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Introduces DeepVAR model #491

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merged 15 commits into from
Dec 4, 2019
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mbohlkeschneider
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Description of changes:

Introduces the DeepVAR model for multivariate forecasts. This is the basic abstraction leading up to the GP Copula model (which comes in the next PR).

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lcallot
lcallot previously approved these changes Dec 3, 2019
src/gluonts/model/deepvar/_network.py Outdated Show resolved Hide resolved
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codecov-io commented Dec 4, 2019

Codecov Report

Merging #491 into master will increase coverage by 0.6%.
The diff coverage is 97.31%.

Impacted file tree graph

@@            Coverage Diff            @@
##           master     #491     +/-   ##
=========================================
+ Coverage   82.77%   83.37%   +0.6%     
=========================================
  Files         152      155      +3     
  Lines        8945     9203    +258     
=========================================
+ Hits         7404     7673    +269     
+ Misses       1541     1530     -11
Impacted Files Coverage Δ
src/gluonts/model/deepvar/__init__.py 100% <100%> (ø)
src/gluonts/transform.py 88.75% <100%> (+3.06%) ⬆️
src/gluonts/support/util.py 80.88% <100%> (+0.72%) ⬆️
src/gluonts/model/deepvar/_estimator.py 94% <94%> (ø)
src/gluonts/model/deepvar/_network.py 99.3% <99.3%> (ø)
src/gluonts/model/forecast_generator.py 68.13% <0%> (+1.09%) ⬆️

lcallot
lcallot previously approved these changes Dec 4, 2019
test/model/test_deepvar.py Outdated Show resolved Hide resolved
test/model/test_deepvar.py Outdated Show resolved Hide resolved
@mbohlkeschneider mbohlkeschneider merged commit 5ffce32 into awslabs:master Dec 4, 2019
@mbohlkeschneider mbohlkeschneider deleted the mv_model branch December 4, 2019 14:30
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4 participants