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Програмування","\u002Fcsharp\u002Fsystem-programming-windows\u002Fasync-fundamentals","01.csharp\u002F07.system-programming-windows\u002F12.async-fundamentals",{"title":344,"path":345,"stem":346},"SynchronizationContext та ConfigureAwait — Контекст Виконання","\u002Fcsharp\u002Fsystem-programming-windows\u002Fasync-context-configureawait","01.csharp\u002F07.system-programming-windows\u002F13.async-context-configureawait",{"title":348,"path":349,"stem":350},"Async — Просунуті Паттерни","\u002Fcsharp\u002Fsystem-programming-windows\u002Fasync-advanced","01.csharp\u002F07.system-programming-windows\u002F14.async-advanced",{"title":352,"path":353,"stem":354},"System.Threading.Channels — Async Producer-Consumer","\u002Fcsharp\u002Fsystem-programming-windows\u002Fchannels","01.csharp\u002F07.system-programming-windows\u002F15.channels",{"title":356,"path":357,"stem":358},"Асинхронна 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ОС","\u002Fcsharp\u002Fsystem-programming-windows\u002Fwindows-hooks-services","01.csharp\u002F07.system-programming-windows\u002F20.windows-hooks-services",{"title":376,"path":377,"stem":378},"Системне Програмування C# (Windows) — 07.system-programming-windows","\u002Fcsharp\u002Fsystem-programming-windows\u002Fimplementation_plan","01.csharp\u002F07.system-programming-windows\u002Fimplementation_plan",{"title":380,"icon":132,"path":381,"stem":382,"children":383,"page":59},"Io","\u002Fcsharp\u002Fio","01.csharp\u002F08.io",[384,388,392,396,400],{"title":385,"path":386,"stem":387},"8.1.1. Основи роботи з файловою системою","\u002Fcsharp\u002Fio\u002Ffile-system-basics","01.csharp\u002F08.io\u002F01.file-system-basics",{"title":389,"path":390,"stem":391},"8.1.2. Потоки (Streams) та Серіалізація Даних","\u002Fcsharp\u002Fio\u002Fstreams-serialization","01.csharp\u002F08.io\u002F02.streams-serialization",{"title":393,"path":394,"stem":395},"8.2.1. JSON Serialization з System.Text.Json","\u002Fcsharp\u002Fio\u002Fjson-serialization","01.csharp\u002F08.io\u002F03.json-serialization",{"title":397,"path":398,"stem":399},"8.2.2. XML Serialization та LINQ to XML","\u002Fcsharp\u002Fio\u002Fxml-serialization","01.csharp\u002F08.io\u002F04.xml-serialization",{"title":401,"path":402,"stem":403},"8.2.3. Binary Serialization: MessagePack та Protocol Buffers","\u002Fcsharp\u002Fio\u002Fbinary-serialization","01.csharp\u002F08.io\u002F05.binary-serialization",{"title":405,"icon":132,"path":406,"stem":407,"children":408,"page":59},"Ado Net","\u002Fcsharp\u002Fado-net","01.csharp\u002F09.ado-net",[409,413,417,421,425,429,433,437,441,445,449,453],{"title":410,"path":411,"stem":412},"9.1. Введення в ADO.NET","\u002Fcsharp\u002Fado-net\u002Fintroduction-to-adonet","01.csharp\u002F09.ado-net\u002F01.introduction-to-adonet",{"title":414,"path":415,"stem":416},"9.2. Клас DbConnection — з'єднання з базою даних","\u002Fcsharp\u002Fado-net\u002Fconnection","01.csharp\u002F09.ado-net\u002F02.connection",{"title":418,"path":419,"stem":420},"9.3. Клас DbCommand — виконання SQL-запитів","\u002Fcsharp\u002Fado-net\u002Fcommand-and-queries","01.csharp\u002F09.ado-net\u002F03.command-and-queries",{"title":422,"path":423,"stem":424},"9.4. Клас DbDataReader — ефективне читання даних","\u002Fcsharp\u002Fado-net\u002Fdatareader","01.csharp\u002F09.ado-net\u002F04.datareader",{"title":426,"path":427,"stem":428},"9.5. Параметризовані запити та захист від SQL Injection","\u002Fcsharp\u002Fado-net\u002Fparameters-and-sql-injection","01.csharp\u002F09.ado-net\u002F05.parameters-and-sql-injection",{"title":430,"path":431,"stem":432},"9.6. Транзакції в ADO.NET","\u002Fcsharp\u002Fado-net\u002Ftransactions","01.csharp\u002F09.ado-net\u002F06.transactions",{"title":434,"path":435,"stem":436},"9.7. DbProviderFactory — провайдер-незалежний код","\u002Fcsharp\u002Fado-net\u002Fprovider-factory","01.csharp\u002F09.ado-net\u002F07.provider-factory",{"title":438,"path":439,"stem":440},"9.8. Асинхронний доступ до даних","\u002Fcsharp\u002Fado-net\u002Fasync-data-access","01.csharp\u002F09.ado-net\u002F08.async-data-access",{"title":442,"path":443,"stem":444},"9.9. Від'єднаний режим: DataSet, DataTable, DataRow","\u002Fcsharp\u002Fado-net\u002Fdisconnected-mode-dataset","01.csharp\u002F09.ado-net\u002F09.disconnected-mode-dataset",{"title":446,"path":447,"stem":448},"9.10. DataAdapter — міст між DataSet та базою даних","\u002Fcsharp\u002Fado-net\u002Fdata-adapter","01.csharp\u002F09.ado-net\u002F10.data-adapter",{"title":450,"path":451,"stem":452},"9.11. Data Mapper та Repository: Архітектура доступу до даних","\u002Fcsharp\u002Fado-net\u002Fdata-mapper-repository","01.csharp\u002F09.ado-net\u002F11.data-mapper-repository",{"title":454,"path":455,"stem":456},"9.12. Identity Map, Unit of Work та Specification Pattern","\u002Fcsharp\u002Fado-net\u002Fadvanced-patterns","01.csharp\u002F09.ado-net\u002F12.advanced-patterns",{"title":458,"icon":255,"path":459,"stem":460,"children":461,"page":59},"Ef Core","\u002Fcsharp\u002Fef-core","01.csharp\u002F10.ef-core",[462,466,470,474,478,482,486,490,494,498,502,506,510,514,518,522,526,532,538,542,546,550,554,558,562,566,570,574,578,582,586,590,594,598,602,606,610,614,618,622,626,630,634,638,642,646],{"title":463,"path":464,"stem":465},"Що таке ORM? Від SQL до об'єктів","\u002Fcsharp\u002Fef-core\u002Fwhat-is-orm","01.csharp\u002F10.ef-core\u002F01.what-is-orm",{"title":467,"path":468,"stem":469},"Перший проєкт — від нуля до CRUD","\u002Fcsharp\u002Fef-core\u002Ffirst-project","01.csharp\u002F10.ef-core\u002F02.first-project",{"title":471,"path":472,"stem":473},"DbContext — Серце EF Core","\u002Fcsharp\u002Fef-core\u002Fdbcontext-deep-dive","01.csharp\u002F10.ef-core\u002F03.dbcontext-deep-dive",{"title":475,"path":476,"stem":477},"Провайдери баз даних — Архітектура та Вибір СУБД","\u002Fcsharp\u002Fef-core\u002Fdatabase-providers","01.csharp\u002F10.ef-core\u002F04.database-providers",{"title":479,"path":480,"stem":481},"Конвенції EF Core — Магія без конфігурації","\u002Fcsharp\u002Fef-core\u002Fconventions","01.csharp\u002F10.ef-core\u002F05.conventions",{"title":483,"path":484,"stem":485},"Fluent API та Data Annotations — Явна конфігурація моделі","\u002Fcsharp\u002Fef-core\u002Ffluent-api-vs-annotations","01.csharp\u002F10.ef-core\u002F06.fluent-api-vs-annotations",{"title":487,"path":488,"stem":489},"Зв'язки — One-to-One та One-to-Many","\u002Fcsharp\u002Fef-core\u002Frelationships-basics","01.csharp\u002F10.ef-core\u002F07.relationships-basics",{"title":491,"path":492,"stem":493},"Зв'язки Advanced — Many-to-Many та Складні Сценарії","\u002Fcsharp\u002Fef-core\u002Frelationships-advanced","01.csharp\u002F10.ef-core\u002F08.relationships-advanced",{"title":495,"path":496,"stem":497},"Властивості — Типи, Конвертери, Компаратори (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fproperty-configuration-part1","01.csharp\u002F10.ef-core\u002F09.property-configuration-part1",{"title":499,"path":500,"stem":501},"Властивості — Value Comparers, Generators, Shadow Properties (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fproperty-configuration-part2","01.csharp\u002F10.ef-core\u002F09.property-configuration-part2",{"title":503,"path":504,"stem":505},"Складні типи — Owned Types та Complex Types (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fcomplex-types-owned-part1","01.csharp\u002F10.ef-core\u002F10.complex-types-owned-part1",{"title":507,"path":508,"stem":509},"Складні типи — Complex Types, Keyless Entities, Порівняння (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fcomplex-types-owned-part2","01.csharp\u002F10.ef-core\u002F10.complex-types-owned-part2",{"title":511,"path":512,"stem":513},"JSON Columns — Складні дані у JSON (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fjson-columns-part1","01.csharp\u002F10.ef-core\u002F11.json-columns-part1",{"title":515,"path":516,"stem":517},"JSON Columns — Value Comparers, Індекси, Провайдери (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fjson-columns-part2","01.csharp\u002F10.ef-core\u002F11.json-columns-part2",{"title":519,"path":520,"stem":521},"Успадкування — Абстрактні класи та TPH (Частина 1)","\u002Fcsharp\u002Fef-core\u002Finheritance-part1","01.csharp\u002F10.ef-core\u002F12.inheritance-part1",{"title":523,"path":524,"stem":525},"Успадкування — TPT, TPC та Порівняння Стратегій (Частина 2)","\u002Fcsharp\u002Fef-core\u002Finheritance-part2","01.csharp\u002F10.ef-core\u002F12.inheritance-part2",{"title":527,"path":528,"stem":529,"children":530},"Індекси, Обмеження та Схема (Частина 1)","\u002Fcsharp\u002Fef-core\u002Findexes-constraints-part1","01.csharp\u002F10.ef-core\u002F13.indexes-constraints-part1",[531],{"title":527,"path":528,"stem":529},{"title":533,"path":534,"stem":535,"children":536},"Індекси, Обмеження та Схема (Частина 2)","\u002Fcsharp\u002Fef-core\u002Findexes-constraints-part2","01.csharp\u002F10.ef-core\u002F13.indexes-constraints-part2",[537],{"title":533,"path":534,"stem":535},{"title":539,"path":540,"stem":541},"Seed Data — Початкові Дані (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fseeding-part1","01.csharp\u002F10.ef-core\u002F14.seeding-part1",{"title":543,"path":544,"stem":545},"Seed Data — SQL-скрипти, Bogus та Стратегії (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fseeding-part2","01.csharp\u002F10.ef-core\u002F14.seeding-part2",{"title":547,"path":548,"stem":549},"Global Query Filters — Глобальні Фільтри (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fglobal-query-filters-part1","01.csharp\u002F10.ef-core\u002F15.global-query-filters-part1",{"title":551,"path":552,"stem":553},"Global Query Filters — Підводні камені та Інтеграція (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fglobal-query-filters-part2","01.csharp\u002F10.ef-core\u002F15.global-query-filters-part2",{"title":555,"path":556,"stem":557},"LINQ-запити в EF Core (Частина 1)","\u002Fcsharp\u002Fef-core\u002Flinq-queries-part1","01.csharp\u002F10.ef-core\u002F16.linq-queries-part1",{"title":559,"path":560,"stem":561},"LINQ-запити в EF Core (Частина 2)","\u002Fcsharp\u002Fef-core\u002Flinq-queries-part2","01.csharp\u002F10.ef-core\u002F16.linq-queries-part2",{"title":563,"path":564,"stem":565},"Завантаження Пов'язаних Даних (Частина 1)","\u002Fcsharp\u002Fef-core\u002Floading-related-data-part1","01.csharp\u002F10.ef-core\u002F17.loading-related-data-part1",{"title":567,"path":568,"stem":569},"Завантаження Пов'язаних Даних (Частина 2)","\u002Fcsharp\u002Fef-core\u002Floading-related-data-part2","01.csharp\u002F10.ef-core\u002F17.loading-related-data-part2",{"title":571,"path":572,"stem":573},"Raw SQL, Views та Stored Procedures (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fraw-sql-part1","01.csharp\u002F10.ef-core\u002F18.raw-sql-part1",{"title":575,"path":576,"stem":577},"Raw SQL — Stored Procedures, DbFunction та Bulk Operations (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fraw-sql-part2","01.csharp\u002F10.ef-core\u002F18.raw-sql-part2",{"title":579,"path":580,"stem":581},"Продвинуті Запити — Compiled Queries, Bulk та Оптимізація (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fadvanced-queries-part1","01.csharp\u002F10.ef-core\u002F19.advanced-queries-part1",{"title":583,"path":584,"stem":585},"Продвинуті Запити — Query Tags, Bulk та Interceptors (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fadvanced-queries-part2","01.csharp\u002F10.ef-core\u002F19.advanced-queries-part2",{"title":587,"path":588,"stem":589},"Change Tracker — Відстеження Змін (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fchange-tracking-part1","01.csharp\u002F10.ef-core\u002F20.change-tracking-part1",{"title":591,"path":592,"stem":593},"Change Tracker — Графи Об'єктів та Disconnected (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fchange-tracking-part2","01.csharp\u002F10.ef-core\u002F20.change-tracking-part2",{"title":595,"path":596,"stem":597},"Збереження Даних та Транзакції (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fsaving-data-part1","01.csharp\u002F10.ef-core\u002F21.saving-data-part1",{"title":599,"path":600,"stem":601},"Збереження Даних — Concurrency та Outbox (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fsaving-data-part2","01.csharp\u002F10.ef-core\u002F21.saving-data-part2",{"title":603,"path":604,"stem":605},"Конкурентність та Блокування (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fconcurrency-part1","01.csharp\u002F10.ef-core\u002F22.concurrency-part1",{"title":607,"path":608,"stem":609},"Конкурентність — Дедлоки та Queue Processing (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fconcurrency-part2","01.csharp\u002F10.ef-core\u002F22.concurrency-part2",{"title":611,"path":612,"stem":613},"Міграції в EF Core — Основи (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fmigrations-basics-part1","01.csharp\u002F10.ef-core\u002F23.migrations-basics-part1",{"title":615,"path":616,"stem":617},"Міграції в EF Core — Основи (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fmigrations-basics-part2","01.csharp\u002F10.ef-core\u002F23.migrations-basics-part2",{"title":619,"path":620,"stem":621},"Міграції — Просунуті Сценарії (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fmigrations-advanced-part1","01.csharp\u002F10.ef-core\u002F24.migrations-advanced-part1",{"title":623,"path":624,"stem":625},"Міграції — Просунуті Сценарії (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fmigrations-advanced-part2","01.csharp\u002F10.ef-core\u002F24.migrations-advanced-part2",{"title":627,"path":628,"stem":629},"Управління Схемою та Database-First (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fschema-management-part1","01.csharp\u002F10.ef-core\u002F25.schema-management-part1",{"title":631,"path":632,"stem":633},"Управління Схемою та Database-First (Частина 2)","\u002Fcsharp\u002Fef-core\u002Fschema-management-part2","01.csharp\u002F10.ef-core\u002F25.schema-management-part2",{"title":635,"path":636,"stem":637},"Продуктивність EF Core — Основи (Частина 1)","\u002Fcsharp\u002Fef-core\u002Fperformance-fundamentals-part1","01.csharp\u002F10.ef-core\u002F26.performance-fundamentals-part1",{"title":639,"path":640,"stem":641},"Interceptors в EF Core (Частина 1)","\u002Fcsharp\u002Fef-core\u002Finterceptors-part1","01.csharp\u002F10.ef-core\u002F29.interceptors-part1",{"title":643,"path":644,"stem":645},"Interceptors в EF Core — Connection, Transaction та Materialization (Частина 2)","\u002Fcsharp\u002Fef-core\u002Finterceptors-part2","01.csharp\u002F10.ef-core\u002F29.interceptors-part2",{"title":647,"path":648,"stem":649},"План вивчення Entity Framework Core — Повний курс","\u002Fcsharp\u002Fef-core\u002Fimplementation_plan","01.csharp\u002F10.ef-core\u002Fimplementation_plan",{"title":651,"icon":652,"path":653,"stem":654,"children":655,"page":59},"ASP.NET","i-devicon-dotnetcore","\u002Fcsharp\u002Faspnet","01.csharp\u002F11.aspnet",[656,730,791,869,927,941,967,1057,1111,1182,1212,1289,1346],{"title":657,"icon":658,"path":659,"stem":660,"children":661,"page":59},"Minimal API","i-lucide-network","\u002Fcsharp\u002Faspnet\u002Fminimal-api","01.csharp\u002F11.aspnet\u002F01.minimal-api",[662,666,670,674,678,682,686,690,694,698,702,706,710,714,718,722,726],{"title":663,"path":664,"stem":665},"Вступ до ASP.NET та еволюція фреймворку","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Fintroduction","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F01.introduction",{"title":667,"path":668,"stem":669},"Перший додаток на ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Ffirst-application","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F02.first-application",{"title":671,"path":672,"stem":673},"WebApplication, Builder та Dependency Injection","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Fwebapplication-builder","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F03.webapplication-builder",{"title":675,"path":676,"stem":677},"Конвеєр запитів та Middleware","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Frequest-pipeline-middleware","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F04.request-pipeline-middleware",{"title":679,"path":680,"stem":681},"Маршрутизація в ASP.NET Core: Основи","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Frouting-basics","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F05.routing-basics",{"title":683,"path":684,"stem":685},"Маршрутизація в ASP.NET Core: Розширені можливості","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Frouting-advanced","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F06.routing-advanced",{"title":687,"path":688,"stem":689},"Статичні файли в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Fstatic-files","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F07.static-files",{"title":691,"path":692,"stem":693},"Статичні Активи: MapStaticAssets (ASP.NET Core 9.0)","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Fstatic-assets","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F08.static-assets",{"title":695,"path":696,"stem":697},"Конфігурація в ASP.NET Core: Основи","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Fconfiguration-fundamentals","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F09.configuration-fundamentals",{"title":699,"path":700,"stem":701},"Конфігурація: Паттерн Options","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Fconfiguration-options","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F10.configuration-options",{"title":703,"path":704,"stem":705},"Логування в ASP.NET Core: Основи","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Flogging-basics","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F11.logging-basics",{"title":707,"path":708,"stem":709},"Логування: Serilog та Middleware","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Flogging-advanced","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F12.logging-advanced",{"title":711,"path":712,"stem":713},"Управління станом: HttpContext.Items та Cookies","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Fstate-management","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F13.state-management",{"title":715,"path":716,"stem":717},"Стан сесії: Sessions","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Fsession-state","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F14.session-state",{"title":719,"path":720,"stem":721},"Структура проєкту: від хаосу до архітектури","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Fproject-structure","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F15.project-structure",{"title":723,"path":724,"stem":725},"Scalar у Minimal API: повний проєкт і Fluent OpenAPI","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Fscalar-openapi-fluent","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F16.scalar-openapi-fluent",{"title":727,"path":728,"stem":729},"Swagger \u002F Swashbuckle у Minimal API: окремий класичний шлях","\u002Fcsharp\u002Faspnet\u002Fminimal-api\u002Fswagger-swashbuckle","01.csharp\u002F11.aspnet\u002F01.minimal-api\u002F17.swagger-swashbuckle",{"title":731,"icon":658,"path":732,"stem":733,"children":734,"page":59},"API","\u002Fcsharp\u002Faspnet\u002Fapi","01.csharp\u002F11.aspnet\u002F02.api",[735,739,743,747,751,755,759,763,767,771,775,779,783,787],{"title":736,"path":737,"stem":738},"Що таке API. Клієнт-серверна архітектура","\u002Fcsharp\u002Faspnet\u002Fapi\u002Fwhat-is-api","01.csharp\u002F11.aspnet\u002F02.api\u002F01.what-is-api",{"title":740,"path":741,"stem":742},"Формати даних: JSON, XML, TOML та бінарні формати","\u002Fcsharp\u002Faspnet\u002Fapi\u002Fdata-formats","01.csharp\u002F11.aspnet\u002F02.api\u002F02.data-formats",{"title":744,"path":745,"stem":746},"Парадигми API та концепція REST","\u002Fcsharp\u002Faspnet\u002Fapi\u002Fapi-paradigms-rest","01.csharp\u002F11.aspnet\u002F02.api\u002F03.api-paradigms-rest",{"title":748,"path":749,"stem":750},"HTTP-методи, статус-коди та заголовки","\u002Fcsharp\u002Faspnet\u002Fapi\u002Fhttp-methods-status-codes","01.csharp\u002F11.aspnet\u002F02.api\u002F04.http-methods-status-codes",{"title":752,"path":753,"stem":754},"Організація HTTP API за принципами REST","\u002Fcsharp\u002Faspnet\u002Fapi\u002Frest-organizing","01.csharp\u002F11.aspnet\u002F02.api\u002F05.rest-organizing",{"title":756,"path":757,"stem":758},"Номенклатура URL та CRUD-операції","\u002Fcsharp\u002Faspnet\u002Fapi\u002Furl-nomenclature-crud","01.csharp\u002F11.aspnet\u002F02.api\u002F06.url-nomenclature-crud",{"title":760,"path":761,"stem":762},"Правила дизайну: іменування та стандарти","\u002Fcsharp\u002Faspnet\u002Fapi\u002Fapi-design-naming","01.csharp\u002F11.aspnet\u002F02.api\u002F07.api-design-naming",{"title":764,"path":765,"stem":766},"Валідація, ліміти та обробка помилок","\u002Fcsharp\u002Faspnet\u002Fapi\u002Fapi-design-validation","01.csharp\u002F11.aspnet\u002F02.api\u002F08.api-design-validation",{"title":768,"path":769,"stem":770},"Обробка помилок у Minimal API","\u002Fcsharp\u002Faspnet\u002Fapi\u002Ferror-handling-http","01.csharp\u002F11.aspnet\u002F02.api\u002F09.error-handling-http",{"title":772,"path":773,"stem":774},"Ідемпотентність та синхронізація стану","\u002Fcsharp\u002Faspnet\u002Fapi\u002Fidempotency-sync","01.csharp\u002F11.aspnet\u002F02.api\u002F10.idempotency-sync",{"title":776,"path":777,"stem":778},"Пагінація та організація списків","\u002Fcsharp\u002Faspnet\u002Fapi\u002Fpagination-lists","01.csharp\u002F11.aspnet\u002F02.api\u002F11.pagination-lists",{"title":780,"path":781,"stem":782},"Безпека API, кешування та інтернаціоналізація","\u002Fcsharp\u002Faspnet\u002Fapi\u002Fsecurity-auth","01.csharp\u002F11.aspnet\u002F02.api\u002F12.security-auth",{"title":784,"path":785,"stem":786},"Процес проєктування API та документування","\u002Fcsharp\u002Faspnet\u002Fapi\u002Fapi-design-process","01.csharp\u002F11.aspnet\u002F02.api\u002F13.api-design-process",{"title":788,"path":789,"stem":790},"OpenAPI: контракт, специфікація та документація API","\u002Fcsharp\u002Faspnet\u002Fapi\u002Fopenapi","01.csharp\u002F11.aspnet\u002F02.api\u002F14.openapi",{"title":792,"icon":793,"path":794,"stem":795,"children":796,"page":59},"Auth","i-lucide-shield-check","\u002Fcsharp\u002Faspnet\u002Fauth","01.csharp\u002F11.aspnet\u002F03.auth",[797,801,805,809,813,817,821,825,829,833,837,841,845,849,853,857,861,865],{"title":798,"path":799,"stem":800},"Основи аутентифікації та авторизації","\u002Fcsharp\u002Faspnet\u002Fauth\u002Fauth-fundamentals","01.csharp\u002F11.aspnet\u002F03.auth\u002F01.auth-fundamentals",{"title":802,"path":803,"stem":804},"JWT-аутентифікація","\u002Fcsharp\u002Faspnet\u002Fauth\u002Fjwt-authentication","01.csharp\u002F11.aspnet\u002F03.auth\u002F02.jwt-authentication",{"title":806,"path":807,"stem":808},"Авторизація: ролі, політики та resource-based доступ","\u002Fcsharp\u002Faspnet\u002Fauth\u002Fauthorization-policies","01.csharp\u002F11.aspnet\u002F03.auth\u002F03.authorization-policies",{"title":810,"path":811,"stem":812},"Cookie-аутентифікація та ASP.NET Core Identity","\u002Fcsharp\u002Faspnet\u002Fauth\u002Fcookie-auth-identity","01.csharp\u002F11.aspnet\u002F03.auth\u002F04.cookie-auth-identity",{"title":814,"path":815,"stem":816},"JWT + Refresh Tokens (HttpOnly Cookie)","\u002Fcsharp\u002Faspnet\u002Fauth\u002F04b.identity-auth-jwt","01.csharp\u002F11.aspnet\u002F03.auth\u002F04b.identity-auth-jwt",{"title":818,"path":819,"stem":820},"Identity: Підтвердження Email та Скидання Пароля","\u002Fcsharp\u002Faspnet\u002Fauth\u002Fidentity-email-confirmation","01.csharp\u002F11.aspnet\u002F03.auth\u002F05.identity-email-confirmation",{"title":822,"path":823,"stem":824},"Identity: Двофакторна Аутентифікація (2FA)","\u002Fcsharp\u002Faspnet\u002Fauth\u002Fidentity-two-factor","01.csharp\u002F11.aspnet\u002F03.auth\u002F06.identity-two-factor",{"title":826,"path":827,"stem":828},"Identity: Внутрішня Архітектура та Кастомізація","\u002Fcsharp\u002Faspnet\u002Fauth\u002Fidentity-internals","01.csharp\u002F11.aspnet\u002F03.auth\u002F07.identity-internals",{"title":830,"path":831,"stem":832},"OAuth 2.0 та зовнішні провайдери","\u002Fcsharp\u002Faspnet\u002Fauth\u002Foauth-external-providers","01.csharp\u002F11.aspnet\u002F03.auth\u002F08.oauth-external-providers",{"title":834,"path":835,"stem":836},"Безпека на практиці: CORS, HTTPS та захист від атак","\u002Fcsharp\u002Faspnet\u002Fauth\u002Fsecurity-hardening","01.csharp\u002F11.aspnet\u002F03.auth\u002F09.security-hardening",{"title":838,"path":839,"stem":840},"Теорія OAuth 2.0: Поняття, Аналогії та Флоу","\u002Fcsharp\u002Faspnet\u002Fauth\u002Foauth-theory","01.csharp\u002F11.aspnet\u002F03.auth\u002F10.oauth-theory",{"title":842,"path":843,"stem":844},"OIDC, OAuth 2.0 та Keycloak в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Fauth\u002Foidc-keycloak","01.csharp\u002F11.aspnet\u002F03.auth\u002F10.oidc-keycloak",{"title":846,"path":847,"stem":848},"API Keys аутентифікація в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Fauth\u002Fapi-keys","01.csharp\u002F11.aspnet\u002F03.auth\u002F11.api-keys",{"title":850,"path":851,"stem":852},"Rate Limiting та Throttling в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Fauth\u002Frate-limiting","01.csharp\u002F11.aspnet\u002F03.auth\u002F12.rate-limiting",{"title":854,"path":855,"stem":856},"Refresh Token Rotation в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Fauth\u002Frefresh-token-rotation","01.csharp\u002F11.aspnet\u002F03.auth\u002F13.refresh-token-rotation",{"title":858,"path":859,"stem":860},"Certificate Authentication та mTLS в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Fauth\u002Fcertificate-auth","01.csharp\u002F11.aspnet\u002F03.auth\u002F14.certificate-auth",{"title":862,"path":863,"stem":864},"RBAC, ABAC та ReBAC в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Fauth\u002Frbac-abac-rebac","01.csharp\u002F11.aspnet\u002F03.auth\u002F15.rbac-abac-rebac",{"title":866,"path":867,"stem":868},"Multi-tenancy та ізоляція даних в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Fauth\u002Fmulti-tenancy","01.csharp\u002F11.aspnet\u002F03.auth\u002F16.multi-tenancy",{"title":870,"icon":871,"path":872,"stem":873,"children":874,"page":59},"Нотифікації","i-lucide-bell","\u002Fcsharp\u002Faspnet\u002Fnotifications","01.csharp\u002F11.aspnet\u002F04.notifications",[875,879,883,887,891,895,899,903,907,911,915,919,923],{"title":876,"path":877,"stem":878},"In-App нотифікації через базу даних","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Fin-app-database-notifications","01.csharp\u002F11.aspnet\u002F04.notifications\u002F01.in-app-database-notifications",{"title":880,"path":881,"stem":882},"Polling: Регулярний запит оновлень","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Fpolling","01.csharp\u002F11.aspnet\u002F04.notifications\u002F02.polling",{"title":884,"path":885,"stem":886},"Server-Sent Events: Однострімовий push від сервера","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Fserver-sent-events","01.csharp\u002F11.aspnet\u002F04.notifications\u002F03.server-sent-events",{"title":888,"path":889,"stem":890},"WebSockets: Двостороннє з'єднання в реальному часі","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Fwebsockets","01.csharp\u002F11.aspnet\u002F04.notifications\u002F04.websockets",{"title":892,"path":893,"stem":894},"SignalR: Абстракція над транспортами реального часу","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Fsignalr","01.csharp\u002F11.aspnet\u002F04.notifications\u002F05.signalr",{"title":896,"path":897,"stem":898},"Background Services: Фонові задачі в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Fbackground-services","01.csharp\u002F11.aspnet\u002F04.notifications\u002F06.background-services",{"title":900,"path":901,"stem":902},"Web Push нотифікації","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Fweb-push","01.csharp\u002F11.aspnet\u002F04.notifications\u002F07.web-push",{"title":904,"path":905,"stem":906},"Email нотифікації","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Femail-notifications","01.csharp\u002F11.aspnet\u002F04.notifications\u002F08.email-notifications",{"title":908,"path":909,"stem":910},"Порівняння підходів: Як вибрати правильну технологію нотифікацій","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Fchoosing-the-right-approach","01.csharp\u002F11.aspnet\u002F04.notifications\u002F09.choosing-the-right-approach",{"title":912,"path":913,"stem":914},"Hangfire: Надійне планування фонових задач","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Fhangfire","01.csharp\u002F11.aspnet\u002F04.notifications\u002F10.hangfire",{"title":916,"path":917,"stem":918},"Практика: Конвертація зображень у WebP через Hangfire","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Fhangfire-image-webp","01.csharp\u002F11.aspnet\u002F04.notifications\u002F11.hangfire-image-webp",{"title":920,"path":921,"stem":922},"Практика: Підготовка відео до HLS-стрімінгу через Hangfire","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Fhangfire-video-hls","01.csharp\u002F11.aspnet\u002F04.notifications\u002F12.hangfire-video-hls",{"title":924,"path":925,"stem":926},"Telegram-нотифікації: від одного повідомлення до масових розсилок і мульти-канального підходу","\u002Fcsharp\u002Faspnet\u002Fnotifications\u002Ftelegram-notifications","01.csharp\u002F11.aspnet\u002F04.notifications\u002F13.telegram-notifications",{"title":928,"icon":929,"path":930,"stem":931,"children":932,"page":59},"Інтернаціоналізація","i-lucide-languages","\u002Fcsharp\u002Faspnet\u002Fi18n","01.csharp\u002F11.aspnet\u002F05.i18n",[933,937],{"title":934,"path":935,"stem":936},"Інтернаціоналізація (i18n) у Minimal API: від A до Я","\u002Fcsharp\u002Faspnet\u002Fi18n\u002Finternationalization","01.csharp\u002F11.aspnet\u002F05.i18n\u002F01.internationalization",{"title":938,"path":939,"stem":940},"Humanizer: людиномовні рядки у .NET","\u002Fcsharp\u002Faspnet\u002Fi18n\u002Fhumanizer","01.csharp\u002F11.aspnet\u002F05.i18n\u002F02.humanizer",{"title":942,"icon":943,"path":944,"stem":945,"children":946,"page":59},"Кешування","i-lucide-layers","\u002Fcsharp\u002Faspnet\u002Fcaching","01.csharp\u002F11.aspnet\u002F06.caching",[947,951,955,959,963],{"title":948,"path":949,"stem":950},"Огляд кешування: чотири рівні і коли що обирати","\u002Fcsharp\u002Faspnet\u002Fcaching\u002Fcaching","01.csharp\u002F11.aspnet\u002F06.caching\u002F01.caching",{"title":952,"path":953,"stem":954},"IMemoryCache: кеш в оперативній пам'яті","\u002Fcsharp\u002Faspnet\u002Fcaching\u002Fmemory-cache","01.csharp\u002F11.aspnet\u002F06.caching\u002F02.memory-cache",{"title":956,"path":957,"stem":958},"IDistributedCache і Redis: розподілений кеш","\u002Fcsharp\u002Faspnet\u002Fcaching\u002Fdistributed-cache","01.csharp\u002F11.aspnet\u002F06.caching\u002F03.distributed-cache",{"title":960,"path":961,"stem":962},"Response Cache: HTTP-кешування через Cache-Control","\u002Fcsharp\u002Faspnet\u002Fcaching\u002Fresponse-cache","01.csharp\u002F11.aspnet\u002F06.caching\u002F04.response-cache",{"title":964,"path":965,"stem":966},"Output Cache: серверний кеш HTTP-відповідей (.NET 7+)","\u002Fcsharp\u002Faspnet\u002Fcaching\u002Foutput-cache","01.csharp\u002F11.aspnet\u002F06.caching\u002F05.output-cache",{"title":968,"icon":969,"path":970,"stem":971,"children":972,"page":59},"Тестування","i-lucide-test-tube","\u002Fcsharp\u002Faspnet\u002Ftesting","01.csharp\u002F11.aspnet\u002F07.testing",[973,977,981,985,989,993,997,1001,1005,1009,1013,1017,1021,1025,1029,1033,1037,1041,1045,1049,1053],{"title":974,"path":975,"stem":976},"Що таке тестування? Від інтуїції до науки","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fwhat-is-testing","01.csharp\u002F11.aspnet\u002F07.testing\u002F01.what-is-testing",{"title":978,"path":979,"stem":980},"Піраміда тестування — Стратегія, а не Догма","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Ftesting-pyramid","01.csharp\u002F11.aspnet\u002F07.testing\u002F02.testing-pyramid",{"title":982,"path":983,"stem":984},"Дві Школи Тестування — Лондон проти Детройту","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Ftesting-schools","01.csharp\u002F11.aspnet\u002F07.testing\u002F03.testing-schools",{"title":986,"path":987,"stem":988},"TDD та BDD — Тести як Дизайн-інструмент","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Ftdd-and-bdd","01.csharp\u002F11.aspnet\u002F07.testing\u002F04.tdd-and-bdd",{"title":990,"path":991,"stem":992},"Що саме тестувати — Техніки аналізу та Циклomatична складність","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fwhat-to-test","01.csharp\u002F11.aspnet\u002F07.testing\u002F05.what-to-test",{"title":994,"path":995,"stem":996},"Тестові Фреймворки — Навіщо вони і що всередині","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Ftest-frameworks","01.csharp\u002F11.aspnet\u002F07.testing\u002F06.test-frameworks",{"title":998,"path":999,"stem":1000},"xUnit — Факти, Теорії та Lifecycle тестів","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fxunit-basics","01.csharp\u002F11.aspnet\u002F07.testing\u002F07.xunit-basics",{"title":1002,"path":1003,"stem":1004},"xUnit Advanced — Fixtures, Кастомізація та Розширення","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fxunit-advanced","01.csharp\u002F11.aspnet\u002F07.testing\u002F08.xunit-advanced",{"title":1006,"path":1007,"stem":1008},"Moq — Глибоке занурення в мокування","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fmocking-with-moq","01.csharp\u002F11.aspnet\u002F07.testing\u002F09.mocking-with-moq",{"title":1010,"path":1011,"stem":1012},"Тестування Баз Даних — EF Core, SQLite та Testcontainers","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fdatabase-testing","01.csharp\u002F11.aspnet\u002F07.testing\u002F10.database-testing",{"title":1014,"path":1015,"stem":1016},"Integration Testing — Частина 1 [Теорія та WebApplicationFactory]","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fintegration-testing","01.csharp\u002F11.aspnet\u002F07.testing\u002F11.integration-testing",{"title":1018,"path":1019,"stem":1020},"Інтеграційне тестування — Практика","\u002Fcsharp\u002Faspnet\u002Ftesting\u002F11a.integration-testing-practice","01.csharp\u002F11.aspnet\u002F07.testing\u002F11a.integration-testing-practice",{"title":1022,"path":1023,"stem":1024},"Integration Testing — Частина 2 [Просунуті Сценарії та Testcontainers]","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fintegration-testing-advanced","01.csharp\u002F11.aspnet\u002F07.testing\u002F12.integration-testing-advanced",{"title":1026,"path":1027,"stem":1028},"Професійний Postman: Колекції, Змінні та GitHub Інтеграція","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fpostman-professional","01.csharp\u002F11.aspnet\u002F07.testing\u002F13.postman-professional",{"title":1030,"path":1031,"stem":1032},"HttpClient у Тестах Частина 1: Архітектура та MockHttpMessageHandler","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fhttpclient-testing","01.csharp\u002F11.aspnet\u002F07.testing\u002F14.httpclient-testing",{"title":1034,"path":1035,"stem":1036},"HttpClient у Тестах Частина 2: WireMock.Net та Resilience","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fwiremock-net","01.csharp\u002F11.aspnet\u002F07.testing\u002F15.wiremock-net",{"title":1038,"path":1039,"stem":1040},"Патерни та Анти-патерни Тестування: Test Smells","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Ftesting-patterns","01.csharp\u002F11.aspnet\u002F07.testing\u002F16.testing-patterns",{"title":1042,"path":1043,"stem":1044},"Просунуті інструменти: Time, Snapshots та Властивості","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fadvanced-testing-tools","01.csharp\u002F11.aspnet\u002F07.testing\u002F17.advanced-testing-tools",{"title":1046,"path":1047,"stem":1048},"Тестування Архітектури з NetArchTest","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Farchitecture-testing","01.csharp\u002F11.aspnet\u002F07.testing\u002F18.architecture-testing",{"title":1050,"path":1051,"stem":1052},"Тестування Продуктивності: BenchmarkDotNet, NBomber та k6","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fperformance-testing","01.csharp\u002F11.aspnet\u002F07.testing\u002F19.performance-testing",{"title":1054,"path":1055,"stem":1056},"Залишок плану для курсу \"Тестування ASP.NET Minimal API\"","\u002Fcsharp\u002Faspnet\u002Ftesting\u002Fremaining_plan","01.csharp\u002F11.aspnet\u002F07.testing\u002Fremaining_plan",{"title":1058,"icon":1059,"path":1060,"stem":1061,"children":1062,"page":59},"Платежі","i-lucide-credit-card","\u002Fcsharp\u002Faspnet\u002Fpayments","01.csharp\u002F11.aspnet\u002F08.payments",[1063,1067,1071,1075,1079,1083,1087,1091,1095,1099,1103,1107],{"title":1064,"path":1065,"stem":1066},"Основи платіжної інфраструктури","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Fpayment-fundamentals","01.csharp\u002F11.aspnet\u002F08.payments\u002F01.payment-fundamentals",{"title":1068,"path":1069,"stem":1070},"Методи оплати в Україні","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Fpayment-methods-ukraine","01.csharp\u002F11.aspnet\u002F08.payments\u002F02.payment-methods-ukraine",{"title":1072,"path":1073,"stem":1074},"PCI DSS та безпека платежів","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Fpci-dss-security","01.csharp\u002F11.aspnet\u002F08.payments\u002F03.pci-dss-security",{"title":1076,"path":1077,"stem":1078},"Архітектура платіжної підсистеми","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Fpayment-architecture","01.csharp\u002F11.aspnet\u002F08.payments\u002F04.payment-architecture",{"title":1080,"path":1081,"stem":1082},"Інтеграція LiqPay (ПриватБанк)","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Fliqpay-integration","01.csharp\u002F11.aspnet\u002F08.payments\u002F05.liqpay-integration",{"title":1084,"path":1085,"stem":1086},"Інтеграція Monobank Acquiring API","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Fmonobank-acquiring","01.csharp\u002F11.aspnet\u002F08.payments\u002F06.monobank-acquiring",{"title":1088,"path":1089,"stem":1090},"Інтеграція Stripe","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Fstripe-integration","01.csharp\u002F11.aspnet\u002F08.payments\u002F07.stripe-integration",{"title":1092,"path":1093,"stem":1094},"Webhooks — глибоке занурення","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Fwebhooks-deep-dive","01.csharp\u002F11.aspnet\u002F08.payments\u002F08.webhooks-deep-dive",{"title":1096,"path":1097,"stem":1098},"Підписки та рекурентні платежі","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Fsubscriptions-recurring","01.csharp\u002F11.aspnet\u002F08.payments\u002F09.subscriptions-recurring",{"title":1100,"path":1101,"stem":1102},"Повернення коштів та диспути","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Frefunds-disputes","01.csharp\u002F11.aspnet\u002F08.payments\u002F10.refunds-disputes",{"title":1104,"path":1105,"stem":1106},"Тестування платіжних інтеграцій","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Ftesting-payments","01.csharp\u002F11.aspnet\u002F08.payments\u002F11.testing-payments",{"title":1108,"path":1109,"stem":1110},"Чекліст виходу в Production","\u002Fcsharp\u002Faspnet\u002Fpayments\u002Fproduction-checklist","01.csharp\u002F11.aspnet\u002F08.payments\u002F12.production-checklist",{"title":1112,"icon":1113,"items":1114,"path":1127,"stem":1128,"children":1129,"page":59},"Популярні бібліотеки","lucide:box",[1115,1116,1117,1118,1119,1120,1121,1122,1123,1124,1125,1126],"01.fluent-validation","02.mapster","03.erroror-result-pattern","04.serilog","05.mediatr","06.polly","07.health-checks","08.feature-management","09.fluent-email","10.quest-pdf","11.bogus","12.humanizer-guard","\u002Fcsharp\u002Faspnet\u002Flibraries","01.csharp\u002F11.aspnet\u002F09.libraries",[1130,1134,1138,1142,1146,1150,1154,1158,1162,1166,1170,1174,1178],{"title":1131,"path":1132,"stem":1133},"Валідація з FluentValidation в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Ffluent-validation","01.csharp\u002F11.aspnet\u002F09.libraries\u002F01.fluent-validation",{"title":1135,"path":1136,"stem":1137},"Маппінг об","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Fmapster","01.csharp\u002F11.aspnet\u002F09.libraries\u002F02.mapster",{"title":1139,"path":1140,"stem":1141},"Обробка помилок з ErrorOr та Result Pattern в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Ferroror-result-pattern","01.csharp\u002F11.aspnet\u002F09.libraries\u002F03.erroror-result-pattern",{"title":1143,"path":1144,"stem":1145},"Структуроване логування з Serilog в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Fserilog","01.csharp\u002F11.aspnet\u002F09.libraries\u002F04.serilog",{"title":1147,"path":1148,"stem":1149},"CQRS та Mediator з MediatR в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Fmediatr","01.csharp\u002F11.aspnet\u002F09.libraries\u002F05.mediatr",{"title":1151,"path":1152,"stem":1153},"Відмовостійкість з Polly в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Fpolly","01.csharp\u002F11.aspnet\u002F09.libraries\u002F06.polly",{"title":1155,"path":1156,"stem":1157},"Health Checks в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Fhealth-checks","01.csharp\u002F11.aspnet\u002F09.libraries\u002F07.health-checks",{"title":1159,"path":1160,"stem":1161},"Feature Management та Feature Flags в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Ffeature-management","01.csharp\u002F11.aspnet\u002F09.libraries\u002F08.feature-management",{"title":1163,"path":1164,"stem":1165},"Відправка Email з FluentEmail в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Ffluent-email","01.csharp\u002F11.aspnet\u002F09.libraries\u002F09.fluent-email",{"title":1167,"path":1168,"stem":1169},"Генерація PDF з QuestPDF в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Fquest-pdf","01.csharp\u002F11.aspnet\u002F09.libraries\u002F10.quest-pdf",{"title":1171,"path":1172,"stem":1173},"Генерація тестових даних з Bogus в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Fbogus","01.csharp\u002F11.aspnet\u002F09.libraries\u002F11.bogus",{"title":1175,"path":1176,"stem":1177},"Humanizer та Guard Clauses в ASP.NET Core","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Fhumanizer-guard","01.csharp\u002F11.aspnet\u002F09.libraries\u002F12.humanizer-guard",{"title":1179,"path":1180,"stem":1181},"План модуля 10.libraries — Популярні бібліотеки ASP.NET","\u002Fcsharp\u002Faspnet\u002Flibraries\u002Fplan","01.csharp\u002F11.aspnet\u002F09.libraries\u002Fplan",{"title":1183,"icon":1184,"path":1185,"stem":1186,"children":1187,"page":59},"Razor Pages","i-lucide-layout-template","\u002Fcsharp\u002Faspnet\u002Frazor-pages","01.csharp\u002F11.aspnet\u002F10.razor-pages",[1188,1192,1196,1200,1204,1208],{"title":1189,"path":1190,"stem":1191},"Від Minimal API до Razor Pages: концептуальний перехід","\u002Fcsharp\u002Faspnet\u002Frazor-pages\u002Ffrom-minimal-api","01.csharp\u002F11.aspnet\u002F10.razor-pages\u002F01.from-minimal-api",{"title":1193,"path":1194,"stem":1195},"PageModel: логіка сторінки Razor Pages","\u002Fcsharp\u002Faspnet\u002Frazor-pages\u002Fpage-model","01.csharp\u002F11.aspnet\u002F10.razor-pages\u002F02.page-model",{"title":1197,"path":1198,"stem":1199},"Razor синтаксис: шаблонізатор у .cshtml","\u002Fcsharp\u002Faspnet\u002Frazor-pages\u002Frazor-syntax","01.csharp\u002F11.aspnet\u002F10.razor-pages\u002F03.razor-syntax",{"title":1201,"path":1202,"stem":1203},"Tag Helpers: типізований HTML","\u002Fcsharp\u002Faspnet\u002Frazor-pages\u002Ftag-helpers","01.csharp\u002F11.aspnet\u002F10.razor-pages\u002F04.tag-helpers",{"title":1205,"path":1206,"stem":1207},"Форми і валідація: повний цикл обробки даних","\u002Fcsharp\u002Faspnet\u002Frazor-pages\u002Fforms-validation","01.csharp\u002F11.aspnet\u002F10.razor-pages\u002F05.forms-validation",{"title":1209,"path":1210,"stem":1211},"Практичний проєкт: TaskManager на Razor Pages","\u002Fcsharp\u002Faspnet\u002Frazor-pages\u002Fproject-task-manager","01.csharp\u002F11.aspnet\u002F10.razor-pages\u002F06.project-task-manager",{"title":1213,"path":1214,"stem":1215,"children":1216,"page":59},"ASP.NET Core MVC","\u002Fcsharp\u002Faspnet\u002Fmvc","01.csharp\u002F11.aspnet\u002F11.mvc",[1217,1221,1225,1229,1233,1237,1241,1245,1249,1253,1257,1261,1265,1269,1273,1277,1281,1285],{"title":1218,"path":1219,"stem":1220},"Патерн MVC: архітектура, що змінила веб","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fmvc-pattern","01.csharp\u002F11.aspnet\u002F11.mvc\u002F01.mvc-pattern",{"title":1222,"path":1223,"stem":1224},"Від Razor Pages до MVC: концептуальний перехід","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Ffrom-razor-pages","01.csharp\u002F11.aspnet\u002F11.mvc\u002F02.from-razor-pages",{"title":1226,"path":1227,"stem":1228},"Controllers та Actions: серце MVC","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fcontrollers-actions","01.csharp\u002F11.aspnet\u002F11.mvc\u002F03.controllers-actions",{"title":1230,"path":1231,"stem":1232},"Маршрутизація в MVC: Convention vs Attribute Routing","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Frouting-mvc","01.csharp\u002F11.aspnet\u002F11.mvc\u002F04.routing-mvc",{"title":1234,"path":1235,"stem":1236},"Model Binding: від HTTP до C#","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fmodel-binding","01.csharp\u002F11.aspnet\u002F11.mvc\u002F05.model-binding",{"title":1238,"path":1239,"stem":1240},"Views, ViewData, ViewBag, TempData і ViewModel","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fviews-viewdata-tempdata","01.csharp\u002F11.aspnet\u002F11.mvc\u002F06.views-viewdata-tempdata",{"title":1242,"path":1243,"stem":1244},"Filters: аспектно-орієнтоване програмування в MVC","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Ffilters","01.csharp\u002F11.aspnet\u002F11.mvc\u002F07.filters",{"title":1246,"path":1247,"stem":1248},"Areas: структурування великих застосунків","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fareas","01.csharp\u002F11.aspnet\u002F11.mvc\u002F08.areas",{"title":1250,"path":1251,"stem":1252},"View Components: повторювані незалежні блоки UI","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fview-components","01.csharp\u002F11.aspnet\u002F11.mvc\u002F09.view-components",{"title":1254,"path":1255,"stem":1256},"Display та Editor Templates","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fdisplay-editor-templates","01.csharp\u002F11.aspnet\u002F11.mvc\u002F10.display-editor-templates",{"title":1258,"path":1259,"stem":1260},"Валідація: IValidatableObject та FluentValidation","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fvalidation-advanced","01.csharp\u002F11.aspnet\u002F11.mvc\u002F11.validation-advanced",{"title":1262,"path":1263,"stem":1264},"HTMX: інтерактивність через HTML-атрибути","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fhtmx","01.csharp\u002F11.aspnet\u002F11.mvc\u002F12.htmx",{"title":1266,"path":1267,"stem":1268},"HTMX у ASP.NET Core MVC: серверна інтеграція","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fajax-htmx-mvc","01.csharp\u002F11.aspnet\u002F11.mvc\u002F13.ajax-htmx-mvc",{"title":1270,"path":1271,"stem":1272},"Практичний проєкт: Каталог товарів з HTMX","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fhtmx-project","01.csharp\u002F11.aspnet\u002F11.mvc\u002F14.htmx-project",{"title":1274,"path":1275,"stem":1276},"Завантаження та обробка файлів","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Ffile-upload","01.csharp\u002F11.aspnet\u002F11.mvc\u002F15.file-upload",{"title":1278,"path":1279,"stem":1280},"Глобалізація та Локалізація MVC","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fglobalization-localization","01.csharp\u002F11.aspnet\u002F11.mvc\u002F16.globalization-localization",{"title":1282,"path":1283,"stem":1284},"Підсумковий проєкт: Блог-платформа","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fmvc-project","01.csharp\u002F11.aspnet\u002F11.mvc\u002F17.mvc-project",{"title":1286,"path":1287,"stem":1288},"План курсу: ASP.NET Core MVC","\u002Fcsharp\u002Faspnet\u002Fmvc\u002Fplan","01.csharp\u002F11.aspnet\u002F11.mvc\u002Fplan",{"title":1290,"path":1291,"stem":1292,"children":1293,"page":59},"Web Api","\u002Fcsharp\u002Faspnet\u002Fweb-api","01.csharp\u002F11.aspnet\u002F12.web-api",[1294,1298,1302,1306,1310,1314,1318,1322,1326,1330,1334,1338,1342],{"title":1295,"path":1296,"stem":1297},"Від Minimal API до Controller-based API","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Ffrom-minimal-api-to-controllers","01.csharp\u002F11.aspnet\u002F12.web-api\u002F01.from-minimal-api-to-controllers",{"title":1299,"path":1300,"stem":1301},"ControllerBase, ActionResult\u003CT> та Response Types","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Fcontroller-base-actionresult","01.csharp\u002F11.aspnet\u002F12.web-api\u002F02.controller-base-actionresult",{"title":1303,"path":1304,"stem":1305},"Content Negotiation - JSON, XML та власні форматери","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Fcontent-negotiation","01.csharp\u002F11.aspnet\u002F12.web-api\u002F03.content-negotiation",{"title":1307,"path":1308,"stem":1309},"Версіонування API","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Fapi-versioning","01.csharp\u002F11.aspnet\u002F12.web-api\u002F04.api-versioning",{"title":1311,"path":1312,"stem":1313},"ProblemDetails та структурована обробка помилок","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Fproblemdetails-error-handling","01.csharp\u002F11.aspnet\u002F12.web-api\u002F05.problemdetails-error-handling",{"title":1315,"path":1316,"stem":1317},"Фільтри у Web API контексті","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Ffilters-for-api","01.csharp\u002F11.aspnet\u002F12.web-api\u002F06.filters-for-api",{"title":1319,"path":1320,"stem":1321},"Пагінація, фільтрація та сортування","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Fpagination-filtering-sorting","01.csharp\u002F11.aspnet\u002F12.web-api\u002F07.pagination-filtering-sorting",{"title":1323,"path":1324,"stem":1325},"HATEOAS та Resource Expansion","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Fhateoas-resource-expansion","01.csharp\u002F11.aspnet\u002F12.web-api\u002F08.hateoas-resource-expansion",{"title":1327,"path":1328,"stem":1329},"Гібридна архітектура - Minimal API + Controllers","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Fminimal-api-vs-controllers-hybrid","01.csharp\u002F11.aspnet\u002F12.web-api\u002F09.minimal-api-vs-controllers-hybrid",{"title":1331,"path":1332,"stem":1333},"Документація API - Swashbuckle, NSwag та генерація клієнтів","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Fapi-documentation-generation","01.csharp\u002F11.aspnet\u002F12.web-api\u002F10.api-documentation-generation",{"title":1335,"path":1336,"stem":1337},"Health Checks та моніторинг API","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Fhealth-checks-monitoring","01.csharp\u002F11.aspnet\u002F12.web-api\u002F11.health-checks-monitoring",{"title":1339,"path":1340,"stem":1341},"Підсумковий проєкт - Production-Ready REST API","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Fweb-api-project","01.csharp\u002F11.aspnet\u002F12.web-api\u002F12.web-api-project",{"title":1343,"path":1344,"stem":1345},"План курсу: ASP.NET Core Web API (Controllers)","\u002Fcsharp\u002Faspnet\u002Fweb-api\u002Fplan","01.csharp\u002F11.aspnet\u002F12.web-api\u002Fplan",{"title":1347,"icon":1348,"path":1349,"stem":1350,"children":1351,"page":59},"Моніторинг","i-lucide-activity","\u002Fcsharp\u002Faspnet\u002Fmonitoring","01.csharp\u002F11.aspnet\u002F13.monitoring",[1352,1356,1360],{"title":1353,"path":1354,"stem":1355},"Спостережуваність: від console.log до production-систем","\u002Fcsharp\u002Faspnet\u002Fmonitoring\u002Fobservability-intro","01.csharp\u002F11.aspnet\u002F13.monitoring\u002F01.observability-intro",{"title":1357,"path":1358,"stem":1359},"Health Checks: перший рівень observability","\u002Fcsharp\u002Faspnet\u002Fmonitoring\u002Fhealth-checks","01.csharp\u002F11.aspnet\u002F13.monitoring\u002F02.health-checks",{"title":1361,"path":1362,"stem":1363},"Вбудовані метрики .NET 10 та System.Diagnostics.Metrics","\u002Fcsharp\u002Faspnet\u002Fmonitoring\u002Fdotnet-metrics","01.csharp\u002F11.aspnet\u002F13.monitoring\u002F03.dotnet-metrics",{"title":1365,"icon":1366,"path":1367,"stem":1368,"children":1369,"page":59},"Desktop UI","i-lucide-app-window","\u002Fcsharp\u002Fdesktop-ui","01.csharp\u002F12.desktop-ui",[1370,1374,1378,1382,1386,1390,1394,1398,1402,1406,1410,1414,1418,1422,1426,1430,1434,1438,1442,1446,1450,1454,1458,1462,1466,1470,1474,1478,1482,1486,1490,1494,1498,1502,1506,1510,1514,1518,1522,1526,1530,1534,1538,1542,1546,1550,1554,1558,1562,1566,1570,1574,1578,1582,1586,1590,1594,1598,1602,1606,1610,1614,1618,1622,1626,1630,1634,1638,1642,1646,1650],{"title":1371,"path":1372,"stem":1373},"Що таке десктопна розробка?","\u002Fcsharp\u002Fdesktop-ui\u002Fwhat-is-desktop-dev","01.csharp\u002F12.desktop-ui\u002F01.what-is-desktop-dev",{"title":1375,"path":1376,"stem":1377},"Архітектура WPF — як влаштований графічний інтерфейс","\u002Fcsharp\u002Fdesktop-ui\u002Fwpf-architecture","01.csharp\u002F12.desktop-ui\u002F02.wpf-architecture",{"title":1379,"path":1380,"stem":1381},"Перший WPF-проєкт — від нуля до вікна","\u002Fcsharp\u002Fdesktop-ui\u002Ffirst-wpf-app","01.csharp\u002F12.desktop-ui\u002F03.first-wpf-app",{"title":1383,"path":1384,"stem":1385},"Перший Avalonia-проєкт: WPF для всіх платформ","\u002Fcsharp\u002Fdesktop-ui\u002F03a.first-avalonia-app","01.csharp\u002F12.desktop-ui\u002F03a.first-avalonia-app",{"title":1387,"path":1388,"stem":1389},"XAML: декларативний інтерфейс","\u002Fcsharp\u002Fdesktop-ui\u002Fxaml-basics","01.csharp\u002F12.desktop-ui\u002F04.xaml-basics",{"title":1391,"path":1392,"stem":1393},"Fluent UI у WPF — сучасний дизайн Windows 11","\u002Fcsharp\u002Fdesktop-ui\u002F04a.wpf-fluent-ui","01.csharp\u002F12.desktop-ui\u002F04a.wpf-fluent-ui",{"title":1395,"path":1396,"stem":1397},"WPF UI — сучасна бібліотека Fluent контролів","\u002Fcsharp\u002Fdesktop-ui\u002F04b.wpf-ui-library","01.csharp\u002F12.desktop-ui\u002F04b.wpf-ui-library",{"title":1399,"path":1400,"stem":1401},"HandyControl — велика бібліотека UI контролів для WPF","\u002Fcsharp\u002Fdesktop-ui\u002F04c.handycontrol-library","01.csharp\u002F12.desktop-ui\u002F04c.handycontrol-library",{"title":1403,"path":1404,"stem":1405},"Простори імен та ресурси XAML","\u002Fcsharp\u002Fdesktop-ui\u002Fxaml-namespaces-resources","01.csharp\u002F12.desktop-ui\u002F05.xaml-namespaces-resources",{"title":1407,"path":1408,"stem":1409},"XAML в Avalonia: ключові відмінності від WPF","\u002Fcsharp\u002Fdesktop-ui\u002F05a.avalonia-xaml-differences","01.csharp\u002F12.desktop-ui\u002F05a.avalonia-xaml-differences",{"title":1411,"path":1412,"stem":1413},"Розширення розмітки XAML (Markup Extensions)","\u002Fcsharp\u002Fdesktop-ui\u002Fxaml-markup-extensions","01.csharp\u002F12.desktop-ui\u002F06.xaml-markup-extensions",{"title":1415,"path":1416,"stem":1417},"Панелі Layout: StackPanel, WrapPanel, DockPanel","\u002Fcsharp\u002Fdesktop-ui\u002Flayout-panels-part1","01.csharp\u002F12.desktop-ui\u002F07.layout-panels-part1",{"title":1419,"path":1420,"stem":1421},"Grid, Canvas, UniformGrid","\u002Fcsharp\u002Fdesktop-ui\u002Flayout-panels-part2","01.csharp\u002F12.desktop-ui\u002F07.layout-panels-part2",{"title":1423,"path":1424,"stem":1425},"Просунуті техніки Layout","\u002Fcsharp\u002Fdesktop-ui\u002Flayout-advanced","01.csharp\u002F12.desktop-ui\u002F08.layout-advanced",{"title":1427,"path":1428,"stem":1429},"Адаптивний Layout та найкращі практики","\u002Fcsharp\u002Fdesktop-ui\u002Flayout-responsive","01.csharp\u002F12.desktop-ui\u002F09.layout-responsive",{"title":1431,"path":1432,"stem":1433},"Layout в Avalonia: відмінності та нові можливості","\u002Fcsharp\u002Fdesktop-ui\u002F09a.layout-avalonia","01.csharp\u002F12.desktop-ui\u002F09a.layout-avalonia",{"title":1435,"path":1436,"stem":1437},"Button, Image, ProgressBar та інші базові контроли","\u002Fcsharp\u002Fdesktop-ui\u002Fbasic-controls","01.csharp\u002F12.desktop-ui\u002F10.basic-controls",{"title":1439,"path":1440,"stem":1441},"Контроли в Avalonia: відмінності від WPF","\u002Fcsharp\u002Fdesktop-ui\u002F10a.controls-avalonia","01.csharp\u002F12.desktop-ui\u002F10a.controls-avalonia",{"title":1443,"path":1444,"stem":1445},"Текстові контроли — TextBlock, TextBox, RichTextBox","\u002Fcsharp\u002Fdesktop-ui\u002Ftext-controls","01.csharp\u002F12.desktop-ui\u002F11.text-controls",{"title":1447,"path":1448,"stem":1449},"Контроли вибору — CheckBox, RadioButton, ComboBox, ListBox, DatePicker","\u002Fcsharp\u002Fdesktop-ui\u002Fselection-controls","01.csharp\u002F12.desktop-ui\u002F12.selection-controls",{"title":1451,"path":1452,"stem":1453},"Content Model — GroupBox, Expander, TabControl, StatusBar","\u002Fcsharp\u002Fdesktop-ui\u002Fcontent-controls","01.csharp\u002F12.desktop-ui\u002F13.content-controls",{"title":1455,"path":1456,"stem":1457},"UI\u002FUX принципи десктопних застосунків","\u002Fcsharp\u002Fdesktop-ui\u002F13a.ui-ux-principles","01.csharp\u002F12.desktop-ui\u002F13a.ui-ux-principles",{"title":1459,"path":1460,"stem":1461},"Dependency Properties — Концепція та Value Resolution","\u002Fcsharp\u002Fdesktop-ui\u002Fdependency-properties-part1","01.csharp\u002F12.desktop-ui\u002F14.dependency-properties-part1",{"title":1463,"path":1464,"stem":1465},"Avalonia Property System — StyledProperty та DirectProperty","\u002Fcsharp\u002Fdesktop-ui\u002F14a.avalonia-property-system","01.csharp\u002F12.desktop-ui\u002F14a.avalonia-property-system",{"title":1467,"path":1468,"stem":1469},"Attached Properties — Властивості без меж","\u002Fcsharp\u002Fdesktop-ui\u002Fattached-properties","01.csharp\u002F12.desktop-ui\u002F15.attached-properties",{"title":1471,"path":1472,"stem":1473},"Routed Events — Маршрутизація подій у WPF","\u002Fcsharp\u002Fdesktop-ui\u002Frouted-events","01.csharp\u002F12.desktop-ui\u002F16.routed-events",{"title":1475,"path":1476,"stem":1477},"Data Binding — Від Code-Behind до Декларативності","\u002Fcsharp\u002Fdesktop-ui\u002Fdata-binding-basics-part1","01.csharp\u002F12.desktop-ui\u002F17.data-binding-basics-part1",{"title":1479,"path":1480,"stem":1481},"INotifyPropertyChanged — Живе оновлення UI","\u002Fcsharp\u002Fdesktop-ui\u002Fdata-binding-basics-part2","01.csharp\u002F12.desktop-ui\u002F17.data-binding-basics-part2",{"title":1483,"path":1484,"stem":1485},"Compiled Bindings в Avalonia — Безпека на етапі компіляції","\u002Fcsharp\u002Fdesktop-ui\u002F17a.avalonia-compiled-bindings","01.csharp\u002F12.desktop-ui\u002F17a.avalonia-compiled-bindings",{"title":1487,"path":1488,"stem":1489},"Просунутий Data Binding — ElementName, RelativeSource, MultiBinding","\u002Fcsharp\u002Fdesktop-ui\u002Fdata-binding-advanced","01.csharp\u002F12.desktop-ui\u002F18.data-binding-advanced",{"title":1491,"path":1492,"stem":1493},"Value Converters — Перетворення типів даних у Data Binding","\u002Fcsharp\u002Fdesktop-ui\u002Fvalue-converters","01.csharp\u002F12.desktop-ui\u002F19.value-converters",{"title":1495,"path":1496,"stem":1497},"Data Templates — Візуалізація об'єктів у WPF","\u002Fcsharp\u002Fdesktop-ui\u002Fdata-templates","01.csharp\u002F12.desktop-ui\u002F20.data-templates",{"title":1499,"path":1500,"stem":1501},"Collections Binding Part 1 — ObservableCollection та ItemsControl","\u002Fcsharp\u002Fdesktop-ui\u002Fcollections-binding-part1","01.csharp\u002F12.desktop-ui\u002F21.collections-binding-part1",{"title":1503,"path":1504,"stem":1505},"Collections Binding Part 2 — ICollectionView, Filtering, Sorting та Virtualization","\u002Fcsharp\u002Fdesktop-ui\u002Fcollections-binding-part2","01.csharp\u002F12.desktop-ui\u002F21.collections-binding-part2",{"title":1507,"path":1508,"stem":1509},"MVVM Pattern — Від Spaghetti Code до архітектури","\u002Fcsharp\u002Fdesktop-ui\u002Fmvvm-pattern","01.csharp\u002F12.desktop-ui\u002F22.mvvm-pattern",{"title":1511,"path":1512,"stem":1513},"ViewModel Implementation — Від BaseViewModel до валідації","\u002Fcsharp\u002Fdesktop-ui\u002Fviewmodel-implementation","01.csharp\u002F12.desktop-ui\u002F23.viewmodel-implementation",{"title":1515,"path":1516,"stem":1517},"Commands — Від event handlers до декларативних команд","\u002Fcsharp\u002Fdesktop-ui\u002Fcommands","01.csharp\u002F12.desktop-ui\u002F24.commands",{"title":1519,"path":1520,"stem":1521},"MVVM Toolkit — MVVM без boilerplate через Source Generators","\u002Fcsharp\u002Fdesktop-ui\u002Fmvvm-toolkit","01.csharp\u002F12.desktop-ui\u002F25.mvvm-toolkit",{"title":1523,"path":1524,"stem":1525},"Messenger Pattern — Комунікація між ViewModel без прямих посилань","\u002Fcsharp\u002Fdesktop-ui\u002Fmessenger-pattern","01.csharp\u002F12.desktop-ui\u002F26.messenger-pattern",{"title":1527,"path":1528,"stem":1529},"Стилі WPF — CSS для десктопу","\u002Fcsharp\u002Fdesktop-ui\u002Fstyles-basics","01.csharp\u002F12.desktop-ui\u002F27.styles-basics",{"title":1531,"path":1532,"stem":1533},"CSS-like стилі Avalonia","\u002Fcsharp\u002Fdesktop-ui\u002F27a.avalonia-css-styling","01.csharp\u002F12.desktop-ui\u002F27a.avalonia-css-styling",{"title":1535,"path":1536,"stem":1537},"Control Templates — Частина 1. Концепція та TemplateBinding","\u002Fcsharp\u002Fdesktop-ui\u002Fcontrol-templates-part1","01.csharp\u002F12.desktop-ui\u002F28.control-templates-part1",{"title":1539,"path":1540,"stem":1541},"Control Templates — Частина 2. Named Parts та ContentPresenter","\u002Fcsharp\u002Fdesktop-ui\u002Fcontrol-templates-part2","01.csharp\u002F12.desktop-ui\u002F28.control-templates-part2",{"title":1543,"path":1544,"stem":1545},"Control Themes в Avalonia — нова ера стилізації","\u002Fcsharp\u002Fdesktop-ui\u002F28a.avalonia-control-themes","01.csharp\u002F12.desktop-ui\u002F28a.avalonia-control-themes",{"title":1547,"path":1548,"stem":1549},"Triggers та Visual State Manager у WPF","\u002Fcsharp\u002Fdesktop-ui\u002Ftriggers-visual-states","01.csharp\u002F12.desktop-ui\u002F29.triggers-visual-states",{"title":1551,"path":1552,"stem":1553},"Pseudo-classes в Avalonia — замість WPF Triggers","\u002Fcsharp\u002Fdesktop-ui\u002F29a.avalonia-pseudo-classes","01.csharp\u002F12.desktop-ui\u002F29a.avalonia-pseudo-classes",{"title":1555,"path":1556,"stem":1557},"Теми та ресурсні словники у WPF","\u002Fcsharp\u002Fdesktop-ui\u002Fresources-themes","01.csharp\u002F12.desktop-ui\u002F30.resources-themes",{"title":1559,"path":1560,"stem":1561},"Avalonia Themes — Fluent Design та система тематизації","\u002Fcsharp\u002Fdesktop-ui\u002F30a.avalonia-themes-fluent","01.csharp\u002F12.desktop-ui\u002F30a.avalonia-themes-fluent",{"title":1563,"path":1564,"stem":1565},"Контроли колекцій — глибоке занурення","\u002Fcsharp\u002Fdesktop-ui\u002Fcollection-controls","01.csharp\u002F12.desktop-ui\u002F31.collection-controls",{"title":1567,"path":1568,"stem":1569},"DataGrid — колонки та базове відображення","\u002Fcsharp\u002Fdesktop-ui\u002Fdatagrid-part1","01.csharp\u002F12.desktop-ui\u002F32.datagrid-part1",{"title":1571,"path":1572,"stem":1573},"DataGrid — сортування, фільтрація, редагування","\u002Fcsharp\u002Fdesktop-ui\u002Fdatagrid-part2","01.csharp\u002F12.desktop-ui\u002F32.datagrid-part2",{"title":1575,"path":1576,"stem":1577},"TreeView та GridView","\u002Fcsharp\u002Fdesktop-ui\u002Ftreeview-listview","01.csharp\u002F12.desktop-ui\u002F33.treeview-listview",{"title":1579,"path":1580,"stem":1581},"Меню, Toolbar, ContextMenu, StatusBar","\u002Fcsharp\u002Fdesktop-ui\u002Fmenus-toolbars","01.csharp\u002F12.desktop-ui\u002F34.menus-toolbars",{"title":1583,"path":1584,"stem":1585},"Навігація та керування вікнами. Частина 1: вікна та сторінки","\u002Fcsharp\u002Fdesktop-ui\u002Fnavigation-windows-part1","01.csharp\u002F12.desktop-ui\u002F35.navigation-windows-part1",{"title":1587,"path":1588,"stem":1589},"Навігація та керування вікнами. Частина 2: MVVM-навігація","\u002Fcsharp\u002Fdesktop-ui\u002Fnavigation-windows-part2","01.csharp\u002F12.desktop-ui\u002F35.navigation-windows-part2",{"title":1591,"path":1592,"stem":1593},"Avalonia — Навігація та діалоги","\u002Fcsharp\u002Fdesktop-ui\u002F35a.avalonia-navigation-dialogs","01.csharp\u002F12.desktop-ui\u002F35a.avalonia-navigation-dialogs",{"title":1595,"path":1596,"stem":1597},"Діалоги та File Pickers у WPF","\u002Fcsharp\u002Fdesktop-ui\u002Fdialogs-file-pickers","01.csharp\u002F12.desktop-ui\u002F36.dialogs-file-pickers",{"title":1599,"path":1600,"stem":1601},"UserControl: компонентний підхід у WPF","\u002Fcsharp\u002Fdesktop-ui\u002Fuser-controls","01.csharp\u002F12.desktop-ui\u002F37.user-controls",{"title":1603,"path":1604,"stem":1605},"Custom Controls: Lookless Controls у WPF","\u002Fcsharp\u002Fdesktop-ui\u002Fcustom-controls","01.csharp\u002F12.desktop-ui\u002F38.custom-controls",{"title":1607,"path":1608,"stem":1609},"Avalonia TemplatedControl — Lookless Controls","\u002Fcsharp\u002Fdesktop-ui\u002F38a.avalonia-templated-controls","01.csharp\u002F12.desktop-ui\u002F38a.avalonia-templated-controls",{"title":1611,"path":1612,"stem":1613},"Анімації у WPF: Storyboard та Easing Functions","\u002Fcsharp\u002Fdesktop-ui\u002Fanimations-transitions","01.csharp\u002F12.desktop-ui\u002F39.animations-transitions",{"title":1615,"path":1616,"stem":1617},"Анімації в Avalonia","\u002Fcsharp\u002Fdesktop-ui\u002F39a.avalonia-animations","01.csharp\u002F12.desktop-ui\u002F39a.avalonia-animations",{"title":1619,"path":1620,"stem":1621},"2D Графіка та Мультимедіа у WPF","\u002Fcsharp\u002Fdesktop-ui\u002Fmedia-graphics","01.csharp\u002F12.desktop-ui\u002F40.media-graphics",{"title":1623,"path":1624,"stem":1625},"Dependency Injection у WPF та Avalonia","\u002Fcsharp\u002Fdesktop-ui\u002Fdi-integration","01.csharp\u002F12.desktop-ui\u002F41.di-integration",{"title":1627,"path":1628,"stem":1629},"SQLite та EF Core у десктопних додатках","\u002Fcsharp\u002Fdesktop-ui\u002Fdata-persistence-part1","01.csharp\u002F12.desktop-ui\u002F42.data-persistence-part1",{"title":1631,"path":1632,"stem":1633},"Repository Pattern та Unit of Work","\u002Fcsharp\u002Fdesktop-ui\u002Fdata-persistence-part2","01.csharp\u002F12.desktop-ui\u002F43.data-persistence-part2",{"title":1635,"path":1636,"stem":1637},"Тестування ViewModels","\u002Fcsharp\u002Fdesktop-ui\u002Fviewmodel-testing","01.csharp\u002F12.desktop-ui\u002F44.viewmodel-testing",{"title":1639,"path":1640,"stem":1641},"Avalonia Headless Testing — тестування UI без вікон","\u002Fcsharp\u002Fdesktop-ui\u002F44a.avalonia-headless-testing","01.csharp\u002F12.desktop-ui\u002F44a.avalonia-headless-testing",{"title":1643,"path":1644,"stem":1645},"Кросплатформна розробка з Avalonia","\u002Fcsharp\u002Fdesktop-ui\u002Favalonia-cross-platform","01.csharp\u002F12.desktop-ui\u002F45.avalonia-cross-platform",{"title":1647,"path":1648,"stem":1649},"Пакування та розгортання Avalonia додатків","\u002Fcsharp\u002Fdesktop-ui\u002Favalonia-packaging-deployment","01.csharp\u002F12.desktop-ui\u002F46.avalonia-packaging-deployment",{"title":1651,"path":1652,"stem":1653},"Розгортання WPF застосунків","\u002Fcsharp\u002Fdesktop-ui\u002Fwpf-packaging-deployment","01.csharp\u002F12.desktop-ui\u002F47.wpf-packaging-deployment",{"title":1655,"icon":658,"path":1656,"stem":1657,"children":1658,"page":59},"Network Programming","\u002Fcsharp\u002Fnetwork-programming","01.csharp\u002F13.network-programming",[1659,1663,1667,1671,1675,1679,1683,1687,1691,1695,1699],{"title":1660,"path":1661,"stem":1662},"Основи комп'ютерних мереж","\u002Fcsharp\u002Fnetwork-programming\u002Ffoundations","01.csharp\u002F13.network-programming\u002F01.foundations",{"title":1664,"path":1665,"stem":1666},"Модель OSI та стек TCP\u002FIP","\u002Fcsharp\u002Fnetwork-programming\u002Fosi-model","01.csharp\u002F13.network-programming\u002F02.osi-model",{"title":1668,"path":1669,"stem":1670},"IP-протокол та адресація","\u002Fcsharp\u002Fnetwork-programming\u002Fip-addressing","01.csharp\u002F13.network-programming\u002F03.ip-addressing",{"title":1672,"path":1673,"stem":1674},"UDP — протокол без з'єднання","\u002Fcsharp\u002Fnetwork-programming\u002Fudp","01.csharp\u002F13.network-programming\u002F05.udp",{"title":1676,"path":1677,"stem":1678},"UDP Broadcast та Multicast","\u002Fcsharp\u002Fnetwork-programming\u002Fudp-broadcast-multicast","01.csharp\u002F13.network-programming\u002F06.udp-broadcast-multicast",{"title":1680,"path":1681,"stem":1682},"HTTP — протокол вебу","\u002Fcsharp\u002Fnetwork-programming\u002Fhttp-fundamentals","01.csharp\u002F13.network-programming\u002F07.http-fundamentals",{"title":1684,"path":1685,"stem":1686},"HttpListener — вбудований HTTP-сервер .NET","\u002Fcsharp\u002Fnetwork-programming\u002F07a.http-listener","01.csharp\u002F13.network-programming\u002F07a.http-listener",{"title":1688,"path":1689,"stem":1690},"HTTP Advanced — cookies, аутентифікація та HTTPS","\u002Fcsharp\u002Fnetwork-programming\u002Fhttp-advanced","01.csharp\u002F13.network-programming\u002F08.http-advanced",{"title":1692,"path":1693,"stem":1694},"SMTP та протоколи електронної пошти","\u002Fcsharp\u002Fnetwork-programming\u002Fsmtp","01.csharp\u002F13.network-programming\u002F09.smtp",{"title":1696,"path":1697,"stem":1698},"WebSocket — повнодуплексний протокол реального часу","\u002Fcsharp\u002Fnetwork-programming\u002Fwebsockets","01.csharp\u002F13.network-programming\u002F10.websockets",{"title":1700,"path":1701,"stem":1702},"TLS\u002FSSL — криптографічний захист мережевих з'єднань","\u002Fcsharp\u002Fnetwork-programming\u002Ftls-ssl","01.csharp\u002F13.network-programming\u002F11.tls-ssl",{"title":1704,"path":1705,"stem":1706},"C# & .NET: The Ultimate Roadmap","\u002Fcsharp\u002Froadmap","01.csharp\u002Froadmap",{"title":1708,"icon":1709,"path":1710,"stem":1711,"children":1712,"page":59},"C++","i-devicon-cplusplus","\u002Fcpp","02.cpp",[1713,1717,1721,1725,1729,1733,1737,1741,1745,1748,1752,1756,1760,1764,1768,1772,1776,1780,1784,1788,1792,1796,1800,1804,1808,1812,1816,1820,1824,1828,1832,1836,1840,1844,1848,1852,1856,1860,1864,1868,1872,1876,1880,1884,1888,1892,1896,1900,1904,1908,1912,1916,1920,1924,1928,1932,1936,1940,1944,1948,1952,1956,1960,1964,1968,1972,1976,1980,1984,1988,1992,1996,2000,2004,2008,2012,2016,2020,2024,2028,2032,2036,2040,2044,2048,2052,2056,2060,2064,2068,2072,2076,2080,2084,2088,2092,2096,2100,2104,2108,2112,2116,2194],{"title":1714,"path":1715,"stem":1716},"Вступ у програмування та алгоритми","\u002Fcpp\u002Fintro-algorithms","02.cpp\u002F01.intro-algorithms",{"title":1718,"path":1719,"stem":1720},"Code Style: угоди про оформлення коду","\u002Fcpp\u002Fcode-style","02.cpp\u002F02.code-style",{"title":1722,"path":1723,"stem":1724},"Середовище розробки та перший проєкт","\u002Fcpp\u002Fide-setup","02.cpp\u002F03.ide-setup",{"title":1726,"path":1727,"stem":1728},"Вивід даних на екран","\u002Fcpp\u002Fdata-output","02.cpp\u002F04.data-output",{"title":1730,"path":1731,"stem":1732},"Типи даних, змінні та константи","\u002Fcpp\u002Fdata-types-variables","02.cpp\u002F05.data-types-variables",{"title":1734,"path":1735,"stem":1736},"Ввід даних з клавіатури","\u002Fcpp\u002Fdata-input","02.cpp\u002F06.data-input",{"title":1738,"path":1739,"stem":1740},"Оператори, перетворення типів та логічні операції","\u002Fcpp\u002Foperators-type-conversion","02.cpp\u002F07.operators-type-conversion",{"title":1742,"path":1743,"stem":1744},"Цикли","\u002Fcpp\u002Floops","02.cpp\u002F08.loops",{"title":32,"path":1746,"stem":1747},"\u002Fcpp\u002Farrays","02.cpp\u002F09.arrays",{"title":1749,"path":1750,"stem":1751},"Алгоритми сортування та аналіз складності","\u002Fcpp\u002Fsorting","02.cpp\u002F10.sorting",{"title":1753,"path":1754,"stem":1755},"Революція C++20: Ranges та Views","\u002Fcpp\u002Franges-views","02.cpp\u002F100.ranges-views",{"title":1757,"path":1758,"stem":1759},"Алгоритми пошуку","\u002Fcpp\u002Fsearching","02.cpp\u002F11.searching",{"title":1761,"path":1762,"stem":1763},"Функції: основи","\u002Fcpp\u002Ffunctions-basics","02.cpp\u002F12.functions-basics",{"title":1765,"path":1766,"stem":1767},"Функції: прототипи, область видимості та додаткові можливості","\u002Fcpp\u002Ffunctions-scope","02.cpp\u002F13.functions-scope",{"title":1769,"path":1770,"stem":1771},"Функції: перевантаження та шаблони","\u002Fcpp\u002Ffunctions-overloading-templates","02.cpp\u002F14.functions-overloading-templates",{"title":1773,"path":1774,"stem":1775},"Вказівники: основи","\u002Fcpp\u002Fpointers-basics","02.cpp\u002F15.pointers-basics",{"title":1777,"path":1778,"stem":1779},"Посилання (References)","\u002Fcpp\u002Freferences","02.cpp\u002F16.references",{"title":1781,"path":1782,"stem":1783},"Вказівники, const і масиви","\u002Fcpp\u002Fpointers-const-arrays","02.cpp\u002F17.pointers-const-arrays",{"title":1785,"path":1786,"stem":1787},"Адресна арифметика","\u002Fcpp\u002Fpointer-arithmetic","02.cpp\u002F18.pointer-arithmetic",{"title":1789,"path":1790,"stem":1791},"Динамічна пам'ять","\u002Fcpp\u002Fdynamic-memory","02.cpp\u002F19.dynamic-memory",{"title":1793,"path":1794,"stem":1795},"Вказівники типу void","\u002Fcpp\u002Fvoid-pointers","02.cpp\u002F20.void-pointers",{"title":1797,"path":1798,"stem":1799},"Вказівники на вказівники","\u002Fcpp\u002Fpointers-to-pointers","02.cpp\u002F21.pointers-to-pointers",{"title":1801,"path":1802,"stem":1803},"Оператор доступу до членів через вказівник (->)","\u002Fcpp\u002Fmember-access-operator","02.cpp\u002F22.member-access-operator",{"title":1805,"path":1806,"stem":1807},"Цикл for-each (Range-based for)","\u002Fcpp\u002Fforeach-loop","02.cpp\u002F23.foreach-loop",{"title":1809,"path":1810,"stem":1811},"Вказівники на функції","\u002Fcpp\u002Ffunction-pointers","02.cpp\u002F24.function-pointers",{"title":1813,"path":1814,"stem":1815},"Лямбда-вирази","\u002Fcpp\u002Flambdas","02.cpp\u002F25.lambdas",{"title":1817,"path":1818,"stem":1819},"Лямбда-захоплення","\u002Fcpp\u002Flambda-captures","02.cpp\u002F26.lambda-captures",{"title":1821,"path":1822,"stem":1823},"Еліпсис","\u002Fcpp\u002Fellipsis","02.cpp\u002F27.ellipsis",{"title":1825,"path":1826,"stem":1827},"Безпечні альтернативи еліпсису","\u002Fcpp\u002F27a.ellipsis","02.cpp\u002F27a.ellipsis",{"title":1829,"path":1830,"stem":1831},"Аргументи командного рядка","\u002Fcpp\u002Fcommand-line-arguments","02.cpp\u002F28.command-line-arguments",{"title":1833,"path":1834,"stem":1835},"Перерахування (enum)","\u002Fcpp\u002Fenum","02.cpp\u002F29.enum",{"title":1837,"path":1838,"stem":1839},"Класи-перерахування (enum class)","\u002Fcpp\u002Fenum-class","02.cpp\u002F30.enum-class",{"title":1841,"path":1842,"stem":1843},"Псевдоніми типів (typedef і using)","\u002Fcpp\u002Ftype-aliases","02.cpp\u002F31.type-aliases",{"title":1845,"path":1846,"stem":1847},"Системи числення та двійкова арифметика","\u002Fcpp\u002Fnumber-systems","02.cpp\u002F32.number-systems",{"title":1849,"path":1850,"stem":1851},"Структури (struct): агрегування даних","\u002Fcpp\u002Fstruct","02.cpp\u002F33.struct",{"title":1853,"path":1854,"stem":1855},"Структури у функціях","\u002Fcpp\u002Fstruct-functions","02.cpp\u002F34.struct-functions",{"title":1857,"path":1858,"stem":1859},"Масиви структур і вкладені структури","\u002Fcpp\u002Fstruct-arrays","02.cpp\u002F35.struct-arrays",{"title":1861,"path":1862,"stem":1863},"Патерни struct та межі застосування","\u002Fcpp\u002Fstruct-patterns","02.cpp\u002F36.struct-patterns",{"title":1865,"path":1866,"stem":1867},"Символи та таблиця ASCII","\u002Fcpp\u002Fascii-characters","02.cpp\u002F37.ascii-characters",{"title":1869,"path":1870,"stem":1871},"Unicode та кодування UTF","\u002Fcpp\u002Funicode-utf","02.cpp\u002F38.unicode-utf",{"title":1873,"path":1874,"stem":1875},"C-style рядки","\u002Fcpp\u002Fc-strings","02.cpp\u002F39.c-strings",{"title":1877,"path":1878,"stem":1879},"Вступ до std::string","\u002Fcpp\u002Fstd-string-intro","02.cpp\u002F40.std-string-intro",{"title":1881,"path":1882,"stem":1883},"Довжина, ємність та доступ до символів std::string","\u002Fcpp\u002Fstd-string-capacity-access","02.cpp\u002F41.std-string-capacity-access",{"title":1885,"path":1886,"stem":1887},"Модифікація std::string: присвоювання, додавання, вставка, видалення та заміна","\u002Fcpp\u002Fstd-string-modification","02.cpp\u002F42.std-string-modification",{"title":1889,"path":1890,"stem":1891},"Пошук у std::string: find, npos та практичні патерни","\u002Fcpp\u002Fstd-string-search","02.cpp\u002F43.std-string-search",{"title":1893,"path":1894,"stem":1895},"std::string_view: