### StreamData.list_of/StreamData.bind_filter Example

Source: https://hexdocs.pm/stream_data/StreamData.html

Example demonstrating how to create a generator for two-element tuples using `StreamData.list_of` and `StreamData.bind_filter`.

```APIDOC
## StreamData.list_of / StreamData.bind_filter Example

### Description
This example shows how to create a generator that produces two-element tuples. The first element is a list of integers with an even number of members, and the second element is a member of that list. It utilizes `StreamData.list_of` to generate lists and `StreamData.bind_filter` to conditionally process lists based on their length.

### Method
N/A (Illustrative Example)

### Endpoint
N/A

### Parameters
N/A

### Request Example
```elixir
require Integer

list_data = StreamData.list_of(StreamData.integer(), min_length: 1)

data =
  StreamData.bind_filter(list_data, fn
    list when Integer.is_even(length(list)) ->
      inner_data = StreamData.bind(StreamData.member_of(list), fn member ->
        StreamData.constant({list, member})
      end)
      {:cont, inner_data}
    _odd_list ->
      :skip
  end)

Enum.at(data, 0)
```

### Response
#### Success Response (Example Output)
```elixir
#=> {[-6, -7, -4, 5, -9, 8, 7, -9], 5}
```
```

--------------------------------

### StreamData.list_of/1 with bind_filter Example

Source: https://hexdocs.pm/stream_data/index.html

An example demonstrating how to create a generator that produces two-element tuples. The first element is a list of integers with an even number of members, and the second element is a member of that list. This is achieved using `StreamData.list_of/1` and `StreamData.bind_filter/2`.

```APIDOC
## StreamData.list_of/1 with bind_filter Example

### Description

This example demonstrates creating a generator that yields two-element tuples. The first element of the tuple is a list of integers with an even length, and the second element is a member of that list. It utilizes `StreamData.list_of/1` to generate lists and `StreamData.bind_filter/2` to conditionally process these lists.

### Method

N/A (Illustrative Example)

### Endpoint

N/A

### Parameters

N/A

### Request Example

```elixir
require Integer

list_data = StreamData.list_of(StreamData.integer(), min_length: 1)

data =
  StreamData.bind_filter(list_data, fn
    list when Integer.is_even(length(list)) ->
      inner_data = StreamData.bind(StreamData.member_of(list), fn member ->
        StreamData.constant({list, member})
      end)
      {:cont, inner_data}
    _odd_list ->
      :skip
  end)

Enum.at(data, 0)
```

### Response

#### Success Response (Example Output)

- **tuple** (tuple) - A tuple where the first element is a list of integers with even length, and the second element is a member of that list.

#### Response Example

```elixir
#=> {[-6, -7, -4, 5, -9, 8, 7, -9], 5}
```

### Shrinking Behavior

Values that are skipped by the filter are not used for shrinking, similar to how `filter/3` works.
```

--------------------------------

### Generate binary trees

Source: https://hexdocs.pm/stream_data/index.html

Example of generating binary trees using a custom struct and integer leaves.

```elixir
tree_data =
  StreamData.tree(StreamData.integer(), fn child_data ->
    StreamData.map({child_data, child_data}, fn {left, right} ->
      %Branch{left: left, right: right}
    end)
  end)

Enum.at(StreamData.resize(tree_data, 10), 0)
#=> %Branch{left: %Branch{left: 4, right: -1}, right: -2}
```

--------------------------------

### Test starts_with?/2 manually

Source: https://hexdocs.pm/stream_data/ExUnitProperties.html

A traditional unit test example for the starts_with?/2 function using manual input cases.

```elixir
test "starts_with?/2" do
  assert starts_with?("foo", "f")
  refute starts_with?("foo", "b")
  assert starts_with?("foo", "")
  assert starts_with?("", "")
  refute starts_with?("", "something")
end
```

--------------------------------

### Use check all in doctests

Source: https://hexdocs.pm/stream_data/ExUnitProperties.html

Integrate property-based testing into documentation examples by ensuring the module uses ExUnitProperties.

```elixir
@doc """
Tells if a term is an integer.

    iex> check all i <- integer() do
    ...>   assert int?(i)
    ...> end
    :ok

"""
def int?(i), do: is_integer(i)
```

--------------------------------

### Generate unique lists

Source: https://hexdocs.pm/stream_data/index.html

Example of generating a list of unique integers.

```elixir
data = StreamData.uniq_list_of(StreamData.integer())
Enum.take(data, 3)
#=> [[1], [], [2, 3, 1]]
```

--------------------------------

### Generate tuples

Source: https://hexdocs.pm/stream_data/index.html

Example of generating tuples with specific element types.

```elixir
data = StreamData.tuple({StreamData.integer(), StreamData.binary()})
Enum.take(data, 3)
#=> [{-1, <<170>>}, {1, "<"}, {1, ""}]
```

--------------------------------

### Test starts_with?/2 with property-based testing

Source: https://hexdocs.pm/stream_data/ExUnitProperties.html

A property-based test using the check/3 macro to verify that the concatenation of two binaries always starts with the first binary.

```elixir
test "starts_with?/2" do
  check all a <- StreamData.binary(),
            b <- StreamData.binary() do
    assert starts_with?(a <> b, a)
  end
end
```

--------------------------------

### Generate UTF-8 Codepoints

Source: https://hexdocs.pm/stream_data/StreamData.html

Shows how to generate UTF-8 codepoints using the `codepoint/1` function. Examples include generating random codepoints and specifically ASCII codepoints, demonstrating the output format for each.

```elixir
Enum.take(StreamData.codepoint(), 3)
#=> [889941, 349615, 1060099]
```

```elixir
Enum.take(StreamData.codepoint(:ascii), 3)
#=> ~c"Kk:"
```

