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End of training

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README.md ADDED
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+ ---
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+ license: apache-2.0
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+ tags:
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+ - generated_from_trainer
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+ metrics:
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+ - rouge
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+ model-index:
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+ - name: flan-t5-small-botco_QA-finetuned-question-generation-context-only
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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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+ # flan-t5-small-botco_QA-finetuned-question-generation-context-only
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+
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+ This model is a fine-tuned version of [google/flan-t5-small](https://huggingface.co/google/flan-t5-small) on the None dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 2.0952
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+ - Rouge1: 83.429
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+ - Rouge2: 80.1583
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+ - Rougel: 80.2037
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+ - Rougelsum: 83.2421
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+ - Bleu-4: 62.4017
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+ - Meteor: 87.7448
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+ - Gen Len: 45.3499
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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: 5e-05
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+ - train_batch_size: 2
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+ - eval_batch_size: 2
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+ - seed: 42
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+ - gradient_accumulation_steps: 32
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+ - total_train_batch_size: 64
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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: 6
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+ - label_smoothing_factor: 0.1
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Rouge1 | Rouge2 | Rougel | Rougelsum | Bleu-4 | Meteor | Gen Len |
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+ |:-------------:|:-----:|:----:|:---------------:|:-------:|:-------:|:-------:|:---------:|:-------:|:-------:|:-------:|
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+ | 2.6539 | 2.33 | 50 | 2.2360 | 82.6627 | 79.5849 | 79.46 | 82.5244 | 57.5926 | 86.8675 | 49.0233 |
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+ | 2.212 | 4.66 | 100 | 2.0952 | 83.429 | 80.1583 | 80.2037 | 83.2421 | 62.4017 | 87.7448 | 45.3499 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.27.2
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+ - Pytorch 1.13.1+cu116
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+ - Datasets 2.10.1
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+ - Tokenizers 0.13.2
all_results.json ADDED
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+ {
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+ "dev_bleu-4": 62.4017,
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+ "dev_gen_len": 45.3499,
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+ "dev_loss": 2.095249891281128,
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+ "dev_meteor": 87.7448,
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+ "dev_rouge1": 83.429,
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+ "dev_rouge2": 80.1583,
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+ "dev_rougeL": 80.2037,
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+ "dev_rougeLsum": 83.2421,
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+ "dev_runtime": 180.5297,
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+ "dev_samples_per_second": 1.9,
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+ "dev_steps_per_second": 0.953
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+ }
eval_results.json ADDED
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+ {
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+ "dev_bleu-4": 62.4017,
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+ "dev_gen_len": 45.3499,
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+ "dev_loss": 2.095249891281128,
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+ "dev_meteor": 87.7448,
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+ "dev_rouge1": 83.429,
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+ "dev_rouge2": 80.1583,
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+ "dev_rougeL": 80.2037,
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+ "dev_rougeLsum": 83.2421,
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+ "dev_runtime": 180.5297,
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+ "dev_samples_per_second": 1.9,
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+ "dev_steps_per_second": 0.953
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+ }
generation_config.json ADDED
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+ {
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+ "decoder_start_token_id": 0,
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+ "eos_token_id": 1,
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+ "pad_token_id": 0,
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+ "transformers_version": "4.27.2"
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+ }
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