111",
|
| 118 |
+
"187": "1357114",
|
| 119 |
+
"188": "1357126",
|
| 120 |
+
"189": "1357148",
|
| 121 |
+
"19": "1355969",
|
| 122 |
+
"190": "1357176",
|
| 123 |
+
"191": "1357207",
|
| 124 |
+
"192": "1357227",
|
| 125 |
+
"193": "1357244",
|
| 126 |
+
"194": "1357268",
|
| 127 |
+
"195": "1357275",
|
| 128 |
+
"196": "1357291",
|
| 129 |
+
"197": "1357314",
|
| 130 |
+
"198": "1357317",
|
| 131 |
+
"199": "1357320",
|
| 132 |
+
"2": "1355870",
|
| 133 |
+
"20": "1355971",
|
| 134 |
+
"200": "1357330",
|
| 135 |
+
"201": "1357350",
|
| 136 |
+
"202": "1357351",
|
| 137 |
+
"203": "1357379",
|
| 138 |
+
"204": "1357392",
|
| 139 |
+
"205": "1357401",
|
| 140 |
+
"206": "1357413",
|
| 141 |
+
"207": "1357416",
|
| 142 |
+
"208": "1357438",
|
| 143 |
+
"209": "1357492",
|
| 144 |
+
"21": "1355972",
|
| 145 |
+
"210": "1357495",
|
| 146 |
+
"211": "1357526",
|
| 147 |
+
"212": "1357546",
|
| 148 |
+
"213": "1357549",
|
| 149 |
+
"214": "1357560",
|
| 150 |
+
"215": "1357568",
|
| 151 |
+
"216": "1357598",
|
| 152 |
+
"217": "1357599",
|
| 153 |
+
"218": "1357603",
|
| 154 |
+
"219": "1357608",
|
| 155 |
+
"22": "1355977",
|
| 156 |
+
"220": "1357617",
|
| 157 |
+
"221": "1357630",
|
| 158 |
+
"222": "1357635",
|
| 159 |
+
"223": "1357652",
|
| 160 |
+
"224": "1357697",
|
| 161 |
+
"225": "1357705",
|
| 162 |
+
"226": "1357711",
|
| 163 |
+
"227": "1357723",
|
| 164 |
+
"228": "1357742",
|
| 165 |
+
"229": "1357743",
|
| 166 |
+
"23": "1355978",
|
| 167 |
+
"230": "1357770",
|
| 168 |
+
"231": "1357771",
|
| 169 |
+
"232": "1357799",
|
| 170 |
+
"233": "1357815",
|
| 171 |
+
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| 2054 |
+
"stage1",
|
| 2055 |
+
"stage2",
|
| 2056 |
+
"stage3",
|
| 2057 |
+
"stage4"
|
| 2058 |
+
],
|
| 2059 |
+
"torch_dtype": "float32",
|
| 2060 |
+
"transformers_version": "4.46.2",
|
| 2061 |
+
"use_absolute_embeddings": false,
|
| 2062 |
+
"window_size": 16
|
| 2063 |
+
}
|
model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9f7e9cab1ec1a88e9e689be53d8e8d30c2d4bd063bb61a699134ff8c5cf3135f
|
| 3 |
+
size 351737408
|
preprocessor_config.json
ADDED
|
@@ -0,0 +1,22 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"do_normalize": true,
|
| 3 |
+
"do_rescale": true,
|
| 4 |
+
"do_resize": true,
|
| 5 |
+
"image_mean": [
|
| 6 |
+
0.485,
|
| 7 |
+
0.456,
|
| 8 |
+
0.406
|
| 9 |
+
],
|
| 10 |
+
"image_processor_type": "ViTImageProcessor",
|
| 11 |
+
"image_std": [
|
| 12 |
+
0.229,
|
| 13 |
+
0.224,
|
| 14 |
+
0.225
|
| 15 |
+
],
|
| 16 |
+
"resample": 3,
|
| 17 |
+
"rescale_factor": 0.00392156862745098,
|
| 18 |
+
"size": {
|
| 19 |
+
"height": 256,
|
| 20 |
+
"width": 256
|
| 21 |
+
}
|
| 22 |
+
}
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:f1438574527a5d4a3df9f7a88f91ac9ef2c39b0264a0d707cd991e35c767096a
|
| 3 |
+
size 5240
|