--------------------------------

### Generate nested lists

Source: https://hexdocs.pm/stream_data/index.html

Example of generating nested lists using the tree generator.

```elixir
data = StreamData.tree(StreamData.integer(), &StreamData.list_of/1)
Enum.at(StreamData.resize(data, 10), 0)
#=> [[], '\t', '\a', [1, 2], -3, [-7, [10]]]
```

--------------------------------

### Generate dates with StreamData

Source: https://hexdocs.pm/stream_data/StreamData.html

Examples of generating dates using various constraints like origin, range, or date ranges.

```elixir
Enum.take(StreamData.date(), 3)
#=> [~D[2023-11-24], ~D[2023-11-25], ~D[2023-11-23]]

Enum.take(StreamData.date(origin: ~D[2025-09-01]), 3)
#=> [~D[2025-08-31], ~D[2025-08-31], ~D[2025-09-04]]

Enum.take(StreamData.date(min: ~D[2025-01-01], max: ~D[2025-01-31]), 3)
#=> [~D[2025-01-27], ~D[2025-01-21], ~D[2025-01-16]]

Enum.take(StreamData.date(Date.range(~D[2025-01-01], ~D[2025-01-31])), 3)
#=> [~D[2025-01-29], ~D[2025-01-03], ~D[2025-01-15]]
```

--------------------------------

### Generate JSON-like structures

Source: https://hexdocs.pm/stream_data/index.html

Example of generating complex data structures representing a JSON document.

```elixir
scalar_generator =
  StreamData.one_of([
    StreamData.integer(),
    StreamData.boolean(),
    StreamData.string(:ascii),
    nil
  ])

json_generator =
  StreamData.tree(scalar_generator, fn nested_generator ->
    StreamData.one_of([
      StreamData.list_of(nested_generator),
      StreamData.map_of(StreamData.string(:ascii, min_length: 1), nested_generator)
    ])
  end)

Enum.at(StreamData.resize(json_generator, 10), 0)
#=> [%{"#" => "5"}, true, %{"4|B" => nil, "7" => true, "yt(3y" => 4}, [[false]]]
```

--------------------------------

### Generate JSON-like Structures with StreamData.tree

Source: https://hexdocs.pm/stream_data/StreamData.html

This example demonstrates generating data structures resembling JSON by combining `StreamData.tree/2` with generators for scalars, lists, and maps. It uses `StreamData.one_of/1` to choose between different structure types.

```elixir
scalar_generator =
  StreamData.one_of([
    StreamData.integer(),
    StreamData.boolean(),
    StreamData.string(:ascii),
    nil
  ])

json_generator =
  StreamData.tree(scalar_generator, fn nested_generator ->
    StreamData.one_of([
      StreamData.list_of(nested_generator),
      StreamData.map_of(StreamData.string(:ascii, min_length: 1), nested_generator)
    ])
  end)

Enum.at(StreamData.resize(json_generator, 10), 0)
```

--------------------------------

### Test properties with custom generators

Source: https://hexdocs.pm/stream_data/ExUnitProperties.html

Example of using custom generators within an ExUnit property test.

```elixir
describe "noon?/1" do
  test "returns true for noon" do
    assert noon?(~T[12:00:00]) == true
  end

  property "returns false for other times" do
    check all time <- non_noon_generator() do
      assert noon?(time) == false
    end
  end
end
```

--------------------------------

### Create an unshrinkable byte generator

Source: https://hexdocs.pm/stream_data/index.html

Use `unshrinkable/1` to create a generator for bytes (0-255) that will not shrink. This example demonstrates its usage with `integer/1` and `Enum.take/2`.

```elixir
byte = StreamData.unshrinkable(StreamData.integer(0..255))
Enum.take(byte, 3)
#=> [190, 181, 178]
```

--------------------------------

### Generating Custom Structs with StreamData

Source: https://hexdocs.pm/stream_data/ExUnitProperties.html

Demonstrates how to create custom generators for Elixir structs, like `%Time{}`, to be used in property-based tests. This example shows generating valid times that are not noon.

```APIDOC
## Generating Custom Structs

This example shows how to generate `%Time{}` structs for testing a `noon?/1` function.

### Generator for Non-Noon Times

```elixir
defp non_noon_generator do
  gen all time <- valid_time_generator(), time != ~T[12:00:00] do
    time
  end
end

defp valid_time_generator do
  gen all hour <- StreamData.integer(0..23),
          minute <- StreamData.integer(0..59),
          second <- StreamData.integer(0..59) do
    Time.new!(hour, minute, second)
  end
end
```

### Property Test Example

```elixir
describe "noon?/1" do
  test "returns true for noon" do
    assert noon?(~T[12:00:00]) == true
  end

  property "returns false for other times" do
    check all time <- non_noon_generator() do
      assert noon?(time) == false
    end
  end
end
```
```

--------------------------------

### Generate UTF-8 codepoints

Source: https://hexdocs.pm/stream_data/index.html

Defines the specification for generating various types of UTF-8 codepoints and provides usage examples.

```elixir
@spec codepoint(:ascii | :alphanumeric | :printable | :utf8) :: t(char())
```

```elixir
Enum.take(StreamData.codepoint(), 3)
#=> [889941, 349615, 1060099]

Enum.take(StreamData.codepoint(:ascii), 3)
#=> ~c"Kk:"
```

--------------------------------

### Take Sample Binaries

Source: https://hexdocs.pm/stream_data/index.html

Demonstrates taking a sample of three binaries generated by StreamData.binary/0.

```elixir
Enum.take(StreamData.binary(), 3)
#=> [<<1>>, "", "@Q"]
```

