End of training
Browse files- README.md +70 -0
- added_tokens.json +3 -0
- config.json +121 -0
- model.safetensors +3 -0
- runs/Jan21_15-34-16_73095be6df3d/events.out.tfevents.1705851296.73095be6df3d.7423.0 +3 -0
- runs/Jan21_15-34-16_73095be6df3d/events.out.tfevents.1705851340.73095be6df3d.7423.1 +3 -0
- special_tokens_map.json +15 -0
- spm.model +3 -0
- tokenizer.json +0 -0
- tokenizer_config.json +58 -0
- training_args.bin +3 -0
README.md
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| 1 |
+
---
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license: mit
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base_model: microsoft/deberta-v3-small
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tags:
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- generated_from_trainer
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metrics:
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- precision
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- recall
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- accuracy
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- f1
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model-index:
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- name: deberta-v3-ft-news-sentiment-analisys
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results: []
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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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# deberta-v3-ft-news-sentiment-analisys
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This model is a fine-tuned version of [microsoft/deberta-v3-small](https://huggingface.co/microsoft/deberta-v3-small) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.2868
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- Precision: 0.8987
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- Recall: 0.8987
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- Accuracy: 0.8987
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- F1: 0.8987
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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: 32
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- eval_batch_size: 64
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- seed: 42
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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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- num_epochs: 5
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | Accuracy | F1 |
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|:-------------:|:-----:|:----:|:---------------:|:---------:|:------:|:--------:|:------:|
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| No log | 1.0 | 64 | 0.8396 | 0.7093 | 0.7093 | 0.7093 | 0.7093 |
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| 59 |
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| No log | 2.0 | 128 | 0.4040 | 0.8194 | 0.8194 | 0.8194 | 0.8194 |
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| 60 |
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| No log | 3.0 | 192 | 0.4036 | 0.8238 | 0.8238 | 0.8238 | 0.8238 |
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| 61 |
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| No log | 4.0 | 256 | 0.3208 | 0.8767 | 0.8767 | 0.8767 | 0.8767 |
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| 62 |
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| No log | 5.0 | 320 | 0.2868 | 0.8987 | 0.8987 | 0.8987 | 0.8987 |
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| 63 |
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| 64 |
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### Framework versions
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- Transformers 4.35.2
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- Pytorch 2.1.0+cu121
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- Datasets 2.16.1
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- Tokenizers 0.15.0
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added_tokens.json
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{
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"[MASK]": 128000
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}
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config.json
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{
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| 2 |
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"_name_or_path": "microsoft/deberta-v3-small",
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| 3 |
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"architectures": [
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| 4 |
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"DebertaV2ForSequenceClassification"
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| 5 |
+
],
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| 6 |
+
"attention_probs_dropout_prob": 0.1,
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| 7 |
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"hidden_act": "gelu",
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| 8 |
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"hidden_dropout_prob": 0.1,
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| 9 |
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"hidden_size": 768,
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| 10 |
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"id2label": {
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| 11 |
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"0": "LABEL_0",
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| 12 |
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"1": "LABEL_1",
|
| 13 |
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"2": "LABEL_2",
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| 14 |
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"3": "LABEL_3",
|
| 15 |
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"4": "LABEL_4",
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| 16 |
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"5": "LABEL_5",
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| 17 |
