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Upload TFDistilBertForTokenClassification
Browse files- README.md +60 -0
- config.json +285 -0
- tf_model.h5 +3 -0
README.md
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---
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license: apache-2.0
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base_model: distilbert/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: contextualAug_evaluation
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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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# contextualAug_evaluation
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This model is a fine-tuned version of [distilbert/distilbert-base-uncased](https://huggingface.co/distilbert/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: 1.0866
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- Validation Loss: 1.7046
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- Train Precision: 0.2587
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- Train Recall: 0.1624
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- Train F1: 0.1995
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- Train Accuracy: 0.6717
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- Epoch: 2
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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': 'AdamWeightDecay', 'learning_rate': {'module': 'keras.optimizers.schedules', 'class_name': 'PolynomialDecay', 'config': {'initial_learning_rate': 2e-05, 'decay_steps': 120, 'end_learning_rate': 0.0, 'power': 1.0, 'cycle': False, 'name': None}, 'registered_name': None}, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-08, 'amsgrad': False, 'weight_decay_rate': 0.01}
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- training_precision: float32
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### Training results
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| Train Loss | Validation Loss | Train Precision | Train Recall | Train F1 | Train Accuracy | Epoch |
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|:----------:|:---------------:|:---------------:|:------------:|:--------:|:--------------:|:-----:|
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| 2.3457 | 2.3758 | 0.0 | 0.0 | 0.0 | 0.6010 | 0 |
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| 1.2435 | 1.8480 | 0.0 | 0.0 | 0.0 | 0.6010 | 1 |
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| 1.0866 | 1.7046 | 0.2587 | 0.1624 | 0.1995 | 0.6717 | 2 |
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### Framework versions
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- Transformers 4.41.2
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- TensorFlow 2.16.1
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- Datasets 2.20.0
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- Tokenizers 0.19.1
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config.json
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{
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"_name_or_path": "distilbert/distilbert-base-uncased",
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"activation": "gelu",
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"architectures": [
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"DistilBertForTokenClassification"
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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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"0": "O",
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"1": "B-meal_description",
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"2": "B-or",
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"3": "I-depart_time.period_of_day",
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"4": "B-depart_time.time",
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"5": "I-flight_time",
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"6": "I-depart_time.time_relative",
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"7": "B-airline_code",
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"8": "B-airport_code",
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"9": "B-aircraft_code",
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"10": "I-flight_number",
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"11": "B-flight_mod",
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"12": "I-stoploc.city_name",
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"13": "B-return_date.today_relative",
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"14": "I-transport_type",
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"15": "B-stoploc.airport_code",
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"16": "B-meal_code",
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"17": "B-fromloc.city_name",
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"18": "B-flight_days",
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"19": "I-cost_relative",
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"20": "B-cost_relative",
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"21": "B-depart_time.start_time",
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"22": "I-arrive_time.time",
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"23": "I-mod",
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"24": "B-day_number",
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"25": "I-time",
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"26": "B-restriction_code",
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"27": "B-stoploc.city_name",
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"28": "B-arrive_time.time_relative",
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"29": "I-toloc.airport_name",
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"30": "I-flight_stop",
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"31": "B-fromloc.state_code",
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"32": "I-depart_date.day_number",
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"33": "B-days_code",
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"34": "I-depart_time.start_time",
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"35": "I-flight_mod",
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"36": "B-compartment",
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"37": "B-depart_time.period_of_day",
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"38": "B-flight_stop",
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"39": "B-toloc.city_name",
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"40": "I-depart_time.end_time",
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"41": "B-depart_time.time_relative",
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"42": "B-fare_amount",
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"43": "B-day_name",
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"44": "B-stoploc.airport_name",
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"45": "I-city_name",
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"46": "B-round_trip",
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"47": "I-toloc.city_name",
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"48": "B-return_time.period_mod",
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"49": "I-state_name",
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"50": "I-arrive_date.day_number",
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"51": "B-class_type",
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"52": "I-economy",
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"53": "I-round_trip",
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"54": "B-arrive_date.month_name",
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"55": "B-depart_date.day_number",
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"56": "I-fromloc.state_name",
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"57": "B-depart_date.month_name",
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"58": "I-class_type",
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"59": "B-arrive_time.period_mod",
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"60": "B-time_relative",
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"61": "I-restriction_code",
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"62": "B-toloc.country_name",
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"63": "B-depart_time.period_mod",
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"64": "I-return_date.date_relative",
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"65": "B-state_name",
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"66": "B-arrive_time.start_time",
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"67": "B-return_date.month_name",
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"68": "B-return_time.period_of_day",
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"69": "I-arrive_time.period_of_day",
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"70": "B-airline_name",
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"71": "I-fare_basis_code",
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"72": "B-period_of_day",
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"73": "B-today_relative",
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"74": "B-fare_basis_code",
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"75": "B-depart_time.end_time",
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"76": "I-arrive_time.end_time",
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"77": "B-arrive_date.today_relative",
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"78": "I-fromloc.airport_name",
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"79": "I-arrive_time.start_time",
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"80": "I-return_date.today_relative",
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"81": "I-airport_name",
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"82": "I-depart_date.today_relative",
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"83": "I-fromloc.city_name",
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"84": "B-depart_date.today_relative",
