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  1. README.md +57 -0
  2. config.json +38 -0
  3. special_tokens_map.json +7 -0
  4. tf_model.h5 +3 -0
  5. tokenizer.json +0 -0
  6. tokenizer_config.json +55 -0
  7. vocab.txt +0 -0
README.md ADDED
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+ ---
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+ license: apache-2.0
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+ base_model: distilbert-base-multilingual-cased
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+ tags:
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+ - generated_from_keras_callback
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+ model-index:
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+ - name: Mukalingam0813/finnish-intent-classifier
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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 Keras had access to. You should
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+ probably proofread and complete it, then remove this comment. -->
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+
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+ # Mukalingam0813/finnish-intent-classifier
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+
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+ This model is a fine-tuned version of [distilbert-base-multilingual-cased](https://huggingface.co/distilbert-base-multilingual-cased) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Train Loss: 1.5299
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+ - Validation Loss: 1.5244
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+ - Train Accuracy: 0.4816
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+ - Epoch: 2
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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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+ - 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': False, 'is_legacy_optimizer': False, 'learning_rate': {'module': 'keras.optimizers.schedules', 'class_name': 'PolynomialDecay', 'config': {'initial_learning_rate': 2e-05, 'decay_steps': 24, '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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+
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+ ### Training results
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+
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+ | Train Loss | Validation Loss | Train Accuracy | Epoch |
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+ |:----------:|:---------------:|:--------------:|:-----:|
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+ | 1.5298 | 1.5244 | 0.4816 | 0 |
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+ | 1.5301 | 1.5244 | 0.4816 | 1 |
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+ | 1.5299 | 1.5244 | 0.4816 | 2 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.36.2
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+ - TensorFlow 2.15.0
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+ - Datasets 2.16.1
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+ - Tokenizers 0.15.0
config.json ADDED
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+ {
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+ "_name_or_path": "distilbert-base-multilingual-cased",
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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": "tiedottava",
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+ "1": "kaupallinen",
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+ "2": "navigoinnin_tiedotus",
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+ "3": "navigointi_transaktio",
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+ "4": "transaktionaalinen_lataus"
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+ },
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+ "initializer_range": 0.02,
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+ "label2id": {
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+ "kaupallinen": 1,
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+ "navigoinnin_tiedotus": 2,
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+ "navigointi_transaktio": 3,
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+ "tiedottava": 0,
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+ "transaktionaalinen_lataus": 4
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+ },
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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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+ "output_past": true,
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+ "pad_token_id": 0,
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+ "qa_dropout": 0.1,
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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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+ "transformers_version": "4.36.2",
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+ "vocab_size": 119547
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+ }
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tokenizer.json ADDED
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+ "clean_up_tokenization_spaces": true,
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+ "do_lower_case": false,
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+ }
vocab.txt ADDED
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