DeepSearcher объединяет передовые LLM (OpenAI o1, o3-mini, DeepSeek, Grok 3, Claude 4 Sonnet, Llama 4, QwQ и др.) и векторные базы данных (Milvus, Zilliz Cloud и др.), выполняя поиск, оценку и рассуждения на основе приватных данных, чтобы предоставлять высокоточные ответы и подробные отчеты.Идеально подходит для: корпоративного управления знаниями, интеллектуальных систем вопросов и ответов, а также сценариев информационного поиска.
Зарегистрируйтесь и войдите в JieKou.AI. При регистрации укажите инвайт-код【YGHNZ0】, чтобы получить регистрационный бонус $2.Откройте страницу управления【API key】, нажмите кнопку добавления, введите собственное имя ключа и сгенерируйте API-ключ.
!Внимание: ключ хранится на сервере в зашифрованном виде, и после создания его нельзя просмотреть повторно. Пожалуйста, надежно сохраните ключ; если он будет утерян, необходимо удалить его в консоли и создать новый.
3. Изменение примера кода для подключения моделей JieKou.AI
Пример кода находится в examples/basic_example.py. Вы можете использовать этот пример для запуска DeepSearcher.(1) Настройте API KeyУстановите только что полученный API Key в локальную переменную окружения JIEKOU_API_KEY.
export JIEKOU_API_KEY="您的 JIEKOU API Key"
(2) Настройте LLM и модель EmbeddingДобавьте код после строки config = Configuration() в примере кода
(3) Настройте путь к файлам для поиска и promptЗагрузите файлы из указанного локального пути и сохраните их содержимое в коллекцию. Измените код в месте вызова load_from_local_files. Вы можете использовать файл examples/data/WhatisMilvus.pdf, предоставленный проектом, или свои собственные файлы. Если при выполнении нужно удалить и заново создать эту коллекцию, установите force_new_collection в True.
load_from_local_files( paths_or_directory=os.path.join(current_dir, "data/WhatisMilvus.pdf"), collection_name="milvus_docs", collection_description="All Milvus Documents", force_new_collection=True, # If you want to drop origin collection and create a new collection every time,set force_new_collection to True)question="Write a report comparing Milvus with other vector databases."
(4) Запустите пример кода из корневого каталога проекта:
python examples/basic_example.py
Последнее изменение 17 июня 2026 г.
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_jsxs(_Fragment,{children:[_jsx(_components.p,{children:`DeepSearcher объединяет передовые LLM (OpenAI o1, o3-mini, DeepSeek, Grok 3, Claude 4 Sonnet, Llama 4, QwQ и др.) и векторные базы данных (Milvus, Zilliz Cloud и др.), выполняя поиск, оценку и рассуждения на основе приватных данных, чтобы предоставлять высокоточные ответы и подробные отчеты.`}),`\n`,_jsxs(_components.p,{children:[_jsx(_components.strong,{children:`Идеально подходит для:`}),` корпоративного управления знаниями, интеллектуальных систем вопросов и ответов, а также сценариев информационного поиска.`]}),`\n`,_jsx(OptimizedImage,{src:`https://mintcdn.com/jiekou/plu1OZSHwjdzCc5v/images/deepsearch_1.png?fit=max\u0026auto=format\u0026n=plu1OZSHwjdzCc5v\u0026q=85\u0026s=3bfbe56e6997032d94c0e3c37aa33702`,alt:`Пример изображения 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Получение конфигурационной информации JieKou.AI`}),`\n`,_jsx(Heading,{level:`3`,id:`1-регистрация-и-получение-api-ключа`,children:`(1) Регистрация и получение API-ключа`}),`\n`,_jsx(_components.p,{children:`Зарегистрируйтесь и войдите в JieKou.AI. При регистрации укажите инвайт-код【YGHNZ0】, чтобы получить регистрационный бонус $2.