--------------------------------

### Verify properties with check_all/3

Source: https://hexdocs.pm/stream_data/index.html

Demonstrates using check_all/3 to verify a property, showing how it handles failures and shrinks values.

```elixir
options = [initial_seed: :os.timestamp()]

{:error, metadata} = StreamData.check_all(StreamData.integer(), options, fn int ->
  if int == 0 or rem(int, 11) != 0 do
    {:ok, nil}
  else
    {:error, Integer.to_string(int)}
  end
end)

metadata.nodes_visited
#=> 7
metadata.original_failure
#=> 22
metadata.shrunk_failure
#=> 11
```

--------------------------------

### ExUnit Properties: `__using__/1` Macro

Source: https://hexdocs.pm/stream_data/ExUnitProperties.html

The `__using__/1` macro is used to set up an `ExUnit.Case` module for property-based testing with StreamData.

```APIDOC
## `__using__/1` Macro

Sets up an `ExUnit.Case` module for property-based testing.

### Usage

```elixir
use ExUnit.Case, async: true
use StreamData
```

This macro is typically used at the top of a test file to enable StreamData's property testing features.
```

--------------------------------

### binary/1

Source: https://hexdocs.pm/stream_data/StreamData.html

Generates binaries with optional length constraints.

```APIDOC
## binary(options)

### Description
Generates binaries. The length of the generated binaries is limited by the generation size.

### Parameters
#### Request Body
- **options** (keyword) - Optional - Configuration options including :length, :min_length, and :max_length.
```

--------------------------------

### ExUnit Properties: `property/1` and `property/3` Macros

Source: https://hexdocs.pm/stream_data/ExUnitProperties.html

Macros for defining property tests, either as a placeholder or with specific context and contents.

```APIDOC
## `property/1` and `property/3` Macros

Defines a property test.

### `property/1` (Message)

Defines a not-implemented property test with a string message.

```elixir
property "this property is not yet implemented"
```

### `property/3` (Message, Context, Contents)

Defines a property and imports property-testing facilities in the body.

```elixir
property "ensures data integrity", quote do
  # Property testing code here
  check all data <- StreamData.list(StreamData.integer()) do
    assert is_list(data)
  end
end
```

The `property/3` macro allows for more structured definition of properties, including a context and the actual test implementation.
```

--------------------------------

### Filter generator output

Source: https://hexdocs.pm/stream_data/StreamData.html

Specifies the filter function signature and provides examples of efficient vs inefficient generator filtering.

```elixir
@spec filter(t(a), (a -> as_boolean(term())), non_neg_integer()) :: t(a)
when a: term()
```

```elixir
def even_integers() do
  StreamData.filter(StreamData.integer(), &Integer.is_even/1)
end
```

```elixir
def even_integers() do
  StreamData.map(StreamData.integer(), &(&1 * 2))
end
```

--------------------------------

### Generate lists with options

Source: https://hexdocs.pm/stream_data/index.html

Use list_of/2 to generate lists with control over length using :length, :min_length, or :max_length options. Shrinking respects length constraints.

```elixir
@spec list_of(
  t(a),
  keyword()
) :: t([a])
when a: term()
```

```elixir
Enum.take(StreamData.list_of(StreamData.integer(), length: 3), 3)
```

```elixir
Enum.take(StreamData.list_of(StreamData.integer(), max_length: 1), 3)
```

--------------------------------

### string(kind_or_codepoints, options)

Source: https://hexdocs.pm/stream_data/StreamData.html

Generates a string of the given kind or from the given characters.

```APIDOC
## string(kind_or_codepoints, options)

### Description
Generates a string of the given kind or from the given characters.

### Parameters
#### Arguments
- **kind_or_codepoints** (atom | range | list) - Required - The type of string or character set to generate.
- **options** (list) - Optional - Configuration options for the generator.
```

--------------------------------

### string(kind_or_codepoints, options)

Source: https://hexdocs.pm/stream_data/index.html

Generates a string of the given kind or from the given characters.

```APIDOC
## string(kind_or_codepoints, options)

### Description
Generates a string of the given kind or from the given characters.

### Parameters
- **kind_or_codepoints** (atom | range | list) - Required - The type of string or character set to generate.
- **options** (list) - Optional - Additional configuration options.
```

--------------------------------

### Run property tests with check macro

Source: https://hexdocs.pm/stream_data/ExUnitProperties.html

Demonstrates the use of the check macro to define property-based test clauses and assertions.

```elixir
check all int1 <- integer(),
          int2 <- integer(),
          int1 > 0 and int2 > 0,
          sum = int1 + int2 do
  assert sum > int1
  assert sum > int2
end
```

--------------------------------

### Generate Dates within a Range

Source: https://hexdocs.pm/stream_data/StreamData.html

Demonstrates generating dates using the `date/1` function with options like `:origin`, `:min`, and `:max` to control the date range and shrinking behavior. It also shows how to use a `Date.Range.t()` for generation.

```elixir
StreamData.date({:min, ~D[2023-01-01]})
StreamData.date([origin: ~D[2023-01-01], max: ~D[2023-12-31]])
StreamData.date(Date.Range.new(~D[2023-01-01], ~D[2023-12-31]))
```

--------------------------------

### Generate integers with StreamData

Source: https://hexdocs.pm/stream_data/index.html

Demonstrates how to take a finite number of values from an infinite integer generator.

```elixir
Enum.take(StreamData.integer(), 10)
#=> [-1, 0, -3, 4, -4, 5, -1, -3, 5, 8]
```

