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🤖 Использование ChatGPT с Gato GraphQL стало ещё мощнее

Leonardo Losoviz
Автор: Leonardo Losoviz ·

Последний релиз бандла Power Extensions Gato GraphQL включает следующие новые поля Root:

  • _arrayEncodeAsJSONString
  • _objectEncodeAsJSONString

Эти поля JSON-кодируют различные структуры (массив элементов с помощью _arrayEncodeAsJSONString и JSON-объект с помощью _objectEncodeAsJSONString), создавая их строковое представление.

Это позволяет отправлять структурированные данные в наших промптах в ChatGPT.

Это особенно полезно при переводе контента через ChatGPT (среди прочих случаев использования): объединяя строки в массив или объект, можно перевести несколько строк за один запрос, что обеспечивает более высокое качество перевода по сравнению с отправкой нескольких независимых запросов.

Рассмотрим пару примеров.

Отправка массивов для перевода нескольких строк через ChatGPT

Запрос Translate multiple sentences using ChatGPT извлекает контент из нескольких записей и переводит эти строки на любой язык с помощью ChatGPT.

В этом видео показано выполнение данного запроса:

Отправка массивов для перевода нескольких строк через ChatGPT

Сначала запрос извлекает элементы контента записей и экспортирует их как массив. Затем использует новое поле _arrayEncodeAsJSONString для кодирования массива в строку и включает её в промпт ChatGPT. Наконец, выполняется HTTP-запрос к API ChatGPT для получения переводов.

После выполнения запроса извлеките переводы из записи translatedContent.

query GetPostContent($limit: Int! = 5) {
  posts(pagination: {limit: $limit}, sort: {by: ID, order: ASC}) {
    content
      @export(
        as: "contentItems",
        type: LIST
      )
  }
}
 
query TranslateContentWithChatGPT(
  $fromLang: String!
  $toLang: String!
  $openAIAPIKey: String!
  $systemMessage: String! = "You are a language translator"
  $promptTemplate: String! = """
I'm working on internationalizing my application.
 
I've created a JSON with sentences in {$fromLang}. Please translate the sentences to {$toLang}.
 
If a sentence contains HTML, do not translate inside the HTML tags.
 
This is the JSON:
 
{$encodedContentItems}
"""
  $model: String! = "gpt-4o-mini"
)
  @depends(on: "GetPostContent")
{
  contentItems: _echo(value: $contentItems)
  encodedContentItems: _arrayEncodeAsJSONString(array: $contentItems)
  prompt: _strReplaceMultiple(
    search: ["{$fromLang}", "{$toLang}", "{$encodedContentItems}"],
    replaceWith: [$fromLang, $toLang, $__encodedContentItems],
    in: $promptTemplate
  )
  openAIResponse: _sendJSONObjectItemHTTPRequest(input: {
    url: "https://api.openai.com/v1/chat/completions",
    method: POST,
    options: {
      auth: {
        password: $openAIAPIKey
      },
      json: {
        model: $model,
        messages: [
          {
            role: "system",
            content: $systemMessage
          },
          {
            role: "user",
            content: $__prompt
          },
        ],
        response_format: {
          type: "json_schema",
          json_schema: {
            name: "translation_response",
            strict: true,
            schema: {
              type: "object",
              properties: {
                translations: {
                  type: "array",
                  items: {
                    type: "string"
                  }
                }
              },
              required: ["translations"],
              additionalProperties: false
            }
          }
        }
      }
    }
  })
    @underJSONObjectProperty(by: { key: "choices" })
      @underArrayItem(index: 0)
        @underJSONObjectProperty(by: { path: "message.content" })
          @export(as: "jsonEncodedTranslatedContent")
}
 
query ExtractTranslatedContent
  @depends(on: "TranslateContentWithChatGPT")
{
  jsonEncodedTranslatedContent: _echo(value: $jsonEncodedTranslatedContent)
    @remove
  decodedTranslatedContent: _strDecodeJSONObject(string: $jsonEncodedTranslatedContent)
    @remove
  translatedContent: _objectProperty(
    object: $__decodedTranslatedContent,
    by: { key: "translations" }
  )
}

Ниже приведён ответ при выполнении запроса с переводом на испанский язык:

