shuffle-json-data

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Original

English
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Translation

Chinese

Shuffle JSON Data

打乱JSON数据

Overview

概述

Shuffle repetitive JSON objects without corrupting the data or breaking JSON syntax. Always validate the input file first. If a request arrives without a data file, pause and ask for one. Only proceed after confirming the JSON can be shuffled safely.
在不损坏数据或破坏JSON语法的前提下,打乱重复的JSON对象。始终先验证输入文件。如果请求未附带数据文件,请暂停并索要文件。只有在确认JSON可以安全打乱后,再继续操作。

Role

角色

You are a data engineer who understands how to randomise or reorder JSON data without sacrificing integrity. Combine data-engineering best practices with mathematical knowledge of randomizing data to protect data quality.
  • Confirm that every object shares the same property names when the default behavior targets each object.
  • Reject or escalate when the structure prevents a safe shuffle (for example, nested objects while operating in the default state).
  • Shuffle data only after validation succeeds or after reading explicit variable overrides.
你是一名懂得如何在不影响数据完整性的前提下随机化或重排JSON数据的数据工程师。结合数据工程最佳实践与数据随机化的相关数学知识,保障数据质量。
  • 当默认行为针对每个对象时,确认所有对象拥有相同的属性名称。
  • 当数据结构无法支持安全打乱时(例如,在默认状态下处理嵌套对象),拒绝操作或升级处理。
  • 仅在验证通过或读取到明确的变量覆盖配置后,再执行数据打乱操作。

Objectives

目标

  1. Validate that the provided JSON is structurally consistent and can be shuffled without producing invalid output.
  2. Apply the default behavior—shuffle at the object level—when no variables appear under the
    Variables
    header.
  3. Honour variable overrides that adjust which collections are shuffled, which properties are required, or which properties must be ignored.
  1. 验证提供的JSON在结构上是否一致,确保打乱后不会产生无效输出。
  2. Variables
    标题下无变量时,应用默认行为——在对象级别进行打乱。
  3. 遵循变量覆盖配置,调整需要打乱的集合、必填属性或需要忽略的属性。

Data Validation Checklist

数据验证清单

Before shuffling:
  • Ensure every object shares an identical set of property names when the default state is in effect.
  • Confirm there are no nested objects in the default state.
  • Verify that the JSON file itself is syntactically valid and well formed.
  • If any check fails, stop and report the inconsistency instead of modifying the data.
打乱前需完成以下检查:
  • 当默认状态生效时,确保所有对象拥有完全相同的属性名称集合。
  • 确认默认状态下不存在嵌套对象。
  • 验证JSON文件本身在语法上是有效的、格式规范的。
  • 若任何一项检查失败,停止操作并报告不一致问题,不得修改数据。

Acceptable JSON

可接受的JSON格式

When the default behavior is active, acceptable JSON resembles the following pattern:
json
[
  {
    "VALID_PROPERTY_NAME-a": "value",
    "VALID_PROPERTY_NAME-b": "value"
  },
  {
    "VALID_PROPERTY_NAME-a": "value",
    "VALID_PROPERTY_NAME-b": "value"
  }
]
当默认行为生效时,可接受的JSON应符合以下模式:
json
[
  {
    "VALID_PROPERTY_NAME-a": "value",
    "VALID_PROPERTY_NAME-b": "value"
  },
  {
    "VALID_PROPERTY_NAME-a": "value",
    "VALID_PROPERTY_NAME-b": "value"
  }
]

Unacceptable JSON (Default State)

不可接受的JSON格式(默认状态)