--------------------------------

### Generate Binaries

Source: https://hexdocs.pm/stream_data/index.html

Generates binaries. The length of the generated binaries is limited by the generation size. Options like :length, :min_length, and :max_length can be used to control the size.

```elixir
@spec binary(keyword()) :: t(binary())
```

--------------------------------

### StreamData Configuration: `inspect_opts`

Source: https://hexdocs.pm/stream_data/ExUnitProperties.html

Customizes the `inspect/2` options used by StreamData when shrinking values upon error.

```APIDOC
## Options: `inspect_opts`

When an error occurs, StreamData shrinks the generated values to find the smallest set that reproduces the error. It then prints these values using `inspect/2`.

You can customize the `inspect/2` options by setting the `:inspect_opts` option in your test configuration.

### Configuration Example (`config/test.exs`)

```elixir
import Config

config :stream_data,
  inspect_opts: [limit: :infinity]
```

This configuration sets the inspect limit to infinity, ensuring all parts of the generated data are shown when an error occurs.
```

--------------------------------

### ExUnitProperties property/3

Source: https://hexdocs.pm/stream_data/ExUnitProperties.html

Defines a property test and imports property-testing facilities.

```APIDOC
## property/3 (macro)

### Description
Defines a property test and imports `StreamData` functions and `check/2` into the test body. This macro is similar to `ExUnit.Case.test/3` but specifically for property tests. It is recommended for tests consisting solely of `check/2` calls to improve clarity and reporting.

### Example
```elixir
use ExUnitProperties

property "reversing a list doesn't change its length" do
  check all list <- StreamData.list_of(StreamData.integer()) do
    assert length(list) == length(:lists.reverse(list))
  end
end
```
```

--------------------------------

### Generate keyword lists with specific values

Source: https://hexdocs.pm/stream_data/index.html

Use keyword_of/1 with a generator for value_data to create keyword lists where keys are atoms and values are generated by value_data. Shrinks equivalently to list_of/1.

```elixir
@spec keyword_of(t(a)) :: t(keyword(a)) when a: term()
```

```elixir
Enum.take(StreamData.keyword_of(StreamData.integer()), 3)
```

--------------------------------

### Generate Based on Generation Size

Source: https://hexdocs.pm/stream_data/index.html

Use `sized/1` to create a generator that adapts its output based on the current generation size. The provided function receives the size and must return a generator.

```elixir
@spec sized((size() -> t(a))) :: t(a) when a: term()

```

```elixir
data = StreamData.sized(fn size ->
  StreamData.resize(StreamData.integer(), size * 2)
end)

Enum.take(data, 3)
#=> [0, -1, 5]

```

--------------------------------

### StreamData.check_all/3 Options

Source: https://hexdocs.pm/stream_data/StreamData.html

Configuration options for the check_all/3 function used in property-based testing.

```APIDOC
## Options for check_all/3

### Parameters
- **initial_seed** (tuple) - Required - Three-element tuple with three integers used as the initial random seed.
- **initial_size** (non-negative integer) - Optional - The initial generation size. Defaults to 1.
- **max_runs** (non-negative integer) - Optional - Total number of elements to generate and check. Defaults to 100.
- **max_run_time** (non-negative integer) - Optional - Total time in milliseconds to run the check.
- **max_shrinking_steps** (non-negative integer) - Optional - Maximum number of shrinking steps to perform. Defaults to 100.
```

--------------------------------

### Configure inspect options

Source: https://hexdocs.pm/stream_data/ExUnitProperties.html

Set global inspect options for error reporting in test configuration.

```elixir
# config/test.exs
import Config

config :stream_data,
  inspect_opts: [limit: :infinity]
```

--------------------------------

### Transform generators with Stream modules

Source: https://hexdocs.pm/stream_data/index.html

Shows how to pipe generators through Stream and Enum functions to filter and map generated values.

```elixir
StreamData.integer()
|> Stream.filter(& &1 > 0)
|> Stream.map(& &1 * 2)
|> Enum.take(10)
#=> [4, 6, 4, 10, 14, 16, 4, 16, 36, 16]
```

--------------------------------

### Define a property test with StreamData facilities

Source: https://hexdocs.pm/stream_data/ExUnitProperties.html

Defines a property test and imports StreamData functions and `check/2` into the body. Recommended when the body consists only of `check/2` calls for clarity and improved reporting.

```elixir
use ExUnitProperties

property "reversing a list doesn't change its length" do
  check all list <- list_of(integer()) do
    assert length(list) == length(:lists.reverse(list))
  end
end
```

--------------------------------

### ExUnit Properties: `check/1` Macro

Source: https://hexdocs.pm/stream_data/ExUnitProperties.html

The `check/1` macro is used to run tests for a property, defining clauses for generating data and assertions for testing the property's validity.

```APIDOC
## `check/1` Macro

Runs tests for a property.

### Description

The `check/1` macro provides a concise syntax for defining properties and their associated tests. It allows you to specify data generation clauses and then assert conditions within the `do` block.

### Example

```elixir
check all int1 <- integer(),
          int2 <- integer(),
          int1 > 0 and int2 > 0,
          sum = int1 + int2 do
  assert sum > int1
  assert sum > int2
end
```

**Clauses**: Everything between `check all` and `do` specifies how to generate data (e.g., `int1 <- integer()`).

**Body**: The `do` block contains the assertions that must hold true for the generated data.
```

