End of training
Browse files- README.md +95 -0
- config.json +174 -0
- generation_config.json +13 -0
- model.safetensors +3 -0
- preprocessor_config.json +27 -0
- runs/Dec09_09-58-26_f5a54d6e7030/events.out.tfevents.1733738333.f5a54d6e7030.547.0 +3 -0
- runs/Dec09_10-02-28_f5a54d6e7030/events.out.tfevents.1733738561.f5a54d6e7030.547.1 +3 -0
- runs/Dec09_10-02-28_f5a54d6e7030/events.out.tfevents.1733741470.f5a54d6e7030.547.2 +3 -0
- training_args.bin +3 -0
README.md
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| 1 |
+
---
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+
library_name: transformers
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language:
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- fr
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base_model: microsoft/trocr-small-handwritten
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tags:
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- generated_from_trainer
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metrics:
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- wer
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model-index:
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- name: TrOCR Small (Finetuned on French)
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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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should probably proofread and complete it, then remove this comment. -->
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| 17 |
+
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| 18 |
+
# TrOCR Small (Finetuned on French)
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This model is a fine-tuned version of [microsoft/trocr-small-handwritten](https://huggingface.co/microsoft/trocr-small-handwritten) on the None dataset.
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+
It achieves the following results on the evaluation set:
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- Loss: 0.1007
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- Model Preparation Time: 0.0057
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- Cer: 0.0138
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- Wer: 0.0455
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- Ratio: 98.3979
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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: 1e-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: 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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- training_steps: 12000
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- mixed_precision_training: Native AMP
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Model Preparation Time | Cer | Wer | Ratio |
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| 57 |
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|:-------------:|:------:|:-----:|:---------------:|:----------------------:|:------:|:------:|:-------:|
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| 58 |
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| 0.1386 | 0.0333 | 400 | 0.1543 | 0.0057 | 0.0190 | 0.0819 | 98.6922 |
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| 59 |
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| 0.1298 | 0.0667 | 800 | 0.1300 | 0.0057 | 0.0130 | 0.0526 | 98.9649 |
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| 60 |
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| 0.1171 | 0.1 | 1200 | 0.1622 | 0.0057 | 0.0200 | 0.0760 | 98.3437 |
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| 61 |
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| 0.1035 | 0.1333 | 1600 | 0.1538 | 0.0057 | 0.0190 | 0.0760 | 98.6841 |
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| 62 |
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| 0.1186 | 0.1667 | 2000 | 0.1605 | 0.0057 | 0.0170 | 0.0760 | 98.9547 |
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| 63 |
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| 0.1285 | 0.2 | 2400 | 0.1675 | 0.0057 | 0.0190 | 0.0643 | 98.5663 |
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| 64 |
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| 0.1043 | 0.2333 | 2800 | 0.1511 | 0.0057 | 0.0220 | 0.0702 | 98.4283 |
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| 65 |
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| 0.1294 | 0.2667 | 3200 | 0.1647 | 0.0057 | 0.0150 | 0.0526 | 98.9361 |
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| 66 |
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| 0.0954 | 0.3 | 3600 | 0.1532 | 0.0057 | 0.0160 | 0.0526 | 98.7555 |
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| 67 |
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| 0.111 | 0.3333 | 4000 | 0.1577 | 0.0057 | 0.0210 | 0.0643 | 98.1890 |
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| 0.114 | 0.3667 | 4400 | 0.1378 | 0.0057 | 0.0160 | 0.0585 | 98.6565 |
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| 0.1183 | 0.4 | 4800 | 0.1163 | 0.0057 | 0.0070 | 0.0351 | 99.3075 |
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| 0.1277 | 0.4333 | 5200 | 0.1571 | 0.0057 | 0.0160 | 0.0760 | 98.8328 |
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| 0.1219 | 0.4667 | 5600 | 0.1571 | 0.0057 | 0.0150 | 0.0526 | 98.7910 |
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| 0.1101 | 0.5 | 6000 | 0.1245 | 0.0057 | 0.0130 | 0.0526 | 99.0524 |
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| 73 |
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| 0.1069 | 0.5333 | 6400 | 0.1470 | 0.0057 | 0.0130 | 0.0585 | 99.0389 |
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| 0.1126 | 0.5667 | 6800 | 0.1302 | 0.0057 | 0.0140 | 0.0526 | 98.9437 |
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| 0.0837 | 1.0137 | 7200 | 0.1323 | 0.0057 | 0.0200 | 0.0702 | 98.4624 |
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| 0.0809 | 1.047 | 7600 | 0.1180 | 0.0057 | 0.0100 | 0.0409 | 99.4630 |
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| 77 |
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| 0.0889 | 1.0803 | 8000 | 0.1241 | 0.0057 | 0.0180 | 0.0702 | 98.7486 |
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| 78 |
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| 0.0711 | 1.1137 | 8400 | 0.1174 | 0.0057 | 0.0150 | 0.0585 | 98.8769 |
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| 79 |
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| 0.0736 | 1.147 | 8800 | 0.1166 | 0.0057 | 0.0120 | 0.0468 | 99.0708 |
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| 80 |
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| 0.0786 | 1.1803 | 9200 | 0.1080 | 0.0057 | 0.0080 | 0.0351 | 99.5225 |
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| 81 |
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| 0.0686 | 1.2137 | 9600 | 0.1037 | 0.0057 | 0.0070 | 0.0292 | 99.5887 |
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| 82 |
+
| 0.0738 | 1.2470 | 10000 | 0.1127 | 0.0057 | 0.0140 | 0.0468 | 99.0132 |
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| 83 |
+
| 0.07 | 1.2803 | 10400 | 0.1051 | 0.0057 | 0.0120 | 0.0409 | 99.0954 |
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| 84 |
+
| 0.0697 | 1.3137 | 10800 | 0.1003 | 0.0057 | 0.0090 | 0.0292 | 99.2171 |
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| 85 |
+
| 0.0686 | 1.347 | 11200 | 0.1038 | 0.0057 | 0.0120 | 0.0351 | 98.9317 |
|
| 86 |
+
| 0.0763 | 1.3803 | 11600 | 0.1028 | 0.0057 | 0.0120 | 0.0351 | 98.9317 |
|
| 87 |
+
| 0.0717 | 1.4137 | 12000 | 0.1018 | 0.0057 | 0.0120 | 0.0351 | 98.9317 |
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| 88 |
+
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| 89 |
+
|
| 90 |
+
### Framework versions
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| 91 |
+