{
  "data": {
    "posts": [
      {
        "content": "\n<p>Welcome to WordPress. This is your first post. Edit or delete it, then start writing!</p>\n"
      },
      {
        "content": "\n<p>This is a paragraph block. Professionally productize highly efficient results with world-class core competencies. Objectively matrix leveraged architectures vis-a-vis error-free applications. Completely maximize customized portals via fully researched metrics. Enthusiastically generate premier action items through web-enabled e-markets. Efficiently parallel task holistic intellectual capital and client-centric markets.<br><br></p>\n\n\n\n<h2 class=\"wp-block-heading\">Image Block (Standard)</h2>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https://d.pr/i/8pTmgY+\" alt=\"\" class=\"wp-image-1755\"/></figure>\n"
      }
    ],
    "contentItems": [
      "\n<p>Welcome to WordPress. This is your first post. Edit or delete it, then start writing!</p>\n",
      "\n<p>This is a paragraph block. Professionally productize highly efficient results with world-class core competencies. Objectively matrix leveraged architectures vis-a-vis error-free applications. Completely maximize customized portals via fully researched metrics. Enthusiastically generate premier action items through web-enabled e-markets. Efficiently parallel task holistic intellectual capital and client-centric markets.<br><br></p>\n\n\n\n<h2 class=\"wp-block-heading\">Image Block (Standard)</h2>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https://d.pr/i/8pTmgY+\" alt=\"\" class=\"wp-image-1755\"/></figure>\n"
    ],
    "encodedContentItems": "[\"\\n<p>Welcome to WordPress. This is your first post. Edit or delete it, then start writing!<\\/p>\\n\",\"\\n<p>This is a paragraph block. Professionally productize highly efficient results with world-class core competencies. Objectively matrix leveraged architectures vis-a-vis error-free applications. Completely maximize customized portals via fully researched metrics. Enthusiastically generate premier action items through web-enabled e-markets. Efficiently parallel task holistic intellectual capital and client-centric markets.<br><br><\\/p>\\n\\n\\n\\n<h2 class=\\\"wp-block-heading\\\">Image Block (Standard)<\\/h2>\\n\\n\\n\\n<figure class=\\\"wp-block-image\\\"><img decoding=\\\"async\\\" src=\\\"https:\\/\\/d.pr\\/i\\/8pTmgY+\\\" alt=\\\"\\\" class=\\\"wp-image-1755\\\"\\/><\\/figure>\\n\"]",
    "prompt": "\nI'm working on internationalizing my application.\n\nI've created a JSON with sentences in English. Please translate the sentences to Spanish.\n\nThis is the JSON:\n\n[\"\\n<p>Welcome to WordPress. This is your first post. Edit or delete it, then start writing!<\\/p>\\n\",\"\\n<p>This is a paragraph block. Professionally productize highly efficient results with world-class core competencies. Objectively matrix leveraged architectures vis-a-vis error-free applications. Completely maximize customized portals via fully researched metrics. Enthusiastically generate premier action items through web-enabled e-markets. Efficiently parallel task holistic intellectual capital and client-centric markets.<br><br><\\/p>\\n\\n\\n\\n<h2 class=\\\"wp-block-heading\\\">Image Block (Standard)<\\/h2>\\n\\n\\n\\n<figure class=\\\"wp-block-image\\\"><img decoding=\\\"async\\\" src=\\\"https:\\/\\/d.pr\\/i\\/8pTmgY+\\\" alt=\\\"\\\" class=\\\"wp-image-1755\\\"\\/><\\/figure>\\n\"]\n",
    "openAIResponse": {
      "id": "chatcmpl-AlcAdtuZ40iauuSVvr1uEdrbYefMa",
      "object": "chat.completion",
      "created": 1735911507,
      "model": "gpt-4o-mini-2024-07-18",
      "choices": [
        {
          "index": 0,
          "message": {
            "role": "assistant",
            "content": "{\"translations\":[\"\\n<p>Bienvenido a WordPress. Esta es tu primera publicación. Edítala o elimínala, ¡y luego empieza a escribir!<\\\\/p>\\n\",\"\\n<p>Este es un bloque de párrafo. Profesionalmente productiza resultados altamente eficientes con competencias esenciales de clase mundial. Objetivamente aprovecha arquitecturas aprovechadas en relación con aplicaciones sin errores. Maximiza completamente portales personalizados a través de métricas totalmente investigadas. Genera entusiastamente elementos de acción de primer nivel a través de mercados electrónicos habilitados por la web. Eficazmente paralelamente gestiona el capital intelectual holístico y los mercados centrados en el cliente.<br><br><\\\\/p>\\n\\n\\n\\n<h2 class=\\\"wp-block-heading\\\">Bloque de Imagen (Estándar)<\\\\/h2>\\n\\n\\n\\n<figure class=\\\"wp-block-image\\\"><img decoding=\\\"async\\\" src=\\\"https://d.pr/i/8pTmgY+\\\" alt=\\\"\\\" class=\\\"wp-image-1755\\\"/><\\\\/figure>\\n\"]}",
            "refusal": null
          },
          "logprobs": null,
          "finish_reason": "stop"
        }
      ],
      "usage": {
        "prompt_tokens": 257,
        "completion_tokens": 224,
        "total_tokens": 481,
        "prompt_tokens_details": {
          "cached_tokens": 0,
          "audio_tokens": 0
        },
        "completion_tokens_details": {
          "reasoning_tokens": 0,
          "audio_tokens": 0,
          "accepted_prediction_tokens": 0,
          "rejected_prediction_tokens": 0
        }
      },
      "system_fingerprint": "fp_0aa8d3e20b"
    },
    "translatedContent": [
      "\n<p>Bienvenido a WordPress. Esta es tu primera publicación. Edítala o elimínala, ¡y luego empieza a escribir!<\\/p>\n",
      "\n<p>Este es un bloque de párrafo. Profesionalmente productiza resultados altamente eficientes con competencias esenciales de clase mundial. Objetivamente aprovecha arquitecturas aprovechadas en relación con aplicaciones sin errores. Maximiza completamente portales personalizados a través de métricas totalmente investigadas. Genera entusiastamente elementos de acción de primer nivel a través de mercados electrónicos habilitados por la web. Eficazmente paralelamente gestiona el capital intelectual holístico y los mercados centrados en el cliente.<br><br><\\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Bloque de Imagen (Estándar)<\\/h2>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https://d.pr/i/8pTmgY+\" alt=\"\" class=\"wp-image-1755\"/><\\/figure>\n"
    ]
  }
}