--------------------------------

### float/1

Source: https://hexdocs.pm/stream_data/StreamData.html

Generates floats based on optional min and max constraints.

```APIDOC
## float(options)

### Description
Generates floats according to the given options. Complexity grows proportionally to the generation size.

### Parameters
- **options** (keyword) - Optional
  - **:min** (float) - The minimum inclusive value.
  - **:max** (float) - The maximum inclusive value.

### Response
- **generator** (t(float())) - A generator for float values.
```

--------------------------------

### Verify properties with check_all

Source: https://hexdocs.pm/stream_data/index.html

Defines the specification for checking properties on generated data using check_all/3.

```elixir
@spec check_all(t(a), Keyword.t(), (a -> {:ok, term()} | {:error, b})) ::
  {:ok, map()} | {:error, map()}
when a: term(), b: term()
```

--------------------------------

### Generate iolists

Source: https://hexdocs.pm/stream_data/index.html

Use iolist/0 to generate values of the iolist() type. Shrinks towards smaller, less nested lists and bytes instead of binaries.

```elixir
@spec iolist() :: t(iolist())
```

```elixir
Enum.take(StreamData.iolist(), 3)
```

--------------------------------

### Verify integer generation

Source: https://hexdocs.pm/stream_data/ExUnitProperties.html

Basic usage of check all to validate that generated values meet specific criteria.

```elixir
check all int <- integer() do
  assert is_integer(int)
end
```

--------------------------------

### Generate iodata

Source: https://hexdocs.pm/stream_data/index.html

Use iodata/0 to generate values of the iodata() type. Shrinks towards less nested iodata and smaller binaries.

```elixir
@spec iodata() :: t(iodata())
```

```elixir
Enum.take(StreamData.iodata(), 3)
```

--------------------------------

### Generate Based on Size

Source: https://hexdocs.pm/stream_data/StreamData.html

Use `sized/1` to create a generator whose behavior is determined by a provided function that receives the generation size. This allows for dynamic generation ranges, such as doubling the range of `integer/0`.

```elixir
data = StreamData.sized(fn size ->
  StreamData.resize(StreamData.integer(), size * 2)
end)

Enum.take(data, 3)
#=> [0, -1, 5]
```

--------------------------------

### Generate Dates with StreamData

Source: https://hexdocs.pm/stream_data/index.html

Demonstrates generating sequences of dates using StreamData.date/1. Supports specifying origin, min/max dates, and date ranges.

```elixir
Enum.take(StreamData.date(), 3)
#=> [~D[2023-11-24], ~D[2023-11-25], ~D[2023-11-23]]
```

```elixir
Enum.take(StreamData.date(origin: ~D[2025-09-01]), 3)
#=> [~D[2025-08-31], ~D[2025-08-31], ~D[2025-09-04]]
```

```elixir
Enum.take(StreamData.date(min: ~D[2025-01-01], max: ~D[2025-01-31]), 3)
#=> [~D[2025-01-27], ~D[2025-01-21], ~D[2025-01-16]]
```

```elixir
Enum.take(StreamData.date(Date.range(~D[2025-01-01], ~D[2025-01-31])), 3)
#=> [~D[2025-01-29], ~D[2025-01-03], ~D[2025-01-15]]
```

--------------------------------

### StreamData.check_all/3 Options

Source: https://hexdocs.pm/stream_data/index.html

Options available for the StreamData.check_all/3 function to control random generation and checking behavior.

```APIDOC
## StreamData.check_all/3 Options

This function takes the following options:

* `:initial_seed` - three-element tuple with three integers that is used as the initial random seed that drives the random generation. This option is required.
* `:initial_size` - (non-negative integer) the initial generation size used to start generating values. The generation size is then incremented by `1` on each iteration. See the "Generation size" section of the module documentation for more information on generation size. Defaults to `1`.
* `:max_runs` - (non-negative integer) the total number of elements to generate out of `data` and check through `fun`. Defaults to `100`.
* `:max_run_time` - (non-negative integer) the total number of time (in milliseconds) to run a given check for. This is not used by default, so unless a value is given, then the length of the check will be determined by `:max_runs`. If both `:max_runs` and `:max_run_time` are given, then the check will finish at whichever comes first, `:max_runs` or `:max_run_time`.
* `:max_shrinking_steps` - (non-negative integer) the maximum numbers of shrinking steps to perform in case `check_all/3` finds an element that doesn't satisfy `fun`. Defaults to `100`.
```

--------------------------------

### integer/0 and integer/1

Source: https://hexdocs.pm/stream_data/StreamData.html

Generates integers, either bound by generation size or within a specific range.

```APIDOC
## integer()

### Description
Generates integers bound by the generation size.

## integer(range)

### Description
Generates an integer in the given `range`.

### Parameters
#### Path Parameters
- **range** (Range.t()) - Required - The range within which the integer should be generated.
```

--------------------------------

### integer/0 and integer/1

Source: https://hexdocs.pm/stream_data/index.html

Generates integers, either bound by generation size or within a specific range.

```APIDOC
## integer()

### Description
Generates integers bound by the generation size.

## integer(range)

### Description
Generates an integer in the given `range`. The generation size is ignored.

### Parameters
#### Request Body
- **range** (Range.t()) - Required - The range of integers to generate.
```

--------------------------------

### ExUnit Properties: `pick/1` Function

Source: https://hexdocs.pm/stream_data/ExUnitProperties.html

The `pick/1` function is used to select a single random element from a StreamData generator.

```APIDOC
## `pick/1` Function

Picks a random element generated by the `StreamData` generator `data`.

### Description

Use `pick/1` when you need to obtain a single, randomly generated value from a defined StreamData generator. This is useful for specific test cases where you want to ensure a particular type of data is used.

### Example

```elixir
my_random_string = pick(StreamData.string())
IO.inspect(my_random_string)
```
```

