Commit ·
9943265
1
Parent(s): 18d6377
Initial version
Browse files- README.md +70 -0
- model.safetensors +1 -1
- runs/Jan07_19-02-52_1c5a8e80ae39/events.out.tfevents.1704654173.1c5a8e80ae39.517.1 +2 -2
- runs/Jan07_19-12-30_1c5a8e80ae39/events.out.tfevents.1704654751.1c5a8e80ae39.517.2 +3 -0
- tmp-checkpoint-2000/config.json +121 -0
- tmp-checkpoint-2000/model.safetensors +3 -0
- tmp-checkpoint-2000/optimizer.pt +3 -0
- tmp-checkpoint-2000/rng_state.pth +3 -0
- tmp-checkpoint-2000/scheduler.pt +3 -0
- tmp-checkpoint-2000/sentencepiece.bpe.model +3 -0
- tmp-checkpoint-2000/special_tokens_map.json +51 -0
- tmp-checkpoint-2000/tokenizer.json +3 -0
- tmp-checkpoint-2000/tokenizer_config.json +54 -0
- tmp-checkpoint-2000/trainer_state.json +349 -0
- tmp-checkpoint-2000/training_args.bin +3 -0
- training_args.bin +1 -1
README.md
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---
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license: mit
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base_model: papluca/xlm-roberta-base-language-detection
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tags:
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- Italian
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- legal ruling
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- generated_from_trainer
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metrics:
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- f1
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- accuracy
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model-index:
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- name: ribesstefano/RuleBert-v0.2-k0
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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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# ribesstefano/RuleBert-v0.2-k0
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This model is a fine-tuned version of [papluca/xlm-roberta-base-language-detection](https://huggingface.co/papluca/xlm-roberta-base-language-detection) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.3669
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- F1: 0.4972
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- Roc Auc: 0.6720
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- Accuracy: 0.0
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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: 2
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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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- training_steps: 8000
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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 | F1 | Roc Auc | Accuracy |
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|:-------------:|:-----:|:----:|:---------------:|:------:|:-------:|:--------:|
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| 0.3463 | 0.06 | 250 | 0.3661 | 0.4972 | 0.6720 | 0.0 |
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| 0.3384 | 0.12 | 500 | 0.3619 | 0.4972 | 0.6720 | 0.0 |
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| 0.3266 | 0.19 | 750 | 0.3583 | 0.5162 | 0.6763 | 0.0533 |
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| 0.3276 | 0.25 | 1000 | 0.3594 | 0.5152 | 0.6751 | 0.06 |
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| 0.3412 | 0.31 | 1250 | 0.3669 | 0.4972 | 0.6720 | 0.0 |
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### Framework versions
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- Transformers 4.36.2
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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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runs/Jan07_19-02-52_1c5a8e80ae39/events.out.tfevents.1704654173.1c5a8e80ae39.517.1
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runs/Jan07_19-12-30_1c5a8e80ae39/events.out.tfevents.1704654751.1c5a8e80ae39.517.2
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size 14819
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tmp-checkpoint-2000/config.json
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{
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"_name_or_path": "papluca/xlm-roberta-base-language-detection",
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"architectures": [
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"XLMRobertaForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"bos_token_id": 0,
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"classifier_dropout": null,
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"eos_token_id": 2,
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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": "andamento retromarcia imputato",
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"1": "attraversamento corretto della vittima",
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"2": "attraversamento vittima con semaforo rosso",
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"3": "attraversamento vittima senza strisce o sbucata improvvisamente",
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"4": "centro abitato",
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"5": "colpo di sonno",
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"6": "eccesso verso imputato",
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"7": "eccesso verso vittima",
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"8": "fuga imputato",
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"9": "giorno",
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"10": "giovane eta imputato",
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"11": "guida brusca o manovra brusca della vittima",
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"12": "guida brusca o manovra brusca imputato",
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"13": "guida senza patente valida imputato",
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"14": "guida senza patente valida vittima",
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"15": "imputato perde controllo",
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"16": "imputato ubriaco o drogato",
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"17": "invasione corsia opposta imputato",
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"18": "lavori stradali di manutenzione",
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"19": "localita commerciale o luogo di lavoro",
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"20": "maltempo",
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"21": "mancanza cintura di sicurezza o casco vittima",
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"22": "neopat imputato",
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"23": "notte",
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"24": "ostacolo evitabile dall imputato",
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"25": "ostacolo prevedibile dall imputato",
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"26": "ostacolo prevedibile dalla vittima",
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"27": "piu imputati",
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"28": "poca illuminazione o scarsa visibilita",
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"29": "presenza rimorchio imputato",
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"30": "prossimita di un incrocio o curva",
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"31": "segnaletica non visibile o assente",
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"32": "strada a doppio senso di marcia",
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"33": "strada rovinata o bagnata",
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"34": "uso telefono alla guida",