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"85": "B-depart_date.year",
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"86": "I-arrive_time.time_relative",
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"87": "I-airline_name",
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"88": "B-toloc.airport_name",
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"89": "B-arrive_date.day_number",
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"90": "B-depart_date.day_name",
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"91": "B-arrive_time.end_time",
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"92": "B-fromloc.airport_name",
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"93": "B-connect",
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"94": "B-return_date.day_name",
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"95": "B-stoploc.state_code",
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"96": "I-depart_date.day_name",
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"97": "B-return_date.date_relative",
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"98": "B-arrive_time.time",
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"99": "B-meal",
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"100": "B-state_code",
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"101": "I-today_relative",
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"102": "I-return_date.day_number",
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"103": "I-toloc.state_name",
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"104": "B-city_name",
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"105": "B-airport_name",
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"106": "B-booking_class",
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"107": "I-depart_time.time",
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"108": "I-meal_description",
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"109": "B-toloc.airport_code",
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"110": "B-toloc.state_code",
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"111": "B-return_date.day_number",
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"112": "B-transport_type",
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"113": "B-mod",
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"114": "B-toloc.state_name",
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"115": "B-depart_date.date_relative",
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"116": "B-time",
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"117": "I-meal_code",
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"118": "B-fromloc.state_name",
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"119": "B-month_name",
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"120": "B-flight_number",
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"121": "B-flight",
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"122": "B-arrive_date.date_relative",
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"123": "B-arrive_date.day_name",
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"124": "B-flight_time",
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"125": "B-fromloc.airport_code",
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"126": "B-economy",
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"127": "B-arrive_time.period_of_day",
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"128": "I-fare_amount"
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},
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"initializer_range": 0.02,
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"label2id": {
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"B-aircraft_code": 9,
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"B-airline_code": 7,
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"B-airline_name": 70,
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"B-airport_code": 8,
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"B-airport_name": 105,
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"B-arrive_date.date_relative": 122,
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"B-arrive_date.day_name": 123,
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"B-arrive_date.day_number": 89,
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"B-arrive_date.month_name": 54,
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153 |
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"B-arrive_date.today_relative": 77,
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"B-arrive_time.end_time": 91,
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"B-arrive_time.period_mod": 59,
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"B-arrive_time.period_of_day": 127,
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"B-arrive_time.start_time": 66,
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"B-arrive_time.time": 98,
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"B-arrive_time.time_relative": 28,
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"B-booking_class": 106,
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"B-city_name": 104,
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"B-class_type": 51,
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"B-compartment": 36,
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"B-connect": 93,
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"B-cost_relative": 20,
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"B-day_name": 43,
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"B-day_number": 24,
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"B-days_code": 33,
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"B-depart_date.date_relative": 115,
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"B-depart_date.day_name": 90,
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"B-depart_date.day_number": 55,
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"B-depart_date.month_name": 57,
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"B-depart_date.today_relative": 84,
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"B-depart_date.year": 85,
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"B-depart_time.end_time": 75,
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"B-depart_time.period_mod": 63,
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"B-depart_time.period_of_day": 37,
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"B-depart_time.start_time": 21,
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"B-depart_time.time": 4,
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"B-depart_time.time_relative": 41,
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"B-economy": 126,
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"B-fare_amount": 42,
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"B-fare_basis_code": 74,
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"B-flight": 121,
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"B-flight_days": 18,
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"B-flight_mod": 11,
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"B-flight_number": 120,
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"B-flight_stop": 38,
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"B-flight_time": 124,
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"B-fromloc.airport_code": 125,
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"B-fromloc.airport_name": 92,
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"B-fromloc.city_name": 17,
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"B-fromloc.state_code": 31,
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"B-fromloc.state_name": 118,
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"B-meal": 99,
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"B-meal_code": 16,
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"B-meal_description": 1,
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"B-mod": 113,
|
199 |
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|
200 |
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
255 |
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|
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|
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|
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|
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|
260 |
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|
261 |
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|
262 |
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|
263 |
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|
264 |
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|
265 |
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|
266 |
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|
267 |
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|
268 |
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|
269 |
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|
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|
271 |
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|
272 |
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"O": 0
|
273 |
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},
|
274 |
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"max_position_embeddings": 512,
|
275 |
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"model_type": "distilbert",
|
276 |
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"n_heads": 12,
|
277 |
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"n_layers": 6,
|
278 |
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"pad_token_id": 0,
|
279 |
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|
280 |
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|
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|
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"tie_weights_": true,
|
283 |
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"transformers_version": "4.41.2",
|
284 |
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"vocab_size": 30522
|
285 |
+
}
|
tf_model.h5
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:7b64e4d179aa4b77328a8685786f423b18af0517b810892265a8fd6f14a3ee56
|
3 |
+
size 265975056
|