невласницький погляд на рядок без копіювання","\u002Fcpp\u002Fstd-string-view","02.cpp\u002F44.std-string-view",{"title":1897,"path":1898,"stem":1899},"Об'єднання (union): один блок пам'яті, кілька інтерпретацій","\u002Fcpp\u002Funion","02.cpp\u002F45.union",{"title":1901,"path":1902,"stem":1903},"Організація коду: файли, препроцесор, простори імен","\u002Fcpp\u002Fmultifile-programs","02.cpp\u002F46.multifile-programs",{"title":1905,"path":1906,"stem":1907},"Робота з файлами: C-стиль (stdio.h)","\u002Fcpp\u002Fc-style-files","02.cpp\u002F47.c-style-files",{"title":1909,"path":1910,"stem":1911},"Робота з файлами: C++-стиль (fstream)","\u002Fcpp\u002Fcpp-style-files","02.cpp\u002F48.cpp-style-files",{"title":1913,"path":1914,"stem":1915},"Введення в ООП: від процедур до об'єктів","\u002Fcpp\u002Foop-intro","02.cpp\u002F49.oop-intro",{"title":1917,"path":1918,"stem":1919},"Класи, об'єкти та методи","\u002Fcpp\u002Fclasses-objects-methods","02.cpp\u002F50.classes-objects-methods",{"title":1921,"path":1922,"stem":1923},"Специфікатори доступу та інкапсуляція","\u002Fcpp\u002Faccess-specifiers-encapsulation","02.cpp\u002F51.access-specifiers-encapsulation",{"title":1925,"path":1926,"stem":1927},"Конструктори: гарантована ініціалізація об'єктів","\u002Fcpp\u002Fconstructors","02.cpp\u002F52.constructors",{"title":1929,"path":1930,"stem":1931},"Списки ініціалізації та делегуючі конструктори","\u002Fcpp\u002Finit-lists-delegating","02.cpp\u002F53.init-lists-delegating",{"title":1933,"path":1934,"stem":1935},"Деструктори та ідіома RAII","\u002Fcpp\u002Fdestructors-raii","02.cpp\u002F54.destructors-raii",{"title":1937,"path":1938,"stem":1939},"Прихований покажчик this","\u002Fcpp\u002Fthis-pointer","02.cpp\u002F55.this-pointer",{"title":1941,"path":1942,"stem":1943},"Розподіл класу на заголовковий файл та файл реалізації","\u002Fcpp\u002Fclass-header-source","02.cpp\u002F56.class-header-source",{"title":1945,"path":1946,"stem":1947},"Класи та const","\u002Fcpp\u002Fconst-classes","02.cpp\u002F57.const-classes",{"title":1949,"path":1950,"stem":1951},"Статичні члени класу","\u002Fcpp\u002Fstatic-members","02.cpp\u002F58.static-members",{"title":1953,"path":1954,"stem":1955},"Конструктор копіювання та запобігання копіюванню","\u002Fcpp\u002Fcopy-constructor","02.cpp\u002F59.copy-constructor",{"title":1957,"path":1958,"stem":1959},"Дружні функції та класи","\u002Fcpp\u002Ffriend-functions-classes","02.cpp\u002F60.friend-functions-classes",{"title":1961,"path":1962,"stem":1963},"Анонімні об'єкти та вкладені типи","\u002Fcpp\u002Fanonymous-objects-nested-types","02.cpp\u002F61.anonymous-objects-nested-types",{"title":1965,"path":1966,"stem":1967},"Вимірювання часу виконання: RAII-таймер","\u002Fcpp\u002Ftiming-raii-timer","02.cpp\u002F62.timing-raii-timer",{"title":1969,"path":1970,"stem":1971},"Перевантаження операторів: основи та арифметика","\u002Fcpp\u002Foperator-overloading-basics","02.cpp\u002F63.operator-overloading-basics",{"title":1973,"path":1974,"stem":1975},"Перевантаження операторів: методи класу та спеціальні оператори","\u002Fcpp\u002Foperator-overloading-methods","02.cpp\u002F64.operator-overloading-methods",{"title":1977,"path":1978,"stem":1979},"Приведення типів, explicit та delete","\u002Fcpp\u002Ftypecast-explicit-delete","02.cpp\u002F65.typecast-explicit-delete",{"title":1981,"path":1982,"stem":1983},"Глибоке копіювання та оператор присвоювання","\u002Fcpp\u002Fdeep-copy-assignment","02.cpp\u002F66.deep-copy-assignment",{"title":1985,"path":1986,"stem":1987},"Зв'язки між об'єктами: композиція та агрегація","\u002Fcpp\u002Fcomposition-aggregation","02.cpp\u002F67.composition-aggregation",{"title":1989,"path":1990,"stem":1991},"Асоціація та залежність між об","\u002Fcpp\u002Fassociation-dependency","02.cpp\u002F68.association-dependency",{"title":1993,"path":1994,"stem":1995},"Контейнерні класи та `std::initializer_list`","\u002Fcpp\u002Fcontainer-classes-initializer-list","02.cpp\u002F69.container-classes-initializer-list",{"title":1997,"path":1998,"stem":1999},"Вступ до наслідування: базові поняття та відношення «is-a»","\u002Fcpp\u002Finheritance-intro","02.cpp\u002F70.inheritance-intro",{"title":2001,"path":2002,"stem":2003},"Конструктори, деструктори та порядок ініціалізації в ієрархіях","\u002Fcpp\u002Finheritance-constructors-destructors","02.cpp\u002F71.inheritance-constructors-destructors",{"title":2005,"path":2006,"stem":2007},"Специфікатор `protected` та види наслідування","\u002Fcpp\u002Finheritance-access-specifiers","02.cpp\u002F72.inheritance-access-specifiers",{"title":2009,"path":2010,"stem":2011},"Перевизначення методів та приховування імен","\u002Fcpp\u002Fmethod-overriding-hiding","02.cpp\u002F73.method-overriding-hiding",{"title":2013,"path":2014,"stem":2015},"Множинне наслідування та проблема ромба","\u002Fcpp\u002Fmultiple-inheritance-diamond","02.cpp\u002F74.multiple-inheritance-diamond",{"title":2017,"path":2018,"stem":2019},"Вказівники на базовий клас та віртуальні функції","\u002Fcpp\u002Fvirtual-functions-polymorphism","02.cpp\u002F75.virtual-functions-polymorphism",{"title":2021,"path":2022,"stem":2023},"Специфікатори override, final та віртуальні деструктори","\u002Fcpp\u002Foverride-final-virtual-destructors","02.cpp\u002F76.override-final-virtual-destructors",{"title":2025,"path":2026,"stem":2027},"Внутрішні механізми поліморфізму: vtable, vptr та зв'язування","\u002Fcpp\u002Fvirtual-table-binding","02.cpp\u002F77.virtual-table-binding",{"title":2029,"path":2030,"stem":2031},"Абстрактні класи та чисті віртуальні функції","\u002Fcpp\u002Fabstract-classes-interfaces","02.cpp\u002F78.abstract-classes-interfaces",{"title":2033,"path":2034,"stem":2035},"Зрізка об'єктів, віртуальне наслідування та поліморфний вивід","\u002Fcpp\u002Fslicing-virtual-base-io","02.cpp\u002F79.slicing-virtual-base-io",{"title":2037,"path":2038,"stem":2039},"Динамічне приведення типів (`dynamic_cast`) та RTTI","\u002Fcpp\u002Fdynamic-cast-rtti","02.cpp\u002F80.dynamic-cast-rtti",{"title":2041,"path":2042,"stem":2043},"Шаблони функцій: узагальнене програмування","\u002Fcpp\u002Ffunction-templates","02.cpp\u002F81.function-templates",{"title":2045,"path":2046,"stem":2047},"Шаблони класів та NTTP-параметри","\u002Fcpp\u002Fclass-templates-nttp","02.cpp\u002F82.class-templates-nttp",{"title":2049,"path":2050,"stem":2051},"Повна (явна) спеціалізація шаблонів","\u002Fcpp\u002Ffull-template-specialization","02.cpp\u002F83.full-template-specialization",{"title":2053,"path":2054,"stem":2055},"Часткова спеціалізація шаблонів класів","\u002Fcpp\u002Fpartial-template-specialization","02.cpp\u002F84.partial-template-specialization",{"title":2057,"path":2058,"stem":2059},"Механізм винятків: try, catch, throw та розкручування стеку","\u002Fcpp\u002Fexceptions-basics","02.cpp\u002F85.exceptions-basics",{"title":2061,"path":2062,"stem":2063},"Ієрархія std::exception та власні класи винятків","\u002Fcpp\u002Fexception-hierarchy-custom","02.cpp\u002F86.exception-hierarchy-custom",{"title":2065,"path":2066,"stem":2067},"Повторне генерування винятків та функціональний try-блок","\u002Fcpp\u002Frethrow-function-try","02.cpp\u002F87.rethrow-function-try",{"title":2069,"path":2070,"stem":2071},"Безпека винятків, noexcept та деструктори","\u002Fcpp\u002Fsafety-noexcept","02.cpp\u002F88.safety-noexcept",{"title":2073,"path":2074,"stem":2075},"Власні структури даних: стек та черга","\u002Fcpp\u002Fcustom-stack-queue","02.cpp\u002F89.custom-stack-queue",{"title":2077,"path":2078,"stem":2079},"Власні структури даних: однозв'язаний список","\u002Fcpp\u002Flinked-list","02.cpp\u002F90.linked-list",{"title":2081,"path":2082,"stem":2083},"Власні структури даних: бінарне дерево пошуку","\u002Fcpp\u002Fbinary-search-tree","02.cpp\u002F91.binary-search-tree",{"title":2085,"path":2086,"stem":2087},"Власні структури даних: хеш-таблиця","\u002Fcpp\u002Fhash-table","02.cpp\u002F92.hash-table",{"title":2089,"path":2090,"stem":2091},"Готові структури даних C++: послідовні контейнери STL","\u002Fcpp\u002Fstl-sequential-containers","02.cpp\u002F93.stl-sequential-containers",{"title":2093,"path":2094,"stem":2095},"Готові структури даних C++: асоціативні контейнери та адаптери","\u002Fcpp\u002Fstl-associative-adapters","02.cpp\u002F94.stl-associative-adapters",{"title":2097,"path":2098,"stem":2099},"Готові структури даних C++: ітератори та алгоритми STL","\u002Fcpp\u002Fstl-iterators-algorithms","02.cpp\u002F95.stl-iterators-algorithms",{"title":2101,"path":2102,"stem":2103},"R-value посилання та move-семантика","\u002Fcpp\u002Frvalue-references-move-semantics","02.cpp\u002F96.rvalue-references-move-semantics",{"title":2105,"path":2106,"stem":2107},"Move-конструктор, move-присвоювання та Правило п","\u002Fcpp\u002Fmove-constructors-rule-of-five","02.cpp\u002F97.move-constructors-rule-of-five",{"title":2109,"path":2110,"stem":2111},"Розумний покажчик std::unique_ptr","\u002Fcpp\u002Funique-ptr","02.cpp\u002F98.unique-ptr",{"title":2113,"path":2114,"stem":2115},"Спільне володіння: std::shared_ptr та std::weak_ptr","\u002Fcpp\u002Fshared-ptr-weak-ptr","02.cpp\u002F99.shared-ptr-weak-ptr",{"title":2117,"icon":2118,"path":2119,"stem":2120,"children":2121,"page":59},"CMake і vcpkg","i-devicon-cmake","\u002Fcpp\u002Fcmake","02.cpp\u002F990.cmake",[2122,2126,2130,2134,2138,2142,2146,2150,2154,2158,2162,2166,2170,2174,2178,2182,2186,2190],{"title":2123,"path":2124,"stem":2125},"CMake: навіщо він потрібен і як його встановити","\u002Fcpp\u002Fcmake\u002Fwhat-is-cmake","02.cpp\u002F990.cmake\u002F01.what-is-cmake",{"title":2127,"path":2128,"stem":2129},"Перший проєкт з CMake: конфігурація, збірка, запуск","\u002Fcpp\u002Fcmake\u002Ffirst-project","02.cpp\u002F990.cmake\u002F02.first-project",{"title":2131,"path":2132,"stem":2133},"Синтаксис CMakeLists.txt: команди, змінні, списки","\u002Fcpp\u002Fcmake\u002Fcmakelists-syntax","02.cpp\u002F990.cmake\u002F03.cmakelists-syntax",{"title":2135,"path":2136,"stem":2137},"Проєкт із кількома файлами: перелік джерел і file(GLOB)","\u002Fcpp\u002Fcmake\u002Fmultiple-files","02.cpp\u002F990.cmake\u002F04.multiple-files",{"title":2139,"path":2140,"stem":2141},"Бібліотеки в CMake: STATIC, SHARED, INTERFACE та видимість PUBLIC\u002FPRIVATE","\u002Fcpp\u002Fcmake\u002Flibraries","02.cpp\u002F990.cmake\u002F05.libraries",{"title":2143,"path":2144,"stem":2145},"Підключення зовнішніх бібліотек: find_package, add_subdirectory, FetchContent, pkg-config","\u002Fcpp\u002Fcmake\u002Fexternal-libraries","02.cpp\u002F990.cmake\u002F06.external-libraries",{"title":2147,"path":2148,"stem":2149},"Умови, опції, цикли та функції в CMake","\u002Fcpp\u002Fcmake\u002Fvariables-conditions","02.cpp\u002F990.cmake\u002F07.variables-conditions",{"title":2151,"path":2152,"stem":2153},"Конфігурації збірки: Debug, Release і вирази-генератори","\u002Fcpp\u002Fcmake\u002Fbuild-configurations","02.cpp\u002F990.cmake\u002F08.build-configurations",{"title":2155,"path":2156,"stem":2157},"Структура великого проєкту: підпапки, модулі CMake, PCH та install","\u002Fcpp\u002Fcmake\u002Fproject-structure","02.cpp\u002F990.cmake\u002F09.project-structure",{"title":2159,"path":2160,"stem":2161},"Тестування з CMake: CTest, Google Test, покриття коду","\u002Fcpp\u002Fcmake\u002Ftesting-ctest","02.cpp\u002F990.cmake\u002F10.testing-ctest",{"title":2163,"path":2164,"stem":2165},"Команди CMake, пресети, скрипти збірки та кращі практики","\u002Fcpp\u002Fcmake\u002Fcommands-best-practices","02.cpp\u002F990.cmake\u002F11.commands-best-practices",{"title":2167,"path":2168,"stem":2169},"Практичні проєкти: калькулятор, Qt-застосунок і кросплатформна збірка","\u002Fcpp\u002Fcmake\u002Freal-projects","02.cpp\u002F990.cmake\u002F12.real-projects",{"title":2171,"path":2172,"stem":2173},"Пакетні менеджери для C++: vcpkg, Conan, CPM та системні пакети","\u002Fcpp\u002Fcmake\u002Fpackage-managers","02.cpp\u002F990.cmake\u002F13.package-managers",{"title":2175,"path":2176,"stem":2177},"vcpkg: встановлення, основні команди та triplets","\u002Fcpp\u002Fcmake\u002Fvcpkg-basics","02.cpp\u002F990.cmake\u002F14.vcpkg-basics",{"title":2179,"path":2180,"stem":2181},"vcpkg і CMake: toolchain-файл, manifest vcpkg.json, IDE","\u002Fcpp\u002Fcmake\u002Fvcpkg-cmake","02.cpp\u002F990.cmake\u002F15.vcpkg-cmake",{"title":2183,"path":2184,"stem":2185},"vcpkg для досвідчених: версії, features, реєстри, власні порти, кеш і діагностика","\u002Fcpp\u002Fcmake\u002Fvcpkg-advanced","02.cpp\u002F990.cmake\u002F16.vcpkg-advanced",{"title":2187,"path":2188,"stem":2189},"Бібліотеки C++: fmt, spdlog і nlohmann\u002Fjson","\u002Fcpp\u002Fcmake\u002Flibraries-format-log-json","02.cpp\u002F990.cmake\u002F17.libraries-format-log-json",{"title":2191,"path":2192,"stem":2193},"Бібліотеки C++: cpp-httplib, cxxopts, CLI11, Google Test і Catch2","\u002Fcpp\u002Fcmake\u002Flibraries-network-cli-testing","02.cpp\u002F990.cmake\u002F18.libraries-network-cli-testing",{"title":2195,"icon":2196,"path":2197,"stem":2198,"children":2199,"page":59},"Реверс-інжиніринг і чіти","i-lucide-bug-play","\u002Fcpp\u002Freverse-engineering","02.cpp\u002F991.reverse-engineering",[2200,2204,2208,2212,2216],{"title":2201,"path":2202,"stem":2203},"Основи: пам'ять, процеси та інструменти","\u002Fcpp\u002Freverse-engineering\u002Ffoundations","02.cpp\u002F991.reverse-engineering\u002F01.foundations",{"title":2205,"path":2206,"stem":2207},"Пошук даних у пам'яті: сканування, структури, ланцюжки вказівників","\u002Fcpp\u002Freverse-engineering\u002Ffinding-data","02.cpp\u002F991.reverse-engineering\u002F02.finding-data",{"title":2209,"path":2210,"stem":2211},"Тренер і internal-модуль на C++","\u002Fcpp\u002Freverse-engineering\u002Ftrainer-and-injection","02.cpp\u002F991.reverse-engineering\u002F03.trainer-and-injection",{"title":2213,"path":2214,"stem":2215},"Аналіз коду: асемблер, налагоджувач, патчинг","\u002Fcpp\u002Freverse-engineering\u002Fcode-analysis","02.cpp\u002F991.reverse-engineering\u002F04.code-analysis",{"title":2217,"path":2218,"stem":2219},"AssaultCube і захист від чітів","\u002Fcpp\u002Freverse-engineering\u002Fassaultcube-and-defense","02.cpp\u002F991.reverse-engineering\u002F05.assaultcube-and-defense",{"title":2221,"icon":2222,"path":2223,"stem":2224,"children":2225,"page":59},"JavaScript","i-devicon-javascript","\u002Fjavascript","03.javascript",[2226,2252,2306,2328,2632,2670,2688],{"title":2227,"icon":2228,"path":2229,"stem":2230,"children":2231,"page":59},"Events","i-lucide-mouse-pointer-click","\u002Fjavascript\u002Fevents","03.javascript\u002F01.events",[2232,2236,2240,2244,2248],{"title":2233,"path":2234,"stem":2235},"Вступ до подій браузера","\u002Fjavascript\u002Fevents\u002Fintro","03.javascript\u002F01.events\u002F01.intro",{"title":2237,"path":2238,"stem":2239},"Бульбашковий механізм (Bubbling) та занурення (Capturing)","\u002Fjavascript\u002Fevents\u002Fbubbling-capturing","03.javascript\u002F01.events\u002F02.bubbling-capturing",{"title":2241,"path":2242,"stem":2243},"Делегування подій (Event Delegation)","\u002Fjavascript\u002Fevents\u002Fdelegate-events","03.javascript\u002F01.events\u002F03.delegate-events",{"title":2245,"path":2246,"stem":2247},"Типові дії браузера та preventDefault()","\u002Fjavascript\u002Fevents\u002Fprevent-default","03.javascript\u002F01.events\u002F04.prevent-default",{"title":2249,"path":2250,"stem":2251},"Запуск користувацьких подій (Custom Events)","\u002Fjavascript\u002Fevents\u002Fcustom-events","03.javascript\u002F01.events\u002F05.custom-events",{"title":2253,"icon":2254,"path":2255,"stem":2256,"children":2257,"page":59},"Network","i-lucide-globe","\u002Fjavascript\u002Fnetwork","03.javascript\u002F02.network",[2258,2262,2266,2270,2274,2278,2282,2286,2290,2294,2298,2302],{"title":2259,"path":2260,"stem":2261},"Fetch API - Сучасний підхід до HTTP-запитів","\u002Fjavascript\u002Fnetwork\u002F01-fetch-api","03.javascript\u002F02.network\u002F01-fetch-api",{"title":2263,"path":2264,"stem":2265},"FormData - Робота з формами та файлами","\u002Fjavascript\u002Fnetwork\u002F02-formdata","03.javascript\u002F02.network\u002F02-formdata",{"title":2267,"path":2268,"stem":2269},"Відстеження прогресу завантаження","\u002Fjavascript\u002Fnetwork\u002F03-download-progress","03.javascript\u002F02.network\u002F03-download-progress",{"title":2271,"path":2272,"stem":2273},"Переривання fetch-запитів","\u002Fjavascript\u002Fnetwork\u002F04-abort-requests","03.javascript\u002F02.network\u002F04-abort-requests",{"title":2275,"path":2276,"stem":2277},"CORS - Запити між різними джерелами","\u002Fjavascript\u002Fnetwork\u002F05-cors","03.javascript\u002F02.network\u002F05-cors",{"title":2279,"path":2280,"stem":2281},"Fetch API - Повний довідник опцій","\u002Fjavascript\u002Fnetwork\u002F06-fetch-options","03.javascript\u002F02.network\u002F06-fetch-options",{"title":2283,"path":2284,"stem":2285},"URL Objects - Робота з посиланнями","\u002Fjavascript\u002Fnetwork\u002F07-url-objects","03.javascript\u002F02.network\u002F07-url-objects",{"title":2287,"path":2288,"stem":2289},"XMLHttpRequest - AJAX та низькорівневі запити","\u002Fjavascript\u002Fnetwork\u002F08-xmlhttprequest","03.javascript\u002F02.network\u002F08-xmlhttprequest",{"title":2291,"path":2292,"stem":2293},"Відновлюване завантаження файлів","\u002Fjavascript\u002Fnetwork\u002F09-resumable-upload","03.javascript\u002F02.network\u002F09-resumable-upload",{"title":2295,"path":2296,"stem":2297},"Cookies, document.cookie та світ після \"Cookiepocalypse\"","\u002Fjavascript\u002Fnetwork\u002F10-cookies","03.javascript\u002F02.network\u002F10-cookies",{"title":2299,"path":2300,"stem":2301},"js-cookie: Керування Cookies без Болю","\u002Fjavascript\u002Fnetwork\u002F11-js-cookie","03.javascript\u002F02.network\u002F11-js-cookie",{"title":2303,"path":2304,"stem":2305},"Axios: Потужний HTTP-клієнт для JavaScript","\u002Fjavascript\u002Fnetwork\u002F12-axios","03.javascript\u002F02.network\u002F12-axios",{"title":2307,"icon":2308,"path":2309,"stem":2310,"children":2311,"page":59},"Bom","i-lucide-monitor","\u002Fjavascript\u002Fbom","03.javascript\u002F03.bom",[2312,2316,2320,2324],{"title":2313,"path":2314,"stem":2315},"LocalStorage, SessionStorage та patterns збереження даних","\u002Fjavascript\u002Fbom\u002F01-localstorage","03.javascript\u002F03.bom\u002F01-localstorage",{"title":2317,"path":2318,"stem":2319},"Location Object - Керування адресою сторінки","\u002Fjavascript\u002Fbom\u002F02-location-object","03.javascript\u002F03.bom\u002F02-location-object",{"title":2321,"path":2322,"stem":2323},"History API - Керування історією браузера","\u002Fjavascript\u002Fbom\u002F03-history-api","03.javascript\u002F03.bom\u002F03-history-api",{"title":2325,"path":2326,"stem":2327},"Navigator Object - Ідентифікація та Можливості Пристрою","\u002Fjavascript\u002Fbom\u002F04-navigator-object","03.javascript\u002F03.bom\u002F04-navigator-object",{"title":2329,"icon":2330,"path":2331,"stem":2332,"children":2333},"React","i-devicon-react","\u002Fjavascript\u002Freact","03.javascript\u002F04.react\u002Findex",[2334,2335,2339,2343,2347,2351,2414,2449,2601],{"title":2329,"path":2331,"stem":2332},{"title":2336,"path":2337,"stem":2338},"Робота з Формами в React","\u002Fjavascript\u002Freact\u002Freact-forms","03.javascript\u002F04.react\u002F01.react-forms",{"title":2340,"path":2341,"stem":2342},"React Hook Form: Професійна Робота з Формами","\u002Fjavascript\u002Freact\u002Freact-hook-form","03.javascript\u002F04.react\u002F02.react-hook-form",{"title":2344,"path":2345,"stem":2346},"React Hook Form: Глибоке Розуміння Архітектури та Оптимізації","\u002Fjavascript\u002Freact\u002Freact-hook-form-new","03.javascript\u002F04.react\u002F02.react-hook-form-new",{"title":2348,"path":2349,"stem":2350},"Axios та React: Професійна Архітектура Запитів","\u002Fjavascript\u002Freact\u002Fdata-fetching-axios","03.javascript\u002F04.react\u002F03.data-fetching-axios",{"title":2352,"icon":132,"path":2353,"stem":2354,"children":2355},"Tanstack Query","\u002Fjavascript\u002Freact\u002Ftanstack-query","03.javascript\u002F04.react\u002F04.tanstack-query\u002Findex",[2356,2358,2362,2366,2370,2374,2378,2382,2386,2390,2394,2398,2402,2406,2410],{"title":2357,"path":2353,"stem":2354},"TanStack Query: Майстерність Керування Станом Сервера",{"title":2359,"path":2360,"stem":2361},"Парадигма Server State: Чому useEffect недостатньо","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Fserver-state-paradigm","03.javascript\u002F04.react\u002F04.tanstack-query\u002F01.server-state-paradigm",{"title":2363,"path":2364,"stem":2365},"Встановлення та Налаштування: Фундамент","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Finstallation-and-devtools","03.javascript\u002F04.react\u002F04.tanstack-query\u002F02.installation-and-devtools",{"title":2367,"path":2368,"stem":2369},"Основи Запитів та Магія Ключів","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Fquery-basics-and-keys","03.javascript\u002F04.react\u002F04.tanstack-query\u002F03.query-basics-and-keys",{"title":2371,"path":2372,"stem":2373},"Синхронізація Даних: Життєвий Цикл Запиту","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Fdata-synchronization","03.javascript\u002F04.react\u002F04.tanstack-query\u002F04.data-synchronization",{"title":2375,"path":2376,"stem":2377},"Мутації та Інвалідація: Зміна Даних","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Fmutations-and-invalidation","03.javascript\u002F04.react\u002F04.tanstack-query\u002F05.mutations-and-invalidation",{"title":2379,"path":2380,"stem":2381},"Оптимістичні Оновлення: Швидше за Світло","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Foptimistic-updates","03.javascript\u002F04.react\u002F04.tanstack-query\u002F06.optimistic-updates",{"title":2383,"path":2384,"stem":2385},"Пагінація та Infinite Scroll","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Fpagination-and-load-more","03.javascript\u002F04.react\u002F04.tanstack-query\u002F07.pagination-and-load-more",{"title":2387,"path":2388,"stem":2389},"Просунуті Патерни та Оптимізація","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Fadvanced-patterns","03.javascript\u002F04.react\u002F04.tanstack-query\u002F08.advanced-patterns",{"title":2391,"path":2392,"stem":2393},"Архітектура та Best Practices","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Farchitecture-and-best-practices","03.javascript\u002F04.react\u002F04.tanstack-query\u002F09.architecture-and-best-practices",{"title":2395,"path":2396,"stem":2397},"Server-Side Rendering (SSR) та Гідратація","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Fserver-side-rendering","03.javascript\u002F04.react\u002F04.tanstack-query\u002F10.server-side-rendering",{"title":2399,"path":2400,"stem":2401},"Стратегії Тестування","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Ftesting-strategies","03.javascript\u002F04.react\u002F04.tanstack-query\u002F11.testing-strategies",{"title":2403,"path":2404,"stem":2405},"Аутентифікація та Обробка Помилок","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Fauthentication-and-errors","03.javascript\u002F04.react\u002F04.tanstack-query\u002F12.authentication-and-errors",{"title":2407,"path":2408,"stem":2409},"React Suspense та Майбутнє","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Freact-suspense","03.javascript\u002F04.react\u002F04.tanstack-query\u002F13.react-suspense",{"title":2411,"path":2412,"stem":2413},"Глибоке Занурення в Продуктивність","\u002Fjavascript\u002Freact\u002Ftanstack-query\u002Fperformance-deep-dive","03.javascript\u002F04.react\u002F04.tanstack-query\u002F14.performance-deep-dive",{"title":2415,"icon":2330,"path":2416,"stem":2417,"children":2418},"React Router","\u002Fjavascript\u002Freact\u002Freact-router","03.javascript\u002F04.react\u002F05.react-router\u002Findex",[2419,2421,2425,2429,2433,2437,2441,2445],{"title":2420,"path":2416,"stem":2417},"React Router: Навігаційна система сучасного вебу",{"title":2422,"path":2423,"stem":2424},"Налаштування та Базовий Роутинг","\u002Fjavascript\u002Freact\u002Freact-router\u002Fsetup-and-basic-routing","03.javascript\u002F04.react\u002F05.react-router\u002F01.setup-and-basic-routing",{"title":2426,"path":2427,"stem":2428},"Динамічна Навігація","\u002Fjavascript\u002Freact\u002Freact-router\u002Fnavigation-and-links","03.javascript\u002F04.react\u002F05.react-router\u002F02.navigation-and-links",{"title":2430,"path":2431,"stem":2432},"Вкладені Маршрути та Макети","\u002Fjavascript\u002Freact\u002Freact-router\u002Fnested-routes-and-layouts","03.javascript\u002F04.react\u002F05.react-router\u002F03.nested-routes-and-layouts",{"title":2434,"path":2435,"stem":2436},"Динамічні Маршрути та Параметри","\u002Fjavascript\u002Freact\u002Freact-router\u002Fdynamic-routing","03.javascript\u002F04.react\u002F05.react-router\u002F04.dynamic-routing",{"title":2438,"path":2439,"stem":2440},"Data APIs: Loaders та Actions","\u002Fjavascript\u002Freact\u002Freact-router\u002Fdata-loading","03.javascript\u002F04.react\u002F05.react-router\u002F05.data-loading",{"title":2442,"path":2443,"stem":2444},"Просунуті Патерни","\u002Fjavascript\u002Freact\u002Freact-router\u002Fadvanced-patterns","03.javascript\u002F04.react\u002F05.react-router\u002F06.advanced-patterns",{"title":2446,"path":2447,"stem":2448},"Legacy Routing: Компонентний підхід","\u002Fjavascript\u002Freact\u002Freact-router\u002Flegacy-routing","03.javascript\u002F04.react\u002F05.react-router\u002F07.legacy-routing",{"title":2450,"icon":132,"path":2451,"stem":2452,"children":2453},"Redux","\u002Fjavascript\u002Freact\u002Fredux","03.javascript\u002F04.react\u002F06.redux\u002Findex",[2454,2456,2472,2501,2510,2531,2547,2576],{"title":2455,"path":2451,"stem":2452},"Redux: Еволюція управління станом",{"title":14,"icon":15,"path":2457,"stem":2458,"children":2459,"page":59},"\u002Fjavascript\u002Freact\u002Fredux\u002Ffundamentals","03.javascript\u002F04.react\u002F06.redux\u002F01.fundamentals",[2460,2464,2468],{"title":2461,"path":2462,"stem":2463},"Вступ до State Management","\u002Fjavascript\u002Freact\u002Fredux\u002Ffundamentals\u002Fintro-state-management","03.javascript\u002F04.react\u002F06.redux\u002F01.fundamentals\u002F01.intro-state-management",{"title":2465,"path":2466,"stem":2467},"Філософія Redux та Три Принципи","\u002Fjavascript\u002Freact\u002Fredux\u002Ffundamentals\u002Fredux-philosophy","03.javascript\u002F04.react\u002F06.redux\u002F01.fundamentals\u002F02.redux-philosophy",{"title":2469,"path":2470,"stem":2471},"Чисті функції та Іммутабельність","\u002Fjavascript\u002Freact\u002Fredux\u002Ffundamentals\u002Fpure-functions-immutability","03.javascript\u002F04.react\u002F06.redux\u002F01.fundamentals\u002F03.pure-functions-immutability",{"title":2473,"icon":132,"path":2474,"stem":2475,"children":2476,"page":59},"Classic Redux","\u002Fjavascript\u002Freact\u002Fredux\u002Fclassic-redux","03.javascript\u002F04.react\u002F06.redux\u002F02.classic-redux",[2477,2481,2485,2489,2493,2497],{"title":2478,"path":2479,"stem":2480},"Створення Store (Classic Redux)","\u002Fjavascript\u002Freact\u002Fredux\u002Fclassic-redux\u002Fstore-setup","03.javascript\u002F04.react\u002F06.redux\u002F02.classic-redux\u002F01.store-setup",{"title":2482,"path":2483,"stem":2484},"Actions, Constants та Action Creators","\u002Fjavascript\u002Freact\u002Fredux\u002Fclassic-redux\u002Factions-constants","03.javascript\u002F04.react\u002F06.redux\u002F02.classic-redux\u002F02.actions-constants",{"title":2486,"path":2487,"stem":2488},"Логіка Reducers","\u002Fjavascript\u002Freact\u002Fredux\u002Fclassic-redux\u002Freducers","03.javascript\u002F04.react\u002F06.redux\u002F02.classic-redux\u002F03.reducers",{"title":2490,"path":2491,"stem":2492},"Комбінування Reducers (Root Reducer)","\u002Fjavascript\u002Freact\u002Fredux\u002Fclassic-redux\u002Fdata-flow","03.javascript\u002F04.react\u002F06.redux\u002F02.classic-redux\u002F04.data-flow",{"title":2494,"path":2495,"stem":2496},"Підключення до React (React-Redux)","\u002Fjavascript\u002Freact\u002Fredux\u002Fclassic-redux\u002Freact-redux-connection","03.javascript\u002F04.react\u002F06.redux\u002F02.classic-redux\u002F05.react-redux-connection",{"title":2498,"path":2499,"stem":2500},"Middleware та Асинхронність (Redux Thunk)","\u002Fjavascript\u002Freact\u002Fredux\u002Fclassic-redux\u002Fmiddleware-thunk","03.javascript\u002F04.react\u002F06.redux\u002F02.classic-redux\u002F06.middleware-thunk",{"title":2502,"icon":132,"path":2503,"stem":2504,"children":2505,"page":59},"Transition To Rtk","\u002Fjavascript\u002Freact\u002Fredux\u002Ftransition-to-rtk","03.javascript\u002F04.react\u002F06.redux\u002F03.transition-to-rtk",[2506],{"title":2507,"path":2508,"stem":2509},"Проблеми класичного Redux","\u002Fjavascript\u002Freact\u002Fredux\u002Ftransition-to-rtk\u002Fproblems-with-classic","03.javascript\u002F04.react\u002F06.redux\u002F03.transition-to-rtk\u002F01.problems-with-classic",{"title":2511,"icon":132,"path":2512,"stem":2513,"children":2514,"page":59},"Redux Toolkit","\u002Fjavascript\u002Freact\u002Fredux\u002Fredux-toolkit","03.javascript\u002F04.react\u002F06.redux\u002F04.redux-toolkit",[2515,2519,2523,2527],{"title":2516,"path":2517,"stem":2518},"Налаштування Store з configureStore","\u002Fjavascript\u002Freact\u002Fredux\u002Fredux-toolkit\u002Fconfigure-store","03.javascript\u002F04.react\u002F06.redux\u002F04.redux-toolkit\u002F01.configure-store",{"title":2520,"path":2521,"stem":2522},"createSlice: Революція в Redux","\u002Fjavascript\u002Freact\u002Fredux\u002Fredux-toolkit\u002Fcreate-slice","03.javascript\u002F04.react\u002F06.redux\u002F04.redux-toolkit\u002F02.create-slice",{"title":2524,"path":2525,"stem":2526},"Асинхронність з createAsyncThunk","\u002Fjavascript\u002Freact\u002Fredux\u002Fredux-toolkit\u002Fasync-thunks","03.javascript\u002F04.react\u002F06.redux\u002F04.redux-toolkit\u002F03.async-thunks",{"title":2528,"path":2529,"stem":2530},"04. Entity Adapter: Керування нормалізованим станом","\u002Fjavascript\u002Freact\u002Fredux\u002Fredux-toolkit\u002Fentity-adapter","03.javascript\u002F04.react\u002F06.redux\u002F04.redux-toolkit\u002F04.entity-adapter",{"title":2532,"icon":92,"path":2533,"stem":2534,"children":2535,"page":59},"Advanced","\u002Fjavascript\u002Freact\u002Fredux\u002Fadvanced","03.javascript\u002F04.react\u002F06.redux\u002F05.advanced",[2536,2540,2544],{"title":2537,"path":2538,"stem":2539},"Мемоізація та Селектори: Повний Гайд по Reselect","\u002Fjavascript\u002Freact\u002Fredux\u002Fadvanced\u002Fselectors-reselect","03.javascript\u002F04.react\u002F06.redux\u002F05.advanced\u002F01.selectors-reselect",{"title":2541,"path":2542,"stem":2543},"RTK Query: Архітектура Серверного Кешу","\u002Fjavascript\u002Freact\u002Fredux\u002Fadvanced\u002Frtk-query-intro","03.javascript\u002F04.react\u002F06.redux\u002F05.advanced\u002F02.rtk-query-intro",{"title":2391,"path":2545,"stem":2546},"\u002Fjavascript\u002Freact\u002Fredux\u002Fadvanced\u002Farchitecture-best-practices","03.javascript\u002F04.react\u002F06.redux\u002F05.advanced\u002F03.architecture-best-practices",{"title":2548,"icon":132,"path":2549,"stem":2550,"children":2551,"page":59},"Project Kanban","\u002Fjavascript\u002Freact\u002Fredux\u002Fproject-kanban","03.javascript\u002F04.react\u002F06.redux\u002F06.project-kanban",[2552,2556,2560,2564,2568,2572],{"title":2553,"path":2554,"stem":2555},"Проєкт: Kanban Board (Trello Clone)","\u002Fjavascript\u002Freact\u002Fredux\u002Fproject-kanban\u002Fproject-overview","03.javascript\u002F04.react\u002F06.redux\u002F06.project-kanban\u002F01.project-overview",{"title":2557,"path":2558,"stem":2559},"Налаштування та Типізація","\u002Fjavascript\u002Freact\u002Fredux\u002Fproject-kanban\u002Fsetup-and-types","03.javascript\u002F04.react\u002F06.redux\u002F06.project-kanban\u002F02.setup-and-types",{"title":2561,"path":2562,"stem":2563},"Board Slice: Серце Дошки","\u002Fjavascript\u002Freact\u002Fredux\u002Fproject-kanban\u002Fboard-slice","03.javascript\u002F04.react\u002F06.redux\u002F06.project-kanban\u002F03.board-slice",{"title":2565,"path":2566,"stem":2567},"Логіка Drag & Drop","\u002Fjavascript\u002Freact\u002Fredux\u002Fproject-kanban\u002Fdrag-and-drop-logic","03.javascript\u002F04.react\u002F06.redux\u002F06.project-kanban\u002F04.drag-and-drop-logic",{"title":2569,"path":2570,"stem":2571},"Інтеграція з RTK Query","\u002Fjavascript\u002Freact\u002Fredux\u002Fproject-kanban\u002Frtk-query-integration","03.javascript\u002F04.react\u002F06.redux\u002F06.project-kanban\u002F05.rtk-query-integration",{"title":2573,"path":2574,"stem":2575},"Optimistic Updates","\u002Fjavascript\u002Freact\u002Fredux\u002Fproject-kanban\u002Foptimistic-updates","03.javascript\u002F04.react\u002F06.redux\u002F06.project-kanban\u002F06.optimistic-updates",{"title":2577,"icon":132,"path":2578,"stem":2579,"children":2580,"page":59},"Testing","\u002Fjavascript\u002Freact\u002Fredux\u002Ftesting","03.javascript\u002F04.react\u002F06.redux\u002F07.testing",[2581,2585,2589,2593,2597],{"title":2582,"path":2583,"stem":2584},"Тестування Redux","\u002Fjavascript\u002Freact\u002Fredux\u002Ftesting\u002Fintro-testing","03.javascript\u002F04.react\u002F06.redux\u002F07.testing\u002F01.intro-testing",{"title":2586,"path":2587,"stem":2588},"Тестування Reducers","\u002Fjavascript\u002Freact\u002Fredux\u002Ftesting\u002Ftesting-reducers","03.javascript\u002F04.react\u002F06.redux\u002F07.testing\u002F02.testing-reducers",{"title":2590,"path":2591,"stem":2592},"Тестування Селекторів","\u002Fjavascript\u002Freact\u002Fredux\u002Ftesting\u002Ftesting-selectors","03.javascript\u002F04.react\u002F06.redux\u002F07.testing\u002F03.testing-selectors",{"title":2594,"path":2595,"stem":2596},"Тестування Компонентів (Integration)","\u002Fjavascript\u002Freact\u002Fredux\u002Ftesting\u002Ftesting-components","03.javascript\u002F04.react\u002F06.redux\u002F07.testing\u002F04.testing-components",{"title":2598,"path":2599,"stem":2600},"Тестування Async Thunks","\u002Fjavascript\u002Freact\u002Fredux\u002Ftesting\u002Ftesting-thunks","03.javascript\u002F04.react\u002F06.redux\u002F07.testing\u002F05.testing-thunks",{"title":2602,"icon":132,"path":2603,"stem":2604,"children":2605},"Ui Libraries","\u002Fjavascript\u002Freact\u002Fui-libraries","03.javascript\u002F04.react\u002F07.ui-libraries\u002Findex",[2606,2608,2612,2616,2620,2624,2628],{"title":2607,"path":2603,"stem":2604},"UI Бібліотеки в React",{"title":2609,"path":2610,"stem":2611},"Вступ до UI Бібліотек: Навіщо Винаходити Велосипед Двічі?","\u002Fjavascript\u002Freact\u002Fui-libraries\u002Fintroduction-to-ui-libraries","03.javascript\u002F04.react\u002F07.ui-libraries\u002F01.introduction-to-ui-libraries",{"title":2613,"path":2614,"stem":2615},"Філософія shadcn\u002Fui: \"Not a Component Library\"","\u002Fjavascript\u002Freact\u002Fui-libraries\u002Fshadcn-philosophy","03.javascript\u002F04.react\u002F07.ui-libraries\u002F02.shadcn-philosophy",{"title":2617,"path":2618,"stem":2619},"Установка та Налаштування shadcn\u002Fui","\u002Fjavascript\u002Freact\u002Fui-libraries\u002Fshadcn-installation","03.javascript\u002F04.react\u002F07.ui-libraries\u002F03.shadcn-installation",{"title":2621,"path":2622,"stem":2623},"Базові Компоненти shadcn\u002Fui: Фундамент Інтерфейсу","\u002Fjavascript\u002Freact\u002Fui-libraries\u002Fshadcn-components-basics","03.javascript\u002F04.react\u002F07.ui-libraries\u002F04.shadcn-components-basics",{"title":2625,"path":2626,"stem":2627},"Компоненти Форм: Побудова Інтерактивних Form","\u002Fjavascript\u002Freact\u002Fui-libraries\u002Fshadcn-components-forms","03.javascript\u002F04.react\u002F07.ui-libraries\u002F05.shadcn-components-forms",{"title":2629,"path":2630,"stem":2631},"Складні Компоненти: Dialog, Dropdown, Table та Command","\u002Fjavascript\u002Freact\u002Fui-libraries\u002Fshadcn-components-advanced","03.javascript\u002F04.react\u002F07.ui-libraries\u002F06.shadcn-components-advanced",{"title":2633,"icon":2634,"path":2635,"stem":2636,"children":2637,"page":59},"TypeScript","i-devicon-typescript","\u002Fjavascript\u002Ftypescript","03.javascript\u002F05.typescript",[2638,2642,2646,2650,2654,2658,2662,2666],{"title":2639,"path":2640,"stem":2641},"TypeScript: Броня для вашого коду","\u002Fjavascript\u002Ftypescript\u002Fintro-and-basic-types","03.javascript\u002F05.typescript\u002F01.intro-and-basic-types",{"title":2643,"path":2644,"stem":2645},"Майстерність Моделювання Даних: Інтерфейси та Просунуті Типи","\u002Fjavascript\u002Ftypescript\u002Finterfaces-and-advanced-types","03.javascript\u002F05.typescript\u002F02.interfaces-and-advanced-types",{"title":2647,"path":2648,"stem":2649},"Алхімія Типів: Generics та Utility Types","\u002Fjavascript\u002Ftypescript\u002Fgenerics-and-utilities","03.javascript\u002F05.typescript\u002F03.generics-and-utilities",{"title":2651,"path":2652,"stem":2653},"Архітектура та Шаблони: Класи в TypeScript","\u002Fjavascript\u002Ftypescript\u002Fclasses-and-oop","03.javascript\u002F05.typescript\u002F04.classes-and-oop",{"title":2655,"path":2656,"stem":2657},"Продакшн та Екосистема: Advanced Config & Workflow","\u002Fjavascript\u002Ftypescript\u002Fadvanced-patterns-and-config","03.javascript\u002F05.typescript\u002F05.advanced-patterns-and-config",{"title":2659,"path":2660,"stem":2661},"TypeScript у світі React","\u002Fjavascript\u002Ftypescript\u002Freact-basics","03.javascript\u002F05.typescript\u002F06.react-basics",{"title":2663,"path":2664,"stem":2665},"React + TypeScript: Продвинуті патерни","\u002Fjavascript\u002Ftypescript\u002Freact-advanced","03.javascript\u002F05.typescript\u002F07.react-advanced",{"title":2667,"path":2668,"stem":2669},"React + TypeScript: Екосистема та бібліотеки","\u002Fjavascript\u002Ftypescript\u002Freact-ecosystem","03.javascript\u002F05.typescript\u002F08.react-ecosystem",{"title":2671,"icon":2672,"path":2673,"stem":2674,"children":2675,"page":59},"Асинхронність","i-lucide-refresh-cw","\u002Fjavascript\u002Fasync-programming","03.javascript\u002F06.async-programming",[2676,2680,2684],{"title":2677,"path":2678,"stem":2679},"Event Loop: серце асинхронності в JavaScript","\u002Fjavascript\u002Fasync-programming\u002Fevent-loop-fundamentals","03.javascript\u002F06.async-programming\u002F01.event-loop-fundamentals",{"title":2681,"path":2682,"stem":2683},"Task