mistral_darulm_20_05_24_part1-2_32000_unigram_full_lr1e4_bs256
This model is a fine-tuned version of RefalMachine/mistral_darulm_20_05_24_part1-2_32000_unigram_mean_init_03_07_24 on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 2.0477
- Accuracy: 0.5589
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: 0.0001
- train_batch_size: 4
- eval_batch_size: 4
- seed: 42
- distributed_type: multi-GPU
- num_devices: 64
- total_train_batch_size: 256
- total_eval_batch_size: 256
- optimizer: Adam with betas=(0.9,0.95) and epsilon=1e-05
- lr_scheduler_type: cosine
- lr_scheduler_warmup_steps: 100
- num_epochs: 1.0
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 2.3656 | 0.04 | 2000 | 2.1804 | 0.5400 |
| 2.3521 | 0.09 | 4000 | 2.1465 | 0.5441 |
| 2.3079 | 0.13 | 6000 | 2.1299 | 0.5460 |
| 2.292 | 0.17 | 8000 | 2.1198 | 0.5479 |
| 2.2895 | 0.22 | 10000 | 2.1115 | 0.5489 |
| 2.2909 | 0.26 | 12000 | 2.1037 | 0.5502 |
| 2.2831 | 0.3 | 14000 | 2.0977 | 0.5512 |
| 2.2729 | 0.35 | 16000 | 2.0903 | 0.5518 |
| 2.2767 | 0.39 | 18000 | 2.0839 | 0.5532 |
| 2.2609 | 0.43 | 20000 | 2.0774 | 0.5541 |
| 2.2524 | 0.48 | 22000 | 2.0720 | 0.5552 |
| 2.2427 | 0.52 | 24000 | 2.0663 | 0.5560 |
| 2.2352 | 0.56 | 26000 | 2.0615 | 0.5564 |
| 2.2353 | 0.61 | 28000 | 2.0571 | 0.5573 |
| 2.2229 | 0.65 | 30000 | 2.0537 | 0.5578 |
| 2.234 | 0.7 | 32000 | 2.0515 | 0.5582 |
| 2.2101 | 0.74 | 34000 | 2.0497 | 0.5585 |
| 2.223 | 0.78 | 36000 | 2.0485 | 0.5587 |
| 2.2113 | 0.83 | 38000 | 2.0479 | 0.5587 |
| 2.2311 | 0.87 | 40000 | 2.0477 | 0.5588 |
| 2.2448 | 0.91 | 42000 | 2.0477 | 0.5589 |
| 2.2213 | 0.96 | 44000 | 2.0476 | 0.5589 |
| 2.2164 | 1.0 | 46000 | 2.0477 | 0.5589 |
Framework versions
- Transformers 4.37.2
- Pytorch 2.3.0a0+6ddf5cf85e.nv24.04
- Datasets 2.18.0
- Tokenizers 0.15.2
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