neuralforecast

neuralforecast copied to clipboard

HINT Predictions Not Created with nf.fit() and nf.predict() but with nf.cross_validation()

2

### What happened + What you expected to happen I walked through the tutorial and it doesn't produce columns that are labeled as HINT when fitting then predicting. Therefore, when...

breadwall

[Model Request] - Koopman Neural Forecaster for Time Series with Temporal Distribution Shifts

1

### Description Could you add [Koopman Neural Forecaster for Time Series with Temporal Distribution Shifts](https://arxiv.org/pdf/2210.03675)? [See the code](https://github.com/google-research/google-research/tree/master/KNF). ### Use case Forecasting multiple time series datasets that are shown to...

dafdaf1234444

Add more LLMs / Zero-shot / time-series-foundation-models

1

### Description Amazon Chronos-T5: https://huggingface.co/amazon/chronos-t5-large IBM Granite: https://huggingface.co/ibm-granite/granite-timeseries-ttm-v1 Lag-Llama: https://huggingface.co/time-series-foundation-models/Lag-Llama Moirai: https://huggingface.co/Salesforce/moirai-1.1-R-large TimesFM: https://huggingface.co/google/timesfm-1.0-200m ### Use case No training (Zero-Shot) or Few-shot Usefull to make benchmark with the time-series-foundation-models vs...

CoteDave

### Description Will you integrate the recently published model to enhance the time series library? According to the paper (https://arxiv.org/abs/2405.12038), it demonstrates a significant advantage over the SOTA. ### Use...

WenjuanOlympus

Does neuralforecast can use TensorBoard to show the histograms for network weights?

1

### Description NeuralForecast is a deep learning toolbox built on the PyTorch Lightning framework. In PyTorch Lightning, we can use “tensorboard.add_histogram(...)” to log the changes in network weight parameters during...

ZhikangLai

### Description Cross entropy loss is very common used and seems to be absent from current APIs. ### Use case _No response_

chensohg

### Description Based on the paper: https://arxiv.org/pdf/2403.01673 Official code repo: https://github.com/LJC-FVNR/CATS/blob/main/CATS-Tutorial.ipynb ### Use case Enhancing Multivariate Time Series Forecasting by Constructing Auxiliary Time Series as Exogenous Variables

krishnapriya-18

Problems when using custom learning rate scheduler for NeuralForecast Models

11

### What happened + What you expected to happen Hi together, first, thank you so much for the implementation of a custom lr scheduler! I ran into problems employing a...

MLfreakPy

All Multivariate Models (Except SOFTS) cannot be trained on multiple GPUs

6

### What happened + What you expected to happen I'm seeing multiple issues (all related to matrix dimensions it seems) for all multivariate models (Except HINT because I could not...

Teculos

TimesNet: Runtime error when trying to forecast more than 12 months

1

### What happened + What you expected to happen I am using the example provided in the documentation for the Times Net model that uses the Air passengers monthly data....

elenamanth