Performance testing companion for React and React Native.
- The problem
- This solution
- Installation and setup
- CI setup
- Assessing CI stability
- Analyzing results
- API
- External References
- Contributing
- License
- Made with
❤️ at Callstack
The problem
You want your React Native app to perform well and fast at all times. As a part of this goal, you profile the app, observe render patterns, apply memoization in the right places, etc. But it's all manual and too easy to unintentionally introduce performance regressions that would only get caught during QA or worse, by your users.
This solution
Reassure allows you to automate React Native app performance regression testing on CI or a local machine. The same way you write your integration and unit tests that automatically verify that your app is still working correctly, you can write performance tests that verify that your app still working performantly.
You can think about it as a React performance testing library. In fact, Reassure is designed to reuse as much of your React Native Testing Library tests and setup as possible.
Reassure works by measuring render characteristics – duration and count – of the testing scenario you provide and comparing that to the stable version. It repeates the scenario multiple times to reduce impact of random variations in render times caused by the runtime environment. Then it applies statistical analysis to figure out whether the code changes are statistically significant or not. As a result, it generates a human-readable report summarizing the results and displays it on the CI or as a comment to your pull request.
Installation and setup
In order to install Reassure run following command in your app folder:
Using yarn
yarn add --dev reassure
Using npm
npm install --save-dev reassure
You will also need a working Jest setup as well as one of either React Native Testing Library or React Testing Library.
You can check our example projects:
Reassure will try to detect which Testing Library you have installed. In case both React Native Testing Library and React Testing Library are present it will
warn you about that and give a precedence to React Native Testing Library. You can explicitly specify Testing Library to by used by using configure
option:
configure({ testingLibrary: 'react-native' })
// or
configure({ testingLibrary: 'react' })
You should set it in your Jest setup file and you can override it in particular test files if needed.
Writing your first test
Now that the library is installed, you can write you first test scenario in a file with .perf-test.js
/.perf-test.tsx
extension:
// ComponentUnderTest.perf-test.tsx
import { measurePerformance } from 'reassure';
import { ComponentUnderTest } from './ComponentUnderTest';
test('Simple test', async () => {
await measurePerformance(<ComponentUnderTest />);
});
This test will measure render times of ComponentUnderTest
during mounting and resulting sync effects.
Note: Reassure will automatically match test filenames using Jest's
--testMatch
option with value"<rootDir>/**/*.perf-test.[jt]s?(x)"
. However, if you would like to pass a custom--testMatch
option, you may add it to thereassure measure
script in order to pass your own glob. More about--testMatch
in Jest docs
Writing async tests
If your component contains any async logic or you want to test some interaction you should pass the scenario
option:
import { measurePerformance } from 'reassure';
import { screen, fireEvent } from '@testing-library/react-native';
import { ComponentUnderTest } from './ComponentUnderTest';
test('Test with scenario', async () => {
const scenario = async () => {
fireEvent.press(screen.getByText('Go'));
await screen.findByText('Done');
};
await measurePerformance(<ComponentUnderTest />, { scenario });
});
The body of the scenario
function is using familiar React Native Testing Library methods.
In case of using a version of React Native Testing Library lower than v10.1.0, where screen
helper is not available, the scenario
function provides it as its first argument:
import { measurePerformance } from 'reassure';
import { fireEvent } from '@testing-library/react-native';
test('Test with scenario', async () => {
const scenario = async (screen) => {
fireEvent.press(screen.getByText('Go'));
await screen.findByText('Done');
};
await measurePerformance(<ComponentUnderTest />, { scenario });
});
If your test contains any async changes, you will need to make sure that the scenario waits for these changes to settle, e.g. using
findBy
queries, waitFor
or waitForElementToBeRemoved
functions from RNTL.
For more examples look into our example apps:
Measuring test performance
In order to measure your first test performance you need to run following command in terminal:
yarn reassure
This command will run your tests multiple times using Jest, gathering render statistics, and will write them to
.reassure/current.perf
file. In order to check your setup, check if the output file exists after running the
command for the first time.
Note: You can add
.reassure/
folder to your.gitignore
file to avoid accidentally committing your results.
Reassure CLI will automatically try to detect your source code branch name and commit hash when you are using Git. You can override these options, e.g. if you are using different version control system:
yarn reassure --branch [branch name] --commit-hash [commit hash]
Write performance testing script
In order to detect performance changes, you need to measure the performance of two versions of your code
current (your modified code), and baseline (your reference point, e.g. main
branch). In order to measure performance
on two different branches you need to either switch branches in git or clone two copies of your repository.