`}),`\n`,_jsx(OptimizedImage,{src:`https://mintcdn.com/jiekou/plu1OZSHwjdzCc5v/images/common_jiekou_homepage.png?fit=max\u0026auto=format\u0026n=plu1OZSHwjdzCc5v\u0026q=85\u0026s=ca878d25d643316d41367137b72b4a28`,alt:`Пример изображения 2`,\"data-og-width\":`1920`,width:`1920`,\"data-og-height\":`816`,height:`816`,\"data-path\":`images/common_jiekou_homepage.png`,\"data-optimize\":`true`,\"data-opv\":`3`,srcset:`https://mintcdn.com/jiekou/plu1OZSHwjdzCc5v/images/common_jiekou_homepage.png?w=280\u0026fit=max\u0026auto=format\u0026n=plu1OZSHwjdzCc5v\u0026q=85\u0026s=c096ae1da656b8c862609d5da4d865c0 280w, https://mintcdn.com/jiekou/plu1OZSHwjdzCc5v/images/common_jiekou_homepage.png?w=560\u0026fit=max\u0026auto=format\u0026n=plu1OZSHwjdzCc5v\u0026q=85\u0026s=fd382fda38265545b01a265e79872846 560w, 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API-ключ.`}),`\n`,_jsx(OptimizedImage,{src:`https://mintcdn.com/jiekou/jZWTU8DENg390ghC/images/common_apikey_menu.png?fit=max\u0026auto=format\u0026n=jZWTU8DENg390ghC\u0026q=85\u0026s=c9e84d535312e3f853410855663fd2e7`,alt:`Пример изображения 3`,\"data-og-width\":`1893`,width:`1893`,\"data-og-height\":`1056`,height:`1056`,\"data-path\":`images/common_apikey_menu.png`,\"data-optimize\":`true`,\"data-opv\":`3`,srcset:`https://mintcdn.com/jiekou/jZWTU8DENg390ghC/images/common_apikey_menu.png?w=280\u0026fit=max\u0026auto=format\u0026n=jZWTU8DENg390ghC\u0026q=85\u0026s=5ceb4753969c68eca81715725c672614 280w, https://mintcdn.com/jiekou/jZWTU8DENg390ghC/images/common_apikey_menu.png?w=560\u0026fit=max\u0026auto=format\u0026n=jZWTU8DENg390ghC\u0026q=85\u0026s=788c5fecd67d38362677c17ffcc4bd6b 560w, https://mintcdn.com/jiekou/jZWTU8DENg390ghC/images/common_apikey_menu.png?w=840\u0026fit=max\u0026auto=format\u0026n=jZWTU8DENg390ghC\u0026q=85\u0026s=5019b93e87178e95ef47449f287bff6b 840w, 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Пожалуйста, надежно сохраните ключ; если он будет утерян, необходимо удалить его в консоли и создать новый.`}),`\n`,_jsx(OptimizedImage,{src:`https://mintcdn.com/jiekou/plu1OZSHwjdzCc5v/images/common_apikey_save.png?fit=max\u0026auto=format\u0026n=plu1OZSHwjdzCc5v\u0026q=85\u0026s=30053211224f16298aefbe8602e71089`,alt:`Пример изображения 5`,\"data-og-width\":`1909`,width:`1909`,\"data-og-height\":`906`,height:`906`,\"data-path\":`images/common_apikey_save.png`,\"data-optimize\":`true`,\"data-opv\":`3`,srcset:`https://mintcdn.com/jiekou/plu1OZSHwjdzCc5v/images/common_apikey_save.png?w=280\u0026fit=max\u0026auto=format\u0026n=plu1OZSHwjdzCc5v\u0026q=85\u0026s=e00d49076738f1f49932d65ad63dae89 280w, https://mintcdn.com/jiekou/plu1OZSHwjdzCc5v/images/common_apikey_save.png?w=560\u0026fit=max\u0026auto=format\u0026n=plu1OZSHwjdzCc5v\u0026q=85\u0026s=75e94eb42a7908f2447d046ec787a169 560w, https://mintcdn.com/jiekou/plu1OZSHwjdzCc5v/images/common_apikey_save.png?w=840\u0026fit=max\u0026auto=format\u0026n=plu1OZSHwjdzCc5v\u0026q=85\u0026s=98f0d28470f57642346820484f396dd6 840w, https://mintcdn.com/jiekou/plu1OZSHwjdzCc5v/images/common_apikey_save.png?w=1100\u0026fit=max\u0026auto=format\u0026n=plu1OZSHwjdzCc5v\u0026q=85\u0026s=3b24e7f8dccec9f4332c94bec5e8ae65 1100w, https://mintcdn.com/jiekou/plu1OZSHwjdzCc5v/images/common_apikey_save.png?w=1650\u0026fit=max\u0026auto=format\u0026n=plu1OZSHwjdzCc5v\u0026q=85\u0026s=f7d9d3807ae7acb4f29a37b3d93da07f 1650w, https://mintcdn.com/jiekou/plu1OZSHwjdzCc5v/images/common_apikey_save.png?w=2500\u0026fit=max\u0026auto=format\u0026n=plu1OZSHwjdzCc5v\u0026q=85\u0026s=95e16ca97be77d0f9021b2c9379fba2f 2500w`}),`\n`,_jsx(Heading,{level:`3`,id:`3-получение-id-модели-которую-нужно-использовать`,children:`(3) Получение ID модели, которую нужно использовать`}),`\n`,_jsx(_components.p,{children:`В каталоге моделей JieKou.AI найдите нужную модель, скопируйте model id и базовый URL.