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# 如何创建一个新组件 |
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## 简介 |
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本指南旨在说明如何添加一个新组件,你可以在 Gradio 应用程序中使用该组件。该指南将通过代码片段逐步展示如何添加[ColorPicker](https://gradio.app/docs/colorpicker)组件。 |
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## 先决条件 |
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确保您已经按照[CONTRIBUTING.md](https://github.com/gradio-app/gradio/blob/main/CONTRIBUTING.md)指南设置了本地开发环境(包括客户端和服务器端)。 |
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以下是在 Gradio 上创建新组件的步骤: |
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1. [创建一个新的 Python 类并导入它](#1-create-a-new-python-class-and-import-it) |
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2. [创建一个新的 Svelte 组件](#2-create-a-new-svelte-component) |
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3. [创建一个新的演示](#3-create-a-new-demo) |
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## 1. 创建一个新的 Python 类并导入它 |
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首先要做的是在[components.py](https://github.com/gradio-app/gradio/blob/main/gradio/components.py)文件中创建一个新的类。这个 Python 类应该继承自一系列的基本组件,并且应该根据要添加的组件的类型(例如输入、输出或静态组件)将其放置在文件中的正确部分。 |
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一般来说,建议参考现有的组件(例如[TextBox](https://github.com/gradio-app/gradio/blob/main/gradio/components.py#L290)),将其代码复制为骨架,然后根据实际情况进行修改。 |
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让我们来看一下添加到[components.py](https://github.com/gradio-app/gradio/blob/main/gradio/components.py)文件中的 ColorPicker 组件的类: |
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```python |
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@document() |
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class ColorPicker(Changeable, Submittable, IOComponent): |
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""" |
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创建一个颜色选择器,用户可以选择颜色作为字符串输入。 |
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预处理:将选择的颜色值作为{str}传递给函数。 |
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后处理:期望从函数中返回一个{str},并将颜色选择器的值设置为它。 |
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示例格式:表示颜色的十六进制{str},例如红色的"#ff0000"。 |
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演示:color_picker,color_generator |
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""" |
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def __init__( |
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self, |
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value: str = None, |
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*, |
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label: Optional[str] = None, |
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show_label: bool = True, |
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interactive: Optional[bool] = None, |
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visible: bool = True, |
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elem_id: Optional[str] = None, |
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**kwargs, |
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): |
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""" |
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Parameters: |
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""" |
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Parameters: |
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value: default text to provide in color picker. |
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label: component name in interface. |
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show_label: if True, will display label. |
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interactive: if True, will be rendered as an editable color picker; if False, editing will be disabled. If not provided, this is inferred based on whether the component is used as an input or output. |
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visible: If False, component will be hidden. |
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elem_id: An optional string that is assigned as the id of this component in the HTML DOM. Can be used for targeting CSS styles. |
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""" |
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self.value = self.postprocess(value) |
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self.cleared_value = "#000000" |
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self.test_input = value |
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IOComponent.__init__( |
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self, |
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label=label, |
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show_label=show_label, |
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interactive=interactive, |
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visible=visible, |
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elem_id=elem_id, |
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**kwargs, |
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) |
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def get_config(self): |
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return { |
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"value": self.value, |
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**IOComponent.get_config(self), |
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} |
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@staticmethod |
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def update( |
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value: Optional[Any] = None, |
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label: Optional[str] = None, |
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show_label: Optional[bool] = None, |
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visible: Optional[bool] = None, |
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interactive: Optional[bool] = None, |
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): |
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return { |
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"value": value, |
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"label": label, |
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"show_label": show_label, |
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"visible": visible, |
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"interactive": interactive, |
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"__type__": "update", |
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} |
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# 输入功能 |
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def preprocess(self, x: str | None) -> Any: |
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""" |
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Any preprocessing needed to be performed on function input. |
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Parameters: |
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x (str): text |
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Returns: |
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(str): text |
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""" |
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if x is None: |
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return None |
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else: |
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return str(x) |
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def preprocess_example(self, x: str | None) -> Any: |
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""" |
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在传递给主函数之前,对示例进行任何预处理。 |
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""" |
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if x is None: |
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return None |
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else: |
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return str(x) |
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# 输出功能 |
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def postprocess(self, y: str | None): |
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""" |
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Any postprocessing needed to be performed on function output. |
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Parameters: |
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y (str | None): text |
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Returns: |
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(str | None): text |
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""" |
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if y is None: |
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return None |
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else: |
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return str(y) |