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| 92 |
+
- Transformers 4.46.3
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| 93 |
+
- Pytorch 2.5.1+cu121
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| 94 |
+
- Datasets 3.1.0
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| 95 |
+
- Tokenizers 0.20.3
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config.json
ADDED
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| 1 |
+
{
|
| 2 |
+
"_name_or_path": "/content/drive/MyDrive/Colab Notebooks/trocr/model",
|
| 3 |
+
"architectures": [
|
| 4 |
+
"VisionEncoderDecoderModel"
|
| 5 |
+
],
|
| 6 |
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"decoder": {
|
| 7 |
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"_attn_implementation_autoset": false,
|
| 8 |
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|
| 9 |
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"activation_dropout": 0.0,
|
| 10 |
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"activation_function": "relu",
|
| 11 |
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"add_cross_attention": true,
|
| 12 |
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"architectures": null,
|
| 13 |
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"attention_dropout": 0.0,
|
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"cross_attention_hidden_size": 384,
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| 20 |
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"d_model": 256,
|
| 21 |
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"decoder_attention_heads": 8,
|
| 22 |
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"decoder_ffn_dim": 1024,
|
| 23 |
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"decoder_layerdrop": 0.0,
|
| 24 |
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"decoder_layers": 6,
|
| 25 |
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"decoder_start_token_id": 2,
|
| 26 |
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"diversity_penalty": 0.0,
|
| 27 |
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"do_sample": false,
|
| 28 |
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"dropout": 0.1,
|
| 29 |
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"early_stopping": false,
|
| 30 |
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"encoder_no_repeat_ngram_size": 0,
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| 31 |
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"eos_token_id": 2,
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| 32 |
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| 33 |
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| 34 |
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"forced_bos_token_id": null,
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| 35 |
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"forced_eos_token_id": null,
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| 36 |
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"id2label": {
|
| 37 |
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"0": "LABEL_0",
|
| 38 |
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"1": "LABEL_1"
|
| 39 |
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},
|
| 40 |
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"init_std": 0.02,
|
| 41 |
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"is_decoder": true,
|
| 42 |
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"is_encoder_decoder": false,
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| 43 |
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"label2id": {
|
| 44 |
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"LABEL_0": 0,
|
| 45 |
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"LABEL_1": 1
|
| 46 |
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},
|
| 47 |
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"layernorm_embedding": true,
|
| 48 |
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"length_penalty": 1.0,
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| 49 |
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"max_length": 20,
|
| 50 |
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"max_position_embeddings": 512,
|
| 51 |
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"min_length": 0,
|
| 52 |
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"model_type": "trocr",
|
| 53 |
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"no_repeat_ngram_size": 0,
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"num_beam_groups": 1,
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| 55 |
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"num_beams": 1,
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"num_return_sequences": 1,
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| 57 |
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"output_attentions": false,
|
| 58 |
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"output_hidden_states": false,
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| 59 |
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"pad_token_id": 1,
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| 61 |
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"prefix": null,
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| 62 |
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"problem_type": null,
|
| 63 |
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"pruned_heads": {},
|
| 64 |
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"remove_invalid_values": false,
|
| 65 |
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"repetition_penalty": 1.0,
|
| 66 |
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"return_dict": true,
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| 67 |
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"return_dict_in_generate": false,
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"scale_embedding": true,
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| 69 |
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"sep_token_id": null,
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"suppress_tokens": null,
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| 71 |
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"task_specific_params": null,
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| 72 |
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"temperature": 1.0,
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"tf_legacy_loss": false,
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| 82 |
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"use_bfloat16": false,
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| 83 |
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"vocab_size": 64044
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| 86 |
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},
|
| 87 |
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"decoder_start_token_id": 0,
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"encoder": {
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"hidden_size": 384,
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"0": "LABEL_0",
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"1": "LABEL_1"
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},
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"image_size": 384,
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"is_decoder": false,
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| 121 |
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| 122 |
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| 123 |
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generation_config.json
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preprocessor_config.json
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