`}),`\n`,_jsx(OptimizedImage,{src:`https://mintcdn.com/jiekou/plu1OZSHwjdzCc5v/images/common_model_square-gemini-3-pro.png?fit=max\u0026auto=format\u0026n=plu1OZSHwjdzCc5v\u0026q=85\u0026s=29c3faf0dd833d9b8bbee105c96c80f1`,alt:`Пример изображения 6`,\"data-og-width\":`1894`,width:`1894`,\"data-og-height\":`887`,height:`887`,\"data-path\":`images/common_model_square-gemini-3-pro.png`,\"data-optimize\":`true`,\"data-opv\":`3`,srcset:`https://mintcdn.com/jiekou/plu1OZSHwjdzCc5v/images/common_model_square-gemini-3-pro.png?w=280\u0026fit=max\u0026auto=format\u0026n=plu1OZSHwjdzCc5v\u0026q=85\u0026s=517d8efab995c8bce423f689bc3d387b 280w, https://mintcdn.com/jiekou/plu1OZSHwjdzCc5v/images/common_model_square-gemini-3-pro.png?w=560\u0026fit=max\u0026auto=format\u0026n=plu1OZSHwjdzCc5v\u0026q=85\u0026s=89532669305d19d9568d1d322b27dd70 560w, https://mintcdn.com/jiekou/plu1OZSHwjdzCc5v/images/common_model_square-gemini-3-pro.png?w=840\u0026fit=max\u0026auto=format\u0026n=plu1OZSHwjdzCc5v\u0026q=85\u0026s=87aeabc880cef2f0a2a5602b6c6b9315 840w, https://mintcdn.com/jiekou/plu1OZSHwjdzCc5v/images/common_model_square-gemini-3-pro.png?w=1100\u0026fit=max\u0026auto=format\u0026n=plu1OZSHwjdzCc5v\u0026q=85\u0026s=d1be176cd1ecdd229af0f474e0a9439d 1100w, https://mintcdn.com/jiekou/plu1OZSHwjdzCc5v/images/common_model_square-gemini-3-pro.png?w=1650\u0026fit=max\u0026auto=format\u0026n=plu1OZSHwjdzCc5v\u0026q=85\u0026s=7fef709f3a118f5da26a760b992adf8d 1650w, https://mintcdn.com/jiekou/plu1OZSHwjdzCc5v/images/common_model_square-gemini-3-pro.png?w=2500\u0026fit=max\u0026auto=format\u0026n=plu1OZSHwjdzCc5v\u0026q=85\u0026s=cfc441137129ef83a8b007d29b465a13 2500w`}),`\n`,_jsxs(_components.ul,{children:[`\n`,_jsx(_components.li,{children:`Gemini-3-pro-preview`}),`\n`,_jsx(_components.li,{children:`Gemini-2.5-pro`}),`\n`,_jsx(_components.li,{children:`Claude-sonnet-4-5`}),`\n`,_jsx(_components.li,{children:`Gpt-5.1`}),`\n`,_jsx(_components.li,{children:`Gpt-4o`}),`\n`]}),`\n`,_jsxs(_components.p,{children:[`Другие ID моделей, максимальный контекст и цены см. здесь: `,_jsx(_components.a,{href:`https://jiekou.vip/models-console/library?auth_res=success\u0026is_reg=false`,children:`Каталог моделей`})]}),`\n`,_jsx(Heading,{level:`2`,id:`2-установка-deepsearcher`,children:`2. Установка DeepSearcher`}),`\n`,_jsxs(_components.p,{children:[`Подробное руководство по установке см.: `,_jsx(_components.a,{href:`https://github.com/zilliztech/deep-searcher`,children:`https://github.com/zilliztech/deep-searcher`})]}),`\n`,_jsx(_components.p,{children:`(1) Клонируйте репозиторий`}),`\n`,_jsx(CodeBlock,{numberOfLines:`3`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`3`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`git clone https://github.com/zilliztech/deep-searcher.git`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`cd deep-searcher`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})}),`\n`,_jsx(_components.p,{children:`(2) Создайте виртуальное окружение и активируйте его`}),`\n`,_jsx(CodeBlock,{numberOfLines:`4`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`4`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`#MAKE SURE the python version is greater than or equal to 3.10`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`python3 -m venv .venv`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`source .venv/bin/activate`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})}),`\n`,_jsx(_components.p,{children:`(3) Установите зависимости`}),`\n`,_jsx(CodeBlock,{numberOfLines:`2`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`2`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`pip install -e .`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})}),`\n`,_jsx(Heading,{level:`2`,id:`3-изменение-примера-кода-для-подключения-моделей-jiekou-ai`,children:`3. Изменение примера кода для подключения моделей JieKou.AI`}),`\n`,_jsxs(_components.p,{children:[`Пример кода находится в `,_jsx(_components.code,{children:`examples/basic_example.py`}),`. Вы можете использовать этот пример для запуска DeepSearcher.