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def deserialize(self, x): |
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""" |
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将从调用接口的序列化输出(例如base64表示)转换为输出的人类可读版本(图像的路径等) |
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""" |
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return x |
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``` |
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一旦定义完,就需要在[\_\_init\_\_](https://github.com/gradio-app/gradio/blob/main/gradio/__init__.py)模块类中导入新类,以使其可见。 |
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```python |
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from gradio.components import ( |
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... |
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ColorPicker, |
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... |
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) |
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``` |
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### 1.1 为 Python 类编写单元测试 |
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在开发新组件时,还应为其编写一套单元测试。这些测试应该放在[gradio/test/test_components.py](https://github.com/gradio-app/gradio/blob/main/test/test_components.py)文件中。同样,如上所述,参考其他组件的测试(例如[Textbox](https://github.com/gradio-app/gradio/blob/main/test/test_components.py))并添加尽可能多的单元测试,以测试新组件的所有不同方面和功能。例如,为 ColorPicker 组件添加了以下测试: |
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```python |
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class TestColorPicker(unittest.TestCase): |
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def test_component_functions(self): |
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""" |
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Preprocess, postprocess, serialize, save_flagged, restore_flagged, tokenize, get_config |
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""" |
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color_picker_input = gr.ColorPicker() |
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self.assertEqual(color_picker_input.preprocess("#000000"), "#000000") |
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self.assertEqual(color_picker_input.preprocess_example("#000000"), "#000000") |
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self.assertEqual(color_picker_input.postprocess(None), None) |
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self.assertEqual(color_picker_input.postprocess("#FFFFFF"), "#FFFFFF") |
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self.assertEqual(color_picker_input.serialize("#000000", True), "#000000") |
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color_picker_input.interpretation_replacement = "unknown" |
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self.assertEqual( |
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color_picker_input.get_config(), |
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{ |
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"value": None, |
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"show_label": True, |
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"label": None, |
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"style": {}, |
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"elem_id": None, |
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"visible": True, |
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"interactive": None, |
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"name": "colorpicker", |
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}, |
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) |
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def test_in_interface_as_input(self): |
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""" |
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接口、处理、解释 |
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""" |
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iface = gr.Interface(lambda x: x, "colorpicker", "colorpicker") |
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self.assertEqual(iface.process(["#000000"]), ["#000000"]) |
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def test_in_interface_as_output(self): |
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""" |
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接口、处理 |
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""" |
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iface = gr.Interface(lambda x: x, "colorpicker", gr.ColorPicker()) |
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self.assertEqual(iface.process(["#000000"]), ["#000000"]) |
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def test_static(self): |
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""" |
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后处理 |
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""" |
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component = gr.ColorPicker("#000000") |
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self.assertEqual(component.get_config().get("value"), "#000000") |
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``` |
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## 2. 创建一个新的 Svelte 组件 |
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让我们来看看创建新组件的前端并将其与其 Python 代码映射起来的步骤: |
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- 在 [js 文件夹](https://github.com/gradio-app/gradio/tree/main/js/) 中创建一个新的 UI-side Svelte 组件,并确定要放置在什么地方。选项包括:创建新组件的包(如果与现有组件完全不同),或将新组件添加到现有包中,例如 [form 包](https://github.com/gradio-app/gradio/tree/main/js/form)。例如,ColorPicker 组件被包含在 form 包中,因为它与已存在的组件相似。 |
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- 在您将 Svelte 组件放置的包的 src 文件夹中创建一个带有适当名称的文件,注意:名称必须以大写字母开头。这是“核心”组件,是没有 Gradio 特定功能了解的通用组件。最初,将任何文本 /HTML 添加到此文件,以便组件呈现任何内容。ColorPicker 的 Svelte 应用程序代码如下所示: |
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```typescript |
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<script lang="ts"> |
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import { createEventDispatcher } from "svelte"; |
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import { get_styles } from "@gradio/utils"; |
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import { BlockTitle } from "@gradio/atoms"; |
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import type { Styles } from "@gradio/utils"; |
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export let value: string = "#000000"; |
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export let style: Styles = {}; |
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export let label: string; |
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export let disabled = false; |
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export let show_label: boolean = true; |
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$: value; |
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$: handle_change(value); |
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const dispatch = createEventDispatcher<{ |
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change: string; |
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submit: undefined; |
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}>(); |
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function handle_change(val: string) { |
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dispatch("change", val); |
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} |
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$: ({ styles } = get_styles(style, ["rounded", "border"])); |
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</script> |
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<!-- svelte-ignore a11y-label-has-associated-control --> |
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<label class="block"> |
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<BlockTitle {show_label}>{label}</BlockTitle> |
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<input |
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type="color" |
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class="gr-box-unrounded {classes}" |
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bind:value |
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{disabled} |
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/> |
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</label> |
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``` |
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- 通过执行 `export { default as FileName } from "./FileName.svelte"`,在您将 Svelte 组件放置的包的 index.ts 文件中导出此文件。例如,在 [index.ts](https://github.com/gradio-app/gradio/blob/main/js/form/src/index.ts) 文件中导出了 ColorPicker 文件,并通过 `export { default as ColorPicker } from "./ColorPicker.svelte";` 执行导出。 |
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- 创建 [js/app/src/components](https://github.com/gradio-app/gradio/tree/main/js/app/src/components) 中的 Gradio 特定组件。这是一个 Gradio 包装器,处理库的特定逻辑,将必要的数据传递给核心组件,并附加任何必要的事件监听器。复制另一个组件的文件夹,重新命名并编辑其中的代码,保持结构不变。 |