We want to automate this task, so it can run on the CI. In order to do that you will need to create a
performance testing script. You should save it in your repository, e.g. as reassure-tests.sh
.
A simple version of such script, using branch changing approach is as follows:
#!/usr/bin/env bash
set -e
BASELINE_BRANCH=${BASELINE_BRANCH:="main"}
# Required for `git switch` on CI
git fetch origin
# Gather baseline perf measurements
git switch "$BASELINE_BRANCH"
yarn install --force
yarn reassure --baseline
# Gather current perf measurements & compare results
git switch --detach -
yarn install --force
yarn reassure
CI setup
To make setting up the CI integration and all prerequisites more convenient, we have prepared a CLI command which will generate all necessary templates for you to get started with.
Simply run:
yarn reassure init
This will generate the following file structure
├── <ROOT>
│ ├── reassure-tests.sh
│ ├── dangerfile.ts/js (or dangerfile.reassure.ts/js if dangerfile.ts/js already present)
│ └── .gitignore
Options
You can also use the following options in order to further adjust the script
--verbose
(optional)
This is one of the options controlling the level of logs printed into the command prompt while running reassure scripts. It will
--silent
(optional)
Just like the previous, this option also controls the level of logs. It will suppress all logs besides explicit errors.
Scaffolding
reassure-tests.sh
)
CI Script (Basic script allowing you to run Reassure on CI. More on the importance and structure of this file in the following section.
Dangerfile
If your project already contains a dangerfile.ts/js
, the CLI will not override it in any way. Instead, it will generate a dangerfile.reassure.ts/js
file which will allow you to compare and update your own at your own convenience.
.gitignore
If .gitignore file is present and no mentions of reassure
appear within it, the script will append the .reassure/
directory to its end.
reassure-tests.sh
)
CI script (In order to detect performance changes, you need to measure the performance of two versions of your code
current (your modified code), and baseline (your reference point, e.g. main
branch). In order to measure performance
on two different branches you need to either switch branches in git or clone two copies of your repository.
We want to automate this task, so it can run on the CI. In order to do that you will need to create a
performance testing script. You should save it in your repository, e.g. as reassure-tests.sh
.
A simple version of such script, using branch changing approach is as follows:
#!/usr/bin/env bash
set -e
BASELINE_BRANCH=${BASELINE_BRANCH:="main"}
# Required for `git switch` on CI
git fetch origin
# Gather baseline perf measurements
git switch "$BASELINE_BRANCH"
yarn install --force
yarn reassure --baseline
# Gather current perf measurements & compare results
git switch --detach -
yarn install --force
yarn reassure
Integration
As a final setup step you need to configure your CI to run the performance testing script and output the result. For presenting output at the moment we integrate with Danger JS, which supports all major CI tools.
Updating existing Dangerfile
You will need a working Danger JS setup.
Then add Reassure Danger JS plugin to your dangerfile :
// /<project_root>/dangerfile.reassure.ts (generated by the init script)
import path from 'path';
import { dangerReassure } from 'reassure';
dangerReassure({
inputFilePath: path.join(__dirname, '.reassure/output.md'),
});
Creating Dangerfile
If you do not have a Dangerfile (dangerfile.js
or dangerfile.ts
) yet, you can use the one generated by the reassure init
script without making any additional changes.
You can also find it in our example file Dangerfile.
Updating the CI configuration file
Finally run both performance testing script & danger in your CI config:
- name: Run performance testing script
run: ./reassure-tests.sh
- name: Run Danger.js
run: yarn danger ci
env:
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
You can also check our example GitHub workflow.
The above example is based on GitHub Actions, but it should be similar to other CI config files and should only serve as a reference in such cases.
Note: Your performance test will run much longer than regular integration tests. It's because we run each test scenario multiple times (by default 10), and we repeat that for two branches of your code. Hence, each test will run 20 times by default. That's unless you increase that number even higher.
Assessing CI stability
During performance measurements we measure React component render times with microsecond precision using React.Profiler
. This means
that the same code will run faster or slower depending on the machine. For this reason,
baseline & current measurements need to be run on the same machine. Optimally, they should be run one after another.
Moreover, in order to achieve meaningful results your CI agent needs to have stable performance. It does not matter really if your agent is fast or slow as long as it is consistent in its performance. That's why during the performance tests the agent should not be used for any other work that might impact measuring render times.
