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flow.org |
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--- | ||
title: Flow Annotate-Exports | ||
slug: /cli/annotate-exports | ||
--- | ||
|
||
Upgrading to [Types-First](../../lang/types-first) mode may require a substantial | ||
number of type annotations at module boundaries. To help with the process of | ||
upgrading large codebases, we are providing a codemod command, whose goal is to | ||
fill in these missing annotations. This command is included in the Flow binary | ||
in versions `>= 0.125`. | ||
|
||
> Note: As of version 0.134, types-first is the default mode. If you are using a | ||
version `>=0.134`, make sure you set `types_first=false` in your .flowconfig while | ||
running this codemod. | ||
|
||
This command uses types that Flow infers, to fill in positions that would otherwise | ||
raise *signature-verification* failures. It will include the necessary type import | ||
statements, as long as the respective types are exported from their defining modules. | ||
|
||
It is designed for use on multiple files at once, rather than one file at a time. | ||
For this reason it doesn't connect to an existing Flow server, but rather starts | ||
a checking process of its own. | ||
|
||
As is typical with such mechanized approaches, it comes with a few caveats: | ||
|
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1. It won’t be able to fill in every required type annotation. Some cases will | ||
require manual effort. | ||
2. Inserted annotations may cause new flow errors, since it’s not always possible | ||
to match inferred type with types that can be written as annotations. | ||
3. File formatting may be affected. If a code formatter (e.g. prettier) is used, | ||
it is recommended that you run it after the codemod has finished running. | ||
|
||
|
||
### How to apply the codemod {#toc-how-to-apply-the-codemod} | ||
|
||
A typical way to invoke this command is | ||
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||
``` | ||
flow codemod annotate-exports \ | ||
--write \ | ||
--repeat \ | ||
--log-level info \ | ||
/path/to/folder \ | ||
2> out.log | ||
``` | ||
|
||
This command will transform files under `/path/to/folder`. This does not need to | ||
be the root directory (the one containing `.flowconfig`). | ||
|
||
It uses the following flags: | ||
* `--write` will update files that require annotations under `/path/to/folder` | ||
in-place. Without this flag the resulting files will be printed on the command line. | ||
|
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* `--repeat` ensures that the transformation will be applied until no more files | ||
change. This mode is necessary here, because each new type the codemod adds may | ||
require new locations to be annotated. | ||
|
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* `--log-level info` outputs useful debugging information in the standard error stream. | ||
This option might lead to verbose output, so we're redirecting the error output | ||
to a log file `out.log`. | ||
|
||
Another convenient way to provide the input is by passing the flag | ||
``` | ||
--input-file file.txt | ||
``` | ||
where `file.txt` contains a specific list of files to be transformed. | ||
|
||
### Codemod output {#toc-codemod-output} | ||
|
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After each iteration of the codemod, a summary will be printed on the CLI. This | ||
summary includes statistical information about the number of annotations that were | ||
added, and how many locations were skipped. It also prints counts for various kinds | ||
of errors that were encountered. These can be matched to the errors printed in the | ||
logs. | ||
|
||
A common error case is when a type `A`, defined in a file `a.js`, but not exported, | ||
is inferred in file `b.js`. The codemod will skip adding this annotation and report | ||
an error in the logs. The fix this case, you can export `A` in `a.js`. Note that | ||
it is not necessary to manually import `A` in `b.js`. The codemod will do this | ||
automatically. |
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--- | ||
title: Flow Coverage | ||
slug: /cli/coverage | ||
--- | ||
The coverage command provides a metric of the amount of checking that Flow has | ||
performed on each part of your code. A program with high Flow coverage should | ||
increase your confidence that Flow has detected any potential runtime errors. | ||
|
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The determining factor for this is the presence of [`any`](../../types/any/) in the | ||
inferred type of each expression. An expression whose inferred type is `any` is | ||
considered *uncovered*, otherwise it is considered *covered*. | ||
|
||
To see why this metric was chosen for determining Flow's effectiveness, consider | ||