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"6": "LABEL_6",
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| 18 |
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"7": "LABEL_7",
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| 19 |
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"8": "LABEL_8",
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| 20 |
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"9": "LABEL_9",
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| 21 |
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"10": "LABEL_10",
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| 22 |
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"11": "LABEL_11",
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| 23 |
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"12": "LABEL_12",
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| 24 |
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"13": "LABEL_13",
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| 25 |
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"14": "LABEL_14",
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| 26 |
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"15": "LABEL_15",
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| 27 |
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"16": "LABEL_16",
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| 28 |
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"17": "LABEL_17",
|
| 29 |
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"18": "LABEL_18",
|
| 30 |
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"19": "LABEL_19",
|
| 31 |
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"20": "LABEL_20",
|
| 32 |
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"21": "LABEL_21",
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| 33 |
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"22": "LABEL_22",
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| 34 |
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"23": "LABEL_23",
|
| 35 |
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"24": "LABEL_24",
|
| 36 |
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"25": "LABEL_25",
|
| 37 |
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"26": "LABEL_26",
|
| 38 |
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"27": "LABEL_27",
|
| 39 |
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"28": "LABEL_28",
|
| 40 |
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"29": "LABEL_29",
|
| 41 |
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"30": "LABEL_30",
|
| 42 |
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"31": "LABEL_31",
|
| 43 |
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"32": "LABEL_32",
|
| 44 |
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"33": "LABEL_33",
|
| 45 |
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"34": "LABEL_34",
|
| 46 |
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"35": "LABEL_35",
|
| 47 |
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"36": "LABEL_36",
|
| 48 |
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"37": "LABEL_37",
|
| 49 |
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"38": "LABEL_38",
|
| 50 |
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"39": "LABEL_39",
|
| 51 |
+
"40": "LABEL_40"
|
| 52 |
+
},
|
| 53 |
+
"initializer_range": 0.02,
|
| 54 |
+
"intermediate_size": 3072,
|
| 55 |
+
"label2id": {
|
| 56 |
+
"LABEL_0": 0,
|
| 57 |
+
"LABEL_1": 1,
|
| 58 |
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"LABEL_10": 10,
|
| 59 |
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"LABEL_11": 11,
|
| 60 |
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"LABEL_12": 12,
|
| 61 |
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"LABEL_13": 13,
|
| 62 |
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"LABEL_14": 14,
|
| 63 |
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"LABEL_15": 15,
|
| 64 |
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"LABEL_16": 16,
|
| 65 |
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"LABEL_17": 17,
|
| 66 |
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"LABEL_18": 18,
|
| 67 |
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"LABEL_19": 19,
|
| 68 |
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"LABEL_2": 2,
|
| 69 |
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"LABEL_20": 20,
|
| 70 |
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"LABEL_21": 21,
|
| 71 |
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"LABEL_22": 22,
|
| 72 |
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"LABEL_23": 23,
|
| 73 |
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"LABEL_24": 24,
|
| 74 |
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"LABEL_25": 25,
|
| 75 |
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"LABEL_26": 26,
|
| 76 |
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"LABEL_27": 27,
|
| 77 |
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"LABEL_28": 28,
|
| 78 |
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"LABEL_29": 29,
|
| 79 |
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"LABEL_3": 3,
|
| 80 |
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"LABEL_30": 30,
|
| 81 |
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"LABEL_31": 31,
|
| 82 |
+
"LABEL_32": 32,
|
| 83 |
+
"LABEL_33": 33,
|
| 84 |
+
"LABEL_34": 34,
|
| 85 |
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"LABEL_35": 35,
|
| 86 |
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"LABEL_36": 36,
|
| 87 |
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"LABEL_37": 37,
|
| 88 |
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"LABEL_38": 38,
|
| 89 |
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"LABEL_39": 39,
|
| 90 |
+
"LABEL_4": 4,
|
| 91 |
+
"LABEL_40": 40,
|
| 92 |
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"LABEL_5": 5,
|
| 93 |
+
"LABEL_6": 6,
|
| 94 |
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"LABEL_7": 7,
|
| 95 |
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"LABEL_8": 8,
|
| 96 |
+
"LABEL_9": 9
|
| 97 |
+
},
|
| 98 |
+
"layer_norm_eps": 1e-07,
|
| 99 |
+
"max_position_embeddings": 512,
|
| 100 |
+
