Commit
·
1a34dcd
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Parent(s):
16d43b3
Training in progress epoch 0
Browse files- README.md +55 -0
- config.json +327 -0
- special_tokens_map.json +7 -0
- tf_model.h5 +3 -0
- tokenizer.json +0 -0
- tokenizer_config.json +13 -0
- vocab.txt +0 -0
README.md
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---
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license: apache-2.0
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base_model: distilbert-base-uncased
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tags:
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- generated_from_keras_callback
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model-index:
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- name: vedantjumle/indo-ml-final-test-bert
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results: []
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---
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<!-- This model card has been generated automatically according to the information Keras had access to. You should
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probably proofread and complete it, then remove this comment. -->
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# vedantjumle/indo-ml-final-test-bert
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This model is a fine-tuned version of [distilbert-base-uncased](https://huggingface.co/distilbert-base-uncased) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Train Loss: 0.0932
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- Validation Loss: 0.5714
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- Train Accuracy: 0.8533
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- Epoch: 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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- optimizer: {'name': 'Adam', 'weight_decay': None, 'clipnorm': None, 'global_clipnorm': None, 'clipvalue': None, 'use_ema': False, 'ema_momentum': 0.99, 'ema_overwrite_frequency': None, 'jit_compile': True, 'is_legacy_optimizer': False, 'learning_rate': {'module': 'keras.optimizers.schedules', 'class_name': 'PolynomialDecay', 'config': {'initial_learning_rate': 2e-05, 'decay_steps': 3000, 'end_learning_rate': 0.0, 'power': 1.0, 'cycle': False, 'name': None}, 'registered_name': None}, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-08, 'amsgrad': False}
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- training_precision: float32
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### Training results
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| Train Loss | Validation Loss | Train Accuracy | Epoch |
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|:----------:|:---------------:|:--------------:|:-----:|
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| 0.0932 | 0.5714 | 0.8533 | 0 |
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### Framework versions
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- Transformers 4.33.2
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- TensorFlow 2.13.0
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- Datasets 2.14.5
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- Tokenizers 0.13.3
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config.json
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{
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"_name_or_path": "distilbert-base-uncased",
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"activation": "gelu",
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"architectures": [
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"DistilBertForSequenceClassification"
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],
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"attention_dropout": 0.1,
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"dim": 768,
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"dropout": 0.1,
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"hidden_dim": 3072,
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"id2label": {
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"accept reservations": 0,
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"account blocked": 1,
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"alarm": 2,
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"application status": 3,
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"apr": 4,
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"are you a bot": 5,
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"balance": 6,
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"bill balance": 7,
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"bill due": 8,
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"book flight": 9,
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"book hotel": 10,
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"calculator": 11,
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"calendar": 12,
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"calendar update": 13,
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"calories": 14,
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"cancel": 15,
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"cancel reservation": 16,
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"car rental": 17,
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"card declined": 18,
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"carry on": 19,
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"change accent": 20,
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"change ai name": 21,
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"change language": 22,
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"change speed": 23,
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"change user name": 24,
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"change volume": 25,
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"confirm reservation": 26,
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"cook time": 27,
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"credit limit": 28,
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"credit limit change": 29,
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"credit score": 30,
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"current location": 31,
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"damaged card": 32,
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"date": 33,
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"definition": 34,
