Upload
Browse files- .gitattributes +1 -0
- GoNotoCurrent.ttf +3 -0
- README.md +138 -0
- config.json +44 -0
- pytorch_model.bin +3 -0
- text_renderer_config.json +130 -0
.gitattributes
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zstandard filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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GoNotoCurrent.ttf
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version https://git-lfs.github.com/spec/v1
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oid sha256:83ab5c39e2b1c34a955136275ce0db068cb20d9643ead033d6b8124a73ab4f64
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size 15645492
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README.md
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---
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language:
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- en
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- ar
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- bg
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- de
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- el
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- fr
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- hi
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- ru
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- es
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- sw
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- th
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- tr
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- ur
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- vi
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- zh
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tags:
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- generated_from_trainer
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datasets:
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- xnli
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metrics:
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- accuracy
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model-index:
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- name: pixel-base-finetuned-xnli-translate-train-all
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results:
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- task:
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name: Text Classification
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type: text-classification
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dataset:
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name: XNLI
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type: xnli
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args: xnli
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metrics:
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- name: Accuracy
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type: accuracy
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value: 0.6254886211512718
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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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# pixel-base-finetuned-xnli-translate-train-all
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This model is a fine-tuned version of [Team-PIXEL/pixel-base](https://huggingface.co/Team-PIXEL/pixel-base) on the XNLI dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.8312
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- Accuracy: 0.6255
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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: 2e-05
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- train_batch_size: 256
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- eval_batch_size: 8
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- seed: 555
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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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- lr_scheduler_warmup_steps: 1000
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- training_steps: 50000
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- mixed_precision_training: Apex, opt level O1
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy |
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|:-------------:|:-----:|:-----:|:---------------:|:--------:|
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| 1.0422 | 0.04 | 1000 | 1.0647 | 0.4250 |
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| 0.9622 | 0.09 | 2000 | 1.0015 | 0.5051 |
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| 0.93 | 0.13 | 3000 | 0.9750 | 0.5285 |
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| 0.9126 | 0.17 | 4000 | 0.9396 | 0.5488 |
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| 0.9033 | 0.22 | 5000 | 0.9353 | 0.5603 |
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| 0.8861 | 0.26 | 6000 | 0.9369 | 0.5606 |
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| 0.8799 | 0.3 | 7000 | 0.9407 | 0.5575 |
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| 0.8627 | 0.35 | 8000 | 0.9079 | 0.5774 |
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| 0.8658 | 0.39 | 9000 | 0.9110 | 0.5711 |
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| 0.8521 | 0.43 | 10000 | 0.8945 | 0.5837 |
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| 0.8562 | 0.48 | 11000 | 0.8818 | 0.5871 |
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| 0.8479 | 0.52 | 12000 | 0.8771 | 0.5938 |
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| 0.8451 | 0.56 | 13000 | 0.8965 | 0.5844 |
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| 0.8433 | 0.61 | 14000 | 0.8814 | 0.5937 |
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| 0.8331 | 0.65 | 15000 | 0.8721 | 0.5983 |
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| 0.8267 | 0.7 | 16000 | 0.8691 | 0.5978 |
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| 0.8254 | 0.74 | 17000 | 0.8646 | 0.5999 |
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| 0.8214 | 0.78 | 18000 | 0.8700 | 0.6004 |
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| 0.815 | 0.83 | 19000 | 0.8621 | 0.6016 |
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| 0.8145 | 0.87 | 20000 | 0.8482 | 0.6119 |
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| 0.8067 | 0.91 | 21000 | 0.8601 | 0.6053 |