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在这里,您将拥有三个文件,第一个文件用于 Svelte 应用程序,具体如下所示: |
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```typescript |
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<svelte:options accessors={true} /> |
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<script lang="ts"> |
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import { ColorPicker } from "@gradio/form"; |
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import { Block } from "@gradio/atoms"; |
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import StatusTracker from "../StatusTracker/StatusTracker.svelte"; |
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import type { LoadingStatus } from "../StatusTracker/types"; |
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import type { Styles } from "@gradio/utils"; |
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export let label: string = "ColorPicker"; |
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export let elem_id: string = ""; |
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export let visible: boolean = true; |
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export let value: string; |
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export let form_position: "first" | "last" | "mid" | "single" = "single"; |
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export let show_label: boolean; |
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export let style: Styles = {}; |
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export let loading_status: LoadingStatus; |
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export let interactive: boolean; |
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</script> |
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<Block |
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{visible} |
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{form_position} |
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{elem_id} |
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disable={typeof style.container === "boolean" && !style.container} |
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> |
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<StatusTracker {...loading_status} /> |
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<ColorPicker |
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{style} |
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bind:value |
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{label} |
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{show_label} |
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on:change |
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on:submit |
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disabled={!interactive} |
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/> |
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</Block> |
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``` |
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第二个文件包含了前端的测试,例如 ColorPicker 组件的测试: |
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```typescript |
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import { test, describe, assert, afterEach } from "vitest"; |
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import { cleanup, render } from "@self/tootils"; |
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import ColorPicker from "./ColorPicker.svelte"; |
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import type { LoadingStatus } from "../StatusTracker/types"; |
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const loading_status = { |
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eta: 0, |
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queue_position: 1, |
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status: "complete" as LoadingStatus["status"], |
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scroll_to_output: false, |
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visible: true, |
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fn_index: 0 |
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}; |
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describe("ColorPicker", () => { |
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afterEach(() => cleanup()); |
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test("renders provided value", () => { |
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const { getByDisplayValue } = render(ColorPicker, { |
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loading_status, |
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show_label: true, |
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interactive: true, |
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value: "#000000", |
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label: "ColorPicker" |
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}); |
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const item: HTMLInputElement = getByDisplayValue("#000000"); |
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assert.equal(item.value, "#000000"); |
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}); |
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test("changing the color should update the value", async () => { |
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const { component, getByDisplayValue } = render(ColorPicker, { |
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loading_status, |
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show_label: true, |
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interactive: true, |
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value: "#000000", |
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label: "ColorPicker" |
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}); |
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const item: HTMLInputElement = getByDisplayValue("#000000"); |
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assert.equal(item.value, "#000000"); |
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await component.$set({ |
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value: "#FFFFFF" |
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}); |
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assert.equal(component.value, "#FFFFFF"); |
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}); |
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}); |
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``` |
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The third one is the index.ts file: |
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```typescript |
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export { default as Component } from "./ColorPicker.svelte"; |
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export const modes = ["static", "dynamic"]; |
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``` |
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- `directory.ts` 文件中添加组件的映射。复制并粘贴任何组件的映射行,并编辑其文本。键名必须是 Python 库中实际组件名称的小写版本。例如,对于 ColorPicker 组件,映射如下所示: |
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```typescript |
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export const component_map = { |
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... |
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colorpicker: () => import("./ColorPicker"), |
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... |
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} |
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``` |
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### 2.1 为 Svelte 组件编写单元测试 |
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在开发新组件时,您还应该为其编写一套单元测试。测试应该放置在新组件的文件夹中,文件名为 MyAwesomeComponent.test.ts。同样,像上面那样参考其他组件的测试(例如[Textbox.test.ts](https://github.com/gradio-app/gradio/blob/main/js/app/src/components/Textbox/Textbox.test.ts)),并添加尽可能多的单元测试,以测试新组件的不同方面和功能。 |
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### 3. 创建新的演示 |
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最后一步是在[gradio/demo 文件夹](https://github.com/gradio-app/gradio/tree/main/demo)中创建一个使用新添加的组件的演示。同样,建议参考现有演示。在一个名为 run.py 的文件中编写演示的代码,添加必要的要求和显示应用程序界面的图像。最后添加一个显示其用法的 gif。 |
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您可以查看为 ColorPicker 创建的[demo](https://github.com/gradio-app/gradio/tree/main/demo/color_picker),其中以新组件选择的图标和颜色作为输入,并以选择的颜色着色的相同图标作为输出。 |
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要测试应用程序: |
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- 在终端上运行 `python path/demo/run.py`,它会在地址 [http://localhost:7860](http://localhost:7860) 启动后端; |
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- 在另一个终端上,运行 `pnpm dev` 以在 [http://localhost:9876](http://localhost:9876) 上启动具有热重新加载功能的前端。 |
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## 结论 |
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在本指南中,我们展示了将新组件添加到 Gradio 是多么简单,逐步介绍了如何添加 ColorPicker 组件。要了解更多细节,可以参考 PR:[#1695](https://github.com/gradio-app/gradio/pull/1695). |
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