--------------------------------

### Configure StreamData in test environment

Source: https://hexdocs.pm/stream_data/ExUnitProperties.html

Set global StreamData options in your project's config files to adjust test behavior based on the environment.

```elixir
# config/test.exs
import Config

config :stream_data,
  max_runs: if System.get_env("CI"), do: 1_000, else: 50
```

--------------------------------

### Verify list membership with custom run count

Source: https://hexdocs.pm/stream_data/ExUnitProperties.html

Override default configuration options like max_runs directly within a check all block.

```elixir
check all list <- list_of(integer()),
          member <- member_of(list),
          max_runs: 50 do
  assert member in list
end
```

--------------------------------

### Take Sample Alphanumeric Atoms

Source: https://hexdocs.pm/stream_data/index.html

Demonstrates taking a sample of three alphanumeric atoms generated by StreamData.atom/1.

```elixir
Enum.take(StreamData.atom(:alphanumeric), 3)
#=> [:xF, :y, :B_]
```

--------------------------------

### Generate Arbitrary Printable Atoms

Source: https://hexdocs.pm/stream_data/index.html

Generates arbitrary printable atoms up to 255 characters by mapping printable strings to atoms. Be mindful of the system limit for atom length.

```elixir
printable_atom =
  StreamData.map(
    StreamData.string(:printable, max_length: 255),
    &String.to_atom/1
  )
```

--------------------------------

### Generate unbounded integers

Source: https://hexdocs.pm/stream_data/index.html

Use integer/0 to generate integers. The generated values are bound by the generation size and shrink towards 0.

```elixir
@spec integer() :: t(integer())
```

```elixir
Enum.take(StreamData.integer(), 3)
```

--------------------------------

### Generate Strings

Source: https://hexdocs.pm/stream_data/index.html

The `string/2` function generates strings based on a specified kind (e.g., `:ascii`, `:alphanumeric`, `:printable`, `:utf8`) or a custom set of characters. Options can be passed to modify generation behavior.

```elixir
Enum.take(StreamData.string(:ascii), 3)
#=> ["c", "9A", ""]

Enum.take(StreamData.string(Enum.concat([?a..?c, ?l..?o])), 3)
#=> ["c", "oa", "lb"]

```

--------------------------------

### Generate Floats with StreamData

Source: https://hexdocs.pm/stream_data/index.html

Generates floating-point numbers. Options include :min and :max to define the range. Shrinking is towards simpler floats but respects the min/max bounds.

```elixir
@spec float(keyword()) :: t(float())
```

--------------------------------

### tuple/1

Source: https://hexdocs.pm/stream_data/index.html

Generates tuples where each element is taken from a corresponding generator.

```APIDOC
## tuple(tuple_datas)

### Description
Generates tuples where each element is taken out of the corresponding generator in the `tuple_datas` tuple.

### Parameters
- **tuple_datas** (tuple()) - Required - A tuple containing generators for each element.
```

--------------------------------

### ExUnit Properties: `gen/1` Macro

Source: https://hexdocs.pm/stream_data/ExUnitProperties.html

The `gen/1` macro is syntactic sugar for creating custom data generators within StreamData.

```APIDOC
## `gen/1` Macro

Syntactic sugar to create generators.

### Description

This macro simplifies the creation of custom generators. It allows you to define the structure of the generated data using a familiar syntax, often involving other generators or basic types.

### Example

```elixir
defp my_generator do
  gen all name <- string(), age <- integer(1..100) do
    %{name: name, age: age}
  end
end
```

This defines a generator `my_generator` that produces maps with `:name` and `:age` keys.
```

--------------------------------

### Define custom generators with gen

Source: https://hexdocs.pm/stream_data/ExUnitProperties.html

Create complex generators by mapping over existing ones or using the gen macro to combine multiple clauses.

```elixir
defmodule User do
  defstruct [:name, :email]
end
```

```elixir
email_generator = map({binary(), binary()}, fn {left, right} -> left <> "@" <> right end)

user_generator =
  gen all name <- binary(),
          email <- email_generator do
    %User{name: name, email: email}
  end
```

--------------------------------

### ExUnitProperties property/1

Source: https://hexdocs.pm/stream_data/ExUnitProperties.html

Defines a not-implemented property test.

```APIDOC
## property/1 (macro)

### Description
Defines a property test that is not yet implemented. This macro creates a test that will always fail with a "Not implemented" error message and is tagged with `:not_implemented`. It is similar to `ExUnit.Case.test/1`.

### Example
```elixir
property "this will be a property test in the future"
```
```

--------------------------------

### bind/2

Source: https://hexdocs.pm/stream_data/StreamData.html

Binds each element generated by data to a new generator returned by applying a function.

```APIDOC
## bind(data, fun)

### Description
Binds each element generated by data to a new generator returned by applying fun. This is the basic mechanism for composing generators.

### Parameters
#### Request Body
- **data** (t(a)) - Required - The source generator.
- **fun** (a -> t(b)) - Required - A function that takes an element and returns a new generator.
```

--------------------------------

### StreamData Modules Overview

Source: https://hexdocs.pm/stream_data/api-reference.html

Overview of the primary modules available in the StreamData library.

```APIDOC
## Modules

### ExUnitProperties
Provides macros for property-based testing.

### StreamData
Functions to create and combine generators.

### StreamData.FilterTooNarrowError
Error raised when a filter is too narrow.

### StreamData.TooManyDuplicatesError
Error raised when too many duplicates are encountered during generation.
```

