From 8972be5351fec331aca2d7e1bd49e16214f6bc69 Mon Sep 17 00:00:00 2001 From: Tom Jemmett Date: Thu, 13 Nov 2025 08:26:06 +0000 Subject: [PATCH 1/2] tweaks to slides --- .../2025-11-14_unit-testing/index.qmd | 190 ++++++++++++------ .../vscode-test-runner.png | Bin 0 -> 197100 bytes 2 files changed, 133 insertions(+), 57 deletions(-) create mode 100644 presentations/2025-11-14_unit-testing/vscode-test-runner.png diff --git a/presentations/2025-11-14_unit-testing/index.qmd b/presentations/2025-11-14_unit-testing/index.qmd index a66360e4..f6ba1e9a 100644 --- a/presentations/2025-11-14_unit-testing/index.qmd +++ b/presentations/2025-11-14_unit-testing/index.qmd @@ -26,9 +26,9 @@ In a current code base, I have ~2,000 lines of code (ignoring comments), and ~4, - How to structure your code to be easier to test - How to use mocks to replace complex dependencies -# What is a [unit]{.yellow} anyway? {.inverse} +# What is a [unit]{.blue} anyway? {.inverse} -## What is a [unit]{.yellow} anyway? +## What is a [unit]{.blue} anyway? :::{.incremental} * a unit is the [**smallest**]{.blue} testable part of a program @@ -57,7 +57,7 @@ examples of testing frameworks: ::: -# Basic Anatomy of a Test {.inverse} +# Basic [Anatomy]{.yellow} of a [Test]{.blue} {.inverse} ## Arrange, Act, Assert @@ -249,7 +249,7 @@ pytest tests/test_multiply.py # you may need to use python -m ``` - + :::: ::: @@ -259,12 +259,18 @@ pytest tests/test_multiply.py
[IDEs (e.g. RStudio, Positron, VSCode) will have a way to run tests for you.]{.light-charcoal .small .fragment} +## Running tests in VSCode {.inverse} + +![](vscode-test-runner.png) + ## Other tips for structuring your tests +:::{.incremental} - [**clean up**:]{.blue} ensure that nothing changes between tests. Use fixtures (pytest [@pytest_fixtures], {testthat} [@testthat_fixtures]), or {withr} [@withr] -- [**don't overcomplicate tests**:]{.blue} each test should contain a single act step. Additional act = additional test - [**create a test per if/else branch**:]{.blue} any time you have branched logic, write a separate test for each branch +- [**don't overcomplicate tests**:]{.blue} each test should contain a single act step. Additional act = additional test - [**parameterize tests**:]{.blue} to re-use testing logic, but different inputs (pytest.mark.parameterize [@pytest_parametrize], {patrick} [@patrick_package]) +::: # How to [structure]{.yellow} your [code]{.blue} {.inverse} @@ -380,9 +386,7 @@ At least, some of these units are easier to test. We will come back to the get_d ## Why is this easier to test? {.code-page} -:::{.panel-tabset} - -### mutate_data +### mutate_data {.blue} :::{.columns} @@ -422,7 +426,9 @@ In this case, a new column `value` is added. ::: -### filter_data +## Why is this easier to test? {.code-page} + +### filter_data {.blue} :::{.columns} @@ -460,9 +466,6 @@ In this case, we are expecting less rows of data, but the same structure of colu ::: -::: - - ## But what about the other functions? :::{.incremental} @@ -472,17 +475,15 @@ In this case, we are expecting less rows of data, but the same structure of colu - or `my_function`, which calls all of the other functions? ::: -# Mocking {.inverse} +# [Mocking]{.blue} {.inverse} ## Mocking > In a unit test, mock objects can simulate the behavior of complex, real objects and are therefore useful when a real object is impractical or impossible to incorporate into a unit test. [@mocking] -## Mocking Example [R]{.blue} {.code-page} +## Mocking Example {.code-page} -:::{.panel-tabset} - -### R function +### [R (function)]{.blue} :::{.columns} @@ -515,7 +516,9 @@ want to mock the functions. ::: -### R test (arrange) +## Mocking Example {.code-page} + +### [R (arrange)]{.blue} :::{.columns} @@ -554,7 +557,9 @@ When the function is called, the mock will capture the call and value of argumen ::: -### R test (act) +## Mocking Example {.code-page} + +### [R (act/assert)]{.blue} :::{.columns} @@ -590,13 +595,9 @@ that they have been called with the correct arguments. ::: -::: - -## Mocking Example [python]{.yellow} {.code-page} - -:::{.panel-tabset} +## Mocking Example {.code-page} -### python function +### [python (function)]{.yellow} :::{.columns} @@ -626,7 +627,9 @@ def get_data(): ::: -### python test +## Mocking Example {.code-page} + +### [python (arrange)]{.yellow} ::::{.columns} @@ -634,20 +637,62 @@ def get_data(): ``` python from get_data import get_data -# using the pytest-mock plugin + def test_get_data(mocker): + # arrange m_create_engine = mocker.patch( - "get_data.create_engine", return_value="engine") + "get_data.create_engine", + return_value="engine" + ) + m_read_sql_table = mocker.patch( - "pandas.read_sql_table", return_value="table") + "pandas.read_sql_table", + return_value="table" + ) + ... +``` + +:::: + +::::{.column width=25%} + +:::{.small .light-charcoal} +[**Note**:]{.yellow} the difference between mocking functions which are imported vs functions in modules which are imported. + +This requires the pytest-mock plugin to be installed (via pip). +::: + +:::: + +::: + +## Mocking Example {.code-page} + +### [python (act/assert)]{.yellow} + +::::{.columns} + +::::{.column width=75%} + +``` python +from get_data import get_data + +def test_get_data(mocker): + ... + # act actual = get_data() + # assert assert actual == "table" + m_create_engine.assert_called_once_with( - "mssql+pyodbc://my_dsn") + "mssql+pyodbc://my_dsn" + ) + m_read_sql_table.assert_called_once_with( - "my_table", "engine") + "my_table", "engine" + ) ``` :::: @@ -656,19 +701,17 @@ def test_get_data(mocker): :::{.small .light-charcoal} [**Note**:]{.yellow} the difference between mocking functions which are imported vs functions in modules which are imported. + +This requires the pytest-mock plugin to be installed (via pip). ::: :::: ::: -::: - ## Using mocks with `my_function` {.code-page} -:::{.panel-tabset} - -### R function +### R function {.yellow} ``` r my_function <- function() { @@ -679,48 +722,79 @@ my_function <- function() { } ``` -### unit test +## Using mocks with `my_function` {.code-page} + +### unit test (arrange) {.yellow} ``` r -test_that("it calls all the other functions", { +test_that("it calls other functions correctly", { + # arrange + m_get_data <- Mock("get_data") + m_mutate_data <- Mock("mutate_data") + m_filter_data <- Mock("filter_data") + m_plot_data <- Mock("plot_data") + local_mocked_bindings( - get_data = (m_get_data <- Mock("get_data")), - mutate_data = (m_mutate_data <- Mock("mutate_data")), - filter_data = (m_filter_data <- Mock("filter_data")), - plot_data = (m_plot_data <- Mock("plot_data")) + get_data = m_get_data, + mutate_data = m_mutate_data, + filter_data = m_filter_data, + plot_data = m_plot_data ) + # ... +}) +``` + +## Using mocks with `my_function` {.code-page} + +### unit test (arrange) {.yellow} + +``` r +test_that("it calls other functions correctly", { + # ... + # act actual <- my_function() + # assert expect_equal(actual, "plot_data") + expect_called(m_get_data, 1) expect_args(m_get_data, 1) + expect_args(m_mutate_data, 1, "get_data") expect_args(m_filter_data, 1, "mutate_data") + expect_args(m_plot_data, 1, "filter_data") }) ``` +:::: + +::: -### integration test +## Using mocks with `my_function` {.code-page} + +### integration test {.yellow} ``` r test_that("fn calls all the other functions", { - local_mocked_bindings( - get_data = (m_get_data <- data.frame( - x = c(0, 1, 2), y = c(3, 4, 5))), - plot_data = (m_plot_data <- Mock("plot_data")) - ) + # arrange + df <- data.frame(x = c(0, 1, 2), y = c(3, 4, 5)) + expected_df <- data.frame(x = c(1, 2), y = c(4, 5), value = c(0.25, 0.4)) + + m_get_data <- Mock(df) + m_plot_data <- Mock("plot_data") + local_mocked_bindings(get_data = m_get_data, plot_data = m_plot_data) + + # act actual <- fn() + # assert expect_equal(actual, "plot_data") - expect_args(m_plot_data, 1, data.frame( - x = c(1, 2), y = c(4, 5), value = c(0.25, 0.4)) + expect_args(m_plot_data, 1, expected_df) }) ``` -::: - ## But, what about the plot function? :::{.incremental} @@ -732,11 +806,11 @@ test_that("fn calls all the other functions", { ::: -## Snapshot testing {.code-page} +# [Snapshot]{.blue} testing {.inverse} -:::{.panel-tabset} +## Snapshot testing {.code-page} -## R +### R {.blue} :::{.columns} @@ -773,7 +847,9 @@ If the snapshot ever changes, you can run `snapshot_accept()` to use the new sna ::: -## python +## Snapshot 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<175728472+Copilot@users.noreply.github.com> --- presentations/2025-11-14_unit-testing/index.qmd | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/presentations/2025-11-14_unit-testing/index.qmd b/presentations/2025-11-14_unit-testing/index.qmd index f6ba1e9a..ec2f5316 100644 --- a/presentations/2025-11-14_unit-testing/index.qmd +++ b/presentations/2025-11-14_unit-testing/index.qmd @@ -787,7 +787,7 @@ test_that("fn calls all the other functions", { local_mocked_bindings(get_data = m_get_data, plot_data = m_plot_data) # act - actual <- fn() + actual <- my_function() # assert expect_equal(actual, "plot_data")