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| 0.8063 | 0.96 | 22000 | 0.8535 | 0.6093 |
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| 0.8008 | 1.0 | 23000 | 0.8455 | 0.6123 |
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| 0.7863 | 1.04 | 24000 | 0.8524 | 0.6107 |
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| 0.7918 | 1.09 | 25000 | 0.8450 | 0.6142 |
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| 0.7746 | 1.13 | 26000 | 0.8531 | 0.6095 |
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| 0.7855 | 1.17 | 27000 | 0.8442 | 0.6150 |
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| 0.7903 | 1.22 | 28000 | 0.8386 | 0.6162 |
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| 0.7808 | 1.26 | 29000 | 0.8403 | 0.6178 |
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| 0.7847 | 1.3 | 30000 | 0.8421 | 0.6145 |
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| 0.7822 | 1.35 | 31000 | 0.8427 | 0.6157 |
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| 0.769 | 1.39 | 32000 | 0.8397 | 0.6187 |
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| 0.7822 | 1.43 | 33000 | 0.8315 | 0.6213 |
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| 0.771 | 1.48 | 34000 | 0.8505 | 0.6141 |
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| 0.7713 | 1.52 | 35000 | 0.8482 | 0.6142 |
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| 0.7663 | 1.56 | 36000 | 0.8490 | 0.6169 |
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| 0.7653 | 1.61 | 37000 | 0.8295 | 0.6229 |
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| 0.7669 | 1.65 | 38000 | 0.8313 | 0.6217 |
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| 0.77 | 1.69 | 39000 | 0.8309 | 0.6234 |
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| 0.763 | 1.74 | 40000 | 0.8310 | 0.6256 |
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| 0.7609 | 1.78 | 41000 | 0.8302 | 0.6228 |
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| 0.7627 | 1.83 | 42000 | 0.8242 | 0.6269 |
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| 0.7617 | 1.87 | 43000 | 0.8232 | 0.6264 |
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| 0.7636 | 1.91 | 44000 | 0.8265 | 0.6261 |
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| 0.7585 | 1.96 | 45000 | 0.8258 | 0.6268 |
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| 0.7572 | 2.0 | 46000 | 0.8223 | 0.6278 |
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| 0.7396 | 2.04 | 47000 | 0.8348 | 0.6242 |
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| 0.7344 | 2.09 | 48000 | 0.8299 | 0.6270 |
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| 0.7385 | 2.13 | 49000 | 0.8314 | 0.6240 |
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| 0.7275 | 2.17 | 50000 | 0.8312 | 0.6255 |
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### Framework versions
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- Transformers 4.17.0
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- Pytorch 1.11.0
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- Datasets 2.0.0
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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": "Team-PIXEL/pixel-base",
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"architectures": [
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"PIXELForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"decoder_hidden_size": 512,
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"decoder_intermediate_size": 2048,
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"decoder_num_attention_heads": 16,
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"decoder_num_hidden_layers": 8,
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"finetuning_task": "xnli",
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 768,
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"id2label": {
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"0": "entailment",
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"1": "neutral",
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"2": "contradiction"
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},
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"image_size": [
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16,
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3136
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],
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"interpolate_pos_encoding": false,
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"label2id": {
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"contradiction": 2,
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"entailment": 0,
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"neutral": 1
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},
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"layer_norm_eps": 1e-12,
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"mask_ratio": 0.25,
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"model_type": "vit_mae",
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"norm_pix_loss": true,
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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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"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": "4.17.0"
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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:f1e5c5b57a28ef21446da9ec14141ddc0e1a424a3a2e9b722ed4049640425544
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size 348016805
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text_renderer_config.json
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{
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"background_color": "white",
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"dpi": 120,
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"font_color": "black",
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"font_file": "GoNotoCurrent.ttf",
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"font_size": 8,
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"fonts_list": [
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"Apple Color Emoji",
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"C059",
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"D050000L",
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"DejaVu Sans",
