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Pegasus_multiNews_model
usakha/Pegasus_multiNews_model
Pegasus_multiNews_model is a summarization model from usakha. Use it when you need a shorter version of a longer text. It is set up for transformers.
learningrate=2e-5 perdevicetrainbatchsize=14 perdeviceevalbatchsize=14 weightdecay=0.01 savetotallimit=3 numtrainepochs=3 predictwithgenerate=True fp16=True
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At a glance
- Task
- Summarization
- Library
- transformers
- Model type
- pegasus
- Access
- Public
- Created
- Jun 20, 2023
- Updated
- Jul 18, 2023
- SHA
- 66eeb5f1
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Datasets
Model card
From the Hugging Face model README
Hyperparameters
learning_rate=2e-5
per_device_train_batch_size=14
per_device_eval_batch_size=14
weight_decay=0.01
save_total_limit=3
num_train_epochs=3
predict_with_generate=True
fp16=True
Training Output
global_step=7710,
training_loss=2.436398018566087,
metrics={'train_runtime': 30287.1254,
'train_samples_per_second': 3.564,
'train_steps_per_second': 0.255,
'total_flos': 3.1186278368988365e+17,
'train_loss': 2.436398018566087,
'epoch': 3.0}
Training Results
| Epoch | Training Loss | Validation Loss | Rouge1 | Rouge2 | Rougel | Rougelsum | Bleu | Gen Len |
|---|---|---|---|---|---|---|---|---|
| 1 | 2.451200 | 2.291708 | 0.322800 | 0.110100 | 0.194600 | 0.194700 | 0.368400 | 150.224300 |
| 2 | 2.527300 | nan | 0.296400 | 0.100100 | 0.181800 | 0.181900 | 0.317300 | 137.569200 |
| 3 | 2.523800 | nan | 0.296600 | 0.100000 | 0.181800 | 0.181900 | 0.317200 | 137.254000 |
- Task
- Summarization
- Library
- transformers
- Type
- pegasus
- Created
- Jun 20, 2023
- Updated
- Jul 18, 2023