Queue та Microtask Queue: пріоритети виконання","\u002Fjavascript\u002Fasync-programming\u002Ftask-queues","03.javascript\u002F06.async-programming\u002F02.task-queues",{"title":2685,"path":2686,"stem":2687},"Асинхронні патерни: від Callbacks до Async\u002FAwait","\u002Fjavascript\u002Fasync-programming\u002Fasync-patterns","03.javascript\u002F06.async-programming\u002F03.async-patterns",{"title":2689,"path":2690,"stem":2691},"Atomic Design","\u002Fjavascript\u002Fatomic-design","03.javascript\u002F2.atomic-design",{"title":2693,"icon":2694,"path":2695,"stem":2696,"children":2697,"page":59},"Java","i-devicon-java","\u002Fjava","04.java",[2698,2701,2704,2708,2712,2716,2720],{"title":162,"path":2699,"stem":2700},"\u002Fjava\u002Fdata-mapper-part1","04.java\u002F01.data-mapper-part1",{"title":166,"path":2702,"stem":2703},"\u002Fjava\u002Fdata-mapper-part2","04.java\u002F02.data-mapper-part2",{"title":2705,"path":2706,"stem":2707},"Service Layer: Організація бізнес-логіки","\u002Fjava\u002Fservice-layer","04.java\u002F03.service-layer",{"title":2709,"path":2710,"stem":2711},"Rich Domain Model та State Pattern","\u002Fjava\u002Frich-domain-model","04.java\u002F04.rich-domain-model",{"title":2713,"path":2714,"stem":2715},"Патерни для складної бізнес-логіки","\u002Fjava\u002Fbusiness-logic-patterns","04.java\u002F05.business-logic-patterns",{"title":2717,"path":2718,"stem":2719},"Обробка помилок та валідація","\u002Fjava\u002Ferror-handling-validation","04.java\u002F06.error-handling-validation",{"title":2721,"path":2722,"stem":2723,"children":2724,"page":59},"Проектування баз даних","\u002Fjava\u002Fpr2","04.java\u002Fpr2",[2725,2729,2733,2737,2741,2745,2749,2753,2757,2761,2765,2769,2773,2777,2781,2785,2789,2793,2797,2801,2805,2809,2813,2817,2821,2825,2829,2833,2837,2841,2845,2849,2853,2857,2861,2865,2869],{"title":2726,"path":2727,"stem":2728},"Концептуальне моделювання: Мистецтво розуміння предметної області","\u002Fjava\u002Fpr2\u002Fconceptual-modeling","04.java\u002Fpr2\u002F01.conceptual-modeling",{"title":2730,"path":2731,"stem":2732},"Логічне моделювання: Від бізнес-ідей до структур даних","\u002Fjava\u002Fpr2\u002Flogical-modeling","04.java\u002Fpr2\u002F02.logical-modeling",{"title":2734,"path":2735,"stem":2736},"Нормалізація: Гігієна даних та боротьба з аномаліями","\u002Fjava\u002Fpr2\u002Fnormalization","04.java\u002Fpr2\u002F03.normalization",{"title":2738,"path":2739,"stem":2740},"Фізична схема: Від абстракції до DDL","\u002Fjava\u002Fpr2\u002Fphysical-schema","04.java\u002Fpr2\u002F04.physical-schema",{"title":2742,"path":2743,"stem":2744},"Архітектурна класифікація таблиць","\u002Fjava\u002Fpr2\u002Ftable-classification","04.java\u002Fpr2\u002F05.table-classification",{"title":2746,"path":2747,"stem":2748},"Database Migrations: Версіонування схеми з Flyway","\u002Fjava\u002Fpr2\u002Fdatabase-migrations","04.java\u002Fpr2\u002F06.database-migrations",{"title":2750,"path":2751,"stem":2752},"А що, якби це була не реляційна БД?","\u002Fjava\u002Fpr2\u002Fbeyond-relational","04.java\u002Fpr2\u002F07.beyond-relational",{"title":2754,"path":2755,"stem":2756},"Object-Relational Impedance Mismatch: Два світи, що не хочуть дружити","\u002Fjava\u002Fpr2\u002Fimpedance-mismatch","04.java\u002Fpr2\u002F09.impedance-mismatch",{"title":2758,"path":2759,"stem":2760},"JDBC: Перший контакт із базою даних","\u002Fjava\u002Fpr2\u002Fjdbc-fundamentals","04.java\u002Fpr2\u002F10.jdbc-fundamentals",{"title":2762,"path":2763,"stem":2764},"Якість коду: Spotless, SpotBugs та SonarQube","\u002Fjava\u002Fpr2\u002F10a.code-quality","04.java\u002Fpr2\u002F10a.code-quality",{"title":2766,"path":2767,"stem":2768},"Connection Pool: Патерн Object Pool для JDBC-з'єднань","\u002Fjava\u002Fpr2\u002Fconnection-pool","04.java\u002Fpr2\u002F11.connection-pool",{"title":2770,"path":2771,"stem":2772},"Row Data Gateway: Об'єкт як обгортка рядка таблиці","\u002Fjava\u002Fpr2\u002Frow-data-gateway","04.java\u002Fpr2\u002F12.row-data-gateway",{"title":2774,"path":2775,"stem":2776},"Table Data Gateway: Фасад таблиці як архітектурний відступ","\u002Fjava\u002Fpr2\u002Ftable-data-gateway","04.java\u002Fpr2\u002F13.table-data-gateway",{"title":2778,"path":2779,"stem":2780},"Repository + Data Mapper: Правильна шарова архітектура з JDBC","\u002Fjava\u002Fpr2\u002Frepository-data-mapper","04.java\u002Fpr2\u002F14.repository-data-mapper",{"title":2782,"path":2783,"stem":2784},"Identity Map: Кешування сутностей у рамках сесії","\u002Fjava\u002Fpr2\u002Fidentity-map","04.java\u002Fpr2\u002F15.identity-map",{"title":2786,"path":2787,"stem":2788},"Unit of Work: Відстеження змін і координація JDBC-транзакцій","\u002Fjava\u002Fpr2\u002Funit-of-work","04.java\u002Fpr2\u002F16.unit-of-work",{"title":2790,"path":2791,"stem":2792},"Strategy: Замінювані SQL-стратегії для підтримки різних СУБД","\u002Fjava\u002Fpr2\u002Fstrategy-sql","04.java\u002Fpr2\u002F17.strategy-sql",{"title":2794,"path":2795,"stem":2796},"Proxy: Lazy Loading для One-To-Many колекцій","\u002Fjava\u002Fpr2\u002Fproxy-lazy-loading","04.java\u002Fpr2\u002F18.proxy-lazy-loading",{"title":2798,"path":2799,"stem":2800},"Generic Repository через Java Reflection: анотації та динамічний SQL","\u002Fjava\u002Fpr2\u002Fgeneric-repository-reflection","04.java\u002Fpr2\u002F19.generic-repository-reflection",{"title":2802,"path":2803,"stem":2804},"Specification Pattern: Композиція бізнес-правил для складних запитів","\u002Fjava\u002Fpr2\u002Fspecification-pattern","04.java\u002Fpr2\u002F20.specification-pattern",{"title":2806,"path":2807,"stem":2808},"Розширені можливості Specification Pattern: підзапити, агрегації та гібридний підхід","\u002Fjava\u002Fpr2\u002F20a.advanced-specifications","04.java\u002Fpr2\u002F20a.advanced-specifications",{"title":2810,"path":2811,"stem":2812},"Асинхронність у JDBC: Від блокуючих викликів до CompletableFuture","\u002Fjava\u002Fpr2\u002Fasynchronous-jdbc","04.java\u002Fpr2\u002F21.asynchronous-jdbc",{"title":2814,"path":2815,"stem":2816},"Інтеграційне тестування JDBC-репозиторіїв: Embedded H2 та патерн AAA","\u002Fjava\u002Fpr2\u002Fintegration-testing-h2","04.java\u002Fpr2\u002F22.integration-testing-h2",{"title":2818,"path":2819,"stem":2820},"Testcontainers: Тестування з реальною PostgreSQL у Docker-контейнерах","\u002Fjava\u002Fpr2\u002Fintegration-testing-testcontainers","04.java\u002Fpr2\u002F23.integration-testing-testcontainers",{"title":2822,"path":2823,"stem":2824},"Google Guice: Впровадження залежностей у JavaFX-проєкті","\u002Fjava\u002Fpr2\u002Fdependency-injection-guice","04.java\u002Fpr2\u002F24.dependency-injection-guice",{"title":2826,"path":2827,"stem":2828},"JavaFX: Основи побудови графічних інтерфейсів","\u002Fjava\u002Fpr2\u002Fjavafx-fundamentals","04.java\u002Fpr2\u002F25.javafx-fundamentals",{"title":2830,"path":2831,"stem":2832},"Properties та Bindings: Реактивність у JavaFX","\u002Fjava\u002Fpr2\u002Fjavafx-properties-bindings","04.java\u002Fpr2\u002F26.javafx-properties-bindings",{"title":2834,"path":2835,"stem":2836},"MVC vs MVP vs MVVM: Еволюція архітектурних патернів UI","\u002Fjava\u002Fpr2\u002Fui-architecture-patterns","04.java\u002Fpr2\u002F27.ui-architecture-patterns",{"title":2838,"path":2839,"stem":2840},"MVVM на практиці: Побудова ViewModel","\u002Fjava\u002Fpr2\u002Fmvvm-viewmodel-implementation","04.java\u002Fpr2\u002F28.mvvm-viewmodel-implementation",{"title":2842,"path":2843,"stem":2844},"View та Controller: Зв'язування з ViewModel через FXML","\u002Fjava\u002Fpr2\u002Fmvvm-view-controller","04.java\u002Fpr2\u002F29.mvvm-view-controller",{"title":2846,"path":2847,"stem":2848},"Інтеграція MVVM з Guice: Автоматична ін'єкція залежностей","\u002Fjava\u002Fpr2\u002Fmvvm-guice-integration","04.java\u002Fpr2\u002F30.mvvm-guice-integration",{"title":2850,"path":2851,"stem":2852},"Валідація та обробка помилок у MVVM","\u002Fjava\u002Fpr2\u002Fmvvm-validation-error-handling","04.java\u002Fpr2\u002F31.mvvm-validation-error-handling",{"title":2854,"path":2855,"stem":2856},"Навігація та управління екранами у JavaFX MVVM","\u002Fjava\u002Fpr2\u002Fmvvm-navigation-screen-management","04.java\u002Fpr2\u002F32.mvvm-navigation-screen-management",{"title":2858,"path":2859,"stem":2860},"Тестування JavaFX MVVM-додатків","\u002Fjava\u002Fpr2\u002Fmvvm-testing","04.java\u002Fpr2\u002F33.mvvm-testing",{"title":2862,"path":2863,"stem":2864},"Стилізація та теми у JavaFX: CSS та User Experience","\u002Fjava\u002Fpr2\u002Fjavafx-styling-themes","04.java\u002Fpr2\u002F34.javafx-styling-themes",{"title":2866,"path":2867,"stem":2868},"AtlantaFX: Сучасні теми для JavaFX додатків","\u002Fjava\u002Fpr2\u002Fatlantafx-modern-themes","04.java\u002Fpr2\u002F35.atlantafx-modern-themes",{"title":2870,"path":2871,"stem":2872},"Пакування та розповсюдження JavaFX-додатків","\u002Fjava\u002Fpr2\u002Fjar-packaging-distribution","04.java\u002Fpr2\u002F36.jar-packaging-distribution",{"title":2874,"icon":2875,"path":2876,"stem":2877,"children":2878,"page":59},"Python","i-devicon-python","\u002Fpython","05.python",[2879,2921,2980],{"title":2880,"icon":2881,"path":2882,"stem":2883,"children":2884,"page":59},"Python Core","i-lucide-code","\u002Fpython\u002Fcore","05.python\u002F01.core",[2885,2889,2893,2897,2901,2905,2909,2913,2917],{"title":2886,"path":2887,"stem":2888},"Як комп'ютер виконує програму","\u002Fpython\u002Fcore\u002Fhow-computers-run-programs","05.python\u002F01.core\u002F00.how-computers-run-programs",{"title":2890,"path":2891,"stem":2892},"Перша програма і функція print","\u002Fpython\u002Fcore\u002Ffirst-program-print","05.python\u002F01.core\u002F01.first-program-print",{"title":2894,"path":2895,"stem":2896},"Об'єкти, значення і типи","\u002Fpython\u002Fcore\u002Fobjects-values-types","05.python\u002F01.core\u002F02.objects-values-types",{"title":2898,"path":2899,"stem":2900},"Змінні — імена, посилання, ідентичність","\u002Fpython\u002Fcore\u002Fvariables-names-references","05.python\u002F01.core\u002F03.variables-names-references",{"title":2902,"path":2903,"stem":2904},"Вирази, оператори, введення і перетворення типів","\u002Fpython\u002Fcore\u002Fexpressions-input-types","05.python\u002F01.core\u002F04.expressions-input-types",{"title":2906,"path":2907,"stem":2908},"Логіка та розгалуження","\u002Fpython\u002Fcore\u002Flogic-branching","05.python\u002F01.core\u002F05.logic-branching",{"title":2910,"path":2911,"stem":2912},"Цикли та ітерація","\u002Fpython\u002Fcore\u002Floops-iteration","05.python\u002F01.core\u002F06.loops-iteration",{"title":2914,"path":2915,"stem":2916},"Налагодження (debugging)","\u002Fpython\u002Fcore\u002Fdebugging","05.python\u002F01.core\u002F07.debugging",{"title":2918,"path":2919,"stem":2920},"Рядки і текст","\u002Fpython\u002Fcore\u002Fstrings-text","05.python\u002F01.core\u002F08.strings-text",{"title":2532,"path":2922,"stem":2923,"children":2924,"page":59},"\u002Fpython\u002Fadvanced","05.python\u002F02.advanced",[2925,2929,2932,2936,2940,2944,2948,2952,2956,2960,2964,2968,2972,2976],{"title":2926,"path":2927,"stem":2928},"Модулі, Пакети та Віртуальні Середовища","\u002Fpython\u002Fadvanced\u002Fmodules-packages-venv","05.python\u002F02.advanced\u002F00.modules-packages-venv",{"title":71,"path":2930,"stem":2931},"\u002Fpython\u002Fadvanced\u002Fclasses-objects","05.python\u002F02.advanced\u002F01.classes-objects",{"title":2933,"path":2934,"stem":2935},"Інкапсуляція, Керування Доступом та Властивості","\u002Fpython\u002Fadvanced\u002Fencapsulation","05.python\u002F02.advanced\u002F02.encapsulation",{"title":2937,"path":2938,"stem":2939},"Наслідування, MRO та суперсила super()","\u002Fpython\u002Fadvanced\u002Finheritance-mro","05.python\u002F02.advanced\u002F03.inheritance-mro",{"title":2941,"path":2942,"stem":2943},"Абстракція — ABC проти Статичних Протоколів (PEP 544)","\u002Fpython\u002Fadvanced\u002Fabstraction-protocols","05.python\u002F02.advanced\u002F04.abstraction-protocols",{"title":2945,"path":2946,"stem":2947},"Магічні методи (Dunder) та Емуляція протоколів","\u002Fpython\u002Fadvanced\u002Fdunder-methods","05.python\u002F02.advanced\u002F05.dunder-methods",{"title":2949,"path":2950,"stem":2951},"Декоратори та Керування життєвим циклом методів","\u002Fpython\u002Fadvanced\u002Fdecorators-static-class","05.python\u002F02.advanced\u002F06.decorators-static-class",{"title":2953,"path":2954,"stem":2955},"Дескриптори — Магія доступу до атрибутів","\u002Fpython\u002Fadvanced\u002Fdescriptors","05.python\u002F02.advanced\u002F07.descriptors",{"title":2957,"path":2958,"stem":2959},"Метакласи — Динамічне створення класів під капотом CPython","\u002Fpython\u002Fadvanced\u002Fmetaclasses","05.python\u002F02.advanced\u002F08.metaclasses",{"title":2961,"path":2962,"stem":2963},"Dataclasses, NamedTuple та сучасні контейнери Python","\u002Fpython\u002Fadvanced\u002Fmodern-containers","05.python\u002F02.advanced\u002F09.modern-containers",{"title":2965,"path":2966,"stem":2967},"GIL та модель конкурентності CPython — фундамент перед потоками і процесами","\u002Fpython\u002Fadvanced\u002Fgil-concurrency-intro","05.python\u002F02.advanced\u002F11.gil-concurrency-intro",{"title":2969,"path":2970,"stem":2971},"Threading — конкурентність для I\u002FO-bound задач","\u002Fpython\u002Fadvanced\u002Fthreading","05.python\u002F02.advanced\u002F12.threading",{"title":2973,"path":2974,"stem":2975},"Multiprocessing — справжній паралелізм для CPU-bound задач","\u002Fpython\u002Fadvanced\u002Fmultiprocessing","05.python\u002F02.advanced\u002F13.multiprocessing",{"title":2977,"path":2978,"stem":2979},"asyncio — кооперативна конкурентність та event loop","\u002Fpython\u002Fadvanced\u002Fasyncio","05.python\u002F02.advanced\u002F14.asyncio",{"title":2981,"icon":92,"path":2982,"stem":2983,"children":2984,"page":59},"FastAPI","\u002Fpython\u002Ffastapi","05.python\u002F03.fastapi",[2985,2989,2993,2997,3001,3005,3009,3013,3017,3021,3025,3029,3033,3037],{"title":2986,"path":2987,"stem":2988},"Глибокий Typing та Pydantic v2 — від анотацій до валідації","\u002Fpython\u002Ffastapi\u002Ftyping-pydantic","05.python\u002F03.fastapi\u002F15.typing-pydantic",{"title":2990,"path":2991,"stem":2992},"WSGI, ASGI та Python Web-екосистема","\u002Fpython\u002Ffastapi\u002Fwsgi-asgi-ecosystem","05.python\u002F03.fastapi\u002F16.wsgi-asgi-ecosystem",{"title":2994,"path":2995,"stem":2996},"FastAPI: Перший додаток, Uvicorn та OpenAPI","\u002Fpython\u002Ffastapi\u002Ffastapi-intro","05.python\u002F03.fastapi\u002F17.fastapi-intro",{"title":2998,"path":2999,"stem":3000},"Маршрутизація, параметри запитів та APIRouter","\u002Fpython\u002Ffastapi\u002Ffastapi-routing-params","05.python\u002F03.fastapi\u002F18.fastapi-routing-params",{"title":3002,"path":3003,"stem":3004},"Pydantic v2 у FastAPI — схеми, валідація та серіалізація","\u002Fpython\u002Ffastapi\u002Ffastapi-pydantic-schemas","05.python\u002F03.fastapi\u002F19.fastapi-pydantic-schemas",{"title":3006,"path":3007,"stem":3008},"Dependency Injection — серце архітектури FastAPI","\u002Fpython\u002Ffastapi\u002Ffastapi-dependency-injection","05.python\u002F03.fastapi\u002F20.fastapi-dependency-injection",{"title":3010,"path":3011,"stem":3012},"Обробка помилок, Middleware та CORS у FastAPI","\u002Fpython\u002Ffastapi\u002Ffastapi-errors-middleware","05.python\u002F03.fastapi\u002F21.fastapi-errors-middleware",{"title":3014,"path":3015,"stem":3016},"SQLAlchemy 2.0 — ORM, Core та Async Engine","\u002Fpython\u002Ffastapi\u002Fsqlalchemy-orm","05.python\u002F03.fastapi\u002F22.sqlalchemy-orm",{"title":3018,"path":3019,"stem":3020},"Alembic — міграції бази даних","\u002Fpython\u002Ffastapi\u002Falembic-migrations","05.python\u002F03.fastapi\u002F23.alembic-migrations",{"title":3022,"path":3023,"stem":3024},"Repository Pattern та Clean Architecture у FastAPI","\u002Fpython\u002Ffastapi\u002Ffastapi-repository-clean-arch","05.python\u002F03.fastapi\u002F24.fastapi-repository-clean-arch",{"title":3026,"path":3027,"stem":3028},"Автентифікація та авторизація — JWT, OAuth2, RBAC","\u002Fpython\u002Ffastapi\u002Ffastapi-auth-security","05.python\u002F03.fastapi\u002F25.fastapi-auth-security",{"title":3030,"path":3031,"stem":3032},"Тестування FastAPI — pytest, httpx, fixtures","\u002Fpython\u002Ffastapi\u002Ffastapi-testing","05.python\u002F03.fastapi\u002F26.fastapi-testing",{"title":3034,"path":3035,"stem":3036},"Async на повну — Background Tasks, WebSockets, SSE та Celery","\u002Fpython\u002Ffastapi\u002Ffastapi-async-advanced","05.python\u002F03.fastapi\u002F27.fastapi-async-advanced",{"title":3038,"path":3039,"stem":3040},"Deployment — Docker, CI\u002FCD, Monitoring","\u002Fpython\u002Ffastapi\u002Ffastapi-deployment","05.python\u002F03.fastapi\u002F28.fastapi-deployment",{"title":3042,"icon":3043,"path":3044,"stem":3045,"children":3046,"page":59},"Бази даних","i-lucide-database","\u002Fdatabases","06.databases",[3047,3077,3100,3137,3166,3184,3218,3230,3239],{"title":3048,"icon":3049,"path":3050,"stem":3051,"children":3052,"page":59},"Intro","i-lucide-play","\u002Fdatabases\u002Fintro","06.databases\u002F01.intro",[3053,3057,3061,3065,3069,3073],{"title":3054,"path":3055,"stem":3056},"Введення в теорію баз даних","\u002Fdatabases\u002Fintro\u002Fintroduction-to-databases","06.databases\u002F01.intro\u002F01.introduction-to-databases",{"title":3058,"path":3059,"stem":3060},"Реляційна модель даних","\u002Fdatabases\u002Fintro\u002Frelational-model-theory","06.databases\u002F01.intro\u002F02.relational-model-theory",{"title":3062,"path":3063,"stem":3064},"ER-моделювання","\u002Fdatabases\u002Fintro\u002Fer-modeling","06.databases\u002F01.intro\u002F03.er-modeling",{"title":3066,"path":3067,"stem":3068},"Логічне проектування БД","\u002Fdatabases\u002Fintro\u002Flogical-schema","06.databases\u002F01.intro\u002F04.logical-schema",{"title":3070,"path":3071,"stem":3072},"Класифікація таблиць","\u002Fdatabases\u002Fintro\u002Ftable-classification","06.databases\u002F01.intro\u002F05.table-classification",{"title":3074,"path":3075,"stem":3076},"PlantUML для баз даних","\u002Fdatabases\u002Fintro\u002Fplantuml-diagrams","06.databases\u002F01.intro\u002F06.plantuml-diagrams",{"title":3078,"icon":3043,"path":3079,"stem":3080,"children":3081,"page":59},"MS SQL Server Start","\u002Fdatabases\u002Fms-sql-server-start","06.databases\u002F02.ms-sql-server-start",[3082,3086,3092,3096],{"title":3083,"path":3084,"stem":3085},"Типи даних у MS SQL Server","\u002Fdatabases\u002Fms-sql-server-start\u002Fdata-types","06.databases\u002F02.ms-sql-server-start\u002F01.data-types",{"title":3087,"path":3088,"stem":3089,"children":3090},"Індекси у MS SQL Server","\u002Fdatabases\u002Fms-sql-server-start\u002Fsql-indexes","06.databases\u002F02.ms-sql-server-start\u002F02.sql-indexes",[3091],{"title":3087,"path":3088,"stem":3089},{"title":3093,"path":3094,"stem":3095},"Системні бази даних MS SQL Server","\u002Fdatabases\u002Fms-sql-server-start\u002Fsystem-databases","06.databases\u002F02.ms-sql-server-start\u002F03.system-databases",{"title":3097,"path":3098,"stem":3099},"Огляд мови SQL та запитів","\u002Fdatabases\u002Fms-sql-server-start\u002Fsql-queries-overview","06.databases\u002F02.ms-sql-server-start\u002F04.sql-queries-overview",{"title":3101,"icon":3043,"path":3102,"stem":3103,"children":3104,"page":59},"SQL","\u002Fdatabases\u002Fsql","06.databases\u002F03.sql",[3105,3109,3113,3117,3121,3125,3129,3133],{"title":3106,"path":3107,"stem":3108},"Налаштування демонстраційної бази даних","\u002Fdatabases\u002Fsql\u002Fsample-database-setup","06.databases\u002F03.sql\u002F00.sample-database-setup",{"title":3110,"path":3111,"stem":3112},"DDL - Створення таблиць (CREATE TABLE)","\u002Fdatabases\u002Fsql\u002Fddl-create-table","06.databases\u002F03.sql\u002F01.ddl-create-table",{"title":3114,"path":3115,"stem":3116},"DDL - Зміна та видалення таблиць (ALTER, DROP)","\u002Fdatabases\u002Fsql\u002Fddl-alter-drop-table","06.databases\u002F03.sql\u002F02.ddl-alter-drop-table",{"title":3118,"path":3119,"stem":3120},"SELECT запити - Основи","\u002Fdatabases\u002Fsql\u002Fselect-queries-fundamentals","06.databases\u002F03.sql\u002F03.select-queries-fundamentals",{"title":3122,"path":3123,"stem":3124},"SELECT запити - Розширені можливості","\u002Fdatabases\u002Fsql\u002Fselect-queries-advanced","06.databases\u002F03.sql\u002F04.select-queries-advanced",{"title":3126,"path":3127,"stem":3128},"INSERT запити - Додавання даних","\u002Fdatabases\u002Fsql\u002Finsert-queries","06.databases\u002F03.sql\u002F05.insert-queries",{"title":3130,"path":3131,"stem":3132},"UPDATE та DELETE запити","\u002Fdatabases\u002Fsql\u002Fupdate-delete-queries","06.databases\u002F03.sql\u002F06.update-delete-queries",{"title":3134,"path":3135,"stem":3136},"Транзакції в SQL","\u002Fdatabases\u002Fsql\u002Ftransactions","06.databases\u002F03.sql\u002F07.transactions",{"title":3138,"icon":3043,"path":3139,"stem":3140,"children":3141,"page":59},"Multi Table Databases","\u002Fdatabases\u002Fmulti-table-databases","06.databases\u002F04.multi-table-databases",[3142,3146,3150,3154,3158,3162],{"title":3143,"path":3144,"stem":3145},"Зв'язки та нормалізація БД","\u002Fdatabases\u002Fmulti-table-databases\u002Frelationships-and-normalization","06.databases\u002F04.multi-table-databases\u002F00.relationships-and-normalization",{"title":3147,"path":3148,"stem":3149},"INNER JOIN - З'єднання таблиць","\u002Fdatabases\u002Fmulti-table-databases\u002Finner-join","06.databases\u002F04.multi-table-databases\u002F01.inner-join",{"title":3151,"path":3152,"stem":3153},"OUTER JOINs - LEFT, RIGHT, FULL","\u002Fdatabases\u002Fmulti-table-databases\u002Fouter-joins","06.databases\u002F04.multi-table-databases\u002F02.outer-joins",{"title":3155,"path":3156,"stem":3157},"CROSS та SELF JOINs","\u002Fdatabases\u002Fmulti-table-databases\u002Fcross-self-joins","06.databases\u002F04.multi-table-databases\u002F03.cross-self-joins",{"title":3159,"path":3160,"stem":3161},"Підзапити (Subqueries)","\u002Fdatabases\u002Fmulti-table-databases\u002Fsubqueries","06.databases\u002F04.multi-table-databases\u002F04.subqueries",{"title":3163,"path":3164,"stem":3165},"Агрегації з JOIN","\u002Fdatabases\u002Fmulti-table-databases\u002Faggregations-with-joins","06.databases\u002F04.multi-table-databases\u002F05.aggregations-with-joins",{"title":3167,"icon":3168,"path":3169,"stem":3170,"children":3171,"page":59},"Aggregate Functions","i-lucide-calculator","\u002Fdatabases\u002Faggregate-functions","06.databases\u002F05.aggregate-functions",[3172,3176,3180],{"title":3173,"path":3174,"stem":3175},"Функції агрегування в MS SQL Server","\u002Fdatabases\u002Faggregate-functions\u002Fintroduction-aggregate-functions","06.databases\u002F05.aggregate-functions\u002F01.introduction-aggregate-functions",{"title":3177,"path":3178,"stem":3179},"Групування даних в MS SQL Server","\u002Fdatabases\u002Faggregate-functions\u002Fgrouping-data","06.databases\u002F05.aggregate-functions\u002F02.grouping-data",{"title":3181,"path":3182,"stem":3183},"Підзапити з агрегатними функціями","\u002Fdatabases\u002Faggregate-functions\u002Fsubqueries-aggregates","06.databases\u002F05.aggregate-functions\u002F03.subqueries-aggregates",{"title":3185,"icon":3186,"path":3187,"stem":3188,"children":3189,"page":59},"Тригери та зберігаємі процедури","i-lucide-database-zap","\u002Fdatabases\u002Ftriggers-stored-procedures","06.databases\u002F07.triggers-stored-procedures",[3190,3194,3198,3202,3206,3210,3214],{"title":3191,"path":3192,"stem":3193},"DML-тригери","\u002Fdatabases\u002Ftriggers-stored-procedures\u002Fdml-triggers","06.databases\u002F07.triggers-stored-procedures\u002F01.dml-triggers",{"title":3195,"path":3196,"stem":3197},"DDL-тригери","\u002Fdatabases\u002Ftriggers-stored-procedures\u002Fddl-triggers","06.databases\u002F07.triggers-stored-procedures\u002F02.ddl-triggers",{"title":3199,"path":3200,"stem":3201},"Transact-SQL розширення","\u002Fdatabases\u002Ftriggers-stored-procedures\u002Ftransact-sql-extensions","06.databases\u002F07.triggers-stored-procedures\u002F03.transact-sql-extensions",{"title":3203,"path":3204,"stem":3205},"Транзакції","\u002Fdatabases\u002Ftriggers-stored-procedures\u002Ftransactions","06.databases\u002F07.triggers-stored-procedures\u002F04.transactions",{"title":3207,"path":3208,"stem":3209},"Зберігаємі процедури","\u002Fdatabases\u002Ftriggers-stored-procedures\u002Fstored-procedures","06.databases\u002F07.triggers-stored-procedures\u002F05.stored-procedures",{"title":3211,"path":3212,"stem":3213},"Користувацькі функції","\u002Fdatabases\u002Ftriggers-stored-procedures\u002Fuser-defined-functions","06.databases\u002F07.triggers-stored-procedures\u002F06.user-defined-functions",{"title":3215,"path":3216,"stem":3217},"Безпека баз даних","\u002Fdatabases\u002Ftriggers-stored-procedures\u002Fsecurity","06.databases\u002F07.triggers-stored-procedures\u002F08.security",{"title":3215,"icon":793,"path":3219,"stem":3220,"children":3221,"page":59},"\u002Fdatabases\u002Fsecurity","06.databases\u002F08.security",[3222,3226],{"title":3223,"path":3224,"stem":3225},"Вступ до безпеки баз даних","\u002Fdatabases\u002Fsecurity\u002Fintroduction","06.databases\u002F08.security\u002F01.introduction",{"title":3227,"path":3228,"stem":3229},"Системні представлення та метадані","\u002Fdatabases\u002Fsecurity\u002Fsystem-views","06.databases\u002F08.security\u002F02.system-views",{"title":3231,"icon":3232,"path":3233,"stem":3234,"children":3235,"page":59},"Резервне копіювання та відновлення","i-lucide-database-backup","\u002Fdatabases\u002Fbackup-recovery","06.databases\u002F09.backup-recovery",[3236],{"title":3231,"path":3237,"stem":3238},"\u002Fdatabases\u002Fbackup-recovery\u002Fbackup-restore","06.databases\u002F09.backup-recovery\u002F01.backup-restore",{"title":3240,"icon":3241,"path":3242,"stem":3243,"children":3244,"page":59},"Повнотекстовий пошук","i-lucide-search","\u002Fdatabases\u002Ffull-text-search","06.databases\u002F10.full-text-search",[3245],{"title":3240,"path":3246,"stem":3247},"\u002Fdatabases\u002Ffull-text-search\u002Ffull-text-search","06.databases\u002F10.full-text-search\u002F01.full-text-search",{"title":3249,"icon":3250,"path":3251,"stem":3252,"children":3253,"page":59},"Tools","i-lucide-wrench","\u002Ftools","07.tools",[3254,3330],{"title":3255,"icon":3256,"path":3257,"stem":3258,"children":3259},"Docker","i-simple-icons-docker","\u002Ftools\u002Fdocker","07.tools\u002F01.docker\u002Findex",[3260,3262,3266,3270,3274,3278,3282,3286,3290,3294,3298,3302,3306,3310,3314,3318,3322,3326],{"title":3261,"path":3257,"stem":3258},"Docker: від нуля до production",{"title":3263,"path":3264,"stem":3265},"Контейнеризація — від проблеми до рішення","\u002Ftools\u002Fdocker\u002Fcontainerization-concept","07.tools\u002F01.docker\u002F01.containerization-concept",{"title":3267,"path":3268,"stem":3269},"Docker — що це і навіщо?","\u002Ftools\u002Fdocker\u002Fdocker-what-and-why","07.tools\u002F01.docker\u002F02.docker-what-and-why",{"title":3271,"path":3272,"stem":3273},"Архітектура Docker Engine","\u002Ftools\u002Fdocker\u002Fdocker-architecture","07.tools\u002F01.docker\u002F03.docker-architecture",{"title":3275,"path":3276,"stem":3277},"Встановлення Docker","\u002Ftools\u002Fdocker\u002Finstallation","07.tools\u002F01.docker\u002F04.installation",{"title":3279,"path":3280,"stem":3281},"Перший контейнер — docker run","\u002Ftools\u002Fdocker\u002Ffirst-container","07.tools\u002F01.docker\u002F05.first-container",{"title":3283,"path":3284,"stem":3285},"Життєвий цикл контейнера","\u002Ftools\u002Fdocker\u002Fcontainer-lifecycle","07.tools\u002F01.docker\u002F06.container-lifecycle",{"title":3287,"path":3288,"stem":3289},"Docker Images — фундаментальні концепції","\u002Ftools\u002Fdocker\u002Fdocker-images-fundamentals","07.tools\u002F01.docker\u002F07.docker-images-fundamentals",{"title":3291,"path":3292,"stem":3293},"Dockerfile — основи","\u002Ftools\u002Fdocker\u002Fdockerfile-basics","07.tools\u002F01.docker\u002F08.dockerfile-basics",{"title":3295,"path":3296,"stem":3297},"Dockerfile — просунуті техніки","\u002Ftools\u002Fdocker\u002Fdockerfile-advanced","07.tools\u002F01.docker\u002F09.dockerfile-advanced",{"title":3299,"path":3300,"stem":3301},"Build Context та кешування шарів","\u002Ftools\u002Fdocker\u002Fbuild-context-and-cache","07.tools\u002F01.docker\u002F10.build-context-and-cache",{"title":3303,"path":3304,"stem":3305},"Реєстри Docker-образів","\u002Ftools\u002Fdocker\u002Fimage-registries","07.tools\u002F01.docker\u002F11.image-registries",{"title":3307,"path":3308,"stem":3309},"Контейнеризація .NET додатків","\u002Ftools\u002Fdocker\u002Fdotnet-containerization","07.tools\u002F01.docker\u002F12.dotnet-containerization",{"title":3311,"path":3312,"stem":3313},"Томи та збереження даних","\u002Ftools\u002Fdocker\u002Fvolumes-and-data","07.tools\u002F01.docker\u002F13.volumes-and-data",{"title":3315,"path":3316,"stem":3317},"Основи мережі в Docker","\u002Ftools\u002Fdocker\u002Fnetworking-basics","07.tools\u002F01.docker\u002F14.networking-basics",{"title":3319,"path":3320,"stem":3321},"Змінні оточення та конфігурація","\u002Ftools\u002Fdocker\u002Fenvironment-and-configuration","07.tools\u002F01.docker\u002F15.environment-and-configuration",{"title":3323,"path":3324,"stem":3325},"Docker Compose — оркестрація контейнерів","\u002Ftools\u002Fdocker\u002Fdocker-compose-basics","07.tools\u002F01.docker\u002F16.docker-compose-basics",{"title":3327,"path":3328,"stem":3329},"Docker Compose — Multi-Service застосунки","\u002Ftools\u002Fdocker\u002Fcompose-multi-service","07.tools\u002F01.docker\u002F17.compose-multi-service",{"title":3331,"icon":3332,"path":3333,"stem":3334,"children":3335},"Kubernetes","simple-icons:kubernetes","\u002Ftools\u002Fkubernetes","07.tools\u002F02.kubernetes\u002Findex",[3336,3338,3342,3346,3350,3354,3358,3362,3366],{"title":3337,"path":3333,"stem":3334},"Kubernetes: від розробки до production",{"title":3339,"path":3340,"stem":3341},"Kubernetes — коли Docker Compose більше не вистачає","\u002Ftools\u002Fkubernetes\u002Fwhy-kubernetes","07.tools\u002F02.kubernetes\u002F01.why-kubernetes",{"title":3343,"path":3344,"stem":3345},"Архітектура Kubernetes — анатомія кластера","\u002Ftools\u002Fkubernetes\u002Fkubernetes-architecture","07.tools\u002F02.kubernetes\u002F02.kubernetes-architecture",{"title":3347,"path":3348,"stem":3349},"Локальне середовище — minikube, kind та k3s","\u002Ftools\u002Fkubernetes\u002Flocal-environment","07.tools\u002F02.kubernetes\u002F03.local-environment",{"title":3351,"path":3352,"stem":3353},"Pod — атомарна одиниця Kubernetes","\u002Ftools\u002Fkubernetes\u002Fpods-and-containers","07.tools\u002F02.kubernetes\u002F04.pods-and-containers",{"title":3355,"path":3356,"stem":3357},"Патерни використання Pod","\u002Ftools\u002Fkubernetes\u002Fpod-patterns","07.tools\u002F02.kubernetes\u002F05.pod-patterns",{"title":3359,"path":3360,"stem":3361},"Deployment — декларативне управління Pod","\u002Ftools\u002Fkubernetes\u002Fdeployment-basics","07.tools\u002F02.kubernetes\u002F06.deployment-basics",{"title":3363,"path":3364,"stem":3365},"Rolling Updates та управління життєвим циклом Deployment","\u002Ftools\u002Fkubernetes\u002Fdeployment-rolling-updates","07.tools\u002F02.kubernetes\u002F07.deployment-rolling-updates",{"title":3367,"path":3368,"stem":3369},"Service — мережева абстракція для Pod","\u002Ftools\u002Fkubernetes\u002Fservices-networking","07.tools\u002F02.kubernetes\u002F08.services-networking",{"title":3371,"icon":3372,"path":3373,"stem":3374,"children":3375,"page":59},"Software Engineering","i-lucide-code-2","\u002Fsoftware-engineering","09.software-engineering",[3376,3380,3384,3388,3392,3396,3400,3404,3408,3412,3416],{"title":3377,"path":3378,"stem":3379},"1. Аналіз предметної області. Експертні знання та складність","\u002Fsoftware-engineering\u002Fintro-subdomains","09.software-engineering\u002F01.intro-subdomains",{"title":3381,"path":3382,"stem":3383},"2. Обмежені контексти. Інтеграція обмежених контекстів","\u002Fsoftware-engineering\u002Fintegrating-limited-contexts","09.software-engineering\u002F02.integrating-limited-contexts",{"title":3385,"path":3386,"stem":3387},"3. Реалізація простої бізнес-логіки","\u002Fsoftware-engineering\u002Fsimple","09.software-engineering\u002F03.simple",{"title":3389,"path":3390,"stem":3391},"4. Опрацювання складної бізнес-логіки","\u002Fsoftware-engineering\u002Fcomplex-business-logic","09.software-engineering\u002F04.complex-business-logic",{"title":3393,"path":3394,"stem":3395},"5. Моделювання фактора часу. Подієво-орієнтована архітектура.","\u002Fsoftware-engineering\u002Fmodelling-the-time-factor","09.software-engineering\u002F05.modelling-the-time-factor",{"title":3397,"path":3398,"stem":3399},"6. Архітектурні патерни","\u002Fsoftware-engineering\u002Farchitectural-patterns","09.software-engineering\u002F06.architectural-patterns",{"title":3401,"path":3402,"stem":3403},"Паттерни взаємодії","\u002Fsoftware-engineering\u002Fpatterns-of-interaction","09.software-engineering\u002F07.patterns-of-interaction",{"title":3405,"path":3406,"stem":3407},"Евристика проєктування","\u002Fsoftware-engineering\u002Fdesign-heuristics","09.software-engineering\u002F08.design-heuristics",{"title":3409,"path":3410,"stem":3411},"Еволюція проєктних рішень","\u002Fsoftware-engineering\u002Fevolution-of-design-solutions","09.software-engineering\u002F09.evolution-of-design-solutions",{"title":3413,"path":3414,"stem":3415},"EventStorming","\u002Fsoftware-engineering\u002Feventstorming","09.software-engineering\u002F10.eventstorming",{"title":3417,"path":3418,"stem":3419},"DDD на практиці","\u002Fsoftware-engineering\u002Fddd-in-practice","09.software-engineering\u002F11.ddd-in-practice",{"title":3421,"icon":943,"path":3422,"stem":3423,"children":3424,"page":59},"DDD","\u002Fddd","10.ddd",[3425,3429,3433,3437,3441,3445,3449,3453,3457,3461,3465,3469,3473],{"title":3426,"path":3427,"stem":3428},"Аналіз предметної області","\u002Fddd\u002Fdomain-analysis","10.ddd\u002F01.domain-analysis",{"title":3430,"path":3431,"stem":3432},"Експертні знання про предметну область","\u002Fddd\u002Fdomain-expert-knowledge","10.ddd\u002F02.domain-expert-knowledge",{"title":3434,"path":3435,"stem":3436},"Як осмислити складність предметної області","\u002Fddd\u002Fmanaging-domain-complexity","10.ddd\u002F03.managing-domain-complexity",{"title":3438,"path":3439,"stem":3440},"Інтеграція обмежених контекстів","\u002Fddd\u002Fbounded-context-integration","10.ddd\u002F04.bounded-context-integration",{"title":3442,"path":3443,"stem":3444},"Реалізація простої бізнес-логіки","\u002Fddd\u002Fsimple-business-logic","10.ddd\u002F05.simple-business-logic",{"title":3446,"path":3447,"stem":3448},"Обробка складної бізнес-логіки","\u002Fddd\u002Fcomplex-business-logic","10.ddd\u002F06.complex-business-logic",{"title":3450,"path":3451,"stem":3452},"Моделювання фактора часу","\u002Fddd\u002Ftime-modeling","10.ddd\u002F07.time-modeling",{"title":3454,"path":3455,"stem":3456},"Глава 8. Архітектурні Патерни","\u002Fddd\u002Farchitectural-patterns","10.ddd\u002F08.architectural-patterns",{"title":3458,"path":3459,"stem":3460},"Глава 9. Патерни Взаємодії","\u002Fddd\u002Finteraction-patterns","10.ddd\u002F09.interaction-patterns",{"title":3462,"path":3463,"stem":3464},"Глава 10. Проектні Евристики","\u002Fddd\u002Fdesign-heuristics","10.ddd\u002F10.design-heuristics",{"title":3466,"path":3467,"stem":3468},"Глава 11. Еволюція Проектних Рішень","\u002Fddd\u002Fevolution-of-design-decisions","10.ddd\u002F11.evolution-of-design-decisions",{"title":3470,"path":3471,"stem":3472},"Глава 12. EventStorming","\u002Fddd\u002Fevent-storming","10.ddd\u002F12.event-storming",{"title":3474,"path":3475,"stem":3476},"Глава 13. DDD на Практиці","\u002Fddd\u002Fddd-in-practice","10.ddd\u002F13.ddd-in-practice",{"title":3478,"icon":3479,"path":3480,"stem":3481,"children":3482,"page":59},"Media Streaming","i-lucide-video","\u002Fmedia-streaming","11.media-streaming",[3483,3487,3491,3495,3499,3503,3507],{"title":3484,"path":3485,"stem":3486},"01. Магія Стрімінгу: Що відбувається, коли ви натискаєте \"Play\"","\u002Fmedia-streaming\u002Fintroduction","11.media-streaming\u002F01.introduction",{"title":3488,"path":3489,"stem":3490},"02. Анатомія Медіа: Кодеки, Контейнери та Стиснення","\u002Fmedia-streaming\u002Faudio-video-anatomy","11.media-streaming\u002F02.audio-video-anatomy",{"title":3492,"path":3493,"stem":3494},"03. The Gym: FFmpeg Deep Dive","\u002Fmedia-streaming\u002Fffmpeg-gym","11.media-streaming\u002F03.ffmpeg-gym",{"title":3496,"path":3497,"stem":3498},"04. HLS Protocol: HTTP Live Streaming у Деталях","\u002Fmedia-streaming\u002Fhls-protocol","11.media-streaming\u002F04.hls-protocol",{"title":3500,"path":3501,"stem":3502},"05. DASH Protocol: Відкритий Стандарт","\u002Fmedia-streaming\u002Fdash-protocol","11.media-streaming\u002F05.dash-protocol",{"title":3504,"path":3505,"stem":3506},"06. Масштабування: CDN та Adaptive Bitrate","\u002Fmedia-streaming\u002Fcdn-and-adaptive-bitrate","11.media-streaming\u002F06.cdn-and-adaptive-bitrate",{"title":3508,"path":3509,"stem":3510},"07. Війна із Затримкою (Latency)","\u002Fmedia-streaming\u002Frealtime-latency","11.media-streaming\u002F07.realtime-latency",{"title":3512,"icon":3513,"path":3514,"stem":3515,"children":3516,"page":59},"HTML & CSS","i-devicon-html5","\u002Fhtml-css","12.html-css",[3517,3521,3525,3529,3533,3537,3541,3545,3549,3553,3557,3561,3565,3569,3573,3577,3581,3585,3589,3593,3597,3601,3605,3609,3613,3617,3621,3625,3629,3633],{"title":3518,"path":3519,"stem":3520},"Вступ до HTML. Структура документа","\u002Fhtml-css\u002Fintro-html-structure","12.html-css\u002F01.intro-html-structure",{"title":3522,"path":3523,"stem":3524},"Форматування тексту в HTML","\u002Fhtml-css\u002Fhtml-text-formatting","12.html-css\u002F02.html-text-formatting",{"title":3526,"path":3527,"stem":3528},"Посилання та зображення в HTML","\u002Fhtml-css\u002Fhtml-links-images","12.html-css\u002F03.html-links-images",{"title":3530,"path":3531,"stem":3532},"Списки та таблиці в HTML","\u002Fhtml-css\u002Fhtml-lists-tables","12.html-css\u002F04.html-lists-tables",{"title":3534,"path":3535,"stem":3536},"Форми в