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:chart_with_upwards_trend: Adaptive: parallel active learning of mathematical functions

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This eliminates a lot of code duplication. We also deprecate the use of BlockingRunner directly.

While writing the adaptive paper we managed to write down a simple algorithm formulated in terms of abstract domains and subdomains. Implementing such an algorithm in a learner should allow...

@python-adaptive/core this reveals a regression in the `LearnerND`. Should we merge this already (without a fix)? also: @JornHoofwijk

Still very much a WIP: ``` import adaptive import numpy as np import random offset = random.uniform(-0.5, 0.5) def f(x, offset=offset): a = 0.01 return x + a**2 / (a**2...

## ([original merge request on GitLab](https://gitlab.kwant-project.org/qt/adaptive/merge_requests/25)) _opened by Bas Nijholt ([@basnijholt](https://gitlab.kwant-project.org/basnijholt)) at 2017-11-20T15:49:27.871Z_ Limitations: * `asv` doesn't keep any branch information, so we will upload the website with information of...

## ([original merge request on GitLab](https://gitlab.kwant-project.org/qt/adaptive/merge_requests/70)) _opened by Bas Nijholt ([@basnijholt](https://gitlab.kwant-project.org/basnijholt)) at 2018-06-05T21:40:00.078Z_ This merge request implements a Learner2D that can learn averages on the points, the `AverageLearner2D`. When choosing...

## ([original merge request on GitLab](https://gitlab.kwant-project.org/qt/adaptive/merge_requests/72)) _opened by Bas Nijholt ([@basnijholt](https://gitlab.kwant-project.org/basnijholt)) at 2018-06-08T04:10:51.736Z_ Title says it all. This is currently blocked by https://github.com/ioam/holoviews/issues/2784

Blocked

## ([original merge request on GitLab](https://gitlab.kwant-project.org/qt/adaptive/merge_requests/90)) _opened by Jorn Hoofwijk ([@Jorn](https://gitlab.kwant-project.org/Jorn)) at 2018-07-25T11:37:55.550Z_ Closes [gitlab:#74](https://gitlab.kwant-project.org/qt/adaptive/issues/74) Depends on [gitlab:!86](https://gitlab.kwant-project.org/qt/adaptive/merge_requests/86) and [gitlab:#80](https://gitlab.kwant-project.org/qt/adaptive/issues/80) and therefore it has the corresponding branches included as well...

enhancement
LearnerND

When a `SequenceLearner` that has unhashable entries in sequence (e.g., `List[dict]`) fails, the `Runner` breaks. This happens because of the `dict[x]` in https://github.com/python-adaptive/adaptive/blob/0f85d3abd1cb0eddf195dec0deabd6d0dd97d268/adaptive/runner.py#L204-L210 Reproduce with: ```python import adaptive import numpy...

bug
Runner
SequenceLearner