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Duplicate from theophilusowiti/AfrimBert-QA

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  1. .gitattributes +35 -0
  2. README.md +66 -0
  3. config.json +35 -0
  4. model.safetensors +3 -0
  5. tokenizer.json +0 -0
  6. tokenizer_config.json +16 -0
  7. training_args.bin +3 -0
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README.md ADDED
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+ ---
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+ library_name: transformers
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+ base_model: amidblue/mBertKE
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+ tags:
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+ - generated_from_trainer
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+ metrics:
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+ - f1
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+ model-index:
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+ - name: AfrimBert-QA
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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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+ # AfrimBert-QA
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+
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+ This model is a fine-tuned version of [amidblue/mBertKE](https://huggingface.co/amidblue/mBertKE) on the None dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 1.4343
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+ - Model Preparation Time: 0.0029
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+ - Start Accuracy: 0.6830
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+ - End Accuracy: 0.6846
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+ - F1: 0.4070
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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: 2e-05
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+ - train_batch_size: 32
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+ - eval_batch_size: 32
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+ - seed: 42
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+ - optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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+ - lr_scheduler_type: linear
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+ - num_epochs: 4
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Model Preparation Time | Start Accuracy | End Accuracy | F1 |
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+ |:-------------:|:-----:|:----:|:---------------:|:----------------------:|:--------------:|:------------:|:------:|
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+ | 1.3282 | 1.0 | 843 | 1.4711 | 0.0029 | 0.6496 | 0.6483 | 0.3583 |
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+ | 1.2456 | 2.0 | 1686 | 1.3864 | 0.0029 | 0.6750 | 0.6737 | 0.3833 |
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+ | 0.8872 | 3.0 | 2529 | 1.4020 | 0.0029 | 0.6780 | 0.6833 | 0.3947 |
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+ | 0.7419 | 4.0 | 3372 | 1.4343 | 0.0029 | 0.6830 | 0.6846 | 0.4070 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 5.0.0
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+ - Pytorch 2.11.0+cu128
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+ - Datasets 4.0.0
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+ - Tokenizers 0.22.2
config.json ADDED
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+ {
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+ "add_cross_attention": false,
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+ "BertForQuestionAnswering"
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+ ],
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+ "hidden_act": "gelu",
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+ "hidden_size": 768,
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+ "is_decoder": false,
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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": 12,
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+ "num_hidden_layers": 12,
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+ "pad_token_id": 0,
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+ "pooler_fc_size": 768,
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+ "pooler_num_attention_heads": 12,
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+ "pooler_num_fc_layers": 3,
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+ "pooler_size_per_head": 128,
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+ "pooler_type": "first_token_transform",
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+ "position_embedding_type": "absolute",
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+ "tie_word_embeddings": true,
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+ "transformers_version": "5.0.0",
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+ "type_vocab_size": 2,
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+ "use_cache": false,
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+ "vocab_size": 119547
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+ }
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+ {
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