add model
Browse files- .gitignore +1 -0
- README.md +74 -0
- config.json +27 -0
- merges.txt +0 -0
- pytorch_model.bin +3 -0
- special_tokens_map.json +1 -0
- tokenizer.json +0 -0
- tokenizer_config.json +1 -0
- training_args.bin +3 -0
- vocab.json +0 -0
.gitignore
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checkpoint-*/
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README.md
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---
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license: mit
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tags:
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- generated_from_trainer
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datasets:
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- commonsense_qa
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metrics:
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- accuracy
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model_index:
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- name: roberta-large-finetuned-csqa
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results:
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- dataset:
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name: commonsense_qa
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type: commonsense_qa
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args: default
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metric:
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name: Accuracy
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type: accuracy
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value: 0.7330057621002197
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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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# roberta-large-finetuned-csqa
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This model is a fine-tuned version of [roberta-large](https://huggingface.co/roberta-large) on the commonsense_qa dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.9146
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- Accuracy: 0.7330
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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: 1e-05
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- train_batch_size: 16
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- eval_batch_size: 16
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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: 5
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- mixed_precision_training: Native AMP
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|
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| 1.3903 | 1.0 | 609 | 0.8845 | 0.6642 |
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| 0.8939 | 2.0 | 1218 | 0.7054 | 0.7281 |
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| 0.6163 | 3.0 | 1827 | 0.7452 | 0.7314 |
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| 0.4245 | 4.0 | 2436 | 0.8369 | 0.7355 |
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| 0.3258 | 5.0 | 3045 | 0.9146 | 0.7330 |
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### Framework versions
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- Transformers 4.9.0
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- Pytorch 1.9.0
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- Datasets 1.10.2
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- Tokenizers 0.10.3
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config.json
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{
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"_name_or_path": "roberta-large",
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"architectures": [
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"RobertaForMultipleChoice"
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],
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"attention_probs_dropout_prob": 0.1,
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"bos_token_id": 0,
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"eos_token_id": 2,
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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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"initializer_range": 0.02,
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"intermediate_size": 4096,
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"layer_norm_eps": 1e-05,
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"max_position_embeddings": 514,
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"model_type": "roberta",
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"num_attention_heads": 16,
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"num_hidden_layers": 24,
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"pad_token_id": 1,
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"position_embedding_type": "absolute",
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"torch_dtype": "float32",
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"transformers_version": "4.9.0",
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 50265
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}
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merges.txt
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:122dedf530fca2c53e39f880bccdbffdfe1dd1bec501f71037af0a475113641c
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size 1421607277
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special_tokens_map.json
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{"bos_token": "<s>", "eos_token": "</s>", "unk_token": "<unk>", "sep_token": "</s>", "pad_token": "<pad>", "cls_token": "<s>", "mask_token": {"content": "<mask>", "single_word": false, "lstrip": true, "rstrip": false, "normalized": false}}
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tokenizer.json
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tokenizer_config.json
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{"unk_token": "<unk>", "bos_token": "<s>", "eos_token": "</s>", "add_prefix_space": false, "errors": "replace", "sep_token": "</s>", "cls_token": "<s>", "pad_token": "<pad>", "mask_token": "<mask>", "model_max_length": 512, "special_tokens_map_file": null, "name_or_path": "roberta-large", "tokenizer_class": "RobertaTokenizer"}
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:8fd604937978614cbcc0cadc28290de65ae67361747ce157745148eb6028a70d
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size 2671
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vocab.json
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