92968cf61803cd02d245adf8e3723b73
This model is a fine-tuned version of facebook/opt-2.7b on the nyu-mll/glue [cola] dataset. It achieves the following results on the evaluation set:
- Loss: 0.9233
- Data Size: 1.0
- Epoch Runtime: 72.4859
- Accuracy: 0.6309
- F1 Macro: 0.5545
- Rouge1: 0.6299
- Rouge2: 0.0
- Rougel: 0.6304
- Rougelsum: 0.6309
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 | 0.7377 | 0 | 3.1043 | 0.6680 | 0.4573 | 0.6689 | 0.0 | 0.6680 | 0.6670 |
| No log | 1 | 267 | 0.7526 | 0.0078 | 4.5345 | 0.5771 | 0.5342 | 0.5762 | 0.0 | 0.5771 | 0.5771 |
| No log | 2 | 534 | 0.7467 | 0.0156 | 8.4896 | 0.4424 | 0.4417 | 0.4404 | 0.0 | 0.4434 | 0.4434 |
| No log | 3 | 801 | 0.8867 | 0.0312 | 13.9387 | 0.6885 | 0.4078 | 0.6895 | 0.0 | 0.6885 | 0.6885 |
| No log | 4 | 1068 | 0.6943 | 0.0625 | 18.1450 | 0.5400 | 0.5059 | 0.5405 | 0.0 | 0.5400 | 0.5400 |
| 0.0443 | 5 | 1335 | 0.7981 | 0.125 | 26.5780 | 0.6885 | 0.4078 | 0.6895 | 0.0 | 0.6885 | 0.6885 |
| 0.6449 | 6 | 1602 | 0.6380 | 0.25 | 34.0990 | 0.6885 | 0.4078 | 0.6895 | 0.0 | 0.6885 | 0.6885 |
| 0.6254 | 7 | 1869 | 0.6229 | 0.5 | 47.4375 | 0.6885 | 0.4078 | 0.6895 | 0.0 | 0.6885 | 0.6885 |
| 0.6234 | 8.0 | 2136 | 0.6131 | 1.0 | 74.3336 | 0.6875 | 0.4304 | 0.6875 | 0.0 | 0.6875 | 0.6875 |
| 0.5826 | 9.0 | 2403 | 0.6235 | 1.0 | 69.3182 | 0.6494 | 0.5696 | 0.6484 | 0.0 | 0.6494 | 0.6484 |
| 0.5103 | 10.0 | 2670 | 0.6738 | 1.0 | 74.7504 | 0.6729 | 0.5538 | 0.6729 | 0.0 | 0.6738 | 0.6729 |
| 0.3934 | 11.0 | 2937 | 0.7409 | 1.0 | 69.1825 | 0.6611 | 0.5464 | 0.6606 | 0.0 | 0.6611 | 0.6611 |
| 0.3562 | 12.0 | 3204 | 0.9233 | 1.0 | 72.4859 | 0.6309 | 0.5545 | 0.6299 | 0.0 | 0.6304 | 0.6309 |
Framework versions
- Transformers 4.57.0
- Pytorch 2.8.0+cu128
- Datasets 4.3.0
- Tokenizers 0.22.1
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Model tree for contemmcm/92968cf61803cd02d245adf8e3723b73
Base model
facebook/opt-2.7b