Отправка объектов для перевода нескольких строк через ChatGPT

Запрос Translate all properties of a post using ChatGPT извлекает все свойства одной записи и переводит эти строки на любой язык с помощью ChatGPT.

Посмотрите это видео, чтобы увидеть выполнение данного запроса:

Отправка объектов для перевода нескольких строк через ChatGPT

Этот запрос похож на предыдущий, но извлекает (и переводит) все свойства одной записи и экспортирует их как JSON-объект.

После выполнения запроса извлеките переводы из записи translatedPostPropertiesAsJSON.

query GetPostProperties($postId: ID!) {
  post(by: { id: $postId }) {
    title
    content
    excerpt
      @export(
        as: "postProperties",
        affectAdditionalFieldsUnderPos: [1, 2]
      )
  }
}
 
query TranslatePostPropertiesWithChatGPT(
  $fromLang: String!
  $toLang: String!
  $openAIAPIKey: String!
  $systemMessage: String! = "You are a language translator"
  $promptTemplate: String! = """
I'm working on internationalizing my application.
 
I've created a JSON with sentences in {$fromLang}. Please translate the sentences to {$toLang}.
 
Keep the object properties identical, translate the values only.
 
If a sentence contains HTML, do not translate inside the HTML tags.
 
This is the JSON:
 
{$encodedPostProperties}
"""
  $model: String! = "gpt-4o-mini"
)
  @depends(on: "GetPostProperties")
{
  postProperties: _echo(value: $postProperties)
  encodedPostProperties: _objectEncodeAsJSONString(object: $postProperties)
  prompt: _strReplaceMultiple(
    search: ["{$fromLang}", "{$toLang}", "{$encodedPostProperties}"],
    replaceWith: [$fromLang, $toLang, $__encodedPostProperties],
    in: $promptTemplate
  )
  openAIResponse: _sendJSONObjectItemHTTPRequest(input: {
    url: "https://api.openai.com/v1/chat/completions",
    method: POST,
    options: {
      auth: {
        password: $openAIAPIKey
      },
      json: {
        model: $model,
        messages: [
          {
            role: "system",
            content: $systemMessage
          },
          {
            role: "user",
            content: $__prompt
          },
        ],
        response_format: {
          type: "json_schema",
          json_schema: {
            name: "translation_response",
            strict: true,
            schema: {
              type: "object",
              properties: {
                translations: {
                  type: "array",
                  items: {
                    type: "object",
                    properties: {
                      property: {
                        type: "string"
                      },
                      translation: {
                        type: "string"
                      }
                    },
                    required: ["property", "translation"],
                    additionalProperties: false
                  }
                }
              },
              required: ["translations"],
              additionalProperties: false
            }
          }
        }
      }
    }
  })
    @underJSONObjectProperty(by: { key: "choices" })
      @underArrayItem(index: 0)
        @underJSONObjectProperty(by: { path: "message.content" })
          @export(as: "jsonEncodedTranslatedPostProperties")
}
 
