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Prophetnet_multiNews_model
usakha/Prophetnet_multiNews_model
Prophetnet_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
- prophetnet
- Access
- Public
- Created
- Jun 27, 2023
- Updated
- Jul 18, 2023
- SHA
- 11dba435
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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=2.8554159399445727,
metrics={'train_runtime': 21924.7566,
'train_samples_per_second': 4.923,
'train_steps_per_second': 0.352,
'total_flos': 2.3807388210639667e+17,
'train_loss': 2.8554159399445727,
'epoch': 3.0}
Training Results
| Epoch | Training Loss | Validation Loss | Rouge1 | Rouge2 | Rougel | Rougelsum | Bleu | Gen Len |
|---|---|---|---|---|---|---|---|---|
| 1 | 2.981200 | 2.831641 | 0.414500 | 0.147000 | 0.230700 | 0.230600 | 0.512800 | 140.734900 |
| 2 | 2.800900 | 2.789402 | 0.417300 | 0.148400 | 0.231800 | 0.231700 | 0.516000 | 141.158200 |
| 3 | 2.680300 | 2.780862 | 0.418300 | 0.148400 | 0.232200 | 0.232100 | 0.516800 | 140.872300 |
- Task
- Summarization
- Library
- transformers
- Type
- prophetnet
- Languages
- en
- Created
- Jun 27, 2023
- Updated
- Jul 18, 2023