393175e67c42b8331fdcab39742da6de
This model is a fine-tuned version of facebook/opt-1.3b on the nyu-mll/glue [sst2] dataset. It achieves the following results on the evaluation set:
- Loss: 0.4612
- Data Size: 1.0
- Epoch Runtime: 315.3915
- Accuracy: 0.8252
- F1 Macro: 0.8239
- Rouge1: 0.8252
- Rouge2: 0.0
- Rougel: 0.8241
- Rougelsum: 0.8241
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: 8
- eval_batch_size: 8
- seed: 42
- distributed_type: multi-GPU
- num_devices: 4
- total_train_batch_size: 32
- total_eval_batch_size: 32
- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: constant
- num_epochs: 50
Training results
| Training Loss | Epoch | Step | Validation Loss | Data Size | Epoch Runtime | Accuracy | F1 Macro | Rouge1 | Rouge2 | Rougel | Rougelsum |
|---|---|---|---|---|---|---|---|---|---|---|---|
| No log | 0 | 0 | 0.7922 | 0 | 2.3565 | 0.4699 | 0.4697 | 0.4699 | 0.0 | 0.4711 | 0.4699 |
| No log | 1 | 2104 | 0.4579 | 0.0078 | 5.5325 | 0.7743 | 0.7670 | 0.7731 | 0.0 | 0.7743 | 0.7743 |
| No log | 2 | 4208 | 0.3654 | 0.0156 | 9.2153 | 0.8507 | 0.8503 | 0.8507 | 0.0 | 0.8507 | 0.8495 |
| 0.0119 | 3 | 6312 | 0.4426 | 0.0312 | 15.9827 | 0.8137 | 0.8130 | 0.8125 | 0.0 | 0.8148 | 0.8137 |
| 0.382 | 4 | 8416 | 0.3450 | 0.0625 | 27.2920 | 0.8449 | 0.8444 | 0.8461 | 0.0 | 0.8449 | 0.8449 |
| 0.3683 | 5 | 10520 | 0.4838 | 0.125 | 48.2522 | 0.7801 | 0.7731 | 0.7801 | 0.0 | 0.7795 | 0.7801 |
| 0.3238 | 6 | 12624 | 0.3981 | 0.25 | 84.9059 | 0.8356 | 0.8354 | 0.8345 | 0.0 | 0.8356 | 0.8356 |
| 0.3099 | 7 | 14728 | 0.4545 | 0.5 | 165.1068 | 0.8252 | 0.8247 | 0.8252 | 0.0 | 0.8252 | 0.8252 |
| 0.22 | 8.0 | 16832 | 0.4612 | 1.0 | 315.3915 | 0.8252 | 0.8239 | 0.8252 | 0.0 | 0.8241 | 0.8241 |
Framework versions
- Transformers 4.57.0
- Pytorch 2.8.0+cu128
- Datasets 4.3.0
- Tokenizers 0.22.1
- Downloads last month
- -
Model tree for contemmcm/393175e67c42b8331fdcab39742da6de
Base model
facebook/opt-1.3b