Fine-Tuning Model with Covariates and Target Time Series

[thisthq]

Thank you for your contributions and those of your colleagues.

I am working on a multivariate time series forecasting task. My data consists of 31 time series, including 30 time series as covariates and 1 time series as a target that I need to forecast. Can I fine-tune MOIRAI with these 30 covariates and 1 target as described above?

Thank you very much.

[gorold]

Sure, you could do that. You would need to process your data into the appropriate format.

[gorold]

you'll need to process the data appropriately, and update the transforms to consider feat_dynamic_real too.

[hahne0922]

I would like to proceed with including feat_dynamic_real in the training process. Could you provide some guidance on how we can make the necessary modifications to support this feature? Specifically, what kind of minor edits do you think would be required to accommodate feat_dynamic_real?

How do you include feat_dynamic_real or past_feat_dynamic_real in the training process?

[liyujia011025]

Did you successfully generate dataset with correct ? If so, I believe you can fine-tune the model with it. Moreover, my fine-tuned improvement is compared with not fine-tuning that performs very bad on my dataset.feat_dynamic_real

Hello expert:
May I ask if you made the fine-tuning using the process and code in the official README file? It's strange that after fine-tuning with my own data according to this operation, the effect is even worse than not fine-tuning at all. Did you make any specific changes to hyperparameter settings or other content during the fine-tuning process? Also, may I ask if you only fine tuned certain layers or all layers during the fine-tuning process?
Looking forward to your reply, thank you very much!

[liyujia011025]

我在 中使用了 ，它成功地生成了我自己的数据集。我用它来微调，它在协变量的帮助下显示出改进。feat_dynamic_real``example_gen_func()

谢谢。我也试了一下，但没有显示出任何改善，所以我认为我做错了。

Hello expert:
May I ask if your fine-tuning has been effective now? Did you make the fine-tuning using the process and code in the official README file? It's strange that after fine-tuning with my own data according to this operation, the effect is even worse than not fine-tuning at all. Did you make any specific changes to hyperparameter settings or other content during the fine-tuning process? Also, may I ask if you only fine tuned certain layers or all layers during the fine-tuning process?
Looking forward to your reply, thank you very much!

[liyujia011025]

I would like to proceed with including feat_dynamic_real in the training process. Could you provide some guidance on how we can make the necessary modifications to support this feature? Specifically, what kind of minor edits do you think would be required to accommodate feat_dynamic_real?

[liyujia011025]

Thank you for your contributions and those of your colleagues.

I am working on a multivariate time series forecasting task. My data consists of 31 time series, including 30 time series as covariates and 1 time series as a target that I need to forecast. Can I fine-tune MOIRAI with these 30 covariates and 1 target as described above?

Thank you very much.

Hello expert:
May I ask if your fine-tuning has been effective now? Did you make the fine-tuning using the process and code in the official README file? It's strange that after fine-tuning with my own data according to this operation, the effect is even worse than not fine-tuning at all. Did you make any specific changes to hyperparameter settings or other content during the fine-tuning process? Also, may I ask if you only fine tuned certain layers or all layers during the fine-tuning process?
Looking forward to your reply, thank you very much!