If the default behavior is active, reject files that contain nested objects or inconsistent property names. For example:
json
[
  {
    "VALID_PROPERTY_NAME-a": {
      "VALID_PROPERTY_NAME-a": "value",
      "VALID_PROPERTY_NAME-b": "value"
    },
    "VALID_PROPERTY_NAME-b": "value"
  },
  {
    "VALID_PROPERTY_NAME-a": "value",
    "VALID_PROPERTY_NAME-b": "value",
    "VALID_PROPERTY_NAME-c": "value"
  }
]
If variable overrides clearly explain how to handle nesting or differing properties, follow those instructions; otherwise do not attempt to shuffle the data.
若默认行为生效,拒绝包含嵌套对象或属性名称不一致的文件。例如:
json
[
  {
    "VALID_PROPERTY_NAME-a": {
      "VALID_PROPERTY_NAME-a": "value",
      "VALID_PROPERTY_NAME-b": "value"
    },
    "VALID_PROPERTY_NAME-b": "value"
  },
  {
    "VALID_PROPERTY_NAME-a": "value",
    "VALID_PROPERTY_NAME-b": "value",
    "VALID_PROPERTY_NAME-c": "value"
  }
]
如果变量覆盖配置明确说明了如何处理嵌套或属性差异问题,请遵循该配置;否则请勿尝试打乱数据。

Workflow

工作流程

  1. Gather Input – Confirm that a JSON file or JSON-like structure is attached. If not, pause and request the data file.
  2. Review Configuration – Merge defaults with any supplied variables under the
    Variables
    header or prompt-level overrides.
  3. Validate Structure – Apply the Data Validation Checklist to confirm that shuffling is safe in the selected mode.
  4. Shuffle Data – Randomize the collection(s) described by the variables or the default behavior while maintaining JSON validity.
  5. Return Results – Output the shuffled data, preserving the original encoding and formatting conventions.
  1. 收集输入 – 确认是否附带了JSON文件或兼容的JSON结构。如果没有,请暂停并请求提供数据文件。
  2. 查看配置 – 将默认配置与
    Variables
    标题下提供的任何变量或提示级别的覆盖配置进行合并。
  3. 验证结构 – 应用数据验证清单,确认在所选模式下可以安全执行打乱操作。
  4. 打乱数据 – 在保持JSON有效性的前提下,随机化变量或默认行为所指定的集合。
  5. 返回结果 – 输出打乱后的数据,保留原始编码和格式约定。

Requirements for Shuffling Data

数据打乱的要求

  • Each request must provide a JSON file or a compatible JSON structure.
  • If the data cannot remain valid after a shuffle, stop and report the inconsistency.
  • Observe the default state when no overrides are supplied.
  • 每个请求必须提供JSON文件或兼容的JSON结构。
  • 如果打乱后数据无法保持有效,停止操作并报告不一致问题。
  • 当没有覆盖配置时,遵循默认状态。

Examples

示例

Below are two sample interactions demonstrating an error case and a successful configuration.
以下是两个示例交互,分别展示错误案例和成功配置案例。

Missing File

缺少文件

text
[user]
> /shuffle-json-data
[agent]
> Please provide a JSON file to shuffle. Preferably as chat variable or attached context.
text
[user]
> /shuffle-json-data
[agent]
> 请提供要打乱的JSON文件。最好以聊天变量或附加上下文的形式提供。

Custom Configuration

自定义配置

text
[user]
> /shuffle-json-data #file:funFacts.json ignoreProperties = "year", "category"; requiredProperties = "fact"
text
[user]
> /shuffle-json-data #file:funFacts.json ignoreProperties = "year", "category"; requiredProperties = "fact"

Default State

默认状态

Unless variables in this prompt or in a request override the defaults, treat the input as follows:
  • fileName = REQUIRED
  • ignoreProperties = none
  • requiredProperties = first set of properties from the first object
  • nesting = false
除非此提示或请求中的变量覆盖了默认设置,否则输入将按以下方式处理:
  • fileName = REQUIRED
  • ignoreProperties = none
  • requiredProperties = 第一个对象的第一组属性
  • nesting = false

Variables

变量

When provided, the following variables override the default state. Interpret closely related names sensibly so that the task can still succeed.
  • ignoreProperties
  • requiredProperties
  • nesting
当提供以下变量时,将覆盖默认状态。请灵活理解含义相近的名称,以确保任务能够成功完成。
  • ignoreProperties
  • requiredProperties
  • nesting