`]}),`\n`,_jsx(_components.p,{children:`(1) Настройте API Key`}),`\n`,_jsxs(_components.p,{children:[`Установите только что полученный API Key в локальную переменную окружения `,_jsx(_components.code,{children:`JIEKOU_API_KEY`}),`.`]}),`\n`,_jsx(CodeBlock,{numberOfLines:`2`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`2`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`export JIEKOU_API_KEY=\"您的 JIEKOU API Key\"`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})}),`\n`,_jsx(_components.p,{children:`(2) Настройте LLM и модель Embedding`}),`\n`,_jsxs(_components.p,{children:[`Добавьте код после строки `,_jsx(_components.code,{children:`config = Configuration()`}),` в примере кода`]}),`\n`,_jsx(CodeBlock,{numberOfLines:`3`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`3`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`config.set_provider_config(\"llm\", \"JiekouAI\", {\"model\": \"claude-sonnet-4-5-20250929\"})`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`config.set_provider_config(\"embedding\", \"JiekouAIEmbedding\", {\"model\": \"qwen/qwen3-embedding-8b\"})`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})}),`\n`,_jsx(_components.p,{children:`(3) Настройте путь к файлам для поиска и prompt`}),`\n`,_jsxs(_components.p,{children:[`Загрузите файлы из указанного локального пути и сохраните их содержимое в коллекцию. Измените код в месте вызова `,_jsx(_components.code,{children:`load_from_local_files`}),`. Вы можете использовать файл `,_jsx(_components.code,{children:`examples/data/WhatisMilvus.pdf`}),`, предоставленный проектом, или свои собственные файлы. Если при выполнении нужно удалить и заново создать эту коллекцию, установите `,_jsx(_components.code,{children:`force_new_collection`}),` в `,_jsx(_components.code,{children:`True`}),`.`]}),`\n`,_jsx(CodeBlock,{numberOfLines:`8`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`8`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`load_from_local_files(`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:` paths_or_directory=os.path.join(current_dir, \"data/WhatisMilvus.pdf\"),`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:` collection_name=\"milvus_docs\",`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:` collection_description=\"All Milvus Documents\",`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:` force_new_collection=True, # If you want to drop origin collection and create a new collection every time,set force_new_collection to True`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`)`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`question=\"Write a report comparing Milvus with other vector databases.\"`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})}),`\n`,_jsx(_components.p,{children:`(4) Запустите пример кода из корневого каталога проекта:`}),`\n`,_jsx(CodeBlock,{numberOfLines:`2`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`2`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`python examples/basic_example.py`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})})]})}function MDXContent(props={}){const{wrapper:MDXLayout}={..._provideComponents(),...props.components};return MDXLayout?_jsx(MDXLayout,{...props,children:_jsx(_createMdxContent,{...props})}):_createMdxContent(props)}return{default:MDXContent};function _missingMdxReference(id,component){throw new Error(`Expected `+(component?`component`:`object`)+\" `\"+id+\"` to be defined: you likely forgot to import, pass, or provide it.\")}","frontmatter":{},"scope":{"config":{},"pageMetadata":{"title":"DeepSearcher","og:title":"Руководство JieKou.AI × DeepSearcher","description":null,"href":"/ru/docs/integration/deepsearcher"}}},"mdxSourceWithNoJs":null},"mdxExtracts":{"tableOfContents":[{"title":"1. 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