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response <- timegpt_forecast(test_data, id_col = "unique_id") + response <- timegpt_forecast(test_data, h = 8, id_col = "unique_id", level = c(80,95)) expect_s3_class(response, "data.frame") expect_true(all(c("unique_id", "ds", "TimeGPT") %in% names(response))) expect_true(is.numeric(response$TimeGPT)) diff --git a/tests/testthat/test-timegpt_historic.R b/tests/testthat/test-timegpt_historic.R index 257c454..4c46428 100644 --- a/tests/testthat/test-timegpt_historic.R +++ b/tests/testthat/test-timegpt_historic.R @@ -1,7 +1,7 @@ -with_mock_dir("mocks", { +with_mock_dir("../mocks", { test_that("timegpt historic", { test_data <- nixtlar::electricity - response <- timegpt_historic(test_data, id_col="unique_id") + response <- timegpt_historic(test_data, id_col = "unique_id", level = c(80,95)) expect_s3_class(response, "data.frame") expect_true(all(c("unique_id", "ds", "TimeGPT") %in% names(response))) expect_true(is.numeric(response$TimeGPT)) diff --git a/vignettes/anomaly-detection.Rmd b/vignettes/anomaly-detection.Rmd index 84dc645..3c5602f 100644 --- a/vignettes/anomaly-detection.Rmd +++ b/vignettes/anomaly-detection.Rmd @@ -8,7 +8,8 @@ vignette: > --- ```{r setup, include=FALSE} library(httptest2) -start_vignette("mocks") +.mockPaths("../tests/mocks") +start_vignette(dir = "../tests/mocks") options("TIMEGPT_TOKEN"="dummy_token") options(digits=7) diff --git a/vignettes/cross-validation.Rmd b/vignettes/cross-validation.Rmd new file mode 100644 index 0000000..e3e964b --- /dev/null +++ b/vignettes/cross-validation.Rmd @@ -0,0 +1,52 @@ +--- +title: "Cross Validation" +output: rmarkdown::html_vignette +vignette: > + %\VignetteIndexEntry{Cross Validation} + %\VignetteEngine{knitr::rmarkdown} + %\VignetteEncoding{UTF-8} +--- +```{r setup, include=FALSE} +library(httptest2) +.mockPaths("../tests/mocks") +start_vignette(dir = "../tests/mocks") + +options("TIMEGPT_TOKEN"="dummy_token") +options(digits=7) + +knitr::opts_chunk$set( + collapse = TRUE, + comment = "#>", + fig.width = 7, + fig.height = 4 +) +``` + +```{r} +library(nixtlar) +``` + +## 1. Cross Validation +text + +```{r} +df <- nixtlar::electricity +head(df) +``` + +```{r} +timegpt_cv <- timegpt_cross_validation(df, h = 8, id_col = "unique_id", n_windows = 5) +head(timegpt_cv) +``` + +## 2. Plot TimeGPT forecast +`nixtlar` includes a function to plot the historical data and any output from `timegpt_forecast`, `timegpt_historic`, `timegpt_anomaly_detection` and `timegpt_cross_validation`. If you have long series, you can use `max_insample_length` to only plot the last N historical values (the forecast will always be plotted in full). + +```{r} +timegpt_plot(df, timegpt_cv, id_col = "unique_id", max_insample_length = 200) +``` + +```{r, include=FALSE} +end_vignette() +``` + diff --git a/vignettes/get-started.Rmd b/vignettes/get-started.Rmd index 6d57236..2f1cfbb 100644 --- a/vignettes/get-started.Rmd +++ b/vignettes/get-started.Rmd @@ -8,7 +8,8 @@ vignette: > --- ```{r setup, include=FALSE} library(httptest2) -start_vignette("mocks") +.mockPaths("../tests/mocks") +start_vignette(dir = "../tests/mocks") options("TIMEGPT_TOKEN"="dummy_token") options(digits=7) diff --git a/vignettes/historical-forecast.Rmd b/vignettes/historical-forecast.Rmd index 7f16e19..eef764f 100644 --- a/vignettes/historical-forecast.Rmd +++ b/vignettes/historical-forecast.Rmd @@ -8,7 +8,8 @@ vignette: > --- ```{r setup, include=FALSE} library(httptest2) -start_vignette("mocks") +.mockPaths("../tests/mocks") +start_vignette(dir = "../tests/mocks") options("TIMEGPT_TOKEN"="dummy_token") options(digits=7) diff --git a/vignettes/mocks/0/dashboard.nixtla.io/api/timegpt.json b/vignettes/mocks/0/dashboard.nixtla.io/api/timegpt.json deleted file mode 100644 index 2836943..0000000 --- a/vignettes/mocks/0/dashboard.nixtla.io/api/timegpt.json +++ /dev/null @@ -1,30 +0,0 @@ -{ - 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