HTML","\u002Fhtml-css\u002Fhtml-forms","12.html-css\u002F05.html-forms",{"title":3538,"path":3539,"stem":3540},"Семантичні елементи HTML5","\u002Fhtml-css\u002Fhtml-semantic-elements","12.html-css\u002F06.html-semantic-elements",{"title":3542,"path":3543,"stem":3544},"Мультимедіа та розширені елементи HTML","\u002Fhtml-css\u002Fhtml-multimedia-advanced","12.html-css\u002F07.html-multimedia-advanced",{"title":3546,"path":3547,"stem":3548},"Мікророзмітка та SEO в HTML","\u002Fhtml-css\u002Fhtml-microdata-seo","12.html-css\u002F08.html-microdata-seo",{"title":3550,"path":3551,"stem":3552},"Вступ до CSS. Селектори та специфічність","\u002Fhtml-css\u002Fcss-intro-selectors","12.html-css\u002F09.css-intro-selectors",{"title":3554,"path":3555,"stem":3556},"Блокова модель CSS. Відступи. Box Sizing","\u002Fhtml-css\u002Fcss-box-model","12.html-css\u002F10.css-box-model",{"title":3558,"path":3559,"stem":3560},"Розміри у CSS: повний довідник одиниць і ключових слів","\u002Fhtml-css\u002F10a.css-sizing","12.html-css\u002F10a.css-sizing",{"title":3562,"path":3563,"stem":3564},"Типографіка в CSS. Шрифти та текст","\u002Fhtml-css\u002Fcss-typography","12.html-css\u002F11.css-typography",{"title":3566,"path":3567,"stem":3568},"Кольори та фони в CSS","\u002Fhtml-css\u002Fcss-colors-backgrounds","12.html-css\u002F12.css-colors-backgrounds",{"title":3570,"path":3571,"stem":3572},"Тіні та фільтри в CSS","\u002Fhtml-css\u002F12b.css-shadows-filters","12.html-css\u002F12b.css-shadows-filters",{"title":3574,"path":3575,"stem":3576},"CSS Flexbox: Фундамент гнучких макетів","\u002Fhtml-css\u002Fcss-flexbox-fundamentals","12.html-css\u002F13.css-flexbox-fundamentals",{"title":3578,"path":3579,"stem":3580},"CSS Flexbox: Вирівнювання та Позиціонування","\u002Fhtml-css\u002Fcss-flexbox-alignment-sizing-and-patterns","12.html-css\u002F14.css-flexbox-alignment-sizing-and-patterns",{"title":3582,"path":3583,"stem":3584},"CSS Grid. Двовимірний макет. Частина 1","\u002Fhtml-css\u002Fcss-layout-grid","12.html-css\u002F15.css-layout-grid",{"title":3586,"path":3587,"stem":3588},"CSS Grid. Двовимірний макет. Частина 2","\u002Fhtml-css\u002Fcss-layout-grid-advanced","12.html-css\u002F16.css-layout-grid-advanced",{"title":3590,"path":3591,"stem":3592},"Позиціонування в CSS. Z-index. Stacking Context","\u002Fhtml-css\u002Fcss-positioning","12.html-css\u002F17.css-positioning",{"title":3594,"path":3595,"stem":3596},"CSS Анімації та Переходи","\u002Fhtml-css\u002Fcss-animations-transitions","12.html-css\u002F18.css-animations-transitions",{"title":3598,"path":3599,"stem":3600},"Адаптивний дизайн. Media Queries. Частина 1","\u002Fhtml-css\u002Fcss-responsive-media-queries","12.html-css\u002F19.css-responsive-media-queries",{"title":3602,"path":3603,"stem":3604},"Адаптивний дизайн. Частина 2: clamp(), Container Queries, @layer","\u002Fhtml-css\u002Fcss-responsive-advanced","12.html-css\u002F20.css-responsive-advanced",{"title":3606,"path":3607,"stem":3608},"CSS Custom Properties. Методології. Сучасний CSS","\u002Fhtml-css\u002Fcss-variables-methodologies","12.html-css\u002F21.css-variables-methodologies",{"title":3610,"path":3611,"stem":3612},"Сучасний CSS 2023–2025: Нові можливості","\u002Fhtml-css\u002Fcss-modern-features","12.html-css\u002F22.css-modern-features",{"title":3614,"path":3615,"stem":3616},"CSS Nesting, @layer, @scope та @property: нативний препроцесор","\u002Fhtml-css\u002F22a.css-nesting-modern-syntax","12.html-css\u002F22a.css-nesting-modern-syntax",{"title":3618,"path":3619,"stem":3620},"CSS для форм та інтерактивних станів","\u002Fhtml-css\u002Fcss-forms-interactive-states","12.html-css\u002F23.css-forms-interactive-states",{"title":3622,"path":3623,"stem":3624},"Доступність у CSS (CSS Accessibility)","\u002Fhtml-css\u002Fcss-accessibility","12.html-css\u002F24.css-accessibility",{"title":3626,"path":3627,"stem":3628},"CSS-функції та сучасні sizing primitives","\u002Fhtml-css\u002Fcss-functions-sizing","12.html-css\u002F25.css-functions-sizing",{"title":3630,"path":3631,"stem":3632},"Rendering Pipeline і CSS Performance","\u002Fhtml-css\u002Fcss-rendering-performance","12.html-css\u002F26.css-rendering-performance",{"title":3634,"path":3635,"stem":3636},"CSS Best Practices: типові ситуації та правильні рішення","\u002Fhtml-css\u002Fcss-best-practices","12.html-css\u002F27.css-best-practices",{"title":3638,"path":3639,"stem":3640,"children":3641,"page":59},"AWS","\u002Faws","13.aws",[3642,3646,3650,3654,3658,3662,3666,3670,3674,3678,3682,3686,3690,3694,3698,3702,3706,3710],{"title":3643,"path":3644,"stem":3645},"Реєстрація AWS акаунту та студентські програми","\u002Faws\u002Faccount-registration","13.aws\u002F00.account-registration",{"title":3647,"path":3648,"stem":3649},"Вступ до хмарних обчислень та AWS","\u002Faws\u002Fintroduction-to-cloud","13.aws\u002F01.introduction-to-cloud",{"title":3651,"path":3652,"stem":3653},"AWS IAM — Identity and Access Management","\u002Faws\u002Fiam","13.aws\u002F02.iam",{"title":3655,"path":3656,"stem":3657},"AWS IAM CLI — Довідник команд","\u002Faws\u002F02a.iam-doc","13.aws\u002F02a.iam-doc",{"title":3659,"path":3660,"stem":3661},"Docker та контейнеризація в AWS — ECR, ECS та Fargate","\u002Faws\u002Fdocker-ecs","13.aws\u002F03.docker-ecs",{"title":3663,"path":3664,"stem":3665},"AWS ECR \u002F ECS CLI — Довідник команд","\u002Faws\u002F03a.docker-ecs-doc","13.aws\u002F03a.docker-ecs-doc",{"title":3667,"path":3668,"stem":3669},"Amazon EC2 — Elastic Compute Cloud","\u002Faws\u002Fec2","13.aws\u002F04.ec2",{"title":3671,"path":3672,"stem":3673},"AWS EC2 CLI — Довідник команд","\u002Faws\u002F04a.ec2-doc","13.aws\u002F04a.ec2-doc",{"title":3675,"path":3676,"stem":3677},"Elastic Load Balancing та Auto Scaling","\u002Faws\u002Falb-asg","13.aws\u002F05.alb-asg",{"title":3679,"path":3680,"stem":3681},"Amazon S3 — Simple Storage Service","\u002Faws\u002Fs3","13.aws\u002F06.s3",{"title":3683,"path":3684,"stem":3685},"Amazon CloudFront — Content Delivery Network","\u002Faws\u002Fcloudfront","13.aws\u002F07.cloudfront",{"title":3687,"path":3688,"stem":3689},"Amazon RDS — Relational Database Service","\u002Faws\u002Frds","13.aws\u002F08.rds",{"title":3691,"path":3692,"stem":3693},"Amazon DynamoDB — NoSQL Database","\u002Faws\u002Fdynamodb","13.aws\u002F09.dynamodb",{"title":3695,"path":3696,"stem":3697},"AWS Lambda та Serverless Compute","\u002Faws\u002Flambda","13.aws\u002F10.lambda",{"title":3699,"path":3700,"stem":3701},"Amazon Bedrock - Foundation Models, RAG та Agents","\u002Faws\u002Fbedrock","13.aws\u002F22.bedrock",{"title":3703,"path":3704,"stem":3705},"Amazon Rekognition - Комп'ютерний зір","\u002Faws\u002Frekognition","13.aws\u002F23.rekognition",{"title":3707,"path":3708,"stem":3709},"Amazon Textract - Інтелектуальний аналіз документів","\u002Faws\u002Ftextract","13.aws\u002F24.textract",{"title":3711,"path":3712,"stem":3713},"Amazon Polly, Transcribe, Comprehend та Translate","\u002Faws\u002Faudio-nlp-services","13.aws\u002F25.audio-nlp-services",{"title":3715,"path":3716,"stem":3717,"children":3718,"page":59},"Ai Development","\u002Fai-development","14.ai-development",[3719],{"title":3720,"path":3721,"stem":3722,"children":3723,"page":59},"Foundations","\u002Fai-development\u002Ffoundations","14.ai-development\u002F00.foundations",[3724],{"title":3725,"path":3726,"stem":3727},"Модуль 0.1. Що таке Large Language Model (LLM)","\u002Fai-development\u002Ffoundations\u002Fwhat-is-llm","14.ai-development\u002F00.foundations\u002F01.what-is-llm",{"title":3729,"path":3730,"stem":3731,"children":3732,"page":59},"React Native","\u002Freact-native","15.react-native",[3733,3754],{"title":3734,"path":3735,"stem":3736,"children":3737,"page":59},"Version1","\u002Freact-native\u002Fversion1","15.react-native\u002Fversion1",[3738,3742,3746,3750],{"title":3739,"path":3740,"stem":3741},"Що таке React Native","\u002Freact-native\u002Fversion1\u002Fwhat-is-react-native","15.react-native\u002Fversion1\u002F01.what-is-react-native",{"title":3743,"path":3744,"stem":3745},"Як влаштований React Native «під капотом»","\u002Freact-native\u002Fversion1\u002Freact-native-architecture","15.react-native\u002Fversion1\u002F02.react-native-architecture",{"title":3747,"path":3748,"stem":3749},"Від React до React Native: ключові відмінності","\u002Freact-native\u002Fversion1\u002Freact-native-vs-react","15.react-native\u002Fversion1\u002F03.react-native-vs-react",{"title":3751,"path":3752,"stem":3753},"View та Text — фундаментальні будівельні блоки","\u002Freact-native\u002Fversion1\u002Fview-and-text","15.react-native\u002Fversion1\u002F04.view-and-text",{"title":3755,"path":3756,"stem":3757,"children":3758,"page":59},"Version2","\u002Freact-native\u002Fversion2","15.react-native\u002Fversion2",[3759,3763,3767,3771,3775,3779,3783,3787,3791,3795,3799,3803,3807,3811,3815,3819,3823,3827,3831,3835,3839,3843,3847,3851,3855,3859,3863],{"title":3760,"path":3761,"stem":3762},"React Native — навіщо він потрібен","\u002Freact-native\u002Fversion2\u002Fwhy-react-native","15.react-native\u002Fversion2\u002F01.why-react-native",{"title":3764,"path":3765,"stem":3766},"Налаштування середовища розробки","\u002Freact-native\u002Fversion2\u002Fenvironment-setup","15.react-native\u002Fversion2\u002F02.environment-setup",{"title":3768,"path":3769,"stem":3770},"Expo і класичний React Native — два шляхи одного фреймворку","\u002Freact-native\u002Fversion2\u002Fexpo-vs-cli-landscape","15.react-native\u002Fversion2\u002F03.expo-vs-cli-landscape",{"title":3772,"path":3773,"stem":3774},"Середовище Expo — перший запуск","\u002Freact-native\u002Fversion2\u002Fexpo-setup-and-tooling","15.react-native\u002Fversion2\u002F04.expo-setup-and-tooling",{"title":3776,"path":3777,"stem":3778},"Структура проєкту та перші UI-примітиви","\u002Freact-native\u002Fversion2\u002Fproject-structure-and-conventions","15.react-native\u002Fversion2\u002F05.project-structure-and-conventions",{"title":3780,"path":3781,"stem":3782},"Базові компоненти React Native","\u002Freact-native\u002Fversion2\u002Fcore-components","15.react-native\u002Fversion2\u002F06.core-components",{"title":3784,"path":3785,"stem":3786},"Flexbox і layout у React Native","\u002Freact-native\u002Fversion2\u002Fflexbox-and-layout","15.react-native\u002Fversion2\u002F07.flexbox-and-layout",{"title":3788,"path":3789,"stem":3790},"StyleSheet і теми (light \u002F dark)","\u002Freact-native\u002Fversion2\u002Fstylesheet-and-theming","15.react-native\u002Fversion2\u002F08.stylesheet-and-theming",{"title":3792,"path":3793,"stem":3794},"Списки та віртуалізація","\u002Freact-native\u002Fversion2\u002Flists-and-virtualization","15.react-native\u002Fversion2\u002F09.lists-and-virtualization",{"title":3796,"path":3797,"stem":3798},"Форми, ввід і валідація","\u002Freact-native\u002Fversion2\u002Fforms-input-validation","15.react-native\u002Fversion2\u002F10.forms-input-validation",{"title":3800,"path":3801,"stem":3802},"Основи Expo Router","\u002Freact-native\u002Fversion2\u002Fexpo-router-basics","15.react-native\u002Fversion2\u002F11.expo-router-basics",{"title":3804,"path":3805,"stem":3806},"Вкладені навігатори та модалки","\u002Freact-native\u002Fversion2\u002Fnested-navigators-and-modals","15.react-native\u002Fversion2\u002F12.nested-navigators-and-modals",{"title":3808,"path":3809,"stem":3810},"Deep linking і параметри маршрутів","\u002Freact-native\u002Fversion2\u002Fdeep-linking-and-params","15.react-native\u002Fversion2\u002F13.deep-linking-and-params",{"title":3812,"path":3813,"stem":3814},"Робота з мережею та життєвий цикл застосунку","\u002Freact-native\u002Fversion2\u002Fnetworking-and-app-lifecycle","15.react-native\u002Fversion2\u002F14.networking-and-app-lifecycle",{"title":3816,"path":3817,"stem":3818},"Redux Toolkit на мобільних платформах","\u002Freact-native\u002Fversion2\u002Fredux-toolkit-on-mobile","15.react-native\u002Fversion2\u002F15.redux-toolkit-on-mobile",{"title":3820,"path":3821,"stem":3822},"RTK Query на мобільних платформах","\u002Freact-native\u002Fversion2\u002Frtk-query-mobile","15.react-native\u002Fversion2\u002F16.rtk-query-mobile",{"title":3824,"path":3825,"stem":3826},"Автентифікація та Безпечне Зберігання","\u002Freact-native\u002Fversion2\u002Fauth-secure-storage","15.react-native\u002Fversion2\u002F18.auth-secure-storage",{"title":3828,"path":3829,"stem":3830},"Локальне сховище — AsyncStorage, MMKV, SQLite","\u002Freact-native\u002Fversion2\u002Flocal-storage-mmkv-sqlite","15.react-native\u002Fversion2\u002F19.local-storage-mmkv-sqlite",{"title":3832,"path":3833,"stem":3834},"Офлайн-First і синхронізація","\u002Freact-native\u002Fversion2\u002Foffline-first-sync","15.react-native\u002Fversion2\u002F20.offline-first-sync",{"title":3836,"path":3837,"stem":3838},"Камера, медіа та файлова система","\u002Freact-native\u002Fversion2\u002Fcamera-media-filesystem","15.react-native\u002Fversion2\u002F21.camera-media-filesystem",{"title":3840,"path":3841,"stem":3842},"Карти та геолокація","\u002Freact-native\u002Fversion2\u002Fmaps-and-location","15.react-native\u002Fversion2\u002F22.maps-and-location",{"title":3844,"path":3845,"stem":3846},"Жести та дотики","\u002Freact-native\u002Fversion2\u002Fgestures-and-touch","15.react-native\u002Fversion2\u002F23.gestures-and-touch",{"title":3848,"path":3849,"stem":3850},"Анімації з Reanimated","\u002Freact-native\u002Fversion2\u002Freanimated-animations","15.react-native\u002Fversion2\u002F24.reanimated-animations",{"title":3852,"path":3853,"stem":3854},"Push і локальні сповіщення","\u002Freact-native\u002Fversion2\u002Fpush-and-local-notifications","15.react-native\u002Fversion2\u002F25.push-and-local-notifications",{"title":3856,"path":3857,"stem":3858},"Інтернаціоналізація та доступність","\u002Freact-native\u002Fversion2\u002Faccessibility-and-i18n","15.react-native\u002Fversion2\u002F26.accessibility-and-i18n",{"title":3860,"path":3861,"stem":3862},"EAS Build та профілі збірки","\u002Freact-native\u002Fversion2\u002Feas-build-and-profiles","15.react-native\u002Fversion2\u002F29.eas-build-and-profiles",{"title":3864,"path":3865,"stem":3866},"Публікація в App Store та Google Play","\u002Freact-native\u002Fversion2\u002Fapp-store-play-release","15.react-native\u002Fversion2\u002F30.app-store-play-release",{"title":3868,"path":3869,"stem":3870,"children":3871,"page":59},"Ai Python","\u002Fai-python","16.ai-python",[3872,3881,3890,3899,3928,3954,3979,4012,4029,4042,4051,4064,4073,4094,4107,4176],{"title":3873,"path":3874,"stem":3875,"children":3876,"page":59},"Intro To Ai","\u002Fai-python\u002Fintro-to-ai","16.ai-python\u002F01.intro-to-ai",[3877],{"title":3878,"path":3879,"stem":3880},"Вступ до штучного інтелекту та машинного навчання","\u002Fai-python\u002Fintro-to-ai\u002Fintro-to-ai","16.ai-python\u002F01.intro-to-ai\u002F01.intro-to-ai",{"title":3882,"path":3883,"stem":3884,"children":3885,"page":59},"Jupyter Notebook","\u002Fai-python\u002Fjupyter-notebook","16.ai-python\u002F02.jupyter-notebook",[3886],{"title":3887,"path":3888,"stem":3889},"Знайомство з Jupyter Notebook та JupyterLab","\u002Fai-python\u002Fjupyter-notebook\u002Fjupyter-notebook","16.ai-python\u002F02.jupyter-notebook\u002F02.jupyter-notebook",{"title":3891,"path":3892,"stem":3893,"children":3894,"page":59},"Numpy Pandas","\u002Fai-python\u002Fnumpy-pandas","16.ai-python\u002F03.numpy-pandas",[3895],{"title":3896,"path":3897,"stem":3898},"Робота з даними з використанням NumPy і pandas","\u002Fai-python\u002Fnumpy-pandas\u002Fnumpy-pandas","16.ai-python\u002F03.numpy-pandas\u002F03.numpy-pandas",{"title":3900,"path":3901,"stem":3902,"children":3903,"page":59},"Statistics Basics","\u002Fai-python\u002Fstatistics-basics","16.ai-python\u002F04.statistics-basics",[3904,3908,3912,3916,3920,3924],{"title":3905,"path":3906,"stem":3907},"Випадкові величини та їх типи","\u002Fai-python\u002Fstatistics-basics\u002Frandom-variables","16.ai-python\u002F04.statistics-basics\u002F01.random-variables",{"title":3909,"path":3910,"stem":3911},"Міри центральної тенденції","\u002Fai-python\u002Fstatistics-basics\u002Fcentral-tendency","16.ai-python\u002F04.statistics-basics\u002F02.central-tendency",{"title":3913,"path":3914,"stem":3915},"Міри варіації (розсіювання)","\u002Fai-python\u002Fstatistics-basics\u002Fvariability","16.ai-python\u002F04.statistics-basics\u002F03.variability",{"title":3917,"path":3918,"stem":3919},"Розподіли випадкових величин","\u002Fai-python\u002Fstatistics-basics\u002Fdistributions","16.ai-python\u002F04.statistics-basics\u002F04.distributions",{"title":3921,"path":3922,"stem":3923},"Кореляція та взаємозв'язки","\u002Fai-python\u002Fstatistics-basics\u002Fcorrelation","16.ai-python\u002F04.statistics-basics\u002F05.correlation",{"title":3925,"path":3926,"stem":3927},"Викиди та аномалії","\u002Fai-python\u002Fstatistics-basics\u002Foutliers","16.ai-python\u002F04.statistics-basics\u002F06.outliers",{"title":3929,"path":3930,"stem":3931,"children":3932},"Візуалізація даних за допомогою matplotlib","\u002Fai-python\u002Fdata-visualization","16.ai-python\u002F05.data-visualization\u002Findex",[3933,3934,3938,3942,3946,3950],{"title":3929,"path":3930,"stem":3931},{"title":3935,"path":3936,"stem":3937},"Основи matplotlib — Figure, Axes та перший графік","\u002Fai-python\u002Fdata-visualization\u002Fmatplotlib-basics","16.ai-python\u002F05.data-visualization\u002F01.matplotlib-basics",{"title":3939,"path":3940,"stem":3941},"Візуалізація розподілів — гістограми та box plots","\u002Fai-python\u002Fdata-visualization\u002Fdistributions","16.ai-python\u002F05.data-visualization\u002F02.distributions",{"title":3943,"path":3944,"stem":3945},"Візуалізація залежностей — scatter plots та кореляція","\u002Fai-python\u002Fdata-visualization\u002Frelationships","16.ai-python\u002F05.data-visualization\u002F03.relationships",{"title":3947,"path":3948,"stem":3949},"Візуалізація категоріальних даних — bar charts та pie charts","\u002Fai-python\u002Fdata-visualization\u002Fcategorical","16.ai-python\u002F05.data-visualization\u002F04.categorical",{"title":3951,"path":3952,"stem":3953},"Композиції та стилізація — subplots та багатопанельні дашборди","\u002Fai-python\u002Fdata-visualization\u002Fsubplots-styling","16.ai-python\u002F05.data-visualization\u002F05.subplots-styling",{"title":3955,"path":3956,"stem":3957,"children":3958,"page":59},"Linear Regression","\u002Fai-python\u002Flinear-regression","16.ai-python\u002F06.linear-regression",[3959,3963,3967,3971,3975],{"title":3960,"path":3961,"stem":3962},"Регресійна задача та лінійна регресія з однією змінною","\u002Fai-python\u002Flinear-regression\u002Fregression-task","16.ai-python\u002F06.linear-regression\u002F01.regression-task",{"title":3964,"path":3965,"stem":3966},"Метрики якості регресії — як оцінити модель","\u002Fai-python\u002Flinear-regression\u002Fquality-metrics","16.ai-python\u002F06.linear-regression\u002F02.quality-metrics",{"title":3968,"path":3969,"stem":3970},"Градієнтний спуск — як модель навчається","\u002Fai-python\u002Flinear-regression\u002Fgradient-descent","16.ai-python\u002F06.linear-regression\u002F03.gradient-descent",{"title":3972,"path":3973,"stem":3974},"Множинна лінійна регресія — модель з багатьма ознаками","\u002Fai-python\u002Flinear-regression\u002Fmultiple-regression","16.ai-python\u002F06.linear-regression\u002F04.multiple-regression",{"title":3976,"path":3977,"stem":3978},"Практичні завдання та резюме модуля","\u002Fai-python\u002Flinear-regression\u002Fpractice","16.ai-python\u002F06.linear-regression\u002F05.practice",{"title":3980,"path":3981,"stem":3982,"children":3983,"page":59},"Practical Regression","\u002Fai-python\u002Fpractical-regression","16.ai-python\u002F07.practical-regression",[3984,3988,3992,3996,4000,4004,4008],{"title":3985,"path":3986,"stem":3987},"Знайомство з scikit-learn","\u002Fai-python\u002Fpractical-regression\u002Fintro-scikit-learn","16.ai-python\u002F07.practical-regression\u002F01.intro-scikit-learn",{"title":3989,"path":3990,"stem":3991},"Exploratory Data Analysis датасету Housing Prices","\u002Fai-python\u002Fpractical-regression\u002Fhousing-dataset-eda","16.ai-python\u002F07.practical-regression\u002F02.housing-dataset-eda",{"title":3993,"path":3994,"stem":3995},"Попередня обробка даних (Data Preprocessing)","\u002Fai-python\u002Fpractical-regression\u002Fdata-preprocessing","16.ai-python\u002F07.practical-regression\u002F03.data-preprocessing",{"title":3997,"path":3998,"stem":3999},"Train\u002FTest Split та перша повноцінна модель","\u002Fai-python\u002Fpractical-regression\u002Ftrain-test-split","16.ai-python\u002F07.practical-regression\u002F04.train-test-split",{"title":4001,"path":4002,"stem":4003},"Перенавчання та недонавчання","\u002Fai-python\u002Fpractical-regression\u002Foverfitting-underfitting","16.ai-python\u002F07.practical-regression\u002F05.overfitting-underfitting",{"title":4005,"path":4006,"stem":4007},"Крос-валідація (Cross-Validation)","\u002Fai-python\u002Fpractical-regression\u002Fcross-validation","16.ai-python\u002F07.practical-regression\u002F06.cross-validation",{"title":4009,"path":4010,"stem":4011},"Гіперпараметри та їх оптимізація","\u002Fai-python\u002Fpractical-regression\u002Fhyperparameter-tuning","16.ai-python\u002F07.practical-regression\u002F07.hyperparameter-tuning",{"title":4013,"path":4014,"stem":4015,"children":4016,"page":59},"Polynomial Regression","\u002Fai-python\u002Fpolynomial-regression","16.ai-python\u002F08.polynomial-regression",[4017,4021,4025],{"title":4018,"path":4019,"stem":4020},"Нелінійні залежності та поліноміальна регресія","\u002Fai-python\u002Fpolynomial-regression\u002Fnonlinear-patterns","16.ai-python\u002F08.polynomial-regression\u002F01.nonlinear-patterns",{"title":4022,"path":4023,"stem":4024},"Регуляризація в регресії — Ridge та Lasso","\u002Fai-python\u002Fpolynomial-regression\u002Fregularization-methods","16.ai-python\u002F08.polynomial-regression\u002F02.regularization-methods",{"title":4026,"path":4027,"stem":4028},"Практика — поліноміальна регресія та регуляризація на Housing Prices","\u002Fai-python\u002Fpolynomial-regression\u002Fhousing-prices-practice","16.ai-python\u002F08.polynomial-regression\u002F03.housing-prices-practice",{"title":4030,"path":4031,"stem":4032,"children":4033,"page":59},"Decision Trees Random Forest","\u002Fai-python\u002Fdecision-trees-random-forest","16.ai-python\u002F09.decision-trees-random-forest",[4034,4038],{"title":4035,"path":4036,"stem":4037},"Дерева рішень — моделі з прозорою та зрозумілою логікою","\u002Fai-python\u002Fdecision-trees-random-forest\u002Fdecision-trees","16.ai-python\u002F09.decision-trees-random-forest\u002F01.decision-trees",{"title":4039,"path":4040,"stem":4041},"Random Forest — ансамблі дерев рішень","\u002Fai-python\u002Fdecision-trees-random-forest\u002Frandom-forest","16.ai-python\u002F09.decision-trees-random-forest\u002F02.random-forest",{"title":4043,"path":4044,"stem":4045,"children":4046,"page":59},"Gradient Boosting","\u002Fai-python\u002Fgradient-boosting","16.ai-python\u002F10.gradient-boosting",[4047],{"title":4048,"path":4049,"stem":4050},"Градієнтний бустинг та XGBoost — послідовне виправлення помилок","\u002Fai-python\u002Fgradient-boosting\u002Fgradient-boosting-xgboost","16.ai-python\u002F10.gradient-boosting\u002F01.gradient-boosting-xgboost",{"title":4052,"path":4053,"stem":4054,"children":4055,"page":59},"Logistic Regression Classification","\u002Fai-python\u002Flogistic-regression-classification","16.ai-python\u002F11.logistic-regression-classification",[4056,4060],{"title":4057,"path":4058,"stem":4059},"Основи класифікації та логістична регресія","\u002Fai-python\u002Flogistic-regression-classification\u002Fclassification-basics","16.ai-python\u002F11.logistic-regression-classification\u002F01.classification-basics",{"title":4061,"path":4062,"stem":4063},"Метрики якості класифікації","\u002Fai-python\u002Flogistic-regression-classification\u002Fclassification-metrics","16.ai-python\u002F11.logistic-regression-classification\u002F02.classification-metrics",{"title":4065,"path":4066,"stem":4067,"children":4068,"page":59},"Neural Networks Basics","\u002Fai-python\u002Fneural-networks-basics","16.ai-python\u002F12.neural-networks-basics",[4069],{"title":4070,"path":4071,"stem":4072},"Вступ до нейронних мереж — від персептрона до багатошарових мереж","\u002Fai-python\u002Fneural-networks-basics\u002Fperceptron-to-mlp","16.ai-python\u002F12.neural-networks-basics\u002F01.perceptron-to-mlp",{"title":4074,"path":4075,"stem":4076,"children":4077,"page":59},"Pytorch Intro","\u002Fai-python\u002Fpytorch-intro","16.ai-python\u002F13.pytorch-intro",[4078,4082,4086,4090],{"title":4079,"path":4080,"stem":4081},"Тензори та автоматичне диференціювання в PyTorch","\u002Fai-python\u002Fpytorch-intro\u002Ftensors-and-autograd","16.ai-python\u002F13.pytorch-intro\u002F01.tensors-and-autograd",{"title":4083,"path":4084,"stem":4085},"Побудова та тренування нейронних мереж у PyTorch","\u002Fai-python\u002Fpytorch-intro\u002Fbuilding-and-training","16.ai-python\u002F13.pytorch-intro\u002F02.building-and-training",{"title":4087,"path":4088,"stem":4089},"Робота з даними та регуляризація в PyTorch","\u002Fai-python\u002Fpytorch-intro\u002Fdata-and-regularization","16.ai-python\u002F13.pytorch-intro\u002F03.data-and-regularization",{"title":4091,"path":4092,"stem":4093},"Просунуті теми PyTorch — GPU, оптимізація та deployment","\u002Fai-python\u002Fpytorch-intro\u002Fadvanced-topics","16.ai-python\u002F13.pytorch-intro\u002F04.advanced-topics",{"title":4095,"path":4096,"stem":4097,"children":4098,"page":59},"Activation Functions Heart Disease","\u002Fai-python\u002Factivation-functions-heart-disease","16.ai-python\u002F14.activation-functions-heart-disease",[4099,4103],{"title":4100,"path":4101,"stem":4102},"Функції активації та побудова нейронної мережі для передбачення вад серця","\u002Fai-python\u002Factivation-functions-heart-disease\u002Fheart-disease-prediction","16.ai-python\u002F14.activation-functions-heart-disease\u002F01.heart-disease-prediction",{"title":4104,"path":4105,"stem":4106},"Бонус — Повний приклад Student Performance Prediction","\u002Fai-python\u002Factivation-functions-heart-disease\u002Fstudent-performance-bonus","16.ai-python\u002F14.activation-functions-heart-disease\u002F02.student-performance-bonus",{"title":4108,"path":4109,"stem":4110,"children":4111,"page":59},"Cnn Image Classification","\u002Fai-python\u002Fcnn-image-classification","16.ai-python\u002F15.cnn-image-classification",[4112,4116,4120,4124,4128,4132,4136,4140,4144,4148,4152,4156,4160,4164,4168,4172],{"title":4113,"path":4114,"stem":4115},"Вступ до комп'ютерного зору та проблеми Dense-мереж","\u002Fai-python\u002Fcnn-image-classification\u002Fintro-computer-vision","16.ai-python\u002F15.cnn-image-classification\u002F01.intro-computer-vision",{"title":4117,"path":4118,"stem":4119},"Навіщо потрібна згортка — від нейрона-шаблону до ковзного детектора","\u002Fai-python\u002Fcnn-image-classification\u002Fwhy-convolution","16.ai-python\u002F15.cnn-image-classification\u002F02.why-convolution",{"title":4121,"path":4122,"stem":4123},"Згортка крок за кроком — ядро, карта ознак і розмір результату","\u002Fai-python\u002Fcnn-image-classification\u002Fconvolution-step-by-step","16.ai-python\u002F15.cnn-image-classification\u002F03.convolution-step-by-step",{"title":4125,"path":4126,"stem":4127},"Що «бачить» ядро — читаємо карту ознак і класичні фільтри","\u002Fai-python\u002Fcnn-image-classification\u002Ffilters-what-kernel-sees","16.ai-python\u002F15.cnn-image-classification\u002F04.filters-what-kernel-sees",{"title":4129,"path":4130,"stem":4131},"Padding і stride — що робити з краями картинки та її розміром","\u002Fai-python\u002Fcnn-image-classification\u002Fpadding-and-stride","16.ai-python\u002F15.cnn-image-classification\u002F05.padding-and-stride",{"title":4133,"path":4134,"stem":4135},"Ядро, що навчається — від випадкових чисел до детектора країв","\u002Fai-python\u002Fcnn-image-classification\u002Flearnable-kernels","16.ai-python\u002F15.cnn-image-classification\u002F06.learnable-kernels",{"title":4137,"path":4138,"stem":4139},"Пулінг і поле зору — стискаємо карту ознак і дивимося ширше","\u002Fai-python\u002Fcnn-image-classification\u002Fpooling","16.ai-python\u002F15.cnn-image-classification\u002F07.pooling",{"title":4141,"path":4142,"stem":4143},"Багатоканальна згортка — ядро-куб, кольорове фото та підрахунок параметрів","\u002Fai-python\u002Fcnn-image-classification\u002Fmultichannel-convolution","16.ai-python\u002F15.cnn-image-classification\u002F08.multichannel-convolution",{"title":4145,"path":4146,"stem":4147},"Повна CNN для MNIST — збираємо, навчаємо, перевіряємо","\u002Fai-python\u002Fcnn-image-classification\u002Fcnn-mnist","16.ai-python\u002F15.cnn-image-classification\u002F09.cnn-mnist",{"title":4149,"path":4150,"stem":4151},"CNN для CIFAR-10 — коли задача справді складна","\u002Fai-python\u002Fcnn-image-classification\u002Fcnn-cifar10","16.ai-python\u002F15.cnn-image-classification\u002F10.cnn-cifar10",{"title":4153,"path":4154,"stem":4155},"Міні-батчі, DataLoader і швидкість навчання","\u002Fai-python\u002Fcnn-image-classification\u002Fmini-batch-learning-rate","16.ai-python\u002F15.cnn-image-classification\u002F11.mini-batch-learning-rate",{"title":4157,"path":4158,"stem":4159},"Ініціалізація ваг і Batch Normalization","\u002Fai-python\u002Fcnn-image-classification\u002Fweight-init-batchnorm","16.ai-python\u002F15.cnn-image-classification\u002F12.weight-init-batchnorm",{"title":4161,"path":4162,"stem":4163},"LayerNorm і обрізання градієнтів","\u002Fai-python\u002Fcnn-image-classification\u002Flayernorm-gradient-clipping","16.ai-python\u002F15.cnn-image-classification\u002F13.layernorm-gradient-clipping",{"title":4165,"path":4166,"stem":4167},"Аугментація даних","\u002Fai-python\u002Fcnn-image-classification\u002Fdata-augmentation","16.ai-python\u002F15.cnn-image-classification\u002F14.data-augmentation",{"title":4169,"path":4170,"stem":4171},"Глибокі мережі та ResNet","\u002Fai-python\u002Fcnn-image-classification\u002Fdeep-networks-resnet","16.ai-python\u002F15.cnn-image-classification\u002F15.deep-networks-resnet",{"title":4173,"path":4174,"stem":4175},"Пневмонія на рентгені - метрики, transfer learning, Grad-CAM","\u002Fai-python\u002Fcnn-image-classification\u002Fpneumonia-transfer-learning","16.ai-python\u002F15.cnn-image-classification\u002F16.pneumonia-transfer-learning",{"title":4177,"path":4178,"stem":4179,"children":4180,"page":59},"Natural Language Processing","\u002Fai-python\u002Fnatural-language-processing","16.ai-python\u002F16.natural-language-processing",[4181,4185,4189,4193,4197,4201,4205,4209,4213,4217,4221,4225,4229,4233,4237,4241],{"title":4182,"path":4183,"stem":4184},"Текст як дані — чому мова складна для комп'ютера","\u002Fai-python\u002Fnatural-language-processing\u002Ftext-as-data","16.ai-python\u002F16.natural-language-processing\u002F01.text-as-data",{"title":4186,"path":4187,"stem":4188},"Токенізація — розбиття тексту на слова й речення","\u002Fai-python\u002Fnatural-language-processing\u002Ftokenization","16.ai-python\u002F16.natural-language-processing\u002F02.tokenization",{"title":4190,"path":4191,"stem":4192},"Стеммінг, лемматизація та стоп-слова","\u002Fai-python\u002Fnatural-language-processing\u002Fstemming-lemmatization-stopwords","16.ai-python\u002F16.natural-language-processing\u002F03.stemming-lemmatization-stopwords",{"title":4194,"path":4195,"stem":4196},"Корпус та частоти слів","\u002Fai-python\u002Fnatural-language-processing\u002Fcorpus-and-frequency","16.ai-python\u002F16.natural-language-processing\u002F04.corpus-and-frequency",{"title":4198,"path":4199,"stem":4200},"Мішок слів — перше представлення тексту числами","\u002Fai-python\u002Fnatural-language-processing\u002Fbag-of-words","16.ai-python\u002F16.natural-language-processing\u002F05.bag-of-words",{"title":4202,"path":4203,"stem":4204},"Класифікація тексту — baseline на мішку слів","\u002Fai-python\u002Fnatural-language-processing\u002Ftext-classification-baseline","16.ai-python\u002F16.natural-language-processing\u002F06.text-classification-baseline",{"title":4206,"path":4207,"stem":4208},"Від one-hot до embeddings — щільні вектори слів","\u002Fai-python\u002Fnatural-language-processing\u002Ffrom-one-hot-to-embeddings","16.ai-python\u002F16.natural-language-processing\u002F07.from-one-hot-to-embeddings",{"title":4210,"path":4211,"stem":4212},"Word2Vec — навчання векторів слів з контексту","\u002Fai-python\u002Fnatural-language-processing\u002Fword2vec","16.ai-python\u002F16.natural-language-processing\u002F08.word2vec",{"title":4214,"path":4215,"stem":4216},"GloVe — глобальні вектори слів та попередньо навчені моделі","\u002Fai-python\u002Fnatural-language-processing\u002Fglove-pretrained-embeddings","16.ai-python\u002F16.natural-language-processing\u002F09.glove-pretrained-embeddings",{"title":4218,"path":4219,"stem":4220},"Embeddings для класифікації — від мішка слів до векторів","\u002Fai-python\u002Fnatural-language-processing\u002Fembeddings-for-classification","16.ai-python\u002F16.natural-language-processing\u002F10.embeddings-for-classification",{"title":4222,"path":4223,"stem":4224},"Мовні моделі та послідовності — від біграм до батчів","\u002Fai-python\u002Fnatural-language-processing\u002Flanguage-models-and-sequences","16.ai-python\u002F16.natural-language-processing\u002F11.language-models-and-sequences",{"title":4226,"path":4227,"stem":4228},"Рекурентні нейронні мережі (RNN)","\u002Fai-python\u002Fnatural-language-processing\u002Frnn","16.ai-python\u002F16.natural-language-processing\u002F12.rnn",{"title":4230,"path":4231,"stem":4232},"LSTM і GRU — рекурентні мережі з вентилями","\u002Fai-python\u002Fnatural-language-processing\u002Flstm-gru","16.ai-python\u002F16.natural-language-processing\u002F13.lstm-gru",{"title":4234,"path":4235,"stem":4236},"Seq2seq і механізм уваги","\u002Fai-python\u002Fnatural-language-processing\u002Fseq2seq-attention","16.ai-python\u002F16.natural-language-processing\u002F14.seq2seq-attention",{"title":4238,"path":4239,"stem":4240},"Transformer — self-attention замість рекурентності","\u002Fai-python\u002Fnatural-language-processing\u002Ftransformer","16.ai-python\u002F16.natural-language-processing\u002F15.transformer",{"title":4242,"path":4243,"stem":4244},"Готові моделі та Hugging Face — transfer learning","\u002Fai-python\u002Fnatural-language-processing\u002Fpretrained-models-sentiment","16.ai-python\u002F16.natural-language-processing\u002F16.pretrained-models-sentiment",{"title":4246,"icon":658,"path":4247,"stem":4248,"children":4249,"page":59},"Клієнт-серверна архітектура","\u002Fclient-server-architecture","17.client-server-architecture",[4250,4254,4258,4262,4266,4270,4274,4278,4282,4286,4290,4294,4298,4302,4306,4310,4314,4318],{"title":4251,"path":4252,"stem":4253},"Архітектура клієнт-серверних систем та основи Go","\u002Fclient-server-architecture\u002Fclient-server-architecture-and-go","17.client-server-architecture\u002F01.client-server-architecture-and-go",{"title":4255,"path":4256,"stem":4257},"Система типів та модель пам’яті мови Go","\u002Fclient-server-architecture\u002Ftype-system-and-memory-model","17.client-server-architecture\u002F02.type-system-and-memory-model",{"title":4259,"path":4260,"stem":4261},"Інтерфейси та модель конкурентності мови Go","\u002Fclient-server-architecture\u002Finterfaces-and-concurrency-model","17.client-server-architecture\u002F03.interfaces-and-concurrency-model",{"title":4263,"path":4264,"stem":4265},"Сокетне програмування та протокол TCP у Go","\u002Fclient-server-architecture\u002Ftcp-socket-programming","17.client-server-architecture\u002F04.tcp-socket-programming",{"title":4267,"path":4268,"stem":4269},"Протокол UDP та датаграмна передача даних","\u002Fclient-server-architecture\u002Fudp-datagram-transmission","17.client-server-architecture\u002F05.udp-datagram-transmission",{"title":4271,"path":4272,"stem":4273},"Криптографічний захист каналів зв","\u002Fclient-server-architecture\u002Ftls-cryptographic-channel-protection","17.client-server-architecture\u002F06.tls-cryptographic-channel-protection",{"title":4275,"path":4276,"stem":4277},"Прикладні мережеві протоколи DNS та SMTP","\u002Fclient-server-architecture\u002Fdns-smtp-application-protocols","17.client-server-architecture\u002F07.dns-smtp-application-protocols",{"title":4279,"path":4280,"stem":4281},"Протокол HTTP та стандартний вебсервер Go","\u002Fclient-server-architecture\u002Fhttp-protocol-and-web-server","17.client-server-architecture\u002F08.http-protocol-and-web-server",{"title":4283,"path":4284,"stem":4285},"Проєктування REST API та маршрутизація засобами Chi","\u002Fclient-server-architecture\u002Frest-api-design-and-chi-routing","17.client-server-architecture\u002F09.rest-api-design-and-chi-routing",{"title":4287,"path":4288,"stem":4289},"Лекція 10. Шарувата архітектура та конвеєри обробки запитів","\u002Fclient-server-architecture\u002Flayered-architecture-and-middleware-pipelines","17.client-server-architecture\u002F10.layered-architecture-and-middleware-pipelines",{"title":4291,"path":4292,"stem":4293},"Лекція 11. Архітектура та маршрутизація фреймворку Gin","\u002Fclient-server-architecture\u002Fgin-framework-architecture-and-routing","17.client-server-architecture\u002F11.gin-framework-architecture-and-routing",{"title":4295,"path":4296,"stem":4297},"Лекція 12. Валідація даних, безпека та документування у Gin","\u002Fclient-server-architecture\u002Fdata-validation-security-and-documentation-in-gin","17.client-server-architecture\u002F12.data-validation-security-and-documentation-in-gin",{"title":4299,"path":4300,"stem":4301},"Лекція 13. Взаємодія з реляційними СУБД та технології ORM","\u002Fclient-server-architecture\u002Frelational-databases-and-orm","17.client-server-architecture\u002F13.relational-databases-and-orm",{"title":4303,"path":4304,"stem":4305},"Потокова передача даних та протокол WebSocket","\u002Fclient-server-architecture\u002Fstreaming-data-and-websockets","17.client-server-architecture\u002F14.streaming-data-and-websockets",{"title":4307,"path":4308,"stem":4309},"Міжсервісна взаємодія на основі протоколу