the example | ||
|
||
```js flow-check | ||
const one: any = 1; | ||
one(); | ||
``` | ||
|
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This code leads to a runtime type error, since we are attempting to perform a call | ||
on a number. Flow, however, does not flag an error here, because we have annotated | ||
variable `one` as `any`. Flow's checking is effectively turned off whenever `any` | ||
is involved, so it will silently allow the call. The use of this *unsafe* type has | ||
rendered the type checker ineffective, and the coverage metric is here to surface | ||
this, by reporting all instances of `one` as uncovered. | ||
|
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## Design Space {#toc-design-space} | ||
|
||
**Which types should be "covered"?** | ||
|
||
What was described above is a rather coarse grained way to determine coverage. One | ||
could imagine a criterion that flags expressions as uncovered if *any* part of their | ||
type includes `any`, for example `Array<any>`. While there is value in a metric like | ||
this, the "uncovered" part of the type will typically be uncovered through various | ||
operations on values of this type. For example, in the code | ||
|
||
```js flow-check | ||
declare const arr: Array<any>; | ||
arr.forEach(x => {}); | ||
``` | ||
|
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the parameter `x` will be flagged as uncovered. Also, in practice, a strict criterion | ||
like this would be too noisy and rather expensive to compute on the fly. | ||
|
||
**Union types** | ||
|
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An exception to this principle are union types: the type `number | any` is considered | ||
*uncovered*, even though technically `any` is not the top-level constructor. | ||
Unions merely encode an option among *a set of* other types. In that sense we are | ||
conservatively viewing an expression as uncovered, when at least one possible type | ||
of that expression causes limited checking. For example, in the code | ||
|
||
```js flow-check | ||
let x: number | any = 1; | ||
x = "a"; | ||
``` | ||
|
||
Flow will let you assign anything to `x`, which reduces confidence in the use | ||
of `x` as a number. Thus `x` is considered uncovered. | ||
|
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**The empty type** | ||
|
||
An interesting type from a coverage perspective is the [`empty`](../../types/empty) type. | ||
This type roughly corresponds to *dead code*. As such checking around expressions with | ||
type `empty` is more relaxed, but for a good reason: this code will not be executed at | ||
runtime. Since it is a common practice to clean up such code, Flow coverage will | ||
also report code whose type is inferred to be `empty`, but distinguishes it from | ||
the case of `any`. | ||
|
||
|
||
## Command Line Use {#toc-command-line-use} | ||
|
||
To find out the coverage of a file foo.js with the following contents | ||
|
||
```js flow-check | ||
function add(one: any, two: any): number { | ||
return one + two; | ||
} | ||
|
||
add(1, 2); | ||
``` | ||
|
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you can issue the following command | ||
|
||
``` | ||
$ flow coverage file.js | ||
Covered: 50.00% (5 of 10 expressions) | ||
``` | ||
This output means that 5 out of the 10 nodes of this program were inferred to have type | ||
`any`. To see exactly which parts are uncovered you can also pass one of the following | ||
flags: | ||
* `--color`: This will print foo.js on the terminal with the uncovered locations in | ||
red color. E.g. `flow coverage --color file.js` | ||
* `--json`: This will list out all location spans that are uncovered under | ||
the tag `"uncovered_locs"`. E.g. `flow coverage --json file.js` | ||
|
||
Finally, as an example of dead code, consider the code: | ||
|
||
```js flow-check | ||
function f(x: 'a' | 'b') { | ||
if (x === 'a') { | ||
// ... | ||
} else if (x === 'b') { | ||
// ... | ||
} else { | ||
x; | ||
} | ||
} | ||
``` | ||
|
||
The final `else` clause should never be reached, as we've already checked for both members of the union. | ||
Because of this, `x` is inferred to have the type `empty` in that branch. | ||
|
||
In the colored version of this command, these parts appear in blue color, | ||
and in the JSON version they are under the field `"empty_locs"`. | ||
|
||
**Use on multiple files** | ||
|
||
If you want to check coverage of multiple files at once, Flow offers the | ||
`batch-coverage` command: | ||
``` | ||
$ flow batch-coverage dir/ | ||
``` | ||
will report coverage statistics for each file under `dir/`, as well as aggregate | ||
results. | ||
|
||
Note that `batch-coverage` requires a non-lazy Flow server. |
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