In order to help you assess your machine stability, you can use reassure check-stability
command. It runs performance
measurements twice for the current code, so baseline and current measurements refer to the same code. In such case the
expected changes are 0% (no change). The degree of random performance changes will reflect the stability of your machine.
This command can be run both on CI and local machines.
Normally, the random changes should be below 5%. Results of 10% and more considered too high and mean that you should work on tweaking your machine stability.
Note: As a trick of last resort you can increase the
run
option, from the default value of 10 to 20, 50 or even 100, for all or some of your tests, based on the assumption that more test runs will even out measurement fluctuations. That will however make your tests run even longer.
You can refer to our example GitHub workflow.
Analyzing results
Looking at the example you can notice that test scenarios can be assigned to certain categories:
- Significant Changes To Render Duration shows test scenario where the change is statistically significant and should be looked into as it marks a potential performance loss/improvement
- Meaningless Changes To Render Duration shows test scenarios where the change is not stastatistically significant
- Changes To Render Count shows test scenarios where render count did change
- Added Scenarios shows test scenarios which do not exist in the baseline measurements
- Removed Scenarios shows test scenarios which do not exist in the current measurements
API
Measurements
measurePerformance
function
Custom wrapper for the RNTL render
function responsible for rendering the passed screen inside a React.Profiler
component,
measuring its performance and writing results to the output file. You can use optional options
object allows customizing aspects
of the testing
async function measurePerformance(ui: React.ReactElement, options?: MeasureOptions): Promise<MeasureRenderResult> {
MeasureOptions
type
interface MeasureOptions {
runs?: number;
warmupRuns?: number;
wrapper?: React.ComponentType<{ children: ReactElement }>;
scenario?: (view?: RenderResult) => Promise<any>;
}
runs
: number of runs per series for the particular testwarmupRuns
: number of additional warmup runs that will be done and discarded before the actual runs (default 1).wrapper
: React component, such as aProvider
, which theui
will be wrapped with. Note: the render duration of thewrapper
itself is excluded from the results, only the wrapped component is measured.scenario
: a custom async function, which defines user interaction within the ui by utilized RNTL functions
Configuration
Default configuration
The default config which will be used by the measuring script. This configuration object can be overridden with the use
of the configure
function.
type Config = {
runs?: number;
warmupRuns?: number;
outputFile?: string;
verbose?: boolean;
testingLibrary?:
| 'react-native'
| 'react'
| { render: (component: React.ReactElement<any>) => any; cleanup: () => any };
};
const defaultConfig: Config = {
runs: 10,
warmupRuns: 1,
outputFile: '.reassure/current.perf',
verbose: false,
testingLibrary: undefined, // Will try auto-detect first RNTL, then RTL
};
runs
: number of repeated runs in a series per test (allows for higher accuracy by aggregating more data). Should be handled with care.
warmupRuns
: number of additional warmup runs that will be done and discarded before the actual runs.outputFile
: name of the file the records will be saved toverbose
: make Reassure log more, e.g. for debugging purposestestingLibrary
: where to look forrender
andcleanup
functions, supported values'react-native'
,'react'
or object providing customrender
andcleanup
functions
configure
function
function configure(customConfig: Partial<Config>): void;
You can use the configure
function to override the default config parameters.
resetToDefault
function
resetToDefault(): void
Reset current config to the original defaultConfig
object
Environmental variables
You can use available environmental variables in order to alter your test runner settings.
TEST_RUNNER_PATH
: an alternative path for your test runner. Defaults to'node_modules/.bin/jest'
or on Windows'node_modules/jest/bin/jest'
TEST_RUNNER_ARGS
: a set of arguments fed to the runner. Defaults to'--runInBand --testMatch "<rootDir>/**/*.perf-test.[jt]s?(x)"'
Example:
TEST_RUNNER_PATH=myOwnPath/jest/bin yarn reassure
External References
- The Ultimate Guide to React Native Optimization 2023 Edition - Mentioned in "Make your app consistently fast" chapter.
Contributing
See the contributing guide to learn how to contribute to the repository and the development workflow.
License
❤️ at Callstack
Made with Reassure is an Open Source project and will always remain free to use. The project has been developed in close
partnership with Entain and was originally their in-house project. Thanks to their
willingness to develop the React & React Native ecosystem, we decided to make it Open Source. If you think it's cool, please star it
Callstack is a group of React and React Native experts. If you need any help with these or just want to say hi, contact us at [email protected]!
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