| --- |
| license: cc-by-nc-nd-4.0 |
| base_model: |
| - Salesforce/moirai-1.0-R-small |
| - Salesforce/moirai-1.0-R-base |
| - Salesforce/moirai-1.0-R-large |
| pipeline_tag: time-series-forecasting |
| --- |
| |
| --- |
| license: cc-by-nc-nd-4.0 |
| base_model: |
| - Salesforce/moirai-1.0-R-small |
| - Salesforce/moirai-1.0-R-base |
| - Salesforce/moirai-1.0-R-large |
| pipeline_tag: time-series-forecasting |
| --- |
|
|
|
|
| # Time Series Forecasting Model |
|
|
| This model is built on top of the Salesforce Moirai architecture, specifically fine-tuned and trained from scratch for time series forecasting tasks. |
|
|
| ## Model Details |
|
|
| ### Model Description |
|
|
| This model leverages the Moirai architecture from Salesforce, which is designed specifically for time series forecasting. The model is available in multiple versions: |
|
|
| - Fine-tuned variants (located in `./finetune` directory) |
| - Trained from scratch variants (located in `./train_from_scratch` directory) |
|
|
| All checkpoint files (.ckpt) include self-explanatory naming conventions that indicate their configuration and training approach. |
|
|
| ### Model Type |
|
|
| Time Series Forecasting |
|
|
| ### Version |
|
|
| 1.0 |
|
|
|
|
| ## Training Procedure |
|
|
| ### Training Methodology |
|
|
| Two distinct training approaches were utilized: |
| 1. **Fine-tuning approach**: Starting with the pre-trained Moirai models (small, base) and fine-tuning on domain-specific data |
| 2. **Training from scratch**: Building models with the Moirai architecture but training entirely on specific datasets |
|
|
|
|
| ## Limitations and Biases |
|
|
| - The model inherits any limitations present in the base Moirai architecture |
| - Performance may degrade for extremely long-range forecasts |
| - The model may not perform optimally on domains significantly different from its training data |
|
|
| ## Additional Information |
|
|
| ### Checkpoints |
|
|
| The model checkpoints are organized as follows: |
| - Fine-tuned models: `./finetune/*.ckpt` |
| - Models trained from scratch: `./train_from_scratch/*.ckpt` |
|
|
|
|
| ### Citation |
|
|
| If you use this model in your research, please cite: TBA |
|
|
| ### License |
|
|
| This model is licensed under Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0). |