gRPC","\u002Fclient-server-architecture\u002Fgrpc-inter-service-communication","17.client-server-architecture\u002F15.grpc-inter-service-communication",{"title":4311,"path":4312,"stem":4313},"Асинхронний обмін повідомленнями та протоколи черг","\u002Fclient-server-architecture\u002Fasynchronous-message-exchange-and-queue-protocols","17.client-server-architecture\u002F16.asynchronous-message-exchange-and-queue-protocols",{"title":4315,"path":4316,"stem":4317},"Протоколи потокового медіа та технологія WebRTC","\u002Fclient-server-architecture\u002Fstreaming-media-protocols-and-webrtc","17.client-server-architecture\u002F17.streaming-media-protocols-and-webrtc",{"title":4319,"path":4320,"stem":4321},"Моніторинг, безпека та контейнеризація застосунків","\u002Fclient-server-architecture\u002Fmonitoring-security-and-containerization","17.client-server-architecture\u002F18.monitoring-security-and-containerization",{"title":4323,"icon":2254,"path":4324,"stem":4325,"children":4326,"page":59},"Розробка WEB-застосувань","\u002Fweb-development","18.web-development",[4327,4372,4410,4439,4468,4525,4575,4669,4735,4817,4850,4878,4920,4966,5009],{"title":4328,"icon":658,"path":4329,"stem":4330,"children":4331,"page":59},"Архітектура комп'ютерних мереж та мережеві протоколи","\u002Fweb-development\u002Fnetwork-architecture-and-protocols","18.web-development\u002F01.network-architecture-and-protocols",[4332,4336,4340,4344,4348,4352,4356,4360,4364,4368],{"title":4333,"path":4334,"stem":4335},"Еволюція веброзробки та модель клієнт-сервер","\u002Fweb-development\u002Fnetwork-architecture-and-protocols\u002Fweb-evolution-client-server","18.web-development\u002F01.network-architecture-and-protocols\u002F01.web-evolution-client-server",{"title":4337,"path":4338,"stem":4339},"Еталонна модель OSI","\u002Fweb-development\u002Fnetwork-architecture-and-protocols\u002Fosi-model","18.web-development\u002F01.network-architecture-and-protocols\u002F02.osi-model",{"title":4341,"path":4342,"stem":4343},"Стек протоколів TCP\u002FIP","\u002Fweb-development\u002Fnetwork-architecture-and-protocols\u002Ftcp-ip-stack","18.web-development\u002F01.network-architecture-and-protocols\u002F03.tcp-ip-stack",{"title":4345,"path":4346,"stem":4347},"IP-адресація, порти та сокети","\u002Fweb-development\u002Fnetwork-architecture-and-protocols\u002Fip-addressing-ports-sockets","18.web-development\u002F01.network-architecture-and-protocols\u002F04.ip-addressing-ports-sockets",{"title":4349,"path":4350,"stem":4351},"Протоколи TCP та UDP","\u002Fweb-development\u002Fnetwork-architecture-and-protocols\u002Ftcp-udp-protocols","18.web-development\u002F01.network-architecture-and-protocols\u002F05.tcp-udp-protocols",{"title":4353,"path":4354,"stem":4355},"Система доменних імен DNS","\u002Fweb-development\u002Fnetwork-architecture-and-protocols\u002Fdns-system","18.web-development\u002F01.network-architecture-and-protocols\u002F06.dns-system",{"title":4357,"path":4358,"stem":4359},"Протокол SMTP та поштові протоколи","\u002Fweb-development\u002Fnetwork-architecture-and-protocols\u002Fsmtp-email-protocols","18.web-development\u002F01.network-architecture-and-protocols\u002F07.smtp-email-protocols",{"title":4361,"path":4362,"stem":4363},"Протокол WebSocket","\u002Fweb-development\u002Fnetwork-architecture-and-protocols\u002Fwebsocket-protocol","18.web-development\u002F01.network-architecture-and-protocols\u002F08.websocket-protocol",{"title":4365,"path":4366,"stem":4367},"Протокол SSH","\u002Fweb-development\u002Fnetwork-architecture-and-protocols\u002Fssh-protocol","18.web-development\u002F01.network-architecture-and-protocols\u002F09.ssh-protocol",{"title":4369,"path":4370,"stem":4371},"Огляд сучасних серверних технологій","\u002Fweb-development\u002Fnetwork-architecture-and-protocols\u002Fmodern-backend-technologies","18.web-development\u002F01.network-architecture-and-protocols\u002F10.modern-backend-technologies",{"title":4373,"icon":4374,"path":4375,"stem":4376,"children":4377,"page":59},"Протокол HTTP та захищена передача даних HTTPS","i-lucide-lock","\u002Fweb-development\u002Fhttp-and-https","18.web-development\u002F02.http-and-https",[4378,4382,4386,4390,4394,4398,4402,4406],{"title":4379,"path":4380,"stem":4381},"Вступ до протоколу HTTP та еволюція веб-технологій","\u002Fweb-development\u002Fhttp-and-https\u002Fintroduction-and-evolution","18.web-development\u002F02.http-and-https\u002F01.introduction-and-evolution",{"title":4383,"path":4384,"stem":4385},"Анатомія HTTP-запиту","\u002Fweb-development\u002Fhttp-and-https\u002Fhttp-request-structure","18.web-development\u002F02.http-and-https\u002F02.http-request-structure",{"title":4387,"path":4388,"stem":4389},"Анатомія HTTP-відповіді","\u002Fweb-development\u002Fhttp-and-https\u002Fhttp-response-structure","18.web-development\u002F02.http-and-https\u002F03.http-response-structure",{"title":4391,"path":4392,"stem":4393},"Методи HTTP та їхня семантика","\u002Fweb-development\u002Fhttp-and-https\u002Fhttp-methods","18.web-development\u002F02.http-and-https\u002F04.http-methods",{"title":4395,"path":4396,"stem":4397},"Коди статусу HTTP та їхнє призначення","\u002Fweb-development\u002Fhttp-and-https\u002Fhttp-status-codes","18.web-development\u002F02.http-and-https\u002F05.http-status-codes",{"title":4399,"path":4400,"stem":4401},"HTTP-заголовки та їхнє призначення","\u002Fweb-development\u002Fhttp-and-https\u002Fhttp-headers","18.web-development\u002F02.http-and-https\u002F06.http-headers",{"title":4403,"path":4404,"stem":4405},"CORS та механізми безпеки HTTP","\u002Fweb-development\u002Fhttp-and-https\u002Fcors-and-security","18.web-development\u002F02.http-and-https\u002F07.cors-and-security",{"title":4407,"path":4408,"stem":4409},"HTTPS та криптографічні основи TLS","\u002Fweb-development\u002Fhttp-and-https\u002Fhttps-and-tls","18.web-development\u002F02.http-and-https\u002F08.https-and-tls",{"title":4411,"icon":2634,"path":4412,"stem":4413,"children":4414,"page":59},"Система типів мови TypeScript","\u002Fweb-development\u002Ftypescript-type-system","18.web-development\u002F03.typescript-type-system",[4415,4419,4423,4427,4431,4435],{"title":4416,"path":4417,"stem":4418},"Знайомство з TypeScript Compiler","\u002Fweb-development\u002Ftypescript-type-system\u002Fintroduction-compiler-config","18.web-development\u002F03.typescript-type-system\u002F01.introduction-compiler-config",{"title":4420,"path":4421,"stem":4422},"Примітивні типи даних: string, number, boolean","\u002Fweb-development\u002Ftypescript-type-system\u002Fprimitive-special-types","18.web-development\u002F03.typescript-type-system\u002F02.primitive-special-types",{"title":4424,"path":4425,"stem":4426},"Масиви, кортежі та об","\u002Fweb-development\u002Ftypescript-type-system\u002Farrays-tuples-objects","18.web-development\u002F03.typescript-type-system\u002F03.arrays-tuples-objects",{"title":4428,"path":4429,"stem":4430},"Псевдоніми типів, Union типи, Intersection типи та літеральні типи","\u002Fweb-development\u002Ftypescript-type-system\u002Funion-intersection-literals","18.web-development\u002F03.typescript-type-system\u002F04.union-intersection-literals",{"title":4432,"path":4433,"stem":4434},"Type Narrowing (звуження типів)","\u002Fweb-development\u002Ftypescript-type-system\u002Ftype-narrowing","18.web-development\u002F03.typescript-type-system\u002F05.type-narrowing",{"title":4436,"path":4437,"stem":4438},"Типізація функцій","\u002Fweb-development\u002Ftypescript-type-system\u002Ffunctions-typing","18.web-development\u002F03.typescript-type-system\u002F06.functions-typing",{"title":4440,"icon":2634,"path":4441,"stem":4442,"children":4443,"page":59},"Розширені засоби мови TypeScript","\u002Fweb-development\u002Ftypescript-advanced","18.web-development\u002F04.typescript-advanced",[4444,4448,4452,4456,4460,4464],{"title":4445,"path":4446,"stem":4447},"Interfaces та Classes","\u002Fweb-development\u002Ftypescript-advanced\u002Finterfaces-classes","18.web-development\u002F04.typescript-advanced\u002F01.interfaces-classes",{"title":4449,"path":4450,"stem":4451},"Основи Generic типів","\u002Fweb-development\u002Ftypescript-advanced\u002Fgenerics-fundamentals","18.web-development\u002F04.typescript-advanced\u002F02.generics-fundamentals",{"title":4453,"path":4454,"stem":4455},"Enums та Decorators","\u002Fweb-development\u002Ftypescript-advanced\u002Fenums-decorators","18.web-development\u002F04.typescript-advanced\u002F03.enums-decorators",{"title":4457,"path":4458,"stem":4459},"Utility Types","\u002Fweb-development\u002Ftypescript-advanced\u002Futility-types","18.web-development\u002F04.typescript-advanced\u002F04.utility-types",{"title":4461,"path":4462,"stem":4463},"Mapped та Conditional Types","\u002Fweb-development\u002Ftypescript-advanced\u002Fmapped-conditional-types","18.web-development\u002F04.typescript-advanced\u002F05.mapped-conditional-types",{"title":4465,"path":4466,"stem":4467},"Модулі та Strict Mode","\u002Fweb-development\u002Ftypescript-advanced\u002Fmodules-strict-mode","18.web-development\u002F04.typescript-advanced\u002F06.modules-strict-mode",{"title":4469,"icon":4470,"path":4471,"stem":4472,"children":4473,"page":59},"Платформа Node.js як середовище виконання","i-devicon-nodejs","\u002Fweb-development\u002Fnodejs-platform","18.web-development\u002F05.nodejs-platform",[4474,4478,4482,4486,4490,4494,4498,4502,4506,4510,4514,4517,4521],{"title":4475,"path":4476,"stem":4477},"Що таке Node.js та його архітектура","\u002Fweb-development\u002Fnodejs-platform\u002Fwhat-is-nodejs","18.web-development\u002F05.nodejs-platform\u002F01.what-is-nodejs",{"title":4479,"path":4480,"stem":4481},"Event Loop — серце Node.js","\u002Fweb-development\u002Fnodejs-platform\u002Fevent-loop","18.web-development\u002F05.nodejs-platform\u002F02.event-loop",{"title":4483,"path":4484,"stem":4485},"Модульні системи: CommonJS vs ES Modules","\u002Fweb-development\u002Fnodejs-platform\u002Fmodule-systems","18.web-development\u002F05.nodejs-platform\u002F03.module-systems",{"title":4487,"path":4488,"stem":4489},"npm та package.json","\u002Fweb-development\u002Fnodejs-platform\u002Fnpm-package-json","18.web-development\u002F05.nodejs-platform\u002F04.npm-package-json",{"title":4491,"path":4492,"stem":4493},"Глобальні об\\","\u002Fweb-development\u002Fnodejs-platform\u002Fglobal-objects","18.web-development\u002F05.nodejs-platform\u002F05.global-objects",{"title":4495,"path":4496,"stem":4497},"Вбудований модуль fs (File System)","\u002Fweb-development\u002Fnodejs-platform\u002Fbuilt-in-modules-fs","18.web-development\u002F05.nodejs-platform\u002F06.built-in-modules-fs",{"title":4499,"path":4500,"stem":4501},"Вбудований модуль path","\u002Fweb-development\u002Fnodejs-platform\u002Fbuilt-in-modules-path","18.web-development\u002F05.nodejs-platform\u002F07.built-in-modules-path",{"title":4503,"path":4504,"stem":4505},"Вбудований модуль http","\u002Fweb-development\u002Fnodejs-platform\u002Fbuilt-in-modules-http","18.web-development\u002F05.nodejs-platform\u002F08.built-in-modules-http",{"title":4507,"path":4508,"stem":4509},"Streams — потоки даних у Node.js","\u002Fweb-development\u002Fnodejs-platform\u002Fstreams","18.web-development\u002F05.nodejs-platform\u002F09.streams",{"title":4511,"path":4512,"stem":4513},"Вбудований модуль util (Utilities)","\u002Fweb-development\u002Fnodejs-platform\u002Fbuilt-in-modules-util","18.web-development\u002F05.nodejs-platform\u002F10.built-in-modules-util",{"title":3319,"path":4515,"stem":4516},"\u002Fweb-development\u002Fnodejs-platform\u002Fenvironment-variables","18.web-development\u002F05.nodejs-platform\u002F11.environment-variables",{"title":4518,"path":4519,"stem":4520},"Інструменти налагодження та розробки","\u002Fweb-development\u002Fnodejs-platform\u002Fdebugging-tools","18.web-development\u002F05.nodejs-platform\u002F12.debugging-tools",{"title":4522,"path":4523,"stem":4524},"Продуктивність та Best Practices","\u002Fweb-development\u002Fnodejs-platform\u002Fperformance-best-practices","18.web-development\u002F05.nodejs-platform\u002F13.performance-best-practices",{"title":4526,"icon":4527,"path":4528,"stem":4529,"children":4530,"page":59},"Асинхронне програмування у Node.js","i-lucide-clock","\u002Fweb-development\u002Fasync-programming-nodejs","18.web-development\u002F06.async-programming-nodejs",[4531,4535,4539,4543,4547,4551,4555,4559,4563,4567,4571],{"title":4532,"path":4533,"stem":4534},"Синхронний vs асинхронний код","\u002Fweb-development\u002Fasync-programming-nodejs\u002Fsync-vs-async","18.web-development\u002F06.async-programming-nodejs\u002F01.sync-vs-async",{"title":4536,"path":4537,"stem":4538},"Callbacks — перша парадигма асинхронності","\u002Fweb-development\u002Fasync-programming-nodejs\u002Fcallbacks","18.web-development\u002F06.async-programming-nodejs\u002F02.callbacks",{"title":4540,"path":4541,"stem":4542},"Promises — стандарт асинхронності","\u002Fweb-development\u002Fasync-programming-nodejs\u002Fpromises","18.web-development\u002F06.async-programming-nodejs\u002F03.promises",{"title":4544,"path":4545,"stem":4546},"Promise комбінатори","\u002Fweb-development\u002Fasync-programming-nodejs\u002Fpromise-combinators","18.web-development\u002F06.async-programming-nodejs\u002F04.promise-combinators",{"title":4548,"path":4549,"stem":4550},"Async\u002FAwait — синтаксичний цукор над Promises","\u002Fweb-development\u002Fasync-programming-nodejs\u002Fasync-await","18.web-development\u002F06.async-programming-nodejs\u002F05.async-await",{"title":4552,"path":4553,"stem":4554},"Паралельне vs послідовне виконання","\u002Fweb-development\u002Fasync-programming-nodejs\u002Fparallel-vs-sequential","18.web-development\u002F06.async-programming-nodejs\u002F06.parallel-vs-sequential",{"title":4556,"path":4557,"stem":4558},"EventEmitter — подієва модель Node.js","\u002Fweb-development\u002Fasync-programming-nodejs\u002Fevent-emitter","18.web-development\u002F06.async-programming-nodejs\u002F07.event-emitter",{"title":4560,"path":4561,"stem":4562},"Worker Threads — багатопотоковість у Node.js","\u002Fweb-development\u002Fasync-programming-nodejs\u002Fworker-threads","18.web-development\u002F06.async-programming-nodejs\u002F08.worker-threads",{"title":4564,"path":4565,"stem":4566},"Child Processes — запуск зовнішніх процесів","\u002Fweb-development\u002Fasync-programming-nodejs\u002Fchild-processes","18.web-development\u002F06.async-programming-nodejs\u002F09.child-processes",{"title":4568,"path":4569,"stem":4570},"Обробка помилок у асинхронному коді","\u002Fweb-development\u002Fasync-programming-nodejs\u002Ferror-handling","18.web-development\u002F06.async-programming-nodejs\u002F10.error-handling",{"title":4572,"path":4573,"stem":4574},"Порівняння Node.js фреймворків","\u002Fweb-development\u002Fasync-programming-nodejs\u002Fnodejs-frameworks","18.web-development\u002F06.async-programming-nodejs\u002F11.nodejs-frameworks",{"title":4576,"icon":4577,"path":4578,"stem":4579,"children":4580,"page":59},"Тема 7. Фреймворк NestJS. Контролери та маршрутизація","i-lucide-route","\u002Fweb-development\u002Fnestjs-controllers-routing","18.web-development\u002F07.nestjs-controllers-routing",[4581,4585,4589,4593,4597,4601,4605,4609,4613,4617,4621,4625,4629,4633,4637,4641,4645,4649,4653,4657,4661,4665],{"title":4582,"path":4583,"stem":4584},"Філософія та архітектура NestJS","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fnestjs-philosophy","18.web-development\u002F07.nestjs-controllers-routing\u002F01.nestjs-philosophy",{"title":4586,"path":4587,"stem":4588},"Три стовпи архітектури: модулі, контролери, провайдери","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fthree-pillars","18.web-development\u002F07.nestjs-controllers-routing\u002F02.three-pillars",{"title":4590,"path":4591,"stem":4592},"Інверсія керування (IoC) та ін","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fioc-and-di","18.web-development\u002F07.nestjs-controllers-routing\u002F03.ioc-and-di",{"title":4594,"path":4595,"stem":4596},"Встановлення NestJS CLI та створення проєкту","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fnestjs-cli-setup","18.web-development\u002F07.nestjs-controllers-routing\u002F04.nestjs-cli-setup",{"title":4598,"path":4599,"stem":4600},"Структура проєкту NestJS та конвенції","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fproject-structure","18.web-development\u002F07.nestjs-controllers-routing\u002F05.project-structure",{"title":4602,"path":4603,"stem":4604},"Контролери: основи маршрутизації","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fcontrollers-basics","18.web-development\u002F07.nestjs-controllers-routing\u002F06.controllers-basics",{"title":4606,"path":4607,"stem":4608},"Декоратори маршрутизації HTTP-методів","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Froute-decorators","18.web-development\u002F07.nestjs-controllers-routing\u002F07.route-decorators",{"title":4610,"path":4611,"stem":4612},"Параметри маршруту та декоратор @Param","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Froute-parameters","18.web-development\u002F07.nestjs-controllers-routing\u002F08.route-parameters",{"title":4614,"path":4615,"stem":4616},"Query-параметри та декоратор @Query","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fquery-parameters","18.web-development\u002F07.nestjs-controllers-routing\u002F09.query-parameters",{"title":4618,"path":4619,"stem":4620},"Тіло запиту та декоратор @Body","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Frequest-body","18.web-development\u002F07.nestjs-controllers-routing\u002F10.request-body",{"title":4622,"path":4623,"stem":4624},"Робота з заголовками запиту та відповіді","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fheaders-decorators","18.web-development\u002F07.nestjs-controllers-routing\u002F11.headers-decorators",{"title":4626,"path":4627,"stem":4628},"Data Transfer Objects (DTO): визначення та призначення","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fdto-introduction","18.web-development\u002F07.nestjs-controllers-routing\u002F12.dto-introduction",{"title":4630,"path":4631,"stem":4632},"Об'єкти Request та Response","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Frequest-response-objects","18.web-development\u002F07.nestjs-controllers-routing\u002F13.request-response-objects",{"title":4634,"path":4635,"stem":4636},"HTTP-статус коди та декоратор @HttpCode","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fhttp-status-codes","18.web-development\u002F07.nestjs-controllers-routing\u002F14.http-status-codes",{"title":4638,"path":4639,"stem":4640},"Перенаправлення (Redirects) та декоратор @Redirect","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fredirects","18.web-development\u002F07.nestjs-controllers-routing\u002F15.redirects",{"title":4642,"path":4643,"stem":4644},"Асинхронні обробники та Observables","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fasync-handlers","18.web-development\u002F07.nestjs-controllers-routing\u002F16.async-handlers",{"title":4646,"path":4647,"stem":4648},"Маршрутизація за піддоменами та версіонування API","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fsub-domain-routing","18.web-development\u002F07.nestjs-controllers-routing\u002F17.sub-domain-routing",{"title":4650,"path":4651,"stem":4652},"Області видимості контролерів (Scopes)","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fcontroller-scopes","18.web-development\u002F07.nestjs-controllers-routing\u002F18.controller-scopes",{"title":4654,"path":4655,"stem":4656},"Основні команди NestJS CLI","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fnestjs-cli-commands","18.web-development\u002F07.nestjs-controllers-routing\u002F19.nestjs-cli-commands",{"title":4658,"path":4659,"stem":4660},"Практичний приклад: створення CRUD-контролера","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fcrud-example","18.web-development\u002F07.nestjs-controllers-routing\u002F20.crud-example",{"title":4662,"path":4663,"stem":4664},"Тестування контролерів","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Ftesting-controllers","18.web-development\u002F07.nestjs-controllers-routing\u002F21.testing-controllers",{"title":4666,"path":4667,"stem":4668},"Best Practices для контролерів та маршрутизації","\u002Fweb-development\u002Fnestjs-controllers-routing\u002Fbest-practices","18.web-development\u002F07.nestjs-controllers-routing\u002F22.best-practices",{"title":4670,"icon":4671,"path":4672,"stem":4673,"children":4674,"page":59},"Тема 8. Провайдери, сервіси та модульна система NestJS","i-lucide-package","\u002Fweb-development\u002Fnestjs-providers-modules","18.web-development\u002F08.nestjs-providers-modules",[4675,4679,4683,4687,4691,4695,4699,4703,4707,4711,4715,4719,4723,4727,4731],{"title":4676,"path":4677,"stem":4678},"Концепція провайдерів у NestJS","\u002Fweb-development\u002Fnestjs-providers-modules\u002Fproviders-concept","18.web-development\u002F08.nestjs-providers-modules\u002F01.providers-concept",{"title":4680,"path":4681,"stem":4682},"Сервіси: інкапсуляція бізнес-логіки","\u002Fweb-development\u002Fnestjs-providers-modules\u002Fservices-business-logic","18.web-development\u002F08.nestjs-providers-modules\u002F02.services-business-logic",{"title":4684,"path":4685,"stem":4686},"Практика ін","\u002Fweb-development\u002Fnestjs-providers-modules\u002Fdependency-injection-practice","18.web-development\u002F08.nestjs-providers-modules\u002F03.dependency-injection-practice",{"title":4688,"path":4689,"stem":4690},"Custom Providers: useValue, useClass, useFactory, useExisting","\u002Fweb-development\u002Fnestjs-providers-modules\u002Fcustom-providers","18.web-development\u002F08.nestjs-providers-modules\u002F04.custom-providers",{"title":4692,"path":4693,"stem":4694},"Injection Tokens: рядкові та символьні токени","\u002Fweb-development\u002Fnestjs-providers-modules\u002Finjection-tokens","18.web-development\u002F08.nestjs-providers-modules\u002F05.injection-tokens",{"title":4696,"path":4697,"stem":4698},"Опціональні провайдери та декоратор @Optional","\u002Fweb-development\u002Fnestjs-providers-modules\u002Foptional-providers","18.web-development\u002F08.nestjs-providers-modules\u002F07.optional-providers",{"title":4700,"path":4701,"stem":4702},"Структура модулів: imports, controllers, providers, exports","\u002Fweb-development\u002Fnestjs-providers-modules\u002Fmodules-structure","18.web-development\u002F08.nestjs-providers-modules\u002F08.modules-structure",{"title":4704,"path":4705,"stem":4706},"Feature Modules: ізоляція функціональності","\u002Fweb-development\u002Fnestjs-providers-modules\u002Ffeature-modules","18.web-development\u002F08.nestjs-providers-modules\u002F09.feature-modules",{"title":4708,"path":4709,"stem":4710},"Shared Modules: перевикористання провайдерів","\u002Fweb-development\u002Fnestjs-providers-modules\u002Fshared-modules","18.web-development\u002F08.nestjs-providers-modules\u002F10.shared-modules",{"title":4712,"path":4713,"stem":4714},"Global Modules та декоратор @Global","\u002Fweb-development\u002Fnestjs-providers-modules\u002Fglobal-modules","18.web-development\u002F08.nestjs-providers-modules\u002F11.global-modules",{"title":4716,"path":4717,"stem":4718},"Dynamic Modules: конфігурація під час виконання","\u002Fweb-development\u002Fnestjs-providers-modules\u002Fdynamic-modules","18.web-development\u002F08.nestjs-providers-modules\u002F12.dynamic-modules",{"title":4720,"path":4721,"stem":4722},"Циклічні залежності та forwardRef","\u002Fweb-development\u002Fnestjs-providers-modules\u002Fcircular-dependencies","18.web-development\u002F08.nestjs-providers-modules\u002F13.circular-dependencies",{"title":4724,"path":4725,"stem":4726},"Lifecycle Hooks: хуки життєвого циклу","\u002Fweb-development\u002Fnestjs-providers-modules\u002Flifecycle-hooks","18.web-development\u002F08.nestjs-providers-modules\u002F14.lifecycle-hooks",{"title":4728,"path":4729,"stem":4730},"ModuleRef: динамічний доступ до провайдерів","\u002Fweb-development\u002Fnestjs-providers-modules\u002Fmodule-reference","18.web-development\u002F08.nestjs-providers-modules\u002F15.module-reference",{"title":4732,"path":4733,"stem":4734},"Тестування сервісів та провайдерів","\u002Fweb-development\u002Fnestjs-providers-modules\u002Ftesting-services","18.web-development\u002F08.nestjs-providers-modules\u002F16.testing-services",{"title":4736,"icon":4737,"path":4738,"stem":4739,"children":4740,"page":59},"Тема 9. Валідація даних та конвеєр обробки запитів у NestJS","i-lucide-filter","\u002Fweb-development\u002Fnestjs-validation-pipeline","18.web-development\u002F09.nestjs-validation-pipeline",[4741,4745,4749,4753,4757,4761,4765,4769,4773,4777,4781,4785,4789,4793,4797,4801,4805,4809,4813],{"title":4742,"path":4743,"stem":4744},"Request Pipeline: конвеєр обробки запитів","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Frequest-pipeline","18.web-development\u002F09.nestjs-validation-pipeline\u002F01.request-pipeline",{"title":4746,"path":4747,"stem":4748},"Pipes: концепція трансформації та валідації","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fpipes-concept","18.web-development\u002F09.nestjs-validation-pipeline\u002F02.pipes-concept",{"title":4750,"path":4751,"stem":4752},"Вбудовані pipes: ParseIntPipe, ParseBoolPipe, ParseUUIDPipe","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fbuilt-in-pipes","18.web-development\u002F09.nestjs-validation-pipeline\u002F03.built-in-pipes",{"title":4754,"path":4755,"stem":4756},"ValidationPipe: автоматична валідація DTO","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fvalidation-pipe","18.web-development\u002F09.nestjs-validation-pipeline\u002F04.validation-pipe",{"title":4758,"path":4759,"stem":4760},"Декоратори class-validator для DTO","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fclass-validator-decorators","18.web-development\u002F09.nestjs-validation-pipeline\u002F05.class-validator-decorators",{"title":4762,"path":4763,"stem":4764},"Створення кастомних валідаторів","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fcustom-validators","18.web-development\u002F09.nestjs-validation-pipeline\u002F06.custom-validators",{"title":4766,"path":4767,"stem":4768},"Створення власних Pipes","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fcustom-pipes","18.web-development\u002F09.nestjs-validation-pipeline\u002F07.custom-pipes",{"title":4770,"path":4771,"stem":4772},"Основи Middleware","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fmiddleware-basics","18.web-development\u002F09.nestjs-validation-pipeline\u002F08.middleware-basics",{"title":4774,"path":4775,"stem":4776},"Практичні приклади Middleware","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fmiddleware-examples","18.web-development\u002F09.nestjs-validation-pipeline\u002F09.middleware-examples",{"title":4778,"path":4779,"stem":4780},"Guards: захисні перехоплювачі доступу","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fguards-concept","18.web-development\u002F09.nestjs-validation-pipeline\u002F10.guards-concept",{"title":4782,"path":4783,"stem":4784},"Створення кастомних Guards","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fcustom-guards","18.web-development\u002F09.nestjs-validation-pipeline\u002F11.custom-guards",{"title":4786,"path":4787,"stem":4788},"Interceptors: перехоплення та трансформація відповідей","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Finterceptors-concept","18.web-development\u002F09.nestjs-validation-pipeline\u002F12.interceptors-concept",{"title":4790,"path":4791,"stem":4792},"Практичні приклади Interceptors","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Finterceptor-examples","18.web-development\u002F09.nestjs-validation-pipeline\u002F13.interceptor-examples",{"title":4794,"path":4795,"stem":4796},"Exception Filters: обробка виключень","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fexception-filters","18.web-development\u002F09.nestjs-validation-pipeline\u002F14.exception-filters",{"title":4798,"path":4799,"stem":4800},"Custom Exception Filters: спеціалізовані фільтри","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fcustom-exception-filters","18.web-development\u002F09.nestjs-validation-pipeline\u002F15.custom-exception-filters",{"title":4802,"path":4803,"stem":4804},"Execution Context: контекст виконання","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fexecution-context","18.web-development\u002F09.nestjs-validation-pipeline\u002F16.execution-context",{"title":4806,"path":4807,"stem":4808},"Custom Decorators: власні декоратори","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fcustom-decorators","18.web-development\u002F09.nestjs-validation-pipeline\u002F17.custom-decorators",{"title":4810,"path":4811,"stem":4812},"Global Components: глобальні компоненти","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fglobal-components","18.web-development\u002F09.nestjs-validation-pipeline\u002F18.global-components",{"title":4814,"path":4815,"stem":4816},"Pipeline Best Practices: найкращі практики","\u002Fweb-development\u002Fnestjs-validation-pipeline\u002Fpipeline-best-practices","18.web-development\u002F09.nestjs-validation-pipeline\u002F19.pipeline-best-practices",{"title":4818,"icon":3043,"path":4819,"stem":4820,"children":4821,"page":59},"Інтеграція реляційних баз даних засобами TypeORM","\u002Fweb-development\u002Ftypeorm-integration","18.web-development\u002F10.typeorm-integration",[4822,4826,4830,4834,4838,4842,4846],{"title":4823,"path":4824,"stem":4825},"Робота з базами даних у Node.js через нативні драйвери","\u002Fweb-development\u002Ftypeorm-integration\u002F01-nodejs-database-drivers","18.web-development\u002F10.typeorm-integration\u002F01-nodejs-database-drivers",{"title":4827,"path":4828,"stem":4829},"ORM та знайомство з TypeORM","\u002Fweb-development\u002Ftypeorm-integration\u002F02-orm-and-typeorm-intro","18.web-development\u002F10.typeorm-integration\u002F02-orm-and-typeorm-intro",{"title":4831,"path":4832,"stem":4833},"Налаштування TypeORM у NestJS проєкті","\u002Fweb-development\u002Ftypeorm-integration\u002F03-typeorm-setup-nestjs","18.web-development\u002F10.typeorm-integration\u002F03-typeorm-setup-nestjs",{"title":4835,"path":4836,"stem":4837},"Entity класи та декоратори TypeORM","\u002Fweb-development\u002Ftypeorm-integration\u002F04-entities-and-decorators","18.web-development\u002F10.typeorm-integration\u002F04-entities-and-decorators",{"title":4839,"path":4840,"stem":4841},"Repository Pattern та CRUD операції","\u002Fweb-development\u002Ftypeorm-integration\u002F05-repository-pattern-crud","18.web-development\u002F10.typeorm-integration\u002F05-repository-pattern-crud",{"title":4843,"path":4844,"stem":4845},"Пагінація та фільтрація даних","\u002Fweb-development\u002Ftypeorm-integration\u002F06-pagination-filtering","18.web-development\u002F10.typeorm-integration\u002F06-pagination-filtering",{"title":4847,"path":4848,"stem":4849},"QueryBuilder для складних запитів","\u002Fweb-development\u002Ftypeorm-integration\u002F07-query-builder","18.web-development\u002F10.typeorm-integration\u002F07-query-builder",{"title":4851,"icon":4852,"path":4853,"stem":4854,"children":4855,"page":59},"Зв'язки між сутностями, міграції та оптимізація запитів","i-lucide-git-branch","\u002Fweb-development\u002Fentity-relations-migrations","18.web-development\u002F11.entity-relations-migrations",[4856,4860,4864,4868,4872],{"title":4857,"path":4858,"stem":4859},"Зв'язки One-to-Many та Many-to-One","\u002Fweb-development\u002Fentity-relations-migrations\u002F01-one-to-many-many-to-one","18.web-development\u002F11.entity-relations-migrations\u002F01-one-to-many-many-to-one",{"title":4861,"path":4862,"stem":4863},"Зв'язки One-to-One та Many-to-Many","\u002Fweb-development\u002Fentity-relations-migrations\u002F02-one-to-one-many-to-many","18.web-development\u002F11.entity-relations-migrations\u002F02-one-to-one-many-to-many",{"title":4865,"path":4866,"stem":4867},"Керування міграціями бази даних","\u002Fweb-development\u002Fentity-relations-migrations\u002F03-migrations-management","18.web-development\u002F11.entity-relations-migrations\u002F03-migrations-management",{"title":4869,"path":4870,"stem":4871},"Транзакції у TypeORM","\u002Fweb-development\u002Fentity-relations-migrations\u002F04-transactions","18.web-development\u002F11.entity-relations-migrations\u002F04-transactions",{"title":4873,"path":4874,"stem":4875,"children":4876},"Індекси та оптимізація запитів","\u002Fweb-development\u002Fentity-relations-migrations\u002F05-indexes-optimization","18.web-development\u002F11.entity-relations-migrations\u002F05-indexes-optimization",[4877],{"title":4873,"path":4874,"stem":4875},{"title":4879,"icon":4880,"path":4881,"stem":4882,"children":4883,"page":59},"Механізми автентифікації у вебзастосунках","i-lucide-key","\u002Fweb-development\u002Fauthentication","18.web-development\u002F12.authentication",[4884,4888,4892,4896,4900,4904,4908,4912,4916],{"title":4885,"path":4886,"stem":4887},"Автентифікація vs Авторизація","\u002Fweb-development\u002Fauthentication\u002F01-authentication-vs-authorization","18.web-development\u002F12.authentication\u002F01-authentication-vs-authorization",{"title":4889,"path":4890,"stem":4891},"Стратегії автентифікації","\u002Fweb-development\u002Fauthentication\u002F02-authentication-strategies","18.web-development\u002F12.authentication\u002F02-authentication-strategies",{"title":4893,"path":4894,"stem":4895},"Автентифікація на основі сесій","\u002Fweb-development\u002Fauthentication\u002F03-session-based-authentication","18.web-development\u002F12.authentication\u002F03-session-based-authentication",{"title":4897,"path":4898,"stem":4899},"Структура JSON Web Token (JWT)","\u002Fweb-development\u002Fauthentication\u002F04-jwt-structure","18.web-development\u002F12.authentication\u002F04-jwt-structure",{"title":4901,"path":4902,"stem":4903},"Інтеграція JWT у NestJS","\u002Fweb-development\u002Fauthentication\u002F05-nestjs-jwt-integration","18.web-development\u002F12.authentication\u002F05-nestjs-jwt-integration",{"title":4905,"path":4906,"stem":4907},"Passport.js стратегії у NestJS","\u002Fweb-development\u002Fauthentication\u002F06-passport-strategies","18.web-development\u002F12.authentication\u002F06-passport-strategies",{"title":4909,"path":4910,"stem":4911},"Безпечне зберігання паролів: хешування та криптографічний захист","\u002Fweb-development\u002Fauthentication\u002F07-password-hashing","18.web-development\u002F12.authentication\u002F07-password-hashing",{"title":4913,"path":4914,"stem":4915},"Refresh Token та безпечне оновлення доступу","\u002Fweb-development\u002Fauthentication\u002F08-refresh-tokens","18.web-development\u002F12.authentication\u002F08-refresh-tokens",{"title":4917,"path":4918,"stem":4919},"OAuth 2.0 та OpenID Connect: делегована автентифікація","\u002Fweb-development\u002Fauthentication\u002F09-oauth2-openid","18.web-development\u002F12.authentication\u002F09-oauth2-openid",{"title":4921,"icon":4922,"path":4923,"stem":4924,"children":4925,"page":59},"Авторизація та безпека серверних застосунків","i-lucide-shield","\u002Fweb-development\u002Fauthorization-security","18.web-development\u002F13.authorization-security",[4926,4930,4934,4938,4942,4946,4950,4954,4958,4962],{"title":4927,"path":4928,"stem":4929},"Моделі авторизації","\u002Fweb-development\u002Fauthorization-security\u002F01-authorization-models","18.web-development\u002F13.authorization-security\u002F01-authorization-models",{"title":4931,"path":4932,"stem":4933},"Реалізація RBAC у NestJS","\u002Fweb-development\u002Fauthorization-security\u002F02-rbac-implementation","18.web-development\u002F13.authorization-security\u002F02-rbac-implementation",{"title":4935,"path":4936,"stem":4937},"Permission-Based Access Control","\u002Fweb-development\u002Fauthorization-security\u002F03-permission-based-access","18.web-development\u002F13.authorization-security\u002F03-permission-based-access",{"title":4939,"path":4940,"stem":4941},"ABAC та бібліотека CASL","\u002Fweb-development\u002Fauthorization-security\u002F04-abac-casl","18.web-development\u002F13.authorization-security\u002F04-abac-casl",{"title":4943,"path":4944,"stem":4945},"Кастомні декоратори та метадані","\u002Fweb-development\u002Fauthorization-security\u002F05-custom-decorators-metadata","18.web-development\u002F13.authorization-security\u002F05-custom-decorators-metadata",{"title":4947,"path":4948,"stem":4949},"Конфігурація CORS","\u002Fweb-development\u002Fauthorization-security\u002F06-cors-configuration","18.web-development\u002F13.authorization-security\u002F06-cors-configuration",{"title":4951,"path":4952,"stem":4953},"Захист через HTTP Security Headers (Helmet)","\u002Fweb-development\u002Fauthorization-security\u002F07-helmet-security-headers","18.web-development\u002F13.authorization-security\u002F07-helmet-security-headers",{"title":4955,"path":4956,"stem":4957},"Rate Limiting та Throttling","\u002Fweb-development\u002Fauthorization-security\u002F08-rate-limiting-throttling","18.web-development\u002F13.authorization-security\u002F08-rate-limiting-throttling",{"title":4959,"path":4960,"stem":4961},"Захист від поширених атак","\u002Fweb-development\u002Fauthorization-security\u002F09-common-attacks-protection","18.web-development\u002F13.authorization-security\u002F09-common-attacks-protection",{"title":4963,"path":4964,"stem":4965},"HTTPS у продакшені","\u002Fweb-development\u002Fauthorization-security\u002F10-https-production","18.web-development\u002F13.authorization-security\u002F10-https-production",{"title":4967,"icon":871,"path":4968,"stem":4969,"children":4970,"page":59},"Комунікація у реальному часі, нотифікації та фонові задачі","\u002Fweb-development\u002Frealtime-notifications-jobs","18.web-development\u002F14.realtime-notifications-jobs",[4971,4975,4979,4983,4987,4991,4994,4997,5001,5005],{"title":4972,"path":4973,"stem":4974},"Методи комунікації у реальному часі","\u002Fweb-development\u002Frealtime-notifications-jobs\u002F01-realtime-communication-methods","18.web-development\u002F14.realtime-notifications-jobs\u002F01-realtime-communication-methods",{"title":4976,"path":4977,"stem":4978},"WebSocket Gateway у