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[FEAT] Adds t, ged, normal-skewed and laplace distributions for fitting ARIMA

#1113
Comparing
feat/arima_likelihood
(
9d74fba
) with
main
(
22d39b3
)
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Untouched
38

Benchmarks

38 total
test_efficiency[AutoTheta]
action_files/test_efficiency.py
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+1%
14.4 ms14.4 ms
test_efficiency[ADIDA]
action_files/test_efficiency.py
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294.7 µs293.5 µs
test_efficiency[Theta]
action_files/test_efficiency.py
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4.8 ms4.8 ms
test_efficiency[OptimizedTheta]
action_files/test_efficiency.py
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5.4 ms5.4 ms
test_efficiency[ARCH]
action_files/test_efficiency.py
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20.4 ms20.4 ms
test_efficiency[AutoCES]
action_files/test_efficiency.py
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3 ms3 ms
test_efficiency[AutoETS]
action_files/test_efficiency.py
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409.9 ms409.4 ms
test_efficiency[TBATS]
action_files/test_efficiency.py
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209.6 ms209.4 ms
test_efficiency[DynamicTheta]
action_files/test_efficiency.py
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4.8 ms4.8 ms
test_efficiency[AutoTBATS]
action_files/test_efficiency.py
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8.6 s8.6 s
test_efficiency[SeasonalNaive]
action_files/test_efficiency.py
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114 µs113.9 µs
test_efficiency[HoltWinters]
action_files/test_efficiency.py
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280.5 ms280.3 ms
test_efficiency[RandomWalkWithDrift]
action_files/test_efficiency.py
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94.3 µs94.2 µs
test_efficiency[ZeroModel]
action_files/test_efficiency.py
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57.6 µs57.6 µs
test_efficiency[AutoMFLES]
action_files/test_efficiency.py
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132.2 ms132.3 ms
test_efficiency[GARCH]
action_files/test_efficiency.py
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22.3 ms22.3 ms
test_efficiency[SimpleExponentialSmoothingOptimized]
action_files/test_efficiency.py
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137.3 µs137.3 µs
test_efficiency[MFLES]
action_files/test_efficiency.py
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7.9 ms7.9 ms
test_efficiency[SeasonalWindowAverage]
action_files/test_efficiency.py
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152.8 µs152.9 µs
test_efficiency[DynamicOptimizedTheta]
action_files/test_efficiency.py
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5.4 ms5.4 ms
test_efficiency[AutoARIMA]
action_files/test_efficiency.py
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18 ms18 ms
test_efficiency[SimpleExponentialSmoothing]
action_files/test_efficiency.py
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90.8 µs90.9 µs
test_efficiency[Holt]
action_files/test_efficiency.py
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18 ms18 ms
test_efficiency[Naive]
action_files/test_efficiency.py
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64.6 µs64.7 µs
test_efficiency[MSTL]
action_files/test_efficiency.py
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1.1 s1.1 s

Commits

Click on a commit to change the comparison range
Base
main
22d39b3
-0.16%
mypy check
e1a6ed1
2 months ago
by nasaul
-0.04%
Adresses laplace distribution
1223ebe
2 months ago
by nasaul
-0.03%
Update implementation
21fb4e2
1 month ago
by nasaul
+0.07%
update
a1bdc17
1 month ago
by nasaul
+0.04%
Merge branch 'main' into feat/arima_likelihood
9d74fba
2 days ago
by nasaul
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