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| 47 |
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"direct deposit": 35,
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"directions": 36,
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"distance": 37,
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| 50 |
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"do you have pets": 38,
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"exchange rate": 39,
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| 52 |
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"expiration date": 40,
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"find phone": 41,
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"flight status": 42,
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"flip coin": 43,
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"food last": 44,
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"freeze account": 45,
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"fun fact": 46,
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"gas": 47,
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"gas type": 48,
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"goodbye": 49,
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"greeting": 50,
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"how busy": 51,
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"how old are you": 52,
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"improve credit score": 53,
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"income": 54,
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"ingredient substitution": 55,
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"ingredients list": 56,
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"insurance": 57,
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"insurance change": 58,
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"interest rate": 59,
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"international fees": 60,
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"international visa": 61,
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"jump start": 62,
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"last maintenance": 63,
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"lost luggage": 64,
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"make call": 65,
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"maybe": 66,
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"meal suggestion": 67,
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"meaning of life": 68,
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"measurement conversion": 69,
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"meeting schedule": 70,
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"min payment": 71,
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"mpg": 72,
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"new card": 73,
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| 86 |
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"next holiday": 74,
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"next song": 75,
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| 88 |
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"no": 76,
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"nutrition info": 77,
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| 90 |
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"oil change how": 78,
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| 91 |
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"oil change when": 79,
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| 92 |
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"order": 80,
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"order checks": 81,
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| 94 |
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"order status": 82,
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"pay bill": 83,
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| 96 |
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"payday": 84,
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| 97 |
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"pin change": 85,
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| 98 |
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"play music": 86,
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| 99 |
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"plug type": 87,
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| 100 |
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"pto balance": 88,
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| 101 |
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"pto request": 89,
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| 102 |
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"pto request status": 90,
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| 103 |
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"pto used": 91,
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| 104 |
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"recipe": 92,
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| 105 |
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"redeem rewards": 93,
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| 106 |
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"reminder": 94,
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| 107 |
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"reminder update": 95,
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| 108 |
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"repeat": 96,
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| 109 |
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"replacement card duration": 97,
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| 110 |
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"report fraud": 98,
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| 111 |
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"report lost card": 99,
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| 112 |
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"reset settings": 100,
|
| 113 |
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"restaurant reservation": 101,
|
| 114 |
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"restaurant reviews": 102,
|
| 115 |
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"restaurant suggestion": 103,