NestJS","\u002Fweb-development\u002Frealtime-notifications-jobs\u002F02-websocket-gateway","18.web-development\u002F14.realtime-notifications-jobs\u002F02-websocket-gateway",{"title":4980,"path":4981,"stem":4982},"Lifecycle та Rooms у WebSocket","\u002Fweb-development\u002Frealtime-notifications-jobs\u002F03-websocket-lifecycle-rooms","18.web-development\u002F14.realtime-notifications-jobs\u002F03-websocket-lifecycle-rooms",{"title":4984,"path":4985,"stem":4986},"Server-Sent Events (SSE)","\u002Fweb-development\u002Frealtime-notifications-jobs\u002F04-server-sent-events","18.web-development\u002F14.realtime-notifications-jobs\u002F04-server-sent-events",{"title":4988,"path":4989,"stem":4990},"Архітектура системи нотифікацій","\u002Fweb-development\u002Frealtime-notifications-jobs\u002F05-notification-system","18.web-development\u002F14.realtime-notifications-jobs\u002F05-notification-system",{"title":904,"path":4992,"stem":4993},"\u002Fweb-development\u002Frealtime-notifications-jobs\u002F06-email-notifications","18.web-development\u002F14.realtime-notifications-jobs\u002F06-email-notifications",{"title":900,"path":4995,"stem":4996},"\u002Fweb-development\u002Frealtime-notifications-jobs\u002F07-web-push-notifications","18.web-development\u002F14.realtime-notifications-jobs\u002F07-web-push-notifications",{"title":4998,"path":4999,"stem":5000},"Фонові задачі та черги","\u002Fweb-development\u002Frealtime-notifications-jobs\u002F08-background-jobs-queues","18.web-development\u002F14.realtime-notifications-jobs\u002F08-background-jobs-queues",{"title":5002,"path":5003,"stem":5004},"Планувальники та Cron jobs","\u002Fweb-development\u002Frealtime-notifications-jobs\u002F09-schedulers-cron","18.web-development\u002F14.realtime-notifications-jobs\u002F09-schedulers-cron",{"title":5006,"path":5007,"stem":5008},"Практичні сценарії застосування","\u002Fweb-development\u002Frealtime-notifications-jobs\u002F10-practical-scenarios","18.web-development\u002F14.realtime-notifications-jobs\u002F10-practical-scenarios",{"title":5010,"icon":5011,"path":5012,"stem":5013,"children":5014,"page":59},"Тестування, документування та розгортання застосунків","i-lucide-rocket","\u002Fweb-development\u002Ftesting-documentation-deployment","18.web-development\u002F15.testing-documentation-deployment",[5015,5019,5023,5027,5031,5035,5039,5043,5047,5051],{"title":5016,"path":5017,"stem":5018},"Піраміда тестування та стратегія","\u002Fweb-development\u002Ftesting-documentation-deployment\u002F01-testing-pyramid-strategy","18.web-development\u002F15.testing-documentation-deployment\u002F01-testing-pyramid-strategy",{"title":5020,"path":5021,"stem":5022},"Основи Jest у NestJS","\u002Fweb-development\u002Ftesting-documentation-deployment\u002F02-jest-nestjs-basics","18.web-development\u002F15.testing-documentation-deployment\u002F02-jest-nestjs-basics",{"title":5024,"path":5025,"stem":5026},"Unit-тестування сервісів","\u002Fweb-development\u002Ftesting-documentation-deployment\u002F03-unit-testing-services","18.web-development\u002F15.testing-documentation-deployment\u002F03-unit-testing-services",{"title":5028,"path":5029,"stem":5030},"E2E тестування та покриття коду","\u002Fweb-development\u002Ftesting-documentation-deployment\u002F04-e2e-testing-coverage","18.web-development\u002F15.testing-documentation-deployment\u002F04-e2e-testing-coverage",{"title":5032,"path":5033,"stem":5034},"Swagger, OpenAPI, Scalar та Arazzo","\u002Fweb-development\u002Ftesting-documentation-deployment\u002F05-swagger-openapi","18.web-development\u002F15.testing-documentation-deployment\u002F05-swagger-openapi",{"title":5036,"path":5037,"stem":5038},"Керування конфігурацією","\u002Fweb-development\u002Ftesting-documentation-deployment\u002F06-configuration-management","18.web-development\u002F15.testing-documentation-deployment\u002F06-configuration-management",{"title":5040,"path":5041,"stem":5042},"Docker та контейнеризація","\u002Fweb-development\u002Ftesting-documentation-deployment\u002F07-docker-containerization","18.web-development\u002F15.testing-documentation-deployment\u002F07-docker-containerization",{"title":5044,"path":5045,"stem":5046},"CI\u002FCD Pipelines","\u002Fweb-development\u002Ftesting-documentation-deployment\u002F08-cicd-pipelines","18.web-development\u002F15.testing-documentation-deployment\u002F08-cicd-pipelines",{"title":5048,"path":5049,"stem":5050},"Логування та моніторинг","\u002Fweb-development\u002Ftesting-documentation-deployment\u002F09-logging-monitoring","18.web-development\u002F15.testing-documentation-deployment\u002F09-logging-monitoring",{"title":5052,"path":5053,"stem":5054},"Серіалізація та компресія","\u002Fweb-development\u002Ftesting-documentation-deployment\u002F10-serialization-compression","18.web-development\u002F15.testing-documentation-deployment\u002F10-serialization-compression",{"title":5056,"icon":5057,"path":5058,"stem":5059,"children":5060,"page":59},"AI Core: мислення AI","i-lucide-brain","\u002Fai-core","19.ai-core",[5061,5102,5151,5189],{"title":5062,"icon":5011,"path":5063,"stem":5064,"children":5065,"page":59},"Вхід у професію AI Native Developer","\u002Fai-core\u002Fai-native-developer","19.ai-core\u002F01.ai-native-developer",[5066,5070,5074,5078,5082,5086,5090,5094,5098],{"title":5067,"path":5068,"stem":5069},"Вступ до професії розробника цифрових продуктів","\u002Fai-core\u002Fai-native-developer\u002Fdigital-products","19.ai-core\u002F01.ai-native-developer\u002F01.digital-products",{"title":5071,"path":5072,"stem":5073},"Професія розробника програмного забезпечення","\u002Fai-core\u002Fai-native-developer\u002Fsoftware-developer","19.ai-core\u002F01.ai-native-developer\u002F02.software-developer",{"title":5075,"path":5076,"stem":5077},"Професія AI Native Developer","\u002Fai-core\u002Fai-native-developer\u002Fai-native-developer","19.ai-core\u002F01.ai-native-developer\u002F03.ai-native-developer",{"title":5079,"path":5080,"stem":5081},"Вплив AI на розробку програмного забезпечення","\u002Fai-core\u002Fai-native-developer\u002Fai-impact-on-development","19.ai-core\u002F01.ai-native-developer\u002F04.ai-impact-on-development",{"title":5083,"path":5084,"stem":5085},"Життєвий цикл цифрового продукту","\u002Fai-core\u002Fai-native-developer\u002Fproduct-lifecycle","19.ai-core\u002F01.ai-native-developer\u002F05.product-lifecycle",{"title":5087,"path":5088,"stem":5089},"Застосування AI на етапах створення цифрового продукту","\u002Fai-core\u002Fai-native-developer\u002Fai-in-product-creation","19.ai-core\u002F01.ai-native-developer\u002F06.ai-in-product-creation",{"title":5091,"path":5092,"stem":5093},"Розподіл завдань між людиною та AI","\u002Fai-core\u002Fai-native-developer\u002Fhuman-vs-ai-tasks","19.ai-core\u002F01.ai-native-developer\u002F07.human-vs-ai-tasks",{"title":5095,"path":5096,"stem":5097},"Компетенції AI Native Developer","\u002Fai-core\u002Fai-native-developer\u002Fcompetencies","19.ai-core\u002F01.ai-native-developer\u002F08.competencies",{"title":5099,"path":5100,"stem":5101},"Карта професійного розвитку AI Native Developer","\u002Fai-core\u002Fai-native-developer\u002Fcareer-roadmap","19.ai-core\u002F01.ai-native-developer\u002F09.career-roadmap",{"title":5103,"icon":255,"path":5104,"stem":5105,"children":5106,"page":59},"Штучний інтелект і машинне навчання","\u002Fai-core\u002Fai-and-machine-learning","19.ai-core\u002F02.ai-and-machine-learning",[5107,5111,5115,5119,5123,5127,5131,5135,5139,5143,5147],{"title":5108,"path":5109,"stem":5110},"Штучний інтелект","\u002Fai-core\u002Fai-and-machine-learning\u002Fwhat-is-ai","19.ai-core\u002F02.ai-and-machine-learning\u002F01.what-is-ai",{"title":5112,"path":5113,"stem":5114},"Відмінність AI від інших програмних систем","\u002Fai-core\u002Fai-and-machine-learning\u002Fai-vs-automation","19.ai-core\u002F02.ai-and-machine-learning\u002F02.ai-vs-automation",{"title":5116,"path":5117,"stem":5118},"Завдання штучного інтелекту","\u002Fai-core\u002Fai-and-machine-learning\u002Fai-tasks","19.ai-core\u002F02.ai-and-machine-learning\u002F03.ai-tasks",{"title":5120,"path":5121,"stem":5122},"Machine Learning","\u002Fai-core\u002Fai-and-machine-learning\u002Fmachine-learning","19.ai-core\u002F02.ai-and-machine-learning\u002F04.machine-learning",{"title":5124,"path":5125,"stem":5126},"Machine Learning Workflow","\u002Fai-core\u002Fai-and-machine-learning\u002Fml-workflow","19.ai-core\u002F02.ai-and-machine-learning\u002F05.ml-workflow",{"title":5128,"path":5129,"stem":5130},"Типи машинного навчання","\u002Fai-core\u002Fai-and-machine-learning\u002Fml-types","19.ai-core\u002F02.ai-and-machine-learning\u002F06.ml-types",{"title":5132,"path":5133,"stem":5134},"Generative AI","\u002Fai-core\u002Fai-and-machine-learning\u002Fgenerative-ai","19.ai-core\u002F02.ai-and-machine-learning\u002F07.generative-ai",{"title":5136,"path":5137,"stem":5138},"Типи контенту, створюваного AI","\u002Fai-core\u002Fai-and-machine-learning\u002Fai-content-types","19.ai-core\u002F02.ai-and-machine-learning\u002F08.ai-content-types",{"title":5140,"path":5141,"stem":5142},"Великі мовні моделі","\u002Fai-core\u002Fai-and-machine-learning\u002Flarge-language-models","19.ai-core\u002F02.ai-and-machine-learning\u002F09.large-language-models",{"title":5144,"path":5145,"stem":5146},"Можливості та обмеження Generative AI","\u002Fai-core\u002Fai-and-machine-learning\u002Fcapabilities-and-limitations","19.ai-core\u002F02.ai-and-machine-learning\u002F10.capabilities-and-limitations",{"title":5148,"path":5149,"stem":5150},"Сучасні AI-асистенти","\u002Fai-core\u002Fai-and-machine-learning\u002Fmodern-ai-assistants","19.ai-core\u002F02.ai-and-machine-learning\u002F11.modern-ai-assistants",{"title":5152,"icon":5153,"path":5154,"stem":5155,"children":5156,"page":59},"Постановка завдань для AI: принципи створення промптів","i-lucide-message-square-text","\u002Fai-core\u002Fprompt-engineering","19.ai-core\u002F03.prompt-engineering",[5157,5161,5165,5169,5173,5177,5181,5185],{"title":5158,"path":5159,"stem":5160},"Промпт як інструмент","\u002Fai-core\u002Fprompt-engineering\u002Fprompt-as-tool","19.ai-core\u002F03.prompt-engineering\u002F01.prompt-as-tool",{"title":5162,"path":5163,"stem":5164},"Принципи створення промптів","\u002Fai-core\u002Fprompt-engineering\u002Fprompt-principles","19.ai-core\u002F03.prompt-engineering\u002F02.prompt-principles",{"title":5166,"path":5167,"stem":5168},"Структура промпта","\u002Fai-core\u002Fprompt-engineering\u002Fprompt-structure","19.ai-core\u002F03.prompt-engineering\u002F03.prompt-structure",{"title":5170,"path":5171,"stem":5172},"Види промптів за типом задачі","\u002Fai-core\u002Fprompt-engineering\u002Fprompt-types","19.ai-core\u002F03.prompt-engineering\u002F04.prompt-types",{"title":5174,"path":5175,"stem":5176},"Прийоми посилення промпта","\u002Fai-core\u002Fprompt-engineering\u002Fprompt-enhancement","19.ai-core\u002F03.prompt-engineering\u002F05.prompt-enhancement",{"title":5178,"path":5179,"stem":5180},"Розбір і покращення промпта","\u002Fai-core\u002Fprompt-engineering\u002Fprompt-analysis","19.ai-core\u002F03.prompt-engineering\u002F06.prompt-analysis",{"title":5182,"path":5183,"stem":5184},"Типові помилки під час створення промптів","\u002Fai-core\u002Fprompt-engineering\u002Fcommon-mistakes","19.ai-core\u002F03.prompt-engineering\u002F07.common-mistakes",{"title":5186,"path":5187,"stem":5188},"Практикум: особиста бібліотека промптів","\u002Fai-core\u002Fprompt-engineering\u002Fprompt-library","19.ai-core\u002F03.prompt-engineering\u002F08.prompt-library",{"title":5190,"icon":793,"path":5191,"stem":5192,"children":5193,"page":59},"Перевірка результатів, безпека та AI Native Workflow","\u002Fai-core\u002Fverification-security-workflow","19.ai-core\u002F04.verification-security-workflow",[5194,5198,5202,5206,5210,5214,5218,5222,5226],{"title":5195,"path":5196,"stem":5197},"Межі можливостей AI","\u002Fai-core\u002Fverification-security-workflow\u002Fai-limitations","19.ai-core\u002F04.verification-security-workflow\u002F01.ai-limitations",{"title":5199,"path":5200,"stem":5201},"Галюцинації AI","\u002Fai-core\u002Fverification-security-workflow\u002Fai-hallucinations","19.ai-core\u002F04.verification-security-workflow\u002F02.ai-hallucinations",{"title":5203,"path":5204,"stem":5205},"Критичне мислення під час роботи з AI","\u002Fai-core\u002Fverification-security-workflow\u002Fcritical-thinking","19.ai-core\u002F04.verification-security-workflow\u002F03.critical-thinking",{"title":5207,"path":5208,"stem":5209},"Перевірка результатів роботи AI","\u002Fai-core\u002Fverification-security-workflow\u002Fresult-verification","19.ai-core\u002F04.verification-security-workflow\u002F04.result-verification",{"title":5211,"path":5212,"stem":5213},"Захист даних під час роботи з AI","\u002Fai-core\u002Fverification-security-workflow\u002Fdata-protection","19.ai-core\u002F04.verification-security-workflow\u002F05.data-protection",{"title":5215,"path":5216,"stem":5217},"Авторське право та навчальна доброчесність","\u002Fai-core\u002Fverification-security-workflow\u002Fcopyright-integrity","19.ai-core\u002F04.verification-security-workflow\u002F06.copyright-integrity",{"title":5219,"path":5220,"stem":5221},"Відповідальне використання AI","\u002Fai-core\u002Fverification-security-workflow\u002Fresponsible-use","19.ai-core\u002F04.verification-security-workflow\u002F07.responsible-use",{"title":5223,"path":5224,"stem":5225},"AI Native Workflow","\u002Fai-core\u002Fverification-security-workflow\u002Fai-native-workflow","19.ai-core\u002F04.verification-security-workflow\u002F08.ai-native-workflow",{"title":5227,"path":5228,"stem":5229},"Застосування AI Native Workflow під час створення цифрового продукту","\u002Fai-core\u002Fverification-security-workflow\u002Fworkflow-in-practice","19.ai-core\u002F04.verification-security-workflow\u002F09.workflow-in-practice",{"title":5231,"icon":5232,"path":5233,"stem":5234,"children":5235,"page":59},"AI Developer: Vibe Coding Sprint","i-lucide-code-xml","\u002Fai-developer","20.ai-developer",[5236,5262,5284,5305],{"title":5237,"icon":5238,"path":5239,"stem":5240,"children":5241,"page":59},"Проєктування і чорнова версія","i-lucide-pencil-ruler","\u002Fai-developer\u002Fdraft-creation","20.ai-developer\u002F01.draft-creation",[5242,5246,5250,5254,5258],{"title":5243,"path":5244,"stem":5245},"Парадигма Vibe Coding Workflow","\u002Fai-developer\u002Fdraft-creation\u002Fvibe-coding-workflow","20.ai-developer\u002F01.draft-creation\u002F01.vibe-coding-workflow",{"title":5247,"path":5248,"stem":5249},"AI-середовище швидкої розробки","\u002Fai-developer\u002Fdraft-creation\u002Fai-ide-environment","20.ai-developer\u002F01.draft-creation\u002F02.ai-ide-environment",{"title":5251,"path":5252,"stem":5253},"Користувацьке завдання та межі першої версії","\u002Fai-developer\u002Fdraft-creation\u002Fproduct-scope-and-mvp","20.ai-developer\u002F01.draft-creation\u002F03.product-scope-and-mvp",{"title":5255,"path":5256,"stem":5257},"Архітектура інтерфейсу та стани застосунку","\u002Fai-developer\u002Fdraft-creation\u002Fapplication-architecture-and-states","20.ai-developer\u002F01.draft-creation\u002F04.application-architecture-and-states",{"title":5259,"path":5260,"stem":5261},"Генерація та фіксація чорнової версії","\u002Fai-developer\u002Fdraft-creation\u002Fgenerating-draft-version","20.ai-developer\u002F01.draft-creation\u002F05.generating-draft-version",{"title":5263,"icon":5264,"path":5265,"stem":5266,"children":5267,"page":59},"Перша робоча версія","i-lucide-play-circle","\u002Fai-developer\u002Ffirst-working-version","20.ai-developer\u002F02.first-working-version",[5268,5272,5276,5280],{"title":5269,"path":5270,"stem":5271},"Уточнення контексту проєкту для AI","\u002Fai-developer\u002Ffirst-working-version\u002Frefining-project-context","20.ai-developer\u002F02.first-working-version\u002F01.refining-project-context",{"title":5273,"path":5274,"stem":5275},"Стратегія завдань для AI-розробки","\u002Fai-developer\u002Ffirst-working-version\u002Fai-prompting-strategy","20.ai-developer\u002F02.first-working-version\u002F02.ai-prompting-strategy",{"title":5277,"path":5278,"stem":5279},"Доопрацювання до першої робочої версії","\u002Fai-developer\u002Ffirst-working-version\u002Frefining-to-working-version","20.ai-developer\u002F02.first-working-version\u002F03.refining-to-working-version",{"title":5281,"path":5282,"stem":5283},"Перевірка першої робочої версії","\u002Fai-developer\u002Ffirst-working-version\u002Ftesting-first-working-version","20.ai-developer\u002F02.first-working-version\u002F04.testing-first-working-version",{"title":5285,"icon":3250,"path":5286,"stem":5287,"children":5288,"page":59},"Ітерації, дебагінг та відновлення","\u002Fai-developer\u002Fiteration-debugging-recovery","20.ai-developer\u002F03.iteration-debugging-recovery",[5289,5293,5297,5301],{"title":5290,"path":5291,"stem":5292},"Управління точковими змінами продукту","\u002Fai-developer\u002Fiteration-debugging-recovery\u002Fchange-management","20.ai-developer\u002F03.iteration-debugging-recovery\u002F01.change-management",{"title":5294,"path":5295,"stem":5296},"Надійність інтерфейсу та обробка помилок","\u002Fai-developer\u002Fiteration-debugging-recovery\u002Fscenario-reliability-and-errors","20.ai-developer\u002F03.iteration-debugging-recovery\u002F02.scenario-reliability-and-errors",{"title":5298,"path":5299,"stem":5300},"Керування контекстом і збереження версій","\u002Fai-developer\u002Fiteration-debugging-recovery\u002Fproject-context-and-versions","20.ai-developer\u002F03.iteration-debugging-recovery\u002F03.project-context-and-versions",{"title":5302,"path":5303,"stem":5304},"Збої AI-розробки, ліміти та аварійне відновлення","\u002Fai-developer\u002Fiteration-debugging-recovery\u002Fai-breakdowns-and-recovery","20.ai-developer\u002F03.iteration-debugging-recovery\u002F04.ai-breakdowns-and-recovery",{"title":5306,"icon":5307,"path":5308,"stem":5309,"children":5310,"page":59},"Перевірка та завершення продукту","i-lucide-check-check","\u002Fai-developer\u002Fverification-and-completion","20.ai-developer\u002F04.verification-and-completion",[5311,5315,5319],{"title":5312,"path":5313,"stem":5314},"Комплексний аудит та підсумкове тестування","\u002Fai-developer\u002Fverification-and-completion\u002Ffinal-product-testing","20.ai-developer\u002F04.verification-and-completion\u002F01.final-product-testing",{"title":5316,"path":5317,"stem":5318},"Підготовка підсумкової версії коду","\u002Fai-developer\u002Fverification-and-completion\u002Fpreparing-release-version","20.ai-developer\u002F04.verification-and-completion\u002F02.preparing-release-version",{"title":5320,"path":5321,"stem":5322},"Демонстрація, публікація та критерії оцінювання","\u002Fai-developer\u002Fverification-and-completion\u002Fproduct-showcase-and-publishing","20.ai-developer\u002F04.verification-and-completion\u002F03.product-showcase-and-publishing",{"title":5324,"path":5325,"stem":5326,"children":5327,"page":59},"Tailwind","\u002Ftailwind","21.tailwind",[5328,5332,5336,5340,5344,5348,5352,5356,5360,5364,5368,5372],{"title":5329,"path":5330,"stem":5331},"Що таке Tailwind CSS і навіщо він потрібен","\u002Ftailwind\u002Ftailwind-intro-philosophy","21.tailwind\u002F01.tailwind-intro-philosophy",{"title":5333,"path":5334,"stem":5335},"Встановлення та налаштування Tailwind CSS v4","\u002Ftailwind\u002Ftailwind-installation-setup","21.tailwind\u002F02.tailwind-installation-setup",{"title":5337,"path":5338,"stem":5339},"Utility-класи: основи та система Tailwind","\u002Ftailwind\u002Ftailwind-utility-classes-core","21.tailwind\u002F03.tailwind-utility-classes-core",{"title":5341,"path":5342,"stem":5343},"Layout: Flexbox та Grid через Tailwind","\u002Ftailwind\u002Ftailwind-flexbox-grid","21.tailwind\u002F04.tailwind-flexbox-grid",{"title":5345,"path":5346,"stem":5347},"Кастомізація теми через @theme у Tailwind v4","\u002Ftailwind\u002Ftailwind-theme-customization","21.tailwind\u002F05.tailwind-theme-customization",{"title":5349,"path":5350,"stem":5351},"Варіанти: hover, focus, responsive, dark mode та нові v4","\u002Ftailwind\u002Ftailwind-variants-states","21.tailwind\u002F06.tailwind-variants-states",{"title":5353,"path":5354,"stem":5355},"Типографіка та система кольорів у Tailwind v4","\u002Ftailwind\u002Ftailwind-typography-colors","21.tailwind\u002F07.tailwind-typography-colors",{"title":5357,"path":5358,"stem":5359},"Компоненти та повторюваність: @apply, @utility та патерни","\u002Ftailwind\u002Ftailwind-components-patterns","21.tailwind\u002F08.tailwind-components-patterns",{"title":5361,"path":5362,"stem":5363},"Темна тема та система дизайн-токенів у Tailwind v4","\u002Ftailwind\u002Ftailwind-dark-mode-theming","21.tailwind\u002F09.tailwind-dark-mode-theming",{"title":5365,"path":5366,"stem":5367},"Довільні значення та контейнерні запити у Tailwind v4","\u002Ftailwind\u002Ftailwind-arbitrary-container-queries","21.tailwind\u002F10.tailwind-arbitrary-container-queries",{"title":5369,"path":5370,"stem":5371},"Анімації, трансформації та 3D у Tailwind v4","\u002Ftailwind\u002Ftailwind-animations-transforms","21.tailwind\u002F11.tailwind-animations-transforms",{"title":5373,"path":5374,"stem":5375},"Tailwind CLI, PostCSS та інтеграція з фреймворками","\u002Ftailwind\u002Ftailwind-cli-tooling","21.tailwind\u002F12.tailwind-cli-tooling",{"title":5377,"path":5378,"stem":5379,"children":5380,"page":59},"React Typescript","\u002Freact-typescript","22.react-typescript",[5381,5406,5410,5414,5418,5422,5426,5430,5434,5438,5468,5472,5476,5480,5484],{"title":5382,"path":5383,"stem":5384,"children":5385,"page":59},"From Html To Project","\u002Freact-typescript\u002Ffrom-html-to-project","22.react-typescript\u002F01.from-html-to-project",[5386,5390,5394,5398,5402],{"title":5387,"path":5388,"stem":5389},"Від одного HTML-файлу до повноцінного проєкту","\u002Freact-typescript\u002Ffrom-html-to-project\u002Fevolution","22.react-typescript\u002F01.from-html-to-project\u002F01.evolution",{"title":5391,"path":5392,"stem":5393},"Що таке React","\u002Freact-typescript\u002Ffrom-html-to-project\u002Fwhat-is-react","22.react-typescript\u002F01.from-html-to-project\u002F02.what-is-react",{"title":5395,"path":5396,"stem":5397},"JSX та TSX — синтаксичний цукор, а не магія","\u002Freact-typescript\u002Ffrom-html-to-project\u002Fjsx-tsx-syntax","22.react-typescript\u002F01.from-html-to-project\u002F03.jsx-tsx-syntax",{"title":5399,"path":5400,"stem":5401},"Компоненти — будівельні блоки інтерфейсу","\u002Freact-typescript\u002Ffrom-html-to-project\u002Fcomponents","22.react-typescript\u002F01.from-html-to-project\u002F04.components",{"title":5403,"path":5404,"stem":5405},"JSX — розмітка всередині TypeScript","\u002Freact-typescript\u002Ffrom-html-to-project\u002Fjsx-expressions","22.react-typescript\u002F01.from-html-to-project\u002F05.jsx-expressions",{"title":5407,"path":5408,"stem":5409},"Хук useReducer: структуроване управління складним станом","\u002Freact-typescript\u002Fuse-reducer","22.react-typescript\u002F23.use-reducer",{"title":5411,"path":5412,"stem":5413},"Context API: передавання даних без «пропс-дрілінгу»","\u002Freact-typescript\u002Fcontext-api","22.react-typescript\u002F24.context-api",{"title":5415,"path":5416,"stem":5417},"Синхронізація з ефектами: хук useEffect та функції очищення","\u002Freact-typescript\u002Fuse-effect","22.react-typescript\u002F27.use-effect",{"title":5419,"path":5420,"stem":5421},"Можливо, вам не потрібен ефект: антипатерни та альтернативи","\u002Freact-typescript\u002Fyou-might-not-need-effect","22.react-typescript\u002F28.you-might-not-need-effect",{"title":5423,"path":5424,"stem":5425},"Життєвий цикл реактивних ефектів: мислення процесами синхронізації","\u002Freact-typescript\u002Flifecycle-of-reactive-effects","22.react-typescript\u002F29.lifecycle-of-reactive-effects",{"title":5427,"path":5428,"stem":5429},"Розділення подій та ефектів: реактивна проти нереактивної логіки","\u002Freact-typescript\u002Fseparating-events-from-effects","22.react-typescript\u002F30.separating-events-from-effects",{"title":5431,"path":5432,"stem":5433},"Видалення зайвих залежностей ефектів та оптимізація синхронізації","\u002Freact-typescript\u002Fremoving-effect-dependencies","22.react-typescript\u002F31.removing-effect-dependencies",{"title":5435,"path":5436,"stem":5437},"Кастомні хуки: повторне використання та композиція реактивної логіки","\u002Freact-typescript\u002Fcustom-hooks","22.react-typescript\u002F32.custom-hooks",{"title":5439,"path":5440,"stem":5441,"children":5442},"React Router v7: Маршрутизація в SPA","\u002Freact-typescript\u002Freact-router-v7","22.react-typescript\u002F33.react-router-v7\u002Findex",[5443,5444,5448,5452,5456,5460,5464],{"title":5439,"path":5440,"stem":5441},{"title":5445,"path":5446,"stem":5447},"Встановлення та базова конфігурація React Router v7","\u002Freact-typescript\u002Freact-router-v7\u002Finstallation-setup","22.react-typescript\u002F33.react-router-v7\u002F01.installation-setup",{"title":5449,"path":5450,"stem":5451},"Вкладені маршрути та Outlet: архітектура складних макетів","\u002Freact-typescript\u002Freact-router-v7\u002Fnested-routes-outlet","22.react-typescript\u002F33.react-router-v7\u002F02.nested-routes-outlet",{"title":5453,"path":5454,"stem":5455},"Динамічні маршрути та параметри URL","\u002Freact-typescript\u002Freact-router-v7\u002Fdynamic-routes-params","22.react-typescript\u002F33.react-router-v7\u002F03.dynamic-routes-params",{"title":5457,"path":5458,"stem":5459},"Навігація та корисні хуки React Router","\u002Freact-typescript\u002Freact-router-v7\u002Fnavigation-hooks","22.react-typescript\u002F33.react-router-v7\u002F04.navigation-hooks",{"title":5461,"path":5462,"stem":5463},"Обробка помилок та 404: ErrorBoundary і fallback-маршрути","\u002Freact-typescript\u002Freact-router-v7\u002Ferror-handling-404","22.react-typescript\u002F33.react-router-v7\u002F05.error-handling-404",{"title":5465,"path":5466,"stem":5467},"Data Router API: альтернативний синтаксис через createBrowserRouter","\u002Freact-typescript\u002Freact-router-v7\u002Fdata-router-api-examples","22.react-typescript\u002F33.react-router-v7\u002F06.data-router-api-examples",{"title":5469,"path":5470,"stem":5471},"Axios: HTTP-клієнт із розширеними можливостями","\u002Freact-typescript\u002Faxios","22.react-typescript\u002F34.axios",{"title":5473,"path":5474,"stem":5475},"Redux: класичний підхід до глобального стану","\u002Freact-typescript\u002Fredux-classic","22.react-typescript\u002F35.redux-classic",{"title":5477,"path":5478,"stem":5479},"Redux Toolkit: сучасний стандарт Redux","\u002Freact-typescript\u002Fredux-toolkit","22.react-typescript\u002F36.redux-toolkit",{"title":5481,"path":5482,"stem":5483},"RTK Query: запити до сервера без болю","\u002Freact-typescript\u002Frtk-query-tanstack-query","22.react-typescript\u002F38.rtk-query-tanstack-query",{"title":5485,"path":5486,"stem":5487},"React Hook Form + Zod: типобезпечна валідація форм","\u002Freact-typescript\u002Freact-hook-form-zod","22.react-typescript\u002F39.react-hook-form-zod",{"title":5489,"path":5490,"stem":5491},"Тестування компонентів діаграм та пісочниць","\u002Ftest-components","98.test-components",{"id":5493,"title":2973,"body":5494,"description":13510,"extension":13511,"links":13512,"meta":13513,"navigation":5557,"path":2974,"seo":13514,"stem":2975,"__hash__":13515},"docs\u002F05.python\u002F02.advanced\u002F13.multiprocessing.md",{"type":5495,"value":5496,"toc":13459},"minimark",[5497,5501,5506,5515,5828,5873,5880,5891,5894,5902,5907,5921,6252,6316,6326,6333,6352,6422,6434,6437,6471,6662,6664,6668,6672,7326,7416,7419,7421,7429,7434,7444,7650,7657,7813,7820,8213,8220,8406,8408,8419,8431,8851,8860,8995,8997,9001,9005,9012,9172,9175,9182,9582,9589,9603,9889,9899,9906,10344,10351,10361,10895,10901,10903,10907,10911,10928,11419,11425,11726,11728,11732,11735,13170,13172,13176,13206,13210,13332,13336,13455],[5498,5499,2973],"h1",{"id":5500},"multiprocessing-справжній-паралелізм-для-cpu-bound-задач",[5502,5503,5505],"h2",{"id":5504},"проблема-чому-потоки-не-рятують-від-gil-при-обчисленнях","Проблема: чому потоки не рятують від GIL при обчисленнях",[5507,5508,5509,5510,5514],"p",{},"У попередній статті ми побачили, що ",[5511,5512,5513],"code",{},"threading"," чудово прискорює I\u002FO-bound задачі. Але що відбувається, коли потрібно обробити величезний масив даних, порахувати хеш мільйона файлів або натренувати просту модель машинного навчання?",[5516,5517,5522],"pre",{"className":5518,"code":5519,"language":5520,"meta":5521,"style":5521},"language-python shiki shiki-themes light-plus dark-plus dark-plus","# Спроба прискорити обчислення потоками — вже відома пастка\nimport threading\nimport time\n\n\ndef cpu_crunch(n: int) -> int:\n    \"\"\"Чисті обчислення без жодного I\u002FO.\"\"\"\n    return sum(i * i for i in range(n))\n\n\nN = 20_000_000\n\n# Однопотоково\nt0 = time.perf_counter()\ncpu_crunch(N)\ncpu_crunch(N)\nsingle = time.perf_counter() - t0\nprint(f\"Однопотоково: {single:.2f}s\")\n\n# Два потоки — очікуємо 2x прискорення...\nt0 = time.perf_counter()\nt1 = threading.Thread(target=cpu_crunch, args=(N,))\nt2 = threading.Thread(target=cpu_crunch, args=(N,))\nt1.start(); t2.start()\nt1.join(); t2.join()\nthreaded = time.perf_counter() - t0\nprint(f\"Два потоки:   {threaded:.2f}s  ← майже те саме!\")\nprint(f\"Прискорення:  {single \u002F threaded:.2f}x  (очікувалось 2x)\")\n","python","",[5511,5523,5524,5533,5544,5552,5559,5564,5597,5604,5631,5636,5641,5651,5656,5662,5668,5674,5679,5685,5714,5719,5725,5730,5748,5762,5768,5774,5780,5804],{"__ignoreMap":5521},[5525,5526,5529],"span",{"class":5527,"line":5528},"line",1,[5525,5530,5532],{"class":5531},"spJ8K","# Спроба прискорити обчислення потоками — вже відома пастка\n",[5525,5534,5536,5540],{"class":5527,"line":5535},2,[5525,5537,5539],{"class":5538},"s8xlr","import",[5525,5541,5543],{"class":5542},"sHH4Y"," threading\n",[5525,5545,5547,5549],{"class":5527,"line":5546},3,[5525,5548,5539],{"class":5538},[5525,5550,5551],{"class":5542}," time\n",[5525,5553,5555],{"class":5527,"line":5554},4,[5525,5556,5558],{"emptyLinePlaceholder":5557},true,"\n",[5525,5560,5562],{"class":5527,"line":5561},5,[5525,5563,5558],{"emptyLinePlaceholder":5557},[5525,5565,5567,5571,5575,5578,5582,5585,5589,5592,5594],{"class":5527,"line":5566},6,[5525,5568,5570],{"class":5569},"su1O8","def",[5525,5572,5574],{"class":5573},"s8Opu"," cpu_crunch",[5525,5576,5577],{"class":5542},"(",[5525,5579,5581],{"class":5580},"siwwj","n",[5525,5583,5584],{"class":5542},": ",[5525,5586,5588],{"class":5587},"sN1BT","int",[5525,5590,5591],{"class":5542},") -> ",[5525,5593,5588],{"class":5587},[5525,5595,5596],{"class":5542},":\n",[5525,5598,5600],{"class":5527,"line":5599},7,[5525,5601,5603],{"class":5602},"sbdoH","    \"\"\"Чисті обчислення без жодного I\u002FO.\"\"\"\n",[5525,5605,5607,5610,5613,5616,5619,5622,5625,5628],{"class":5527,"line":5606},8,[5525,5608,5609],{"class":5538},"    return",[5525,5611,5612],{"class":5573}," sum",[5525,5614,5615],{"class":5542},"(i * i ",[5525,5617,5618],{"class":5538},"for",[5525,5620,5621],{"class":5542}," i ",[5525,5623,5624],{"class":5538},"in",[5525,5626,5627],{"class":5573}," range",[5525,5629,5630],{"class":5542},"(n))\n",[5525,5632,5634],{"class":5527,"line":5633},9,[5525,5635,5558],{"emptyLinePlaceholder":5557},[5525,5637,5639],{"class":5527,"line":5638},10,[5525,5640,5558],{"emptyLinePlaceholder":5557},[5525,5642,5644,5647],{"class":5527,"line":5643},11,[5525,5645,5646],{"class":5542},"N = ",[5525,5648,5650],{"class":5649},"sJj4R","20_000_000\n",[5525,5652,5654],{"class":5527,"line":5653},12,[5525,5655,5558],{"emptyLinePlaceholder":5557},[5525,5657,5659],{"class":5527,"line":5658},13,[5525,5660,5661],{"class":5531},"# Однопотоково\n",[5525,5663,5665],{"class":5527,"line":5664},14,[5525,5666,5667],{"class":5542},"t0 = time.perf_counter()\n",[5525,5669,5671],{"class":5527,"line":5670},15,[5525,5672,5673],{"class":5542},"cpu_crunch(N)\n",[5525,5675,5677],{"class":5527,"line":5676},16,[5525,5678,5673],{"class":5542},[5525,5680,5682],{"class":5527,"line":5681},17,[5525,5683,5684],{"class":5542},"single = time.perf_counter() - t0\n",[5525,5686,5688,5691,5693,5696,5699,5702,5705,5708,5711],{"class":5527,"line":5687},18,[5525,5689,5690],{"class":5573},"print",[5525,5692,5577],{"class":5542},[5525,5694,5695],{"class":5569},"f",[5525,5697,5698],{"class":5602},"\"Однопотоково: ",[5525,5700,5701],{"class":5569},"{",[5525,5703,5704],{"class":5542},"single",[5525,5706,5707],{"class":5569},":.2f}",[5525,5709,5710],{"class":5602},"s\"",[5525,5712,5713],{"class":5542},")\n",[5525,5715,5717],{"class":5527,"line":5716},19,[5525,5718,5558],{"emptyLinePlaceholder":5557},[5525,5720,5722],{"class":5527,"line":5721},20,[5525,5723,5724],{"class":5531},"# Два потоки — очікуємо 2x прискорення...\n",[5525,5726,5728],{"class":5527,"line":5727},21,[5525,5729,5667],{"class":5542},[5525,5731,5733,5736,5739,5742,5745],{"class":5527,"line":5732},22,[5525,5734,5735],{"class":5542},"t1 = threading.Thread(",[5525,5737,5738],{"class":5580},"target",[5525,5740,5741],{"class":5542},"=cpu_crunch, ",[5525,5743,5744],{"class":5580},"args",[5525,5746,5747],{"class":5542},"=(N,))\n",[5525,5749,5751,5754,5756,5758,5760],{"class":5527,"line":5750},23,[5525,5752,5753],{"class":5542},"t2 = threading.Thread(",[5525,5755,5738],{"class":5580},[5525,5757,5741],{"class":5542},[5525,5759,5744],{"class":5580},[5525,5761,5747],{"class":5542},[5525,5763,5765],{"class":5527,"line":5764},24,[5525,5766,5767],{"class":5542},"t1.start(); t2.start()\n",[5525,5769,5771],{"class":5527,"line":5770},25,[5525,5772,5773],{"class":5542},"t1.join(); t2.join()\n",[5525,5775,5777],{"class":5527,"line":5776},26,[5525,5778,5779],{"class":5542},"threaded = time.perf_counter() - t0\n",[5525,5781,5783,5785,5787,5789,5792,5794,5797,5799,5802],{"class":5527,"line":5782},27,[5525,5784,5690],{"class":5573},[5525,5786,5577],{"class":5542},[5525,5788,5695],{"class":5569},[5525,5790,5791],{"class":5602},"\"Два потоки:   ",[5525,5793,5701],{"class":5569},[5525,5795,5796],{"class":5542},"threaded",[5525,5798,5707],{"class":5569},[5525,5800,5801],{"class":5602},"s  ← майже те саме!\"",[5525,5803,5713],{"class":5542},[5525,5805,5807,5809,5811,5813,5816,5818,5821,5823,5826],{"class":5527,"line":5806},28,[5525,5808,5690],{"class":5573},[5525,5810,5577],{"class":5542},[5525,5812,5695],{"class":5569},[5525,5814,5815],{"class":5602},"\"Прискорення:  ",[5525,5817,5701],{"class":5569},[5525,5819,5820],{"class":5542},"single \u002F threaded",[5525,5822,5707],{"class":5569},[5525,5824,5825],{"class":5602},"x  (очікувалось 2x)\"",[5525,5827,5713],{"class":5542},[5829,5830,5832,5845,5854,5864],"terminal-preview",{"title":5831},"python threading_cpu_fail.py",[5833,5834,5836,5841,5842],"div",{"className":5835},[5527],[5525,5837,5840],{"className":5838},[5839],"opacity-40","$"," ",[5843,5844,5831],"strong",{},[5833,5846,5848,5849],{"className":5847},[5527],"Однопотоково: ",[5525,5850,5853],{"className":5851},[5852],"text-blue-400","3.84s",[5833,5855,5857,5858,5863],{"className":5856},[5527],"Два потоки:   ",[5525,5859,5862],{"className":5860},[5861],"text-rose-400","4.02s","  ← майже те саме!",[5833,5865,5867,5868,5872],{"className":5866},[5527],"Прискорення:  ",[5525,5869,5871],{"className":5870},[5861],"0.96x","  (очікувалось 2x)",[5507,5874,5875,5876,5879],{},"GIL не дозволяє двом потокам виконувати Python-байткод одночасно. Для CPU-bound коду єдиний вихід — ",[5843,5877,5878],{},"кілька окремих процесів",", кожен зі своїм інтерпретатором і своїм GIL.",[5881,5882,5883,5886,5887,5890],"important",{},[5511,5884,5885],{},"multiprocessing"," — правильний вибір для ",[5843,5888,5889],{},"CPU-bound"," задач, що добре паралелізуються. Кожен процес має власний Python-інтерпретатор, власну пам'ять і власний GIL — тобто справжній паралелізм на кількох ядрах процесора. Але за це доводиться платити: накладні витрати на запуск процесу і серіалізацію даних між ними.",[5892,5893],"hr",{},[5502,5895,5897,5898,5901],{"id":5896},"частина-i-multiprocessingprocess-основи","Частина I: ",[5511,5899,5900],{},"multiprocessing.Process"," — основи",[5903,5904,5906],"h3",{"id":5905},"від-потоку-до-процесу-одна-зміна-інша-природа","Від потоку до процесу: одна зміна, інша природа",[5507,5908,5909,5910,5912,5913,5916,5917,5920],{},"Поверхнево API ",[5511,5911,5900],{}," нагадує ",[5511,5914,5915],{},"threading.Thread",". Але під капотом — принципова різниця: кожен процес є ",[5843,5918,5919],{},"окремою програмою"," з власним адресним простором.",[5516,5922,5924],{"className":5518,"code":5923,"language":5520,"meta":5521,"style":5521},"# process_basics.py\nimport multiprocessing\nimport os\nimport time\n\n\ndef worker(name: str, delay: float) -> None:\n    \"\"\"Функція, що виконується в окремому процесі.\"\"\"\n    pid = os.getpid()\n    print(f\"[{name}] Процес PID={pid}, починаю роботу\")\n    time.sleep(delay)\n    print(f\"[{name}] Процес PID={pid}, завершено\")\n\n\nif __name__ == \"__main__\":\n    main_pid = os.getpid()\n    print(f\"Головний процес PID={main_pid}\")\n\n    p1 = multiprocessing.Process(target=worker, args=(\"Worker-A\", 1.0))\n    p2 = multiprocessing.Process(target=worker, args=(\"Worker-B\", 1.5))\n\n    p1.start()\n    p2.start()\n\n    print(f\"Запущено дочірні процеси: {p1.pid}, {p2.pid}\")\n\n    p1.join()\n    p2.join()\n    print(\"Обидва процеси завершились\")\n",[5511,5925,5926,5931,5938,5945,5951,5955,5959,5994,5999,6004,6038,6043,6072,6076,6080,6096,6101,6124,6128,6154,6177,6181,6186,6191,6195,6226,6230,6235,6240],{"__ignoreMap":5521},[5525,5927,5928],{"class":5527,"line":5528},[5525,5929,5930],{"class":5531},"# process_basics.py\n",[5525,5932,5933,5935],{"class":5527,"line":5535},[5525,5934,5539],{"class":5538},[5525,5936,5937],{"class":5542}," multiprocessing\n",[5525,5939,5940,5942],{"class":5527,"line":5546},[5525,5941,5539],{"class":5538},[5525,5943,5944],{"class":5542}," os\n",[5525,5946,5947,5949],{"class":5527,"line":5554},[5525,5948,5539],{"class":5538},[5525,5950,5551],{"class":5542},[5525,5952,5953],{"class":5527,"line":5561},[5525,5954,5558],{"emptyLinePlaceholder":5557},[5525,5956,5957],{"class":5527,"line":5566},[5525,5958,5558],{"emptyLinePlaceholder":5557},[5525,5960,5961,5963,5966,5968,5971,5973,5976,5979,5982,5984,5987,5989,5992],{"class":5527,"line":5599},[5525,5962,5570],{"class":5569},[5525,5964,5965],{"class":5573}," worker",[5525,5967,5577],{"class":5542},[5525,5969,5970],{"class":5580},"name",[5525,5972,5584],{"class":5542},[5525,5974,5975],{"class":5587},"str",[5525,5977,5978],{"class":5542},", ",[5525,5980,5981],{"class":5580},"delay",[5525,5983,5584],{"class":5542},[5525,5985,5986],{"class":5587},"float",[5525,5988,5591],{"class":5542},[5525,5990,5991],{"class":5569},"None",[5525,5993,5596],{"class":5542},[5525,5995,5996],{"class":5527,"line":5606},[5525,5997,5998],{"class":5602},"    \"\"\"Функція, що виконується в окремому процесі.