"max_relative_positions": -1,
|
| 101 |
+
"model_type": "deberta-v2",
|
| 102 |
+
"norm_rel_ebd": "layer_norm",
|
| 103 |
+
"num_attention_heads": 12,
|
| 104 |
+
"num_hidden_layers": 6,
|
| 105 |
+
"pad_token_id": 0,
|
| 106 |
+
"pooler_dropout": 0,
|
| 107 |
+
"pooler_hidden_act": "gelu",
|
| 108 |
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"pooler_hidden_size": 768,
|
| 109 |
+
"pos_att_type": [
|
| 110 |
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"p2c",
|
| 111 |
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"c2p"
|
| 112 |
+
],
|
| 113 |
+
"position_biased_input": false,
|
| 114 |
+
"position_buckets": 256,
|
| 115 |
+
"relative_attention": true,
|
| 116 |
+
"share_att_key": true,
|
| 117 |
+
"torch_dtype": "float32",
|
| 118 |
+
"transformers_version": "4.35.2",
|
| 119 |
+
"type_vocab_size": 0,
|
| 120 |
+
"vocab_size": 128100
|
| 121 |
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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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| 2 |
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oid sha256:ca120578a55bc2831c16e8438d8d4358555485ee45630bdaca9c1aa925b7761f
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| 3 |
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size 567718532
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runs/Jan21_15-34-16_73095be6df3d/events.out.tfevents.1705851296.73095be6df3d.7423.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:217f3d59b3bb873b4404a4e45463b1c46fa788ad2a1314fa631bda830d2e8e81
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size 8842
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runs/Jan21_15-34-16_73095be6df3d/events.out.tfevents.1705851340.73095be6df3d.7423.1
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version https://git-lfs.github.com/spec/v1
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oid sha256:5d67a222ea72c8071290fa334e1e30465d8d0e6428dc200cadca0a96d650e09d
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| 3 |
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size 560
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special_tokens_map.json
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| 1 |
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{
|
| 2 |
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"bos_token": "[CLS]",
|
| 3 |
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"cls_token": "[CLS]",
|
| 4 |
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"eos_token": "[SEP]",
|
| 5 |
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"mask_token": "[MASK]",
|
| 6 |
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"pad_token": "[PAD]",
|
| 7 |
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"sep_token": "[SEP]",
|
| 8 |
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"unk_token": {
|
| 9 |
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"content": "[UNK]",
|
| 10 |
+
"lstrip": false,
|
| 11 |
+
"normalized": true,
|
| 12 |
+
"rstrip": false,
|
| 13 |
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"single_word": false
|
| 14 |
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}
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| 15 |
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}
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spm.model
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| 1 |
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:c679fbf93643d19aab7ee10c0b99e460bdbc02fedf34b92b05af343b4af586fd
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| 3 |
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size 2464616
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tokenizer.json
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The diff for this file is too large to render.
See raw diff
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tokenizer_config.json
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| 1 |
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{
|
| 2 |
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"added_tokens_decoder": {
|
| 3 |
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"0": {
|
| 4 |
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"content": "[PAD]",
|
| 5 |
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"lstrip": false,
|
| 6 |
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"normalized": false,
|
| 7 |
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"rstrip": false,
|
| 8 |
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"single_word": false,
|
| 9 |
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"special": true
|
| 10 |
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},
|
| 11 |
+
"1": {
|
| 12 |
+
"content": "[CLS]",
|
| 13 |
+
"lstrip": false,
|
| 14 |
+
"normalized": false,
|
| 15 |
+
"rstrip": false,
|
| 16 |
+
"single_word": false,
|
| 17 |
+
"special": true
|
| 18 |
+
},
|
| 19 |
+
"2": {
|
| 20 |
+
"content": "[SEP]",
|
| 21 |
+
"lstrip": false,
|
| 22 |
+
"normalized": false,
|
| 23 |
+
"rstrip": false,
|
| 24 |
+
"single_word": false,
|
| 25 |
+
"special": true
|
| 26 |
+
},
|
| 27 |
+
"3": {
|
| 28 |
+
"content": "[UNK]",
|
| 29 |
+
"lstrip": false,
|
| 30 |
+
"normalized": true,
|
| 31 |
+
"rstrip": false,
|
| 32 |
+
"single_word": false,
|
| 33 |
+
"special": true
|
| 34 |
+
},
|
| 35 |
+
"128000": {
|
| 36 |
+
"content": "[MASK]",
|
| 37 |
+
"lstrip": false,
|
| 38 |
+
"normalized": false,
|
| 39 |
+
"rstrip": false,
|
| 40 |
+
"single_word": false,
|
| 41 |
+
"special": true
|
| 42 |
+
}
|
| 43 |
+
},
|
| 44 |
+
"bos_token": "[CLS]",
|
| 45 |
+
"clean_up_tokenization_spaces": true,
|
| 46 |
+
"cls_token": "[CLS]",
|
| 47 |
+
"do_lower_case": false,
|
| 48 |
+
"eos_token": "[SEP]",
|
| 49 |
+
"mask_token": "[MASK]",
|
| 50 |
+
"model_max_length": 1000000000000000019884624838656,
|
| 51 |
+
"pad_token": "[PAD]",
|
| 52 |
+
"sep_token": "[SEP]",
|
| 53 |
+
"sp_model_kwargs": {},
|
| 54 |
+
"split_by_punct": false,
|
| 55 |
+
"tokenizer_class": "DebertaV2Tokenizer",
|
| 56 |
+
"unk_token": "[UNK]",
|
| 57 |
+
"vocab_type": "spm"
|
| 58 |
+
}
|
training_args.bin
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:7c7fa727999a716b93bcc0540cf3a377d26423240202cda38181227004c03f31
|
| 3 |
+
size 4600
|