Upload TFBartForSequenceClassification
Browse files- README.md +61 -0
- config.json +50 -0
- tf_model.h5 +3 -0
README.md
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---
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library_name: transformers
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license: mit
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base_model: facebook/bart-large-mnli
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tags:
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- generated_from_keras_callback
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model-index:
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- name: zero-shot-prompt-classifier-bart-ft
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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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# zero-shot-prompt-classifier-bart-ft
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This model is a fine-tuned version of [facebook/bart-large-mnli](https://huggingface.co/facebook/bart-large-mnli) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Train Loss: 0.4474
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- Train Accuracy: 0.7843
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- Validation Loss: 1.5942
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- Validation Accuracy: 0.4657
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- Epoch: 4
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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': False, 'is_legacy_optimizer': False, 'learning_rate': 5e-06, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-07, 'amsgrad': False}
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- training_precision: float32
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### Training results
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| Train Loss | Train Accuracy | Validation Loss | Validation Accuracy | Epoch |
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|:----------:|:--------------:|:---------------:|:-------------------:|:-----:|
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| 0.9969 | 0.5490 | 0.9182 | 0.6225 | 0 |
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| 0.7647 | 0.6601 | 1.0025 | 0.5441 | 1 |
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| 0.6465 | 0.7157 | 1.1472 | 0.5392 | 2 |
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| 0.5849 | 0.7418 | 1.1974 | 0.5049 | 3 |
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| 0.4474 | 0.7843 | 1.5942 | 0.4657 | 4 |
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### Framework versions
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- Transformers 4.44.2
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- TensorFlow 2.18.0-dev20240717
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- Datasets 2.21.0
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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": "facebook/bart-large-mnli",
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"_num_labels": 3,
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"activation_dropout": 0.0,
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"activation_function": "gelu",
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"add_final_layer_norm": false,
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"architectures": [
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"BartForSequenceClassification"
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],
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"attention_dropout": 0.0,
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"bos_token_id": 0,
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"classif_dropout": 0.0,
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"classifier_dropout": 0.0,
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"d_model": 1024,
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"decoder_attention_heads": 16,
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"decoder_ffn_dim": 4096,
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"decoder_layerdrop": 0.0,
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"decoder_layers": 12,
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"decoder_start_token_id": 2,
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"dropout": 0.1,
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"encoder_attention_heads": 16,
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"encoder_ffn_dim": 4096,
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"encoder_layerdrop": 0.0,
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"encoder_layers": 12,
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"eos_token_id": 2,
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"forced_eos_token_id": 2,
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"gradient_checkpointing": false,
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"id2label": {
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"0": "contradiction",
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"1": "neutral",
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"2": "entailment"
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},
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"init_std": 0.02,
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"is_encoder_decoder": true,
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"label2id": {
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"contradiction": 0,
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"entailment": 2,
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"neutral": 1
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},
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"max_position_embeddings": 1024,
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"model_type": "bart",
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"normalize_before": false,
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"num_hidden_layers": 12,
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"output_past": false,
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"pad_token_id": 1,
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"scale_embedding": false,
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"transformers_version": "4.44.2",
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"use_cache": true,
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"vocab_size": 50265
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}
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tf_model.h5
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version https://git-lfs.github.com/spec/v1
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oid sha256:1e6ebc7886f491d50244a67fb7362a5010337968c38130e80e7232284ab3052e
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size 1629942064
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