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willherbert27/electra-combined-textbook

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  1. README.md +76 -0
  2. config.json +30 -0
  3. model.safetensors +3 -0
  4. training_args.bin +3 -0
README.md ADDED
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+ ---
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+ license: apache-2.0
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+ base_model: google/electra-small-generator
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+ tags:
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+ - generated_from_trainer
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+ model-index:
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+ - name: electra-finetuned-combo-textbook
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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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+ # electra-finetuned-combo-textbook
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+
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+ This model is a fine-tuned version of [google/electra-small-generator](https://huggingface.co/google/electra-small-generator) on the None dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 2.0465
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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: 0.0001
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+ - train_batch_size: 16
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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: 20
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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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+ | 3.1458 | 1.0 | 2468 | 2.8891 |
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+ | 2.8707 | 2.0 | 4936 | 2.7016 |
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+ | 2.7021 | 3.0 | 7404 | 2.5199 |
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+ | 2.6068 | 4.0 | 9872 | 2.4902 |
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+ | 2.5111 | 5.0 | 12340 | 2.4149 |
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+ | 2.4193 | 6.0 | 14808 | 2.3743 |
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+ | 2.383 | 7.0 | 17276 | 2.3333 |
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+ | 2.3082 | 8.0 | 19744 | 2.2770 |
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+ | 2.2723 | 9.0 | 22212 | 2.2606 |
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+ | 2.2151 | 10.0 | 24680 | 2.2444 |
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+ | 2.1869 | 11.0 | 27148 | 2.1859 |
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+ | 2.1588 | 12.0 | 29616 | 2.1959 |
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+ | 2.1188 | 13.0 | 32084 | 2.1490 |
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+ | 2.0947 | 14.0 | 34552 | 2.1259 |
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+ | 2.06 | 15.0 | 37020 | 2.1211 |
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+ | 1.9976 | 16.0 | 39488 | 2.0701 |
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+ | 1.9975 | 17.0 | 41956 | 2.1048 |
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+ | 1.9479 | 18.0 | 44424 | 2.1072 |
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+ | 1.9215 | 19.0 | 46892 | 2.0794 |
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+ | 1.9426 | 20.0 | 49360 | 2.0465 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.38.2
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+ - Pytorch 1.13.1+cu116
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+ - Datasets 2.18.0
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+ - Tokenizers 0.15.2
config.json ADDED
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+ {
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+ "_name_or_path": "google/electra-small-generator",
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+ "architectures": [
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+ "ElectraForMaskedLM"
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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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+ "embedding_size": 128,
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+ "hidden_act": "gelu",
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+ "hidden_dropout_prob": 0.1,
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+ "hidden_size": 256,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 1024,
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+ "layer_norm_eps": 1e-12,
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+ "max_position_embeddings": 512,
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+ "model_type": "electra",
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+ "num_attention_heads": 4,
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+ "num_hidden_layers": 12,
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+ "pad_token_id": 0,
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+ "position_embedding_type": "absolute",
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+ "summary_activation": "gelu",
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+ "summary_last_dropout": 0.1,
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+ "summary_type": "first",
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+ "summary_use_proj": true,
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+ "torch_dtype": "float32",
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+ "transformers_version": "4.38.2",
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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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