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"DejaVu Sans Mono",
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"Go Noto Africa Middle East",
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"Go Noto Ancient",
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"Go Noto Asia Historical",
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16 |
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"Go Noto Current",
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"Go Noto East Asia",
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"Go Noto Europe Americas",
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"Go Noto South Asia",
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"Go Noto South East Asia",
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"Inconsolata",
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"Monospace",
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"Nimbus Mono PS",
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"Nimbus Roman",
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"Nimbus Sans",
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"Nimbus Sans Narrow",
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"Noto Emoji",
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"Noto Music",
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"Noto Sans",
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"Noto Sans Adlam",
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"Noto Sans Arabic",
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"Noto Sans Armenian",
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"Noto Sans Balinese",
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"Noto Sans Bamum",
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"Noto Sans Bassa Vah",
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"Noto Sans Batak",
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"Noto Sans Bengali",
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"Noto Sans Buginese",
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"Noto Sans Buhid",
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"Noto Sans CJK HK",
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"Noto Sans CJK JP",
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"Noto Sans CJK KR",
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"Noto Sans CJK SC",
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"Noto Sans CJK TC",
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"Noto Sans Chakma",
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"Noto Sans Cham",
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"Noto Sans Cherokee",
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"Noto Sans Coptic",
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"Noto Sans Deseret",
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"Noto Sans Devanagari",
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"Noto Sans Ethiopic",
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"Noto Sans Georgian",
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"Noto Sans Gujarati",
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"Noto Sans Gunjala Gondi",
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"Noto Sans Gurmukhi",
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"Noto Sans Hanifi Rohingya",
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"Noto Sans Hanunoo",
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"Noto Sans Hebrew",
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"Noto Sans Javanese",
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"Noto Sans Kannada",
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"Noto Sans Kayah Li",
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"Noto Sans Khmer",
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"Noto Sans Lao",
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"Noto Sans Lepcha",
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"Noto Sans Limbu",
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"Noto Sans Lisu",
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"Noto Sans Malayalam",
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"Noto Sans Mandaic",
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"Noto Sans Masaram Gondi",
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"Noto Sans Math",
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"Noto Sans Medefaidrin",
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"Noto Sans Meetei Mayek",
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"Noto Sans Mende Kikakui",
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"Noto Sans Miao",
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"Noto Sans Mongolian",
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"Noto Sans Mro",
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"Noto Sans Myanmar",
|
78 |
+
"Noto Sans NKo",
|
79 |
+
"Noto Sans New Tai Lue",
|
80 |
+
"Noto Sans Newa",
|
81 |
+
"Noto Sans Nushu",
|
82 |
+
"Noto Sans Ol Chiki",
|
83 |
+
"Noto Sans Oriya",
|
84 |
+
"Noto Sans Osage",
|
85 |
+
"Noto Sans Osmanya",
|
86 |
+
"Noto Sans Pahawh Hmong",
|
87 |
+
"Noto Sans Pau Cin Hau",
|
88 |
+
"Noto Sans Rejang",
|
89 |
+
"Noto Sans Samaritan",
|
90 |
+
"Noto Sans Saurashtra",
|
91 |
+
"Noto Sans SignWriting",
|
92 |
+
"Noto Sans Sinhala",
|
93 |
+
"Noto Sans Sundanese",
|
94 |
+
"Noto Sans Syloti Nagri",
|
95 |
+
"Noto Sans Symbols",
|
96 |
+
"Noto Sans Symbols2",
|
97 |
+
"Noto Sans Syriac",
|
98 |
+
"Noto Sans Tagalog",
|
99 |
+
"Noto Sans Tagbanwa",
|
100 |
+
"Noto Sans Tai Le",
|
101 |
+
"Noto Sans Tai Tham",
|
102 |
+
"Noto Sans Tai Viet",
|
103 |
+
"Noto Sans Tamil",
|
104 |
+
"Noto Sans Tangsa",
|
105 |
+
"Noto Sans Telugu",
|
106 |
+
"Noto Sans Thaana",
|
107 |
+
"Noto Sans Thai",
|
108 |
+
"Noto Sans Tifinagh",
|
109 |
+
"Noto Sans Vai",
|
110 |
+
"Noto Sans Wancho",
|
111 |
+
"Noto Sans Warang Citi",
|
112 |
+
"Noto Sans Yi",
|
113 |
+
"P052",
|
114 |
+
"Sans",
|
115 |
+
"Serif",
|
116 |
+
"Source Code Pro",
|
117 |
+
"System-ui",
|
118 |
+
"URW Bookman",
|
119 |
+
"URW Gothic",
|
120 |
+
"Ubuntu",
|
121 |
+
"Ubuntu Condensed",
|
122 |
+
"Ubuntu Mono",
|
123 |
+
"Z003"
|
124 |
+
],
|
125 |
+
"max_seq_length": 196,
|
126 |
+
"pad_size": 3,
|
127 |
+
"pixels_per_patch": 16,
|
128 |
+
"rgb": false,
|
129 |
+
"text_renderer_type": "PangoCairoTextRenderer"
|
130 |
+
}
|