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End of training

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README.md ADDED
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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_trainer
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+ model-index:
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+ - name: hospitality_intents_pretrained_distilbert
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+ results: []
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+ ---
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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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+
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+ # hospitality_intents_pretrained_distilbert
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+
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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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+ - Loss: 0.0207
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 5e-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: Adam with betas=(0.9,0.999) and epsilon=1e-08
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+ - lr_scheduler_type: linear
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+ - lr_scheduler_warmup_steps: 500
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+ - num_epochs: 5
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss |
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+ |:-------------:|:-----:|:-----:|:---------------:|
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+ | 0.0013 | 1.0 | 10303 | 0.0425 |
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+ | 0.0001 | 2.0 | 20606 | 0.0300 |
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+ | 0.0184 | 3.0 | 30909 | 0.0285 |
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+ | 0.0 | 4.0 | 41212 | 0.0214 |
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+ | 0.0 | 5.0 | 51515 | 0.0207 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.37.2
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+ - Pytorch 2.1.0+cu121
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+ - Datasets 2.17.1
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+ - Tokenizers 0.15.2
config.json ADDED
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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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+ "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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+ "0": "ACTIVITIES",
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+ "1": "BOOKING_PICKUP",
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+ "2": "MEMBER_INFO",
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+ "3": "SPECIAL_REQUEST",
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+ "4": "LOYALITY",
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+ "5": "PROMOTIONS",
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+ "6": "COUPLE_FRIENDLY",
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+ "7": "BANQUET_BOOKING",
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+ "8": "LOYALITYABLE",
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+ "9": "BOOKING",
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+ "10": "FINANCIAL",
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+ "11": "BAR",
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+ "12": "BEST_VISITING_TIME",
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+ "13": "BOOKING_INCLUSION",
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+ "14": "BOOKING_SPECIAL",
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+ "15": "PETS",
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+ "16": "QUERY_4_BOOKING",
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+ "17": "FOOD_ADDON",
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+ "18": "EXTEND_BOOKING",
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+ "19": "OUTSIDER",
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+ "20": "CHECKIN",
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+ "21": "PAYMENT",
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+ "22": "SPA_AND_BATH",
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+ "23": "SERVANT_ACCOMODATION",
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+ "24": "DAY_PLANNING",
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+ "25": "BEVERAGE",
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+ "26": "BOOK_PICKUP",
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+ "27": "PRIVATE_VEHICLE",
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+ "28": "ID_PROOF",
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+ "29": "MUSIC_EVENTS",
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+ "30": "FOREX",
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+ "31": "DINNER_ENQUIRY",
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+ "32": "KIDS_AMENITIES",
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+ "33": "AMENITIES",
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+ "34": "ROOMS",
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+ "35": "ROOM_SERVICE",
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+ "36": "KIDS_FACILITITY",
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+ "37": "ELECTRICAL",
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+ "38": "HAVEACTIVITY",
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+ "39": "SMOKING_ROOM",
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+ "40": "BREAKFAST",
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+ "41": "HANDICAPPED",
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+ "42": "SANITIZATION",
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+ "43": "JUNGLE_SAFARI",
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+ "44": "DINING",
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+ "45": "SWIMMING_POOL",
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+ "46": "DOCTOR_FACILITY",
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+ "47": "EDIT_BOOKING",
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+ "48": "NEWS_LETTER_SUBSCRIPTION",
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+ "49": "SAFARI",
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+ "50": "HOTEL_LOCATION",
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+ "51": "JOB_OPENINGS",
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+ "52": "CALL_ME",
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+ "53": "INTERNET",
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+ "54": "CONTACT",
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+ "55": "PARKING",
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+ "56": "JUNK",
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+ "57": "FINANCE",
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+ "58": "BOOKING_POLICY",
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+ "59": "AIRPORT_STATIONS",
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+ "60": "PITSTOP"
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+ },
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+ "initializer_range": 0.02,
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+ "max_position_embeddings": 512,
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+ "model_type": "distilbert",
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+ "n_heads": 12,
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+ "n_layers": 6,
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+ "pad_token_id": 0,
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+ "problem_type": "single_label_classification",
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+ "seq_classif_dropout": 0.2,
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+ "sinusoidal_pos_embds": false,
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+ "tie_weights_": true,
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+ "torch_dtype": "float32",
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+ "transformers_version": "4.37.2",
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+ "vocab_size": 30522
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+ }
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