|
--- |
|
tags: |
|
- generated_from_trainer |
|
model-index: |
|
- name: patchtst_etth1_forecast |
|
results: [] |
|
--- |
|
|
|
<!-- This model card has been generated automatically according to the information the Trainer had access to. You |
|
should probably proofread and complete it, then remove this comment. --> |
|
|
|
# patchtst_etth1_forecast |
|
|
|
This model was trained from scratch on an unknown dataset. |
|
It achieves the following results on the evaluation set: |
|
- Loss: 0.3881 |
|
|
|
## 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 |
|
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 |
|
- lr_scheduler_type: linear |
|
- num_epochs: 10 |
|
|
|
### Training results |
|
|
|
| Training Loss | Epoch | Step | Validation Loss | |
|
|:-------------:|:-----:|:-----:|:---------------:| |
|
| 0.4306 | 1.0 | 1005 | 0.7268 | |
|
| 0.3641 | 2.0 | 2010 | 0.7456 | |
|
| 0.348 | 3.0 | 3015 | 0.7161 | |
|
| 0.3379 | 4.0 | 4020 | 0.7428 | |
|
| 0.3284 | 5.0 | 5025 | 0.7681 | |
|
| 0.321 | 6.0 | 6030 | 0.7842 | |
|
| 0.314 | 7.0 | 7035 | 0.7991 | |
|
| 0.3088 | 8.0 | 8040 | 0.8021 | |
|
| 0.3053 | 9.0 | 9045 | 0.8199 | |
|
| 0.3019 | 10.0 | 10050 | 0.8173 | |
|
|
|
|
|
### Framework versions |
|
|
|
- Transformers 4.36.0.dev0 |
|
- Pytorch 2.0.1 |
|
- Datasets 2.14.4 |
|
- Tokenizers 0.14.1 |
|
|