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"35": "veicoli non abilitato a circolare o senza assicurazione imputato",
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"36": "veicoli non abilitato a circolare o senza assicurazione vittima",
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"37": "violazione stop o semaforo o codice della strada da parte della vittima",
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"38": "violazione stop o semaforo o codice della strada da parte imputato",
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"39": "vittima eta avanzata",
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"40": "vittima eta giovane",
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| 55 |
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"41": "vittima perde controllo",
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| 56 |
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"42": "vittima priva di giubbino e bretelle riflettenti",
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| 57 |
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"43": "vittima ubriaca o drogata"
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},
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"initializer_range": 0.02,
|
| 60 |
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"intermediate_size": 3072,
|
| 61 |
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"label2id": {
|
| 62 |
+
"andamento retromarcia imputato": 0,
|
| 63 |
+
"attraversamento corretto della vittima": 1,
|
| 64 |
+
"attraversamento vittima con semaforo rosso": 2,
|
| 65 |
+
"attraversamento vittima senza strisce o sbucata improvvisamente": 3,
|
| 66 |
+
"centro abitato": 4,
|
| 67 |
+
"colpo di sonno": 5,
|
| 68 |
+
"eccesso verso imputato": 6,
|
| 69 |
+
"eccesso verso vittima": 7,
|
| 70 |
+
"fuga imputato": 8,
|
| 71 |
+
"giorno": 9,
|
| 72 |
+
"giovane eta imputato": 10,
|
| 73 |
+
"guida brusca o manovra brusca della vittima": 11,
|
| 74 |
+
"guida brusca o manovra brusca imputato": 12,
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| 75 |
+
"guida senza patente valida imputato": 13,
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| 76 |
+
"guida senza patente valida vittima": 14,
|
| 77 |
+
"imputato perde controllo": 15,
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| 78 |
+
"imputato ubriaco o drogato": 16,
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| 79 |
+
"invasione corsia opposta imputato": 17,
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| 80 |
+
"lavori stradali di manutenzione": 18,
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| 81 |
+
"localita commerciale o luogo di lavoro": 19,
|
| 82 |
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"maltempo": 20,
|
| 83 |
+
"mancanza cintura di sicurezza o casco vittima": 21,
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| 84 |
+
"neopat imputato": 22,
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| 85 |
+
"notte": 23,
|
| 86 |
+
"ostacolo evitabile dall imputato": 24,
|
| 87 |
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"ostacolo prevedibile dall imputato": 25,
|
| 88 |
+
"ostacolo prevedibile dalla vittima": 26,
|
| 89 |
+
"piu imputati": 27,
|
| 90 |
+
"poca illuminazione o scarsa visibilita": 28,
|
| 91 |
+
"presenza rimorchio imputato": 29,
|
| 92 |
+
"prossimita di un incrocio o curva": 30,
|
| 93 |
+
"segnaletica non visibile o assente": 31,
|
| 94 |
+
"strada a doppio senso di marcia": 32,
|
| 95 |
+
"strada rovinata o bagnata": 33,
|
| 96 |
+
"uso telefono alla guida": 34,
|
| 97 |
+
"veicoli non abilitato a circolare o senza assicurazione imputato": 35,
|
| 98 |
+
"veicoli non abilitato a circolare o senza assicurazione vittima": 36,
|
| 99 |
+
"violazione stop o semaforo o codice della strada da parte della vittima": 37,
|
| 100 |
+
"violazione stop o semaforo o codice della strada da parte imputato": 38,
|
| 101 |
+
"vittima eta avanzata": 39,
|
| 102 |
+
"vittima eta giovane": 40,
|
| 103 |
+
"vittima perde controllo": 41,
|
| 104 |
+
"vittima priva di giubbino e bretelle riflettenti": 42,
|
| 105 |
+
"vittima ubriaca o drogata": 43
|
| 106 |
+
},
|
| 107 |
+
"layer_norm_eps": 1e-05,
|
| 108 |
+
"max_position_embeddings": 514,
|
| 109 |
+
"model_type": "xlm-roberta",
|
| 110 |
+
"num_attention_heads": 12,
|
| 111 |
+
"num_hidden_layers": 12,
|
| 112 |
+
"output_past": true,
|
| 113 |
+
"pad_token_id": 1,
|
| 114 |
+
"position_embedding_type": "absolute",
|
| 115 |
+
"problem_type": "multi_label_classification",
|
| 116 |
+
"torch_dtype": "float32",
|
| 117 |
+
"transformers_version": "4.36.2",
|
| 118 |
+
"type_vocab_size": 1,
|
| 119 |
+
"use_cache": true,
|
| 120 |
+
"vocab_size": 250002
|
| 121 |
+
}
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size 1064
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tmp-checkpoint-2000/sentencepiece.bpe.model
ADDED
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@@ -0,0 +1,3 @@
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| 1 |
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version https://git-lfs.github.com/spec/v1
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oid sha256:cfc8146abe2a0488e9e2a0c56de7952f7c11ab059eca145a0a727afce0db2865
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| 3 |
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size 5069051
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tmp-checkpoint-2000/special_tokens_map.json
ADDED
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@@ -0,0 +1,51 @@
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| 1 |
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| 50 |
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tmp-checkpoint-2000/tokenizer.json
ADDED
|
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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| 3 |
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size 17083021
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tmp-checkpoint-2000/tokenizer_config.json
ADDED
|
@@ -0,0 +1,54 @@
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| 1 |
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| 6 |
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| 9 |
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| 10 |
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| 11 |
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| 26 |
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| 28 |
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| 29 |
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| 30 |
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| 31 |
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| 33 |
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| 34 |
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| 35 |
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| 36 |
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| 37 |
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| 38 |
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| 39 |
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| 40 |
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| 41 |
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| 42 |
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| 43 |
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| 44 |
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| 45 |
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| 46 |
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| 52 |
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| 53 |
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| 54 |
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|
tmp-checkpoint-2000/trainer_state.json
ADDED
|
@@ -0,0 +1,349 @@
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