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flan-t5-base-insights
prassu10/flan-t5-base-insights
flan-t5-base-insights is a machine learning model from prassu10. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for transformers. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Library
- transformers
- License
- apache-2.0
- Model type
- t5
- Access
- Public
- Created
- Dec 29, 2023
- Updated
- Jan 11, 2024
- SHA
- 193b2705
Base models
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
flan-t5-base-insights
This model is a fine-tuned version of google/flan-t5-base on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.9312
- Rouge1: 9.0841
- Rouge2: 7.1682
- Rougel: 8.9904
- Rougelsum: 8.8694
- Gen Len: 19.0
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 1
- eval_batch_size: 1
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 5
Training results
| Training Loss | Epoch | Step | Validation Loss | Rouge1 | Rouge2 | Rougel | Rougelsum | Gen Len |
|---|---|---|---|---|---|---|---|---|
| 1.6115 | 1.0 | 172 | 1.2331 | 8.5644 | 5.4426 | 8.0109 | 7.8524 | 19.0 |
| 1.3117 | 2.0 | 344 | 1.0502 | 8.9253 | 6.9288 | 8.8368 | 8.712 | 19.0 |
| 1.1739 | 3.0 | 516 | 0.9782 | 8.9253 | 6.9288 | 8.8368 | 8.712 | 19.0 |
| 1.1187 | 4.0 | 688 | 0.9432 | 8.5866 | 6.1482 | 8.3238 | 8.4361 | 19.0 |
| 1.059 | 5.0 | 860 | 0.9312 | 9.0841 | 7.1682 | 8.9904 | 8.8694 | 19.0 |
Framework versions
- Transformers 4.36.2
- Pytorch 2.1.0+cu121
- Datasets 2.16.1
- Tokenizers 0.15.0
- Library
- transformers
- Type
- t5
- License
- apache-2.0
- Created
- Dec 29, 2023
- Updated
- Jan 11, 2024