|
| 116 |
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"rewards balance": 104,
|
| 117 |
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"roll dice": 105,
|
| 118 |
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"rollover 401k": 106,
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| 119 |
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"routing": 107,
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| 120 |
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"schedule maintenance": 108,
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| 121 |
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"schedule meeting": 109,
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| 122 |
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"share location": 110,
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| 123 |
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"shopping list": 111,
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| 124 |
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"shopping list update": 112,
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| 125 |
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"smart home": 113,
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| 126 |
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"spelling": 114,
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| 127 |
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"spending history": 115,
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| 128 |
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"sync device": 116,
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| 129 |
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"taxes": 117,
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| 130 |
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"tell joke": 118,
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| 131 |
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"text": 119,
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| 132 |
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"thank you": 120,
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| 133 |
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"time": 121,
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| 134 |
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"timer": 122,
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| 135 |
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"timezone": 123,
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| 136 |
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"tire change": 124,
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| 137 |
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"tire pressure": 125,
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| 138 |
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"todo list": 126,
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| 139 |
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"todo list update": 127,
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| 140 |
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"traffic": 128,
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| 141 |
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"transactions": 129,
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| 142 |
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"transfer": 130,
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| 143 |
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"translate": 131,
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| 144 |
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"travel alert": 132,
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| 145 |
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"travel notification": 133,
|
| 146 |
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"travel suggestion": 134,
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| 147 |
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"uber": 135,
|
| 148 |
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"update playlist": 136,
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| 149 |
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"user name": 137,
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| 150 |
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"vaccines": 138,
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| 151 |
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"w2": 139,
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| 152 |
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"weather": 140,
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| 153 |
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"what are your hobbies": 141,
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| 154 |
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"what can i ask you": 142,
|
| 155 |
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"what is your name": 143,
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| 156 |
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"what song": 144,
|
| 157 |
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"where are you from": 145,
|
| 158 |
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"whisper mode": 146,
|
| 159 |
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"who do you work for": 147,
|
| 160 |
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"who made you": 148,
|
| 161 |
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"yes": 149
|
| 162 |
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},
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| 163 |
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"initializer_range": 0.02,
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| 164 |
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"label2id": {
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| 165 |
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"0": "accept reservations",
|
| 166 |
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"1": "account blocked",
|
| 167 |
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"2": "alarm",
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| 168 |
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"3": "application status",
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| 169 |
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"4": "apr",
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| 170 |
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"5": "are you a bot",
