added mrpc
Browse files- bert-large-uncased/mrpc/README.md +79 -0
- bert-large-uncased/mrpc/all_results.json +16 -0
- bert-large-uncased/mrpc/config.json +36 -0
- bert-large-uncased/mrpc/eval_results.json +11 -0
- bert-large-uncased/mrpc/pytorch_model.bin +3 -0
- bert-large-uncased/mrpc/runs/Jan28_17-07-48_holygpu2c0701.rc.fas.harvard.edu/1674943676.9669356/events.out.tfevents.1674943676.holygpu2c0701.rc.fas.harvard.edu +3 -0
- bert-large-uncased/mrpc/runs/Jan28_17-07-48_holygpu2c0701.rc.fas.harvard.edu/events.out.tfevents.1674943676.holygpu2c0701.rc.fas.harvard.edu +3 -0
- bert-large-uncased/mrpc/runs/Jan28_17-07-48_holygpu2c0701.rc.fas.harvard.edu/events.out.tfevents.1674943769.holygpu2c0701.rc.fas.harvard.edu +3 -0
- bert-large-uncased/mrpc/runs/Jan29_17-17-01_holygpu2c0701.rc.fas.harvard.edu/1675030682.098054/events.out.tfevents.1675030682.holygpu2c0701.rc.fas.harvard.edu +3 -0
- bert-large-uncased/mrpc/runs/Jan29_17-17-01_holygpu2c0701.rc.fas.harvard.edu/events.out.tfevents.1675030682.holygpu2c0701.rc.fas.harvard.edu +3 -0
- bert-large-uncased/mrpc/runs/Jan29_17-17-01_holygpu2c0701.rc.fas.harvard.edu/events.out.tfevents.1675030945.holygpu2c0701.rc.fas.harvard.edu +3 -0
- bert-large-uncased/mrpc/special_tokens_map.json +7 -0
- bert-large-uncased/mrpc/tokenizer.json +0 -0
- bert-large-uncased/mrpc/tokenizer_config.json +14 -0
- bert-large-uncased/mrpc/train_results.json +8 -0
- bert-large-uncased/mrpc/trainer_state.json +25 -0
- bert-large-uncased/mrpc/training_args.bin +3 -0
- bert-large-uncased/mrpc/vocab.txt +0 -0
bert-large-uncased/mrpc/README.md
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---
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language:
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- en
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license: apache-2.0
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tags:
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- generated_from_trainer
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datasets:
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- glue
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metrics:
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- accuracy
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- f1
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model-index:
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- name: mrpc
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results:
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- task:
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name: Text Classification
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type: text-classification
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dataset:
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name: GLUE MRPC
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type: glue
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config: mrpc
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split: validation
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args: mrpc
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metrics:
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- name: Accuracy
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type: accuracy
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value: 0.8259803921568627
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- name: F1
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type: f1
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value: 0.8786324786324787
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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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# mrpc
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This model is a fine-tuned version of [bert-large-uncased](https://huggingface.co/bert-large-uncased) on the GLUE MRPC dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.4417
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- Accuracy: 0.8260
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- F1: 0.8786
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- Combined Score: 0.8523
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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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- learning_rate: 2e-05
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- train_batch_size: 32
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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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- num_epochs: 3.0
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### Training results
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### Framework versions
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- Transformers 4.27.0.dev0
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- Pytorch 1.12.1
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- Datasets 2.9.0
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- Tokenizers 0.13.2
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bert-large-uncased/mrpc/all_results.json
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{
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"epoch": 3.0,
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"eval_accuracy": 0.8259803921568627,
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"eval_combined_score": 0.8523064353946708,
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"eval_f1": 0.8786324786324787,
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"eval_loss": 0.44171762466430664,
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"eval_runtime": 3.7061,
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"eval_samples": 408,
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"eval_samples_per_second": 110.087,
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"eval_steps_per_second": 13.761,
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"train_loss": 0.436454883520154,
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"train_runtime": 256.895,
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"train_samples": 3668,
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"train_samples_per_second": 42.835,
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"train_steps_per_second": 1.343
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}
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bert-large-uncased/mrpc/config.json
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{
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"_name_or_path": "bert-large-uncased",
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"architectures": [
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"BertForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"classifier_dropout": null,
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"finetuning_task": "mrpc",
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"gradient_checkpointing": false,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 1024,
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"id2label": {
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"0": "not_equivalent",
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"1": "equivalent"
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},
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"initializer_range": 0.02,
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"intermediate_size": 4096,
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"label2id": {
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"equivalent": 1,
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"not_equivalent": 0
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},
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"layer_norm_eps": 1e-12,
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"max_position_embeddings": 512,
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"model_type": "bert",
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"num_attention_heads": 16,
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"num_hidden_layers": 24,
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"pad_token_id": 0,
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"position_embedding_type": "absolute",
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"problem_type": "single_label_classification",
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"torch_dtype": "float32",
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"transformers_version": "4.27.0.dev0",
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"type_vocab_size": 2,
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"use_cache": true,
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"vocab_size": 30522
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}
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bert-large-uncased/mrpc/eval_results.json
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{
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"epoch": 3.0,
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"eval_accuracy": 0.8259803921568627,
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"eval_combined_score": 0.8523064353946708,
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"eval_f1": 0.8786324786324787,
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"eval_loss": 0.44171762466430664,
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"eval_runtime": 3.7061,
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"eval_samples": 408,
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"eval_samples_per_second": 110.087,
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"eval_steps_per_second": 13.761
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}
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bert-large-uncased/mrpc/pytorch_model.bin
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bert-large-uncased/mrpc/special_tokens_map.json
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{
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"unk_token": "[UNK]"
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}
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bert-large-uncased/mrpc/tokenizer.json
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bert-large-uncased/mrpc/tokenizer_config.json
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{
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"name_or_path": "bert-large-uncased",
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"pad_token": "[PAD]",
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"tokenize_chinese_chars": true,
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"tokenizer_class": "BertTokenizer",
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"unk_token": "[UNK]"
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}
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bert-large-uncased/mrpc/train_results.json
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}
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bert-large-uncased/mrpc/trainer_state.json
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"is_world_process_zero": true,
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"log_history": [
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{
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}
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"max_steps": 345,
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"trial_name": null,
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"trial_params": null
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}
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bert-large-uncased/mrpc/training_args.bin
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version https://git-lfs.github.com/spec/v1
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size 3503
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bert-large-uncased/mrpc/vocab.txt
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