--------------------------------

### Seed a Generator for Predictable Output

Source: https://hexdocs.pm/stream_data/StreamData.html

Use `seeded/2` to make a generator produce a predictable sequence of values using a specific seed. This is useful for debugging or when reproducible generation is required. The seed must be an integer.

```elixir
int = StreamData.seeded(StreamData.integer(), 10)

Enum.take(int, 3)
#=> [-1, -2, 1]
Enum.take(int, 4)
#=> [-1, -2, 1, 2]
```

--------------------------------

### Generate lists of specific data

Source: https://hexdocs.pm/stream_data/index.html

Use list_of/1 to generate lists where each element is produced by the given data generator. Equivalent to list_of/2 with no options.

```elixir
@spec list_of(t(a)) :: t([a]) when a: term()
```

```elixir
Enum.take(StreamData.list_of(StreamData.binary()), 3)
```

--------------------------------

### Generate values with specified probability

Source: https://hexdocs.pm/stream_data/index.html

Use frequency/1 to create a generator that selects values from different generators based on their specified probabilities. Ensure the sum of frequencies is positive.

```elixir
@spec frequency([{pos_integer(), t(a)}]) :: t(a) when a: term()
```

```elixir
ints_and_some_bins = StreamData.frequency([
  {3, StreamData.integer()},
  {1, StreamData.binary()},
])
Enum.take(ints_and_some_bins, 3)
```

--------------------------------

### Verify string concatenation properties

Source: https://hexdocs.pm/stream_data/ExUnitProperties.html

Use multiple generators within check all to verify properties across combined data inputs.

```elixir
check all start <- binary(),
          finish <- binary(),
          concat = start <> finish do
  assert String.starts_with?(concat, start)
  assert String.ends_with?(concat, finish)
end
```

--------------------------------

### Seed a Generator for Predictable Output

Source: https://hexdocs.pm/stream_data/index.html

Use `seeded/2` to make a generator produce a predictable sequence of values using a specific seed. This is useful for reproducible tests.

```elixir
@spec seeded(t(a), integer()) :: t(a) when a: term()

```

```elixir
int = StreamData.seeded(StreamData.integer(), 10)

Enum.take(int, 3)
#=> [-1, -2, 1]
Enum.take(int, 4)
#=> [-1, -2, 1, 2]

```

--------------------------------

### Generate a Constant Term

Source: https://hexdocs.pm/stream_data/StreamData.html

Illustrates the use of the `constant/1` generator, which always produces the specified term. This is useful for generating a fixed value repeatedly.

```elixir
iex> Enum.take(StreamData.constant(:some_term), 3)
[:some_term, :some_term, :some_term]
```

--------------------------------

### check/3 Macro

Source: https://hexdocs.pm/stream_data/ExUnitProperties.html

The check/3 macro is the core of property-based testing in ExUnitProperties, used to execute assertions over a large number of randomly generated data points.

```APIDOC
## check/3

### Description
Executes a block of code multiple times with randomly generated data. If the assertion fails, the library attempts to shrink the input to the smallest failing case.

### Parameters
- **generators** (list) - Required - A list of generator expressions (e.g., a <- StreamData.binary()).
- **block** (do-block) - Required - The test logic containing assertions to be verified against the generated data.

### Request Example
```elixir
check all a <- StreamData.binary(),
          b <- StreamData.binary() do
  assert starts_with?(a <> b, a)
end
```
```

--------------------------------

### Generate values using a function with StreamData.repeatedly

Source: https://hexdocs.pm/stream_data/index.html

Uses a zero-argument function to generate values. This generator is not shrinkable.

```elixir
uuid = StreamData.repeatedly(&Ecto.UUID.generate/0)
Enum.take(uuid, 3)
#=> ["2712ec5b-bc50-4b4a-8a8a-ca85d37a457b", "2092570d-8fb0-4e67-acbe-92db4c8a2bae", "1bef1fb1-8f86-46ac-a49e-3bffaa51e40b"]

integer = StreamData.repeatedly(&System.unique_integer([:positive, :monotonic]))
Enum.take(integer, 3)
#=> [1, 2, 3]
```

--------------------------------

### sized(fun)

Source: https://hexdocs.pm/stream_data/StreamData.html

Returns the generator returned by calling fun with the generation size.

```APIDOC
## sized(fun)

### Description
Returns the generator returned by calling `fun` with the generation size. `fun` takes the generation size and has to return a generator.

### Parameters
#### Arguments
- **fun** ((size() -> t(a))) - Required - A function that takes a size and returns a generator.

### Response
- **generator** (t(a)) - The generator returned by the function.
```

--------------------------------

### sized(fun)

Source: https://hexdocs.pm/stream_data/index.html

Returns the generator returned by calling fun with the generation size.

```APIDOC
## sized(fun)

### Description
Returns the generator returned by calling `fun` with the generation size.

### Parameters
- **fun** ((size() -> t(a))) - Required - A function that takes the generation size and returns a generator.
```

--------------------------------

### shuffle(enum)

Source: https://hexdocs.pm/stream_data/StreamData.html

Generates lists with the same elements as the provided enum but in a random order.

```APIDOC
## shuffle(enum)

### Description
Generates lists with the same elements as the provided `enum` but in a random order.

### Parameters
#### Arguments
- **enum** (Enumerable.t()) - Required - The collection to shuffle.

### Response
- **generator** (t(Enumerable.t())) - A generator that produces shuffled lists.
```

--------------------------------

### shuffle(enum)

Source: https://hexdocs.pm/stream_data/index.html

Generates lists with the same elements as the provided enum but in a random order.

```APIDOC
## shuffle(enum)

### Description
Generates lists with the same elements as the provided `enum` but in a random order.

### Parameters
- **enum** (Enumerable.t()) - Required - The collection to shuffle.
```