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| 171 |
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"6": "balance",
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| 172 |
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"7": "bill balance",
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| 173 |
+
"8": "bill due",
|
| 174 |
+
"9": "book flight",
|
| 175 |
+
"10": "book hotel",
|
| 176 |
+
"11": "calculator",
|
| 177 |
+
"12": "calendar",
|
| 178 |
+
"13": "calendar update",
|
| 179 |
+
"14": "calories",
|
| 180 |
+
"15": "cancel",
|
| 181 |
+
"16": "cancel reservation",
|
| 182 |
+
"17": "car rental",
|
| 183 |
+
"18": "card declined",
|
| 184 |
+
"19": "carry on",
|
| 185 |
+
"20": "change accent",
|
| 186 |
+
"21": "change ai name",
|
| 187 |
+
"22": "change language",
|
| 188 |
+
"23": "change speed",
|
| 189 |
+
"24": "change user name",
|
| 190 |
+
"25": "change volume",
|
| 191 |
+
"26": "confirm reservation",
|
| 192 |
+
"27": "cook time",
|
| 193 |
+
"28": "credit limit",
|
| 194 |
+
"29": "credit limit change",
|
| 195 |
+
"30": "credit score",
|
| 196 |
+
"31": "current location",
|
| 197 |
+
"32": "damaged card",
|
| 198 |
+
"33": "date",
|
| 199 |
+
"34": "definition",
|
| 200 |
+
"35": "direct deposit",
|
| 201 |
+
"36": "directions",
|
| 202 |
+
"37": "distance",
|
| 203 |
+
"38": "do you have pets",
|
| 204 |
+
"39": "exchange rate",
|
| 205 |
+
"40": "expiration date",
|
| 206 |
+
"41": "find phone",
|
| 207 |
+
"42": "flight status",
|
| 208 |
+
"43": "flip coin",
|
| 209 |
+
"44": "food last",
|
| 210 |
+
"45": "freeze account",
|
| 211 |
+
"46": "fun fact",
|
| 212 |
+
"47": "gas",
|
| 213 |
+
"48": "gas type",
|
| 214 |
+
"49": "goodbye",
|
| 215 |
+
"50": "greeting",
|
| 216 |
+
"51": "how busy",
|
| 217 |
+
"52": "how old are you",
|
| 218 |
+
"53": "improve credit score",
|
| 219 |
+
"54": "income",
|
| 220 |
+
"55": "ingredient substitution",
|
| 221 |
+
"56": "ingredients list",
|
| 222 |
+
"57": "insurance",
|
| 223 |
+
"58": "insurance change",
|
| 224 |
+
"59": "interest rate",
|
| 225 |
+
"60": "international fees",
|
| 226 |
+
"61": "international visa",
|
| 227 |
+
"62": "jump start",
|
| 228 |
+
"63": "last maintenance",
|
| 229 |
+
"64": "lost luggage",
|
| 230 |
+
"65": "make call",
|
| 231 |
+
"66": "maybe",
|
| 232 |
+
"67": "meal suggestion",
|
| 233 |
+
"68": "meaning of life",
|
| 234 |
+
"69": "measurement conversion",
|
| 235 |
+
"70": "meeting schedule",
|
| 236 |
+
"71": "min payment",
|
| 237 |
+
"72": "mpg",
|
| 238 |
+
"73": "new card",
|
| 239 |
+
"74": "next holiday",
|
| 240 |
+
"75": "next song",
|
| 241 |
+
"76": "no",
|
| 242 |
+
"77": "nutrition info",
|
| 243 |
+
"78": "oil change how",
|
| 244 |
+
"79": "oil change when",
|
| 245 |
+
"80": "order",
|
| 246 |
+
"81": "order checks",
|
| 247 |
+
"82": "order status",
|
| 248 |
+
"83": "pay bill",
|
| 249 |
+
"84": "payday",
|
| 250 |
+
"85": "pin change",
|
| 251 |
+
"86": "play music",
|
| 252 |
+
"87": "plug type",
|
| 253 |
+
"88": "pto balance",
|
| 254 |
+
"89": "pto request",
|
| 255 |
+
"90": "pto request status",
|
| 256 |
+
"91": "pto used",
|
| 257 |
+
"92": "recipe",
|
| 258 |
+
"93": "redeem rewards",
|
| 259 |
+
"94": "reminder",
|
| 260 |
+
"95": "reminder update",
|
| 261 |
+
"96": "repeat",
|
| 262 |
+
"97": "replacement card duration",
|
| 263 |
+
"98": "report fraud",
|
| 264 |
+
"99": "report lost card",
|
| 265 |
+
"100": "reset settings",
|
| 266 |
+
"101": "restaurant reservation",
|
| 267 |
+
"102": "restaurant reviews",
|
| 268 |
+
"103": "restaurant suggestion",
|
| 269 |
+
"104": "rewards balance",
|
| 270 |
+
"105": "roll dice",
|
| 271 |
+
"106": "rollover 401k",
|
| 272 |
+
"107": "routing",
|
| 273 |
+
"108": "schedule maintenance",
|
| 274 |
+
"109": "schedule meeting",
|
| 275 |
+
"110": "share location",
|
| 276 |
+
"111": "shopping list",
|
| 277 |
+
"112": "shopping list update",
|
| 278 |
+
"113": "smart home",
|
| 279 |
+
"114": "spelling",
|
| 280 |
+
"115": "spending history",
|
| 281 |
+
"116": "sync device",
|
| 282 |
+
"117": "taxes",
|
| 283 |
+
"118": "tell joke",
|
| 284 |
+
"119": "text",
|
| 285 |
+
"120": "thank you",
|
| 286 |
+
"121": "time",
|
| 287 |
+
"122": "timer",
|
| 288 |
+
"123": "timezone",
|
| 289 |
+
"124": "tire change",
|
| 290 |
+
"125": "tire pressure",
|
| 291 |
+
"126": "todo list",
|
| 292 |
+
"127": "todo list update",
|
| 293 |
+
"128": "traffic",
|
| 294 |
+
"129": "transactions",
|
| 295 |
+
"130": "transfer",
|
| 296 |
+
"131": "translate",
|
| 297 |
+
"132": "travel alert",
|
| 298 |
+
"133": "travel notification",
|
| 299 |
+
"134": "travel suggestion",
|
| 300 |
+
"135": "uber",
|
| 301 |
+
"136": "update playlist",
|
| 302 |
+
"137": "user name",
|
| 303 |
+
"138": "vaccines",
|
| 304 |
+
"139": "w2",
|
| 305 |
+
"140": "weather",
|
| 306 |
+
"141": "what are your hobbies",
|
| 307 |
+
"142": "what can i ask you",
|
| 308 |
+
"143": "what is your name",
|
| 309 |
+
"144": "what song",
|
| 310 |
+
"145": "where are you from",
|
| 311 |
+
"146": "whisper mode",
|
| 312 |
+
"147": "who do you work for",
|
| 313 |
+
"148": "who made you",
|
| 314 |
+
"149": "yes"
|
| 315 |
+
},
|
| 316 |
+
"max_position_embeddings": 512,
|
| 317 |
+
"model_type": "distilbert",
|
| 318 |
+
"n_heads": 12,
|
| 319 |
+
"n_layers": 6,
|
| 320 |
+
"pad_token_id": 0,
|
| 321 |
+
"qa_dropout": 0.1,
|
| 322 |
+
"seq_classif_dropout": 0.2,
|
| 323 |
+
"sinusoidal_pos_embds": false,
|
| 324 |
+
"tie_weights_": true,
|
| 325 |
+
"transformers_version": "4.33.2",
|
| 326 |
+
"vocab_size": 30522
|
| 327 |
+
}
|
special_tokens_map.json
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"cls_token": "[CLS]",
|
| 3 |
+
"mask_token": "[MASK]",
|
| 4 |
+
"pad_token": "[PAD]",
|
| 5 |
+
"sep_token": "[SEP]",
|
| 6 |
+
"unk_token": "[UNK]"
|
| 7 |
+
}
|
tf_model.h5
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:5342773a182ad20109ced71e7d394451feb20481bf39d01b2f5862d31c8ba87a
|
| 3 |
+
size 268409800
|
tokenizer.json
ADDED
|
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|
|
|
tokenizer_config.json
ADDED
|
@@ -0,0 +1,13 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"clean_up_tokenization_spaces": true,
|
| 3 |
+
"cls_token": "[CLS]",
|
| 4 |
+
"do_lower_case": true,
|
| 5 |
+
"mask_token": "[MASK]",
|
| 6 |
+
"model_max_length": 512,
|
| 7 |
+
"pad_token": "[PAD]",
|
| 8 |
+
"sep_token": "[SEP]",
|
| 9 |
+
"strip_accents": null,
|
| 10 |
+
"tokenize_chinese_chars": true,
|
| 11 |
+
"tokenizer_class": "DistilBertTokenizer",
|
| 12 |
+
"unk_token": "[UNK]"
|
| 13 |
+
}
|
vocab.txt
ADDED
|
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|
|
|