Instructions to use aminLo/best-grade-model-2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use aminLo/best-grade-model-2 with PEFT:
from peft import PeftModel from transformers import AutoModelForSeq2SeqLM base_model = AutoModelForSeq2SeqLM.from_pretrained("google/flan-t5-base") model = PeftModel.from_pretrained(base_model, "aminLo/best-grade-model-2") - Transformers
How to use aminLo/best-grade-model-2 with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("aminLo/best-grade-model-2", dtype="auto") - Notebooks
- Google Colab
- Kaggle
best-grade-model-2
This model is a fine-tuned version of google/flan-t5-base on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.1227
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: 0.0003
- train_batch_size: 4
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 16
- optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: cosine
- lr_scheduler_warmup_ratio: 0.05
- num_epochs: 8
Training results
| Training Loss | Epoch | Step | Validation Loss |
|---|---|---|---|
| 0.3132 | 0.7782 | 200 | 0.2220 |
| 0.209 | 1.5564 | 400 | 0.1610 |
| 0.1776 | 2.3346 | 600 | 0.1551 |
| 0.1264 | 3.1128 | 800 | 0.1392 |
| 0.1467 | 3.8911 | 1000 | 0.1292 |
| 0.1108 | 4.6693 | 1200 | 0.1286 |
| 0.1009 | 5.4475 | 1400 | 0.1257 |
| 0.0983 | 6.2257 | 1600 | 0.1263 |
| 0.0904 | 7.0039 | 1800 | 0.1212 |
| 0.0856 | 7.7821 | 2000 | 0.1227 |
Framework versions
- PEFT 0.17.1
- Transformers 4.56.1
- Pytorch 2.8.0+cu126
- Datasets 4.0.0
- Tokenizers 0.22.0
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Base model
google/flan-t5-base