query ExtractTranslatedPostProperties
  @depends(on: "TranslatePostPropertiesWithChatGPT")
{
  jsonEncodedTranslatedPostProperties: _echo(value: $jsonEncodedTranslatedPostProperties)
    @remove
  decodedTranslatedPostProperties: _strDecodeJSONObject(string: $jsonEncodedTranslatedPostProperties)
    @remove
  translatedPostProperties: _objectProperty(
    object: $__decodedTranslatedPostProperties,
    by: { key: "translations" }
  )
  translatedPostPropertiesAsJSON: _arrayOfJSONObjectsExtractPropertiesAndConvertToObject(
    array: $__translatedPostProperties,
    key: "property",
    value: "translation"
  )
}

Ниже приведён ответ при выполнении запроса с переводом на испанский язык:

{
  "data": {
    "post": {
      "title": "Hello world!",
      "content": "\n<p>Welcome to WordPress. This is your first post. Edit or delete it, then start writing!</p>\n",
      "excerpt": "Welcome to WordPress. This is your first post. Edit or delete it, then start writing!"
    },
    "postProperties": {
      "title": "Hello world!",
      "content": "\n<p>Welcome to WordPress. This is your first post. Edit or delete it, then start writing!</p>\n",
      "excerpt": "Welcome to WordPress. This is your first post. Edit or delete it, then start writing!"
    },
    "encodedPostProperties": "{\"title\":\"Hello world!\",\"content\":\"\\n<p>Welcome to WordPress. This is your first post. Edit or delete it, then start writing!<\\/p>\\n\",\"excerpt\":\"Welcome to WordPress. This is your first post. Edit or delete it, then start writing!\"}",
    "prompt": "\nI'm working on internationalizing my application.\n\nI've created a JSON with sentences in English. Please translate the sentences to Spanish.\n\nKeep the object properties identical, translate the values only.\n\nThis is the JSON:\n\n{\"title\":\"Hello world!\",\"content\":\"\\n<p>Welcome to WordPress. This is your first post. Edit or delete it, then start writing!<\\/p>\\n\",\"excerpt\":\"Welcome to WordPress. This is your first post. Edit or delete it, then start writing!\"}\n",
    "openAIResponse": {
      "id": "chatcmpl-AlrJK6lIJK7YmtITveYeUrCJbP0JO",
      "object": "chat.completion",
      "created": 1735969706,
      "model": "gpt-4o-mini-2024-07-18",
      "choices": [
        {
          "index": 0,
          "message": {
            "role": "assistant",
            "content": "{\"translations\":[{\"property\":\"title\",\"translation\":\"¡Hola mundo!\"},{\"property\":\"content\",\"translation\":\"\\n<p>Bienvenido a WordPress. Este es tu primer artículo. ¡Edítalo o elimínalo, luego comienza a escribir!<\\\\/p>\\n\"},{\"property\":\"excerpt\",\"translation\":\"Bienvenido a WordPress. Este es tu primer artículo. ¡Edítalo o elimínalo, luego comienza a escribir!\"}]}",
            "refusal": null
          },
          "logprobs": null,
          "finish_reason": "stop"
        }
      ],
      "usage": {
        "prompt_tokens": 167,
        "completion_tokens": 92,
        "total_tokens": 259,
        "prompt_tokens_details": {
          "cached_tokens": 0,
          "audio_tokens": 0
        },
        "completion_tokens_details": {
          "reasoning_tokens": 0,
          "audio_tokens": 0,
          "accepted_prediction_tokens": 0,
          "rejected_prediction_tokens": 0
        }
      },
      "system_fingerprint": "fp_0aa8d3e20b"
    },
    "translatedPostProperties": [
      {
        "property": "title",
        "translation": "¡Hola mundo!"
      },
      {
        "property": "content",
        "translation": "\n<p>Bienvenido a WordPress. Este es tu primer artículo. ¡Edítalo o elimínalo, luego comienza a escribir!<\\/p>\n"
      },
      {
        "property": "excerpt",
        "translation": "Bienvenido a WordPress. Este es tu primer artículo. ¡Edítalo o elimínalo, luego comienza a escribir!"
      }
    ],
    "translatedPostPropertiesAsJSON": {
      "title": "¡Hola mundo!",
      "content": "\n<p>Bienvenido a WordPress. Este es tu primer artículo. ¡Edítalo o elimínalo, luego comienza a escribir!<\\/p>\n",
      "excerpt": "Bienvenido a WordPress. Este es tu primer artículo. ¡Edítalo o elimínalo, luego comienza a escribir!"
    }
  }
}
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