--------------------------------

### nullable/2

Source: https://hexdocs.pm/stream_data/index.html

Generates either `nil` or a value from the given generator, with a configurable ratio.

```APIDOC
## nullable/2

### Description
Generates either `nil` or the value generated by the given `data`. The frequency distribution can be specified using the `:ratio` option.

### Method
StreamData.nullable(generator, options)

### Parameters
#### Path Parameters
None

#### Query Parameters
None

#### Request Body
None

### Options
* `:ratio` - (float in between `0.0` and `1.0`, not included) specifies the frequency with which `nil` should be selected. Higher means that `nil` is more likely to be selected. Defaults to `0.5`.

### Request Example
```elixir
# Example with default ratio
StreamData.nullable(StreamData.integer())

# Example with higher chance of nil
StreamData.nullable(StreamData.integer(), ratio: 0.8)
```

### Response
#### Success Response (200)
- `value` (nil | term) - Either `nil` or a value generated by the input generator.

#### Response Example
```elixir
#=> nil
#=> 123
#=> nil
#=> -45
```

### Shrinking
Shrinks towards `nil` if `nil` is generated, otherwise shrinks towards the input generator's shrinking behavior.
```

--------------------------------

### Generate values from a list with StreamData.one_of

Source: https://hexdocs.pm/stream_data/index.html

Picks a generator at random from the provided list of generators for each value.

```elixir
data = StreamData.one_of([StreamData.integer(), StreamData.binary()])
Enum.take(data, 3)
#=> [-1, <<28>>, ""]
```

--------------------------------

### Generate Binary Trees with StreamData.tree

Source: https://hexdocs.pm/stream_data/StreamData.html

Use `StreamData.tree/2` to generate nested data structures. The `subtree_fun` defines how inner nodes are created, allowing for recursive data generation like binary trees.

```elixir
defmodule Branch do
  defstruct [:left, :right]
end
```

```elixir
tree_data =
  StreamData.tree(StreamData.integer(), fn child_data ->
    StreamData.map({child_data, child_data}, fn {left, right} ->
      %Branch{left: left, right: right}
    end)
  end)

Enum.at(StreamData.resize(tree_data, 10), 0)
```

--------------------------------

### list_of/1 and list_of/2

Source: https://hexdocs.pm/stream_data/StreamData.html

Generates lists where each value is generated by the provided data generator.

```APIDOC
## list_of(data, options)

### Description
Generates lists where each value is generated by the given `data`. The length of the generated list is bound by the generation size or provided options.

### Parameters
#### Request Body
- **data** (t(a)) - Required - The generator for list elements.
- **options** (keyword) - Optional - Configuration options including `:length`, `:min_length`, and `:max_length`.
```

--------------------------------

### list_of/1 and list_of/2

Source: https://hexdocs.pm/stream_data/index.html

Generates lists where each value is generated by the provided data generator.

```APIDOC
## list_of(data, options)

### Description
Generates lists where each value is generated by the given `data`. The length is bound by generation size unless options are provided.

### Parameters
#### Request Body
- **data** (t(a)) - Required - The generator for list elements.
- **options** (keyword) - Optional - Options include `:length`, `:min_length`, and `:max_length` to control list size.
```

--------------------------------

### Generate Fixed Lists with StreamData

Source: https://hexdocs.pm/stream_data/index.html

Creates a generator for lists of a fixed length, where each element is generated from a corresponding generator. Shrinks by shrinking individual list elements.

```elixir
data = StreamData.fixed_list([StreamData.integer(), StreamData.binary()])
Enum.take(data, 3)
#=> [[1, <<164>>], [2, ".T"], [1, ""]]
```

--------------------------------

### Generate ASCII Strings

Source: https://hexdocs.pm/stream_data/StreamData.html

Use `string/1` with the `:ascii` kind to generate strings containing only ASCII characters. These strings shrink towards lower codepoints.

```elixir
Enum.take(StreamData.string(:ascii), 3)
#=> ["c", "9A", ""]
```

--------------------------------

### Shuffle List Elements

Source: https://hexdocs.pm/stream_data/StreamData.html

The `shuffle/1` function generates lists with the same elements as the input enumerable but in a random order. This is available since version 1.2.0.

```elixir
StreamData.shuffle([1, 2, 3, 4, 5])
|> Enum.take(3)
#=> [[4, 2, 5, 3, 1], [1, 3, 4, 5, 2], [3, 2, 5, 4, 1]]
```

--------------------------------

### Generate Nullable Values

Source: https://hexdocs.pm/stream_data/index.html

Generates either nil or a value from the given generator. The ratio of nil to non-nil values can be controlled with the :ratio option.

```elixir
@spec nullable(
  t(a),
  keyword()
) :: t(nil | a)
when a: term()
```

--------------------------------

### Generate Fixed Maps with StreamData

Source: https://hexdocs.pm/stream_data/index.html

Generates maps with predefined keys and generated values. Shrinks by shrinking the values associated with each key. Useful for creating structured data.

```elixir
data = StreamData.fixed_map(%{
  integer: StreamData.integer(),
  binary: StreamData.binary(),
})
Enum.take(data, 3)
#=> ["R1^", integer: -3}, %{binary: "", integer: 1}, %{binary: "", integer: -2}
```

--------------------------------

### Resize a generator with StreamData.resize

Source: https://hexdocs.pm/stream_data/index.html

Forces a generator to use a fixed generation size, ignoring the default size.

```elixir
data = StreamData.resize(StreamData.integer(), 10)
Enum.take(data, 3)
#=> [4, -5, -9]
```