Jasper

Results 57 issues of Jasper

The current `Evaluator` is inflexible and difficult to use. The metrics which are used are fixed and it's not possible to choose which metrics should be calculated. #1778 proposes a...

enhancement

This should make `make_evaluation_predictions` obsolete in most cases. ```py from gluonts.evaluation import Evaluator from gluonts.dataset.repository.datasets import get_dataset from gluonts.model.npts import NPTSPredictor npts = NPTSPredictor(prediction_length=12, freq="H") ev = Evaluator() metrics =...

Currently, `.predict` takes in a dataset in yields predictions for each input-timeseries. However, this interface is a) not intuitive and b) does not reflect efficient invocation of networks in batches....

discussion

* `.devtools` becomes now part of `gluonts.meta.qa` * Remove doc devsetup it, since it is outdated * Remove checks from setup.py By submitting this pull request, I confirm that you...

*Issue #, if available:* *Description of changes:* By submitting this pull request, I confirm that you can use, modify, copy, and redistribute this contribution, under the terms of your choice....

# `validated` Deprecation Many classes of GluonTS use the `validated` decorator, which offers the following benefits: * Validation of input arguments. * Providing an implementation of `__getnewargs_ex__`, which is then...

discussion

In light of #1592, I came to think that we should have canonical paths for out entities. Motivating example: ```python from gluonts.mx import Trainer from gluonts.mx.trainer import Trainer from gluonts.mx.trainer._base...

discussion

Models and input data may have different schemas which we want to reconcile providing some abstractions. ## Summary Models expect input data to accord to a certain schema. However, input...

enhancement
RFC

**[Rendered](https://github.com/jaheba/gluon-ts/blob/rfc/deep-learning-estimator/docs/rfc/deep-learning-estimator.md)** By submitting this pull request, I confirm that you can use, modify, copy, and redistribute this contribution, under the terms of your choice. **Please tag this pr with at...

RFC
models

*Issue #, if available:* *Description of changes:* By submitting this pull request, I confirm that you can use, modify, copy, and redistribute this contribution, under the terms of your choice....