\"\"\"\n",[5525,6000,6001],{"class":5527,"line":5633},[5525,6002,6003],{"class":5542},"    pid = os.getpid()\n",[5525,6005,6006,6009,6011,6013,6016,6018,6020,6023,6026,6028,6031,6033,6036],{"class":5527,"line":5638},[5525,6007,6008],{"class":5573},"    print",[5525,6010,5577],{"class":5542},[5525,6012,5695],{"class":5569},[5525,6014,6015],{"class":5602},"\"[",[5525,6017,5701],{"class":5569},[5525,6019,5970],{"class":5542},[5525,6021,6022],{"class":5569},"}",[5525,6024,6025],{"class":5602},"] Процес PID=",[5525,6027,5701],{"class":5569},[5525,6029,6030],{"class":5542},"pid",[5525,6032,6022],{"class":5569},[5525,6034,6035],{"class":5602},", починаю роботу\"",[5525,6037,5713],{"class":5542},[5525,6039,6040],{"class":5527,"line":5643},[5525,6041,6042],{"class":5542},"    time.sleep(delay)\n",[5525,6044,6045,6047,6049,6051,6053,6055,6057,6059,6061,6063,6065,6067,6070],{"class":5527,"line":5653},[5525,6046,6008],{"class":5573},[5525,6048,5577],{"class":5542},[5525,6050,5695],{"class":5569},[5525,6052,6015],{"class":5602},[5525,6054,5701],{"class":5569},[5525,6056,5970],{"class":5542},[5525,6058,6022],{"class":5569},[5525,6060,6025],{"class":5602},[5525,6062,5701],{"class":5569},[5525,6064,6030],{"class":5542},[5525,6066,6022],{"class":5569},[5525,6068,6069],{"class":5602},", завершено\"",[5525,6071,5713],{"class":5542},[5525,6073,6074],{"class":5527,"line":5658},[5525,6075,5558],{"emptyLinePlaceholder":5557},[5525,6077,6078],{"class":5527,"line":5664},[5525,6079,5558],{"emptyLinePlaceholder":5557},[5525,6081,6082,6085,6088,6091,6094],{"class":5527,"line":5670},[5525,6083,6084],{"class":5538},"if",[5525,6086,6087],{"class":5580}," __name__",[5525,6089,6090],{"class":5542}," == ",[5525,6092,6093],{"class":5602},"\"__main__\"",[5525,6095,5596],{"class":5542},[5525,6097,6098],{"class":5527,"line":5676},[5525,6099,6100],{"class":5542},"    main_pid = os.getpid()\n",[5525,6102,6103,6105,6107,6109,6112,6114,6117,6119,6122],{"class":5527,"line":5681},[5525,6104,6008],{"class":5573},[5525,6106,5577],{"class":5542},[5525,6108,5695],{"class":5569},[5525,6110,6111],{"class":5602},"\"Головний процес PID=",[5525,6113,5701],{"class":5569},[5525,6115,6116],{"class":5542},"main_pid",[5525,6118,6022],{"class":5569},[5525,6120,6121],{"class":5602},"\"",[5525,6123,5713],{"class":5542},[5525,6125,6126],{"class":5527,"line":5687},[5525,6127,5558],{"emptyLinePlaceholder":5557},[5525,6129,6130,6133,6135,6138,6140,6143,6146,6148,6151],{"class":5527,"line":5716},[5525,6131,6132],{"class":5542},"    p1 = multiprocessing.Process(",[5525,6134,5738],{"class":5580},[5525,6136,6137],{"class":5542},"=worker, ",[5525,6139,5744],{"class":5580},[5525,6141,6142],{"class":5542},"=(",[5525,6144,6145],{"class":5602},"\"Worker-A\"",[5525,6147,5978],{"class":5542},[5525,6149,6150],{"class":5649},"1.0",[5525,6152,6153],{"class":5542},"))\n",[5525,6155,6156,6159,6161,6163,6165,6167,6170,6172,6175],{"class":5527,"line":5721},[5525,6157,6158],{"class":5542},"    p2 = multiprocessing.Process(",[5525,6160,5738],{"class":5580},[5525,6162,6137],{"class":5542},[5525,6164,5744],{"class":5580},[5525,6166,6142],{"class":5542},[5525,6168,6169],{"class":5602},"\"Worker-B\"",[5525,6171,5978],{"class":5542},[5525,6173,6174],{"class":5649},"1.5",[5525,6176,6153],{"class":5542},[5525,6178,6179],{"class":5527,"line":5727},[5525,6180,5558],{"emptyLinePlaceholder":5557},[5525,6182,6183],{"class":5527,"line":5732},[5525,6184,6185],{"class":5542},"    p1.start()\n",[5525,6187,6188],{"class":5527,"line":5750},[5525,6189,6190],{"class":5542},"    p2.start()\n",[5525,6192,6193],{"class":5527,"line":5764},[5525,6194,5558],{"emptyLinePlaceholder":5557},[5525,6196,6197,6199,6201,6203,6206,6208,6211,6213,6215,6217,6220,6222,6224],{"class":5527,"line":5770},[5525,6198,6008],{"class":5573},[5525,6200,5577],{"class":5542},[5525,6202,5695],{"class":5569},[5525,6204,6205],{"class":5602},"\"Запущено дочірні процеси: ",[5525,6207,5701],{"class":5569},[5525,6209,6210],{"class":5542},"p1.pid",[5525,6212,6022],{"class":5569},[5525,6214,5978],{"class":5602},[5525,6216,5701],{"class":5569},[5525,6218,6219],{"class":5542},"p2.pid",[5525,6221,6022],{"class":5569},[5525,6223,6121],{"class":5602},[5525,6225,5713],{"class":5542},[5525,6227,6228],{"class":5527,"line":5776},[5525,6229,5558],{"emptyLinePlaceholder":5557},[5525,6231,6232],{"class":5527,"line":5782},[5525,6233,6234],{"class":5542},"    p1.join()\n",[5525,6236,6237],{"class":5527,"line":5806},[5525,6238,6239],{"class":5542},"    p2.join()\n",[5525,6241,6243,6245,6247,6250],{"class":5527,"line":6242},29,[5525,6244,6008],{"class":5573},[5525,6246,5577],{"class":5542},[5525,6248,6249],{"class":5602},"\"Обидва процеси завершились\"",[5525,6251,5713],{"class":5542},[5829,6253,6255,6263,6272,6284,6292,6299,6306,6312],{"title":6254},"python process_basics.py",[5833,6256,6258,5841,6261],{"className":6257},[5527],[5525,6259,5840],{"className":6260},[5839],[5843,6262,6254],{},[5833,6264,6266,6267],{"className":6265},[5527],"Головний процес PID=",[5525,6268,6271],{"className":6269},[6270],"text-yellow-400","12345",[5833,6273,6275,6276,5978,6280],{"className":6274},[5527],"Запущено дочірні процеси: ",[5525,6277,6279],{"className":6278},[5852],"12346",[5525,6281,6283],{"className":6282},[5852],"12347",[5833,6285,6287,6288,6291],{"className":6286},[5527],"[Worker-A] Процес PID=",[5525,6289,6279],{"className":6290},[5852],", починаю роботу",[5833,6293,6295,6296,6291],{"className":6294},[5527],"[Worker-B] Процес PID=",[5525,6297,6283],{"className":6298},[5852],[5833,6300,6287,6302,6305],{"className":6301},[5527],[5525,6303,6279],{"className":6304},[5852],", завершено",[5833,6307,6295,6309,6305],{"className":6308},[5527],[5525,6310,6283],{"className":6311},[5852],[5833,6313,6315],{"className":6314},[5527],"Обидва процеси завершились",[5507,6317,6318,6319,6322,6323,6325],{},"Зверніть на різні PID — кожен ",[5511,6320,6321],{},"Process"," є окремим системним процесом, що запущений операційною системою. У ",[5511,6324,5513],{}," всі потоки мали б однаковий PID.",[5903,6327,6329,6330],{"id":6328},"обовязковий-if-__name__-__main__","Обов'язковий ",[5511,6331,6332],{},"if __name__ == \"__main__\":",[6334,6335,6336,6337,6340,6341,6344,6345,6347,6348,6351],"warning",{},"На Windows і macOS (метод запуску ",[5511,6338,6339],{},"spawn",") код модуля ",[5843,6342,6343],{},"виконується заново"," у кожному дочірньому процесі при його старті. Без захисту ",[5511,6346,6332],{}," кожен дочірній процес запускатиме нових дочірніх — рекурсивно, до краху системи. ",[5843,6349,6350],{},"Завжди"," загортайте код запуску процесів у цей guard.",[5516,6353,6355],{"className":5518,"code":6354,"language":5520,"meta":5521,"style":5521},"# ПРАВИЛЬНО\nif __name__ == \"__main__\":\n    p = multiprocessing.Process(target=worker)\n    p.start()\n    p.join()\n\n# НЕПРАВИЛЬНО — на Windows призведе до безкінечного рекурсивного запуску!\np = multiprocessing.Process(target=worker)\np.start()\np.join()\n",[5511,6356,6357,6362,6374,6384,6389,6394,6398,6403,6412,6417],{"__ignoreMap":5521},[5525,6358,6359],{"class":5527,"line":5528},[5525,6360,6361],{"class":5531},"# ПРАВИЛЬНО\n",[5525,6363,6364,6366,6368,6370,6372],{"class":5527,"line":5535},[5525,6365,6084],{"class":5538},[5525,6367,6087],{"class":5580},[5525,6369,6090],{"class":5542},[5525,6371,6093],{"class":5602},[5525,6373,5596],{"class":5542},[5525,6375,6376,6379,6381],{"class":5527,"line":5546},[5525,6377,6378],{"class":5542},"    p = multiprocessing.Process(",[5525,6380,5738],{"class":5580},[5525,6382,6383],{"class":5542},"=worker)\n",[5525,6385,6386],{"class":5527,"line":5554},[5525,6387,6388],{"class":5542},"    p.start()\n",[5525,6390,6391],{"class":5527,"line":5561},[5525,6392,6393],{"class":5542},"    p.join()\n",[5525,6395,6396],{"class":5527,"line":5566},[5525,6397,5558],{"emptyLinePlaceholder":5557},[5525,6399,6400],{"class":5527,"line":5599},[5525,6401,6402],{"class":5531},"# НЕПРАВИЛЬНО — на Windows призведе до безкінечного рекурсивного запуску!\n",[5525,6404,6405,6408,6410],{"class":5527,"line":5606},[5525,6406,6407],{"class":5542},"p = multiprocessing.Process(",[5525,6409,5738],{"class":5580},[5525,6411,6383],{"class":5542},[5525,6413,6414],{"class":5527,"line":5633},[5525,6415,6416],{"class":5542},"p.start()\n",[5525,6418,6419],{"class":5527,"line":5638},[5525,6420,6421],{"class":5542},"p.join()\n",[5903,6423,6425,6426,5978,6428,5978,6431],{"id":6424},"методи-запуску-процесів-spawn-fork-forkserver","Методи запуску процесів: ",[5511,6427,6339],{},[5511,6429,6430],{},"fork",[5511,6432,6433],{},"forkserver",[5507,6435,6436],{},"Python надає три способи створення дочірнього процесу, і вибір між ними впливає на швидкість, безпеку і сумісність:",[6438,6439,6440,6449,6461],"field-group",{},[6441,6442,6444,6445,6448],"field",{"name":6339,"type":6443},"Windows default, macOS default (Python 3.8+)","Запускає ",[5843,6446,6447],{},"чистий"," Python-інтерпретатор і імпортує модуль заново. Найповільніший старт (~100-500мс), але найбезпечніший — дочірній процес не успадковує нічого зайвого від батьківського. Єдиний метод, що працює на Windows.",[6441,6450,6452,6453,6456,6457,6460],{"name":6430,"type":6451},"Linux default","Використовує системний виклик ",[5511,6454,6455],{},"fork()"," — ",[5843,6458,6459],{},"клонує весь батьківський процес"," разом з усіма відкритими файлами, сокетами і пам'яттю. Найшвидший старт, але небезпечний при використанні бібліотек з глобальним станом (наприклад, багатопотокові C-extensions). Не підтримується на Windows.",[6441,6462,6464,6465,6467,6468,6470],{"name":6433,"type":6463},"Linux, macOS","Запускає окремий сервер-процес, через який замовляються нові процеси. Компроміс між ",[5511,6466,6339],{}," і ",[5511,6469,6430],{},": чисте середовище і відносно швидкий старт.",[5516,6472,6474],{"className":5518,"code":6473,"language":5520,"meta":5521,"style":5521},"# start_method_demo.py\nimport multiprocessing\n\n\ndef show_pid(label: str) -> None:\n    import os\n    print(f\"[{label}] PID: {os.getpid()}\")\n\n\nif __name__ == \"__main__\":\n    # Дивимося поточний метод\n    print(f\"Поточний метод: {multiprocessing.get_start_method()}\")\n\n    # Змінюємо метод (один раз, до запуску будь-яких процесів)\n    # multiprocessing.set_start_method(\"spawn\")  # або \"fork\", \"forkserver\"\n\n    # Або через контекст:\n    ctx = multiprocessing.get_context(\"spawn\")\n    p = ctx.Process(target=show_pid, args=(\"spawn-child\",))\n    p.start()\n    p.join()\n",[5511,6475,6476,6481,6487,6491,6495,6517,6524,6554,6558,6562,6574,6579,6601,6605,6610,6615,6619,6624,6634,6654,6658],{"__ignoreMap":5521},[5525,6477,6478],{"class":5527,"line":5528},[5525,6479,6480],{"class":5531},"# start_method_demo.py\n",[5525,6482,6483,6485],{"class":5527,"line":5535},[5525,6484,5539],{"class":5538},[5525,6486,5937],{"class":5542},[5525,6488,6489],{"class":5527,"line":5546},[5525,6490,5558],{"emptyLinePlaceholder":5557},[5525,6492,6493],{"class":5527,"line":5554},[5525,6494,5558],{"emptyLinePlaceholder":5557},[5525,6496,6497,6499,6502,6504,6507,6509,6511,6513,6515],{"class":5527,"line":5561},[5525,6498,5570],{"class":5569},[5525,6500,6501],{"class":5573}," show_pid",[5525,6503,5577],{"class":5542},[5525,6505,6506],{"class":5580},"label",[5525,6508,5584],{"class":5542},[5525,6510,5975],{"class":5587},[5525,6512,5591],{"class":5542},[5525,6514,5991],{"class":5569},[5525,6516,5596],{"class":5542},[5525,6518,6519,6522],{"class":5527,"line":5566},[5525,6520,6521],{"class":5538},"    import",[5525,6523,5944],{"class":5542},[5525,6525,6526,6528,6530,6532,6534,6536,6538,6540,6543,6545,6548,6550,6552],{"class":5527,"line":5599},[5525,6527,6008],{"class":5573},[5525,6529,5577],{"class":5542},[5525,6531,5695],{"class":5569},[5525,6533,6015],{"class":5602},[5525,6535,5701],{"class":5569},[5525,6537,6506],{"class":5542},[5525,6539,6022],{"class":5569},[5525,6541,6542],{"class":5602},"] PID: ",[5525,6544,5701],{"class":5569},[5525,6546,6547],{"class":5542},"os.getpid()",[5525,6549,6022],{"class":5569},[5525,6551,6121],{"class":5602},[5525,6553,5713],{"class":5542},[5525,6555,6556],{"class":5527,"line":5606},[5525,6557,5558],{"emptyLinePlaceholder":5557},[5525,6559,6560],{"class":5527,"line":5633},[5525,6561,5558],{"emptyLinePlaceholder":5557},[5525,6563,6564,6566,6568,6570,6572],{"class":5527,"line":5638},[5525,6565,6084],{"class":5538},[5525,6567,6087],{"class":5580},[5525,6569,6090],{"class":5542},[5525,6571,6093],{"class":5602},[5525,6573,5596],{"class":5542},[5525,6575,6576],{"class":5527,"line":5643},[5525,6577,6578],{"class":5531},"    # Дивимося поточний метод\n",[5525,6580,6581,6583,6585,6587,6590,6592,6595,6597,6599],{"class":5527,"line":5653},[5525,6582,6008],{"class":5573},[5525,6584,5577],{"class":5542},[5525,6586,5695],{"class":5569},[5525,6588,6589],{"class":5602},"\"Поточний метод: ",[5525,6591,5701],{"class":5569},[5525,6593,6594],{"class":5542},"multiprocessing.get_start_method()",[5525,6596,6022],{"class":5569},[5525,6598,6121],{"class":5602},[5525,6600,5713],{"class":5542},[5525,6602,6603],{"class":5527,"line":5658},[5525,6604,5558],{"emptyLinePlaceholder":5557},[5525,6606,6607],{"class":5527,"line":5664},[5525,6608,6609],{"class":5531},"    # Змінюємо метод (один раз, до запуску будь-яких процесів)\n",[5525,6611,6612],{"class":5527,"line":5670},[5525,6613,6614],{"class":5531},"    # multiprocessing.set_start_method(\"spawn\")  # або \"fork\", \"forkserver\"\n",[5525,6616,6617],{"class":5527,"line":5676},[5525,6618,5558],{"emptyLinePlaceholder":5557},[5525,6620,6621],{"class":5527,"line":5681},[5525,6622,6623],{"class":5531},"    # Або через контекст:\n",[5525,6625,6626,6629,6632],{"class":5527,"line":5687},[5525,6627,6628],{"class":5542},"    ctx = multiprocessing.get_context(",[5525,6630,6631],{"class":5602},"\"spawn\"",[5525,6633,5713],{"class":5542},[5525,6635,6636,6639,6641,6644,6646,6648,6651],{"class":5527,"line":5716},[5525,6637,6638],{"class":5542},"    p = ctx.Process(",[5525,6640,5738],{"class":5580},[5525,6642,6643],{"class":5542},"=show_pid, ",[5525,6645,5744],{"class":5580},[5525,6647,6142],{"class":5542},[5525,6649,6650],{"class":5602},"\"spawn-child\"",[5525,6652,6653],{"class":5542},",))\n",[5525,6655,6656],{"class":5527,"line":5721},[5525,6657,6388],{"class":5542},[5525,6659,6660],{"class":5527,"line":5727},[5525,6661,6393],{"class":5542},[5892,6663],{},[5502,6665,6667],{"id":6666},"частина-ii-демонстрація-реального-прискорення","Частина II: Демонстрація реального прискорення",[5903,6669,6671],{"id":6670},"benchmark-один-процес-vs-пул-процесів","Benchmark: один процес vs пул процесів",[5516,6673,6675],{"className":5518,"code":6674,"language":5520,"meta":5521,"style":5521},"# multiprocessing_benchmark.py\nimport multiprocessing\nimport time\n\n\ndef is_prime(n: int) -> bool:\n    \"\"\"Перевіряє, чи є число простим — CPU-bound операція.\"\"\"\n    if n \u003C 2:\n        return False\n    if n == 2:\n        return True\n    if n % 2 == 0:\n        return False\n    for i in range(3, int(n ** 0.5) + 1, 2):\n        if n % i == 0:\n            return False\n    return True\n\n\ndef count_primes_in_range(start: int, end: int) -> int:\n    \"\"\"Рахує прості числа у діапазоні [start, end).\"\"\"\n    return sum(1 for n in range(start, end) if is_prime(n))\n\n\ndef split_range(total: int, chunks: int) -> list[tuple[int, int]]:\n    \"\"\"Ділить діапазон [0, total) на рівні частини.\"\"\"\n    size = total \u002F\u002F chunks\n    return [(i * size, (i + 1) * size) for i in range(chunks)]\n\n\nif __name__ == \"__main__\":\n    LIMIT = 2_000_000\n    cpu_count = multiprocessing.cpu_count()\n    print(f\"Рахуємо прості числа до {LIMIT:,}\")\n    print(f\"Доступно ядер: {cpu_count}\\n\")\n\n    # ── Однопотоково (baseline) ───────────────────────────────────────────────\n    t0 = time.perf_counter()\n    result_single = count_primes_in_range(0, LIMIT)\n    single_time = time.perf_counter() - t0\n    print(f\"Однопроцесно:    {result_single:,} простих за {single_time:.2f}s\")\n\n    # ── Пул процесів ──────────────────────────────────────────────────────────\n    for num_workers in [2, 4, cpu_count]:\n        ranges = split_range(LIMIT, num_workers)\n        t0 = time.perf_counter()\n        with multiprocessing.Pool(processes=num_workers) as pool:\n            results = pool.starmap(count_primes_in_range, ranges)\n        elapsed = time.perf_counter() - t0\n        total = sum(results)\n        speedup = single_time \u002F elapsed\n        print(\n            f\"Pool({num_workers} workers): {total:,} простих за {elapsed:.2f}s  \"\n            f\"→ {speedup:.2f}x прискорення\"\n        )\n",[5511,6676,6677,6682,6688,6694,6698,6702,6724,6729,6742,6750,6761,6768,6784,6790,6829,6841,6848,6854,6858,6862,6893,6898,6926,6930,6934,6971,6976,6981,7004,7008,7013,7026,7035,7041,7065,7092,7097,7103,7109,7120,7126,7159,7164,7170,7193,7199,7205,7226,7232,7238,7250,7256,7265,7302,7320],{"__ignoreMap":5521},[5525,6678,6679],{"class":5527,"line":5528},[5525,6680,6681],{"class":5531},"# multiprocessing_benchmark.py\n",[5525,6683,6684,6686],{"class":5527,"line":5535},[5525,6685,5539],{"class":5538},[5525,6687,5937],{"class":5542},[5525,6689,6690,6692],{"class":5527,"line":5546},[5525,6691,5539],{"class":5538},[5525,6693,5551],{"class":5542},[5525,6695,6696],{"class":5527,"line":5554},[5525,6697,5558],{"emptyLinePlaceholder":5557},[5525,6699,6700],{"class":5527,"line":5561},[5525,6701,5558],{"emptyLinePlaceholder":5557},[5525,6703,6704,6706,6709,6711,6713,6715,6717,6719,6722],{"class":5527,"line":5566},[5525,6705,5570],{"class":5569},[5525,6707,6708],{"class":5573}," is_prime",[5525,6710,5577],{"class":5542},[5525,6712,5581],{"class":5580},[5525,6714,5584],{"class":5542},[5525,6716,5588],{"class":5587},[5525,6718,5591],{"class":5542},[5525,6720,6721],{"class":5587},"bool",[5525,6723,5596],{"class":5542},[5525,6725,6726],{"class":5527,"line":5599},[5525,6727,6728],{"class":5602},"    \"\"\"Перевіряє, чи є число простим — CPU-bound операція.\"\"\"\n",[5525,6730,6731,6734,6737,6740],{"class":5527,"line":5606},[5525,6732,6733],{"class":5538},"    if",[5525,6735,6736],{"class":5542}," n \u003C ",[5525,6738,6739],{"class":5649},"2",[5525,6741,5596],{"class":5542},[5525,6743,6744,6747],{"class":5527,"line":5633},[5525,6745,6746],{"class":5538},"        return",[5525,6748,6749],{"class":5569}," False\n",[5525,6751,6752,6754,6757,6759],{"class":5527,"line":5638},[5525,6753,6733],{"class":5538},[5525,6755,6756],{"class":5542}," n == ",[5525,6758,6739],{"class":5649},[5525,6760,5596],{"class":5542},[5525,6762,6763,6765],{"class":5527,"line":5643},[5525,6764,6746],{"class":5538},[5525,6766,6767],{"class":5569}," True\n",[5525,6769,6770,6772,6775,6777,6779,6782],{"class":5527,"line":5653},[5525,6771,6733],{"class":5538},[5525,6773,6774],{"class":5542}," n % ",[5525,6776,6739],{"class":5649},[5525,6778,6090],{"class":5542},[5525,6780,6781],{"class":5649},"0",[5525,6783,5596],{"class":5542},[5525,6785,6786,6788],{"class":5527,"line":5658},[5525,6787,6746],{"class":5538},[5525,6789,6749],{"class":5569},[5525,6791,6792,6795,6797,6799,6801,6803,6806,6808,6810,6813,6816,6819,6822,6824,6826],{"class":5527,"line":5664},[5525,6793,6794],{"class":5538},"    for",[5525,6796,5621],{"class":5542},[5525,6798,5624],{"class":5538},[5525,6800,5627],{"class":5573},[5525,6802,5577],{"class":5542},[5525,6804,6805],{"class":5649},"3",[5525,6807,5978],{"class":5542},[5525,6809,5588],{"class":5587},[5525,6811,6812],{"class":5542},"(n ** ",[5525,6814,6815],{"class":5649},"0.5",[5525,6817,6818],{"class":5542},") + ",[5525,6820,6821],{"class":5649},"1",[5525,6823,5978],{"class":5542},[5525,6825,6739],{"class":5649},[5525,6827,6828],{"class":5542},"):\n",[5525,6830,6831,6834,6837,6839],{"class":5527,"line":5670},[5525,6832,6833],{"class":5538},"        if",[5525,6835,6836],{"class":5542}," n % i == ",[5525,6838,6781],{"class":5649},[5525,6840,5596],{"class":5542},[5525,6842,6843,6846],{"class":5527,"line":5676},[5525,6844,6845],{"class":5538},"            return",[5525,6847,6749],{"class":5569},[5525,6849,6850,6852],{"class":5527,"line":5681},[5525,6851,5609],{"class":5538},[5525,6853,6767],{"class":5569},[5525,6855,6856],{"class":5527,"line":5687},[5525,6857,5558],{"emptyLinePlaceholder":5557},[5525,6859,6860],{"class":5527,"line":5716},[5525,6861,5558],{"emptyLinePlaceholder":5557},[5525,6863,6864,6866,6869,6871,6874,6876,6878,6880,6883,6885,6887,6889,6891],{"class":5527,"line":5721},[5525,6865,5570],{"class":5569},[5525,6867,6868],{"class":5573}," count_primes_in_range",[5525,6870,5577],{"class":5542},[5525,6872,6873],{"class":5580},"start",[5525,6875,5584],{"class":5542},[5525,6877,5588],{"class":5587},[5525,6879,5978],{"class":5542},[5525,6881,6882],{"class":5580},"end",[5525,6884,5584],{"class":5542},[5525,6886,5588],{"class":5587},[5525,6888,5591],{"class":5542},[5525,6890,5588],{"class":5587},[5525,6892,5596],{"class":5542},[5525,6894,6895],{"class":5527,"line":5727},[5525,6896,6897],{"class":5602},"    \"\"\"Рахує прості числа у діапазоні [start, end).\"\"\"\n",[5525,6899,6900,6902,6904,6906,6908,6911,6914,6916,6918,6921,6923],{"class":5527,"line":5732},[5525,6901,5609],{"class":5538},[5525,6903,5612],{"class":5573},[5525,6905,5577],{"class":5542},[5525,6907,6821],{"class":5649},[5525,6909,6910],{"class":5538}," for",[5525,6912,6913],{"class":5542}," n ",[5525,6915,5624],{"class":5538},[5525,6917,5627],{"class":5573},[5525,6919,6920],{"class":5542},"(start, end) ",[5525,6922,6084],{"class":5538},[5525,6924,6925],{"class":5542}," is_prime(n))\n",[5525,6927,6928],{"class":5527,"line":5750},[5525,6929,5558],{"emptyLinePlaceholder":5557},[5525,6931,6932],{"class":5527,"line":5764},[5525,6933,5558],{"emptyLinePlaceholder":5557},[5525,6935,6936,6938,6941,6943,6946,6948,6950,6952,6955,6957,6959,6962,6964,6966,6968],{"class":5527,"line":5770},[5525,6937,5570],{"class":5569},[5525,6939,6940],{"class":5573}," split_range",[5525,6942,5577],{"class":5542},[5525,6944,6945],{"class":5580},"total",[5525,6947,5584],{"class":5542},[5525,6949,5588],{"class":5587},[5525,6951,5978],{"class":5542},[5525,6953,6954],{"class":5580},"chunks",[5525,6956,5584],{"class":5542},[5525,6958,5588],{"class":5587},[5525,6960,6961],{"class":5542},") -> list[tuple[",[5525,6963,5588],{"class":5587},[5525,6965,5978],{"class":5542},[5525,6967,5588],{"class":5587},[5525,6969,6970],{"class":5542},"]]:\n",[5525,6972,6973],{"class":5527,"line":5776},[5525,6974,6975],{"class":5602},"    \"\"\"Ділить діапазон [0, total) на рівні частини.\"\"\"\n",[5525,6977,6978],{"class":5527,"line":5782},[5525,6979,6980],{"class":5542},"    size = total \u002F\u002F chunks\n",[5525,6982,6983,6985,6988,6990,6993,6995,6997,6999,7001],{"class":5527,"line":5806},[5525,6984,5609],{"class":5538},[5525,6986,6987],{"class":5542}," [(i * size, (i + ",[5525,6989,6821],{"class":5649},[5525,6991,6992],{"class":5542},") * size) ",[5525,6994,5618],{"class":5538},[5525,6996,5621],{"class":5542},[5525,6998,5624],{"class":5538},[5525,7000,5627],{"class":5573},[5525,7002,7003],{"class":5542},"(chunks)]\n",[5525,7005,7006],{"class":5527,"line":6242},[5525,7007,5558],{"emptyLinePlaceholder":5557},[5525,7009,7011],{"class":5527,"line":7010},30,[5525,7012,5558],{"emptyLinePlaceholder":5557},[5525,7014,7016,7018,7020,7022,7024],{"class":5527,"line":7015},31,[5525,7017,6084],{"class":5538},[5525,7019,6087],{"class":5580},[5525,7021,6090],{"class":5542},[5525,7023,6093],{"class":5602},[5525,7025,5596],{"class":5542},[5525,7027,7029,7032],{"class":5527,"line":7028},32,[5525,7030,7031],{"class":5542},"    LIMIT = ",[5525,7033,7034],{"class":5649},"2_000_000\n",[5525,7036,7038],{"class":5527,"line":7037},33,[5525,7039,7040],{"class":5542},"    cpu_count = multiprocessing.cpu_count()\n",[5525,7042,7044,7046,7048,7050,7053,7055,7058,7061,7063],{"class":5527,"line":7043},34,[5525,7045,6008],{"class":5573},[5525,7047,5577],{"class":5542},[5525,7049,5695],{"class":5569},[5525,7051,7052],{"class":5602},"\"Рахуємо прості числа до ",[5525,7054,5701],{"class":5569},[5525,7056,7057],{"class":5542},"LIMIT",[5525,7059,7060],{"class":5569},":,}",[5525,7062,6121],{"class":5602},[5525,7064,5713],{"class":5542},[5525,7066,7068,7070,7072,7074,7077,7079,7082,7084,7088,7090],{"class":5527,"line":7067},35,[5525,7069,6008],{"class":5573},[5525,7071,5577],{"class":5542},[5525,7073,5695],{"class":5569},[5525,7075,7076],{"class":5602},"\"Доступно ядер: ",[5525,7078,5701],{"class":5569},[5525,7080,7081],{"class":5542},"cpu_count",[5525,7083,6022],{"class":5569},[5525,7085,7087],{"class":7086},"sjcCO","\\n",[5525,7089,6121],{"class":5602},[5525,7091,5713],{"class":5542},[5525,7093,7095],{"class":5527,"line":7094},36,[5525,7096,5558],{"emptyLinePlaceholder":5557},[5525,7098,7100],{"class":5527,"line":7099},37,[5525,7101,7102],{"class":5531},"    # ── Однопотоково (baseline) ───────────────────────────────────────────────\n",[5525,7104,7106],{"class":5527,"line":7105},38,[5525,7107,7108],{"class":5542},"    t0 = time.perf_counter()\n",[5525,7110,7112,7115,7117],{"class":5527,"line":7111},39,[5525,7113,7114],{"class":5542},"    result_single = count_primes_in_range(",[5525,7116,6781],{"class":5649},[5525,7118,7119],{"class":5542},", LIMIT)\n",[5525,7121,7123],{"class":5527,"line":7122},40,[5525,7124,7125],{"class":5542},"    single_time = time.perf_counter() - t0\n",[5525,7127,7129,7131,7133,7135,7138,7140,7143,7145,7148,7150,7153,7155,7157],{"class":5527,"line":7128},41,[5525,7130,6008],{"class":5573},[5525,7132,5577],{"class":5542},[5525,7134,5695],{"class":5569},[5525,7136,7137],{"class":5602},"\"Однопроцесно:    ",[5525,7139,5701],{"class":5569},[5525,7141,7142],{"class":5542},"result_single",[5525,7144,7060],{"class":5569},[5525,7146,7147],{"class":5602}," простих за ",[5525,7149,5701],{"class":5569},[5525,7151,7152],{"class":5542},"single_time",[5525,7154,5707],{"class":5569},[5525,7156,5710],{"class":5602},[5525,7158,5713],{"class":5542},[5525,7160,7162],{"class":5527,"line":7161},42,[5525,7163,5558],{"emptyLinePlaceholder":5557},[5525,7165,7167],{"class":5527,"line":7166},43,[5525,7168,7169],{"class":5531},"    # ── Пул процесів ──────────────────────────────────────────────────────────\n",[5525,7171,7173,7175,7178,7180,7183,7185,7187,7190],{"class":5527,"line":7172},44,[5525,7174,6794],{"class":5538},[5525,7176,7177],{"class":5542}," num_workers ",[5525,7179,5624],{"class":5538},[5525,7181,7182],{"class":5542}," [",[5525,7184,6739],{"class":5649},[5525,7186,5978],{"class":5542},[5525,7188,7189],{"class":5649},"4",[5525,7191,7192],{"class":5542},", cpu_count]:\n",[5525,7194,7196],{"class":5527,"line":7195},45,[5525,7197,7198],{"class":5542},"        ranges = split_range(LIMIT, num_workers)\n",[5525,7200,7202],{"class":5527,"line":7201},46,[5525,7203,7204],{"class":5542},"        t0 = time.perf_counter()\n",[5525,7206,7208,7211,7214,7217,7220,7223],{"class":5527,"line":7207},47,[5525,7209,7210],{"class":5538},"        with",[5525,7212,7213],{"class":5542}," multiprocessing.Pool(",[5525,7215,7216],{"class":5580},"processes",[5525,7218,7219],{"class":5542},"=num_workers) ",[5525,7221,7222],{"class":5538},"as",[5525,7224,7225],{"class":5542}," pool:\n",[5525,7227,7229],{"class":5527,"line":7228},48,[5525,7230,7231],{"class":5542},"            results = pool.starmap(count_primes_in_range, ranges)\n",[5525,7233,7235],{"class":5527,"line":7234},49,[5525,7236,7237],{"class":5542},"        elapsed = time.perf_counter() - t0\n",[5525,7239,7241,7244,7247],{"class":5527,"line":7240},50,[5525,7242,7243],{"class":5542},"        total = ",[5525,7245,7246],{"class":5573},"sum",[5525,7248,7249],{"class":5542},"(results)\n",[5525,7251,7253],{"class":5527,"line":7252},51,[5525,7254,7255],{"class":5542},"        speedup = single_time \u002F elapsed\n",[5525,7257,7259,7262],{"class":5527,"line":7258},52,[5525,7260,7261],{"class":5573},"        print",[5525,7263,7264],{"class":5542},"(\n",[5525,7266,7268,7271,7274,7276,7279,7281,7284,7286,7288,7290,7292,7294,7297,7299],{"class":5527,"line":7267},53,[5525,7269,7270],{"class":5569},"            f",[5525,7272,7273],{"class":5602},"\"Pool(",[5525,7275,5701],{"class":5569},[5525,7277,7278],{"class":5542},"num_workers",[5525,7280,6022],{"class":5569},[5525,7282,7283],{"class":5602}," workers): ",[5525,7285,5701],{"class":5569},[5525,7287,6945],{"class":5542},[5525,7289,7060],{"class":5569},[5525,7291,7147],{"class":5602},[5525,7293,5701],{"class":5569},[5525,7295,7296],{"class":5542},"elapsed",[5525,7298,5707],{"class":5569},[5525,7300,7301],{"class":5602},"s  \"\n",[5525,7303,7305,7307,7310,7312,7315,7317],{"class":5527,"line":7304},54,[5525,7306,7270],{"class":5569},[5525,7308,7309],{"class":5602},"\"→ ",[5525,7311,5701],{"class":5569},[5525,7313,7314],{"class":5542},"speedup",[5525,7316,5707],{"class":5569},[5525,7318,7319],{"class":5602},"x прискорення\"\n",[5525,7321,7323],{"class":5527,"line":7322},55,[5525,7324,7325],{"class":5542},"        )\n",[5829,7327,7329,7337,7345,7353,7356,7368,7386,7401],{"title":7328},"python multiprocessing_benchmark.py",[5833,7330,7332,5841,7335],{"className":7331},[5527],[5525,7333,5840],{"className":7334},[5839],[5843,7336,7328],{},[5833,7338,7340,7341],{"className":7339},[5527],"Рахуємо прості числа до ",[5525,7342,7344],{"className":7343},[5852],"2,000,000",[5833,7346,7348,7349],{"className":7347},[5527],"Доступно ядер: ",[5525,7350,7352],{"className":7351},[5852],"8",[5833,7354],{"className":7355},[5527],[5833,7357,7359,7360,7147,7364],{"className":7358},[5527],"Однопроцесно:    ",[5525,7361,7363],{"className":7362},[6270],"148,933",[5525,7365,7367],{"className":7366},[5861],"1.84s",[5833,7369,7371,7372,7147,7375,7380,7381,7385],{"className":7370},[5527],"Pool(2 workers): ",[5525,7373,7363],{"className":7374},[6270],[5525,7376,7379],{"className":7377},[7378],"text-green-400","0.98s","  → ",[5525,7382,7384],{"className":7383},[7378],"1.88x"," прискорення",[5833,7387,7389,7390,7147,7393,7380,7397,7385],{"className":7388},[5527],"Pool(4 workers): ",[5525,7391,7363],{"className":7392},[6270],[5525,7394,7396],{"className":7395},[7378],"0.51s",[5525,7398,7400],{"className":7399},[7378],"3.61x",[5833,7402,7404,7405,7147,7408,7380,7412,7385],{"className":7403},[5527],"Pool(8 workers): ",[5525,7406,7363],{"className":7407},[6270],[5525,7409,7411],{"className":7410},[7378],"0.28s",[5525,7413,7415],{"className":7414},[7378],"6.57x",[5507,7417,7418],{},"Справжнє лінійне прискорення! Майже 7x на 8 ядрах. Різниця від ідеального 8x — це накладні витрати на запуск пулу і комунікацію між процесами.",[5892,7420],{},[5502,7422,7424,7425,7428],{"id":7423},"частина-iii-pool-пул-процесів-для-масових-задач","Частина III: ",[5511,7426,7427],{},"Pool"," — пул процесів для масових задач",[5507,7430,7431,7433],{},[5511,7432,7427],{}," — найзручніший спосіб розподілити тисячі незалежних задач між процесами. Пул підтримує чотири основних методи:",[5903,7435,7437,7440,7441],{"id":7436},"poolmap-паралельний-аналог-map",[5511,7438,7439],{},"Pool.map()"," — паралельний аналог ",[5511,7442,7443],{},"map()",[5516,7445,7447],{"className":5518,"code":7446,"language":5520,"meta":5521,"style":5521},"# pool_map.py\nimport multiprocessing\n\n\ndef square(x: int) -> int:\n    return x * x\n\n\nif __name__ == \"__main__\":\n    data = list(range(10))\n\n    with multiprocessing.Pool(processes=4) as pool:\n        # map() — блокується, повертає результати в порядку вхідних даних\n        results = pool.map(square, data)\n        print(results)  # [0, 1, 4, 9, 16, 25, 36, 49, 64, 81]\n\n        # map() з розміром чанку (для великих даних ефективніше)\n        big_data = list(range(100_000))\n        results = pool.map(square, big_data, chunksize=1000)\n        print(f\"Оброблено {len(results)} елементів\")\n",[5511,7448,7449,7454,7460,7464,7468,7490,7497,7501,7505,7517,7537,7541,7562,7567,7572,7582,7586,7591,7609,7624],{"__ignoreMap":5521},[5525,7450,7451],{"class":5527,"line":5528},[5525,7452,7453],{"class":5531},"# pool_map.py\n",[5525,7455,7456,7458],{"class":5527,"line":5535},[5525,7457,5539],{"class":5538},[5525,7459,5937],{"class":5542},[5525,7461,7462],{"class":5527,"line":5546},[5525,7463,5558],{"emptyLinePlaceholder":5557},[5525,7465,7466],{"class":5527,"line":5554},[5525,7467,5558],{"emptyLinePlaceholder":5557},[5525,7469,7470,7472,7475,7477,7480,7482,7484,7486,7488],{"class":5527,"line":5561},[5525,7471,5570],{"class":5569},[5525,7473,7474],{"class":5573}," square",[5525,7476,5577],{"class":5542},[5525,7478,7479],{"class":5580},"x",[5525,7481,5584],{"class":5542},[5525,7483,5588],{"class":5587},[5525,7485,5591],{"class":5542},[5525,7487,5588],{"class":5587},[5525,7489,5596],{"class":5542},[5525,7491,7492,7494],{"class":5527,"line":5566},[5525,7493,5609],{"class":5538},[5525,7495,7496],{"class":5542}," x * x\n",[5525,7498,7499],{"class":5527,"line":5599},[5525,7500,5558],{"emptyLinePlaceholder":5557},[5525,7502,7503],{"class":5527,"line":5606},[5525,7504,5558],{"emptyLinePlaceholder":5557},[5525,7506,7507,7509,7511,7513,7515],{"class":5527,"line":5633},[5525,7508,6084],{"class":5538},[5525,7510,6087],{"class":5580},[5525,7512,6090],{"class":5542},[5525,7514,6093],{"class":5602},[5525,7516,5596],{"class":5542},[5525,7518,7519,7522,7525,7527,7530,7532,7535],{"class":5527,"line":5638},[5525,7520,7521],{"class":5542},"    data = ",[5525,7523,7524],{"class":5587},"list",[5525,7526,5577],{"class":5542},[5525,7528,7529],{"class":5573},"range",[5525,7531,5577],{"class":5542},[5525,7533,7534],{"class":5649},"10",[5525,7536,6153],{"class":5542},[5525,7538,7539],{"class":5527,"line":5643},[5525,7540,5558],{"emptyLinePlaceholder":5557},[5525,7542,7543,7546,7548,7550,7553,7555,7558,7560],{"class":5527,"line":5653},[5525,7544,7545],{"class":5538},"    with",[5525,7547,7213],{"class":5542},[5525,7549,7216],{"class":5580},[5525,7551,7552],{"class":5542},"=",[5525,7554,7189],{"class":5649},[5525,7556,7557],{"class":5542},") ",[5525,7559,7222],{"class":5538},[5525,7561,7225],{"class":5542},[5525,7563,7564],{"class":5527,"line":5658},[5525,7565,7566],{"class":5531},"        # map() — блокується, повертає результати в порядку вхідних даних\n",[5525,7568,7569],{"class":5527,"line":5664},[5525,7570,7571],{"class":5542},"        results = pool.map(square, data)\n",[5525,7573,7574,7576,7579],{"class":5527,"line":5670},[5525,7575,7261],{"class":5573},[5525,7577,7578],{"class":5542},"(results)  ",[5525,7580,7581],{"class":5531},"# [0, 1, 4, 9, 16, 25, 36, 49, 64, 81]\n",[5525,7583,7584],{"class":5527,"line":5676},[5525,7585,5558],{"emptyLinePlaceholder":5557},[5525,7587,7588],{"class":5527,"line":5681},[5525,7589,7590],{"class":5531},"        # map() з розміром чанку (для великих даних ефективніше)\n",[5525,7592,7593,7596,7598,7600,7602,7604,7607],{"class":5527,"line":5687},[5525,7594,7595],{"class":5542},"        big_data = ",[5525,7597,7524],{"class":5587},[5525,7599,5577],{"class":5542},[5525,7601,7529],{"class":5573},[5525,7603,5577],{"class":5542},[5525,7605,7606],{"class":5649},"100_000",[5525,7608,6153],{"class":5542},[5525,7610,7611,7614,7617,7619,7622],{"class":5527,"line":5716},[5525,7612,7613],{"class":5542},"        results = pool.map(square, big_data, ",[5525,7615,7616],{"class":5580},"chunksize",[5525,7618,7552],{"class":5542},[5525,7620,7621],{"class":5649},"1000",[5525,7623,5713],{"class":5542},[5525,7625,7626,7628,7630,7632,7635,7637,7640,7643,7645,7648],{"class":5527,"line":5721},[5525,7627,7261],{"class":5573},[5525,7629,5577],{"class":5542},[5525,7631,5695],{"class":5569},[5525,7633,7634],{"class":5602},"\"Оброблено ",[5525,7636,5701],{"class":5569},[5525,7638,7639],{"class":5573},"len",[5525,7641,7642],{"class":5542},"(results)",[5525,7644,6022],{"class":5569},[5525,7646,7647],{"class":5602}," елементів\"",[5525,7649,5713],{"class":5542},[5903,7651,7653,7656],{"id":7652},"poolstarmap-для-функцій-з-кількома-аргументами",[5511,7654,7655],{},"Pool.starmap()"," — для функцій з кількома аргументами",[5516,7658,7660],{"className":5518,"code":7659,"language":5520,"meta":5521,"style":5521},"# pool_starmap.py\nimport multiprocessing\n\n\ndef power(base: int, exp: int) -> int:\n    return base ** exp\n\n\nif __name__ == \"__main__\":\n    # starmap розпаковує кожен елемент як аргументи функції\n    tasks = [(2, 10), (3, 5), (5, 4), (10, 3)]\n\n    with multiprocessing.Pool() as pool:\n        results = pool.starmap(power, tasks)\n        print(results)  # [1024, 243, 625, 1000]\n",[5511,7661,7662,7667,7673,7677,7681,7712,7719,7723,7727,7739,7744,7784,7788,7799,7804],{"__ignoreMap":5521},[5525,7663,7664],{"class":5527,"line":5528},[5525,7665,7666],{"class":5531},"# pool_starmap.py\n",[5525,7668,7669,7671],{"class":5527,"line":5535},[5525,7670,5539],{"class":5538},[5525,7672,5937],{"class":5542},[5525,7674,7675],{"class":5527,"line":5546},[5525,7676,5558],{"emptyLinePlaceholder":5557},[5525,7678,7679],{"class":5527,"line":5554},[5525,7680,5558],{"emptyLinePlaceholder":5557},[5525,7682,7683,7685,7688,7690,7693,7695,7697,7699,7702,7704,7706,7708,7710],{"class":5527,"line":5561},[5525,7684,5570],{"class":5569},[5525,7686,7687],{"class":5573}," power",[5525,7689,5577],{"class":5542},[5525,7691,7692],{"class":5580},"base",[5525,7694,5584],{"class":5542},[5525,7696,5588],{"class":5587},[5525,7698,5978],{"class":5542},[5525,7700,7701],{"class":5580},"exp",[5525,7703,5584],{"class":5542},[5525,7705,5588],{"class":5587},[5525,7707,5591],{"class":5542},[5525,7709,5588],{"class":5587},[5525,7711,5596],{"class":5542},[5525,7713,7714,7716],{"class":5527,"line":5566},[5525,7715,5609],{"class":5538},[5525,7717,7718],{"class":5542}," base ** exp\n",[5525,7720,7721],{"class":5527,"line":5599},[5525,7722,5558],{"emptyLinePlaceholder":5557},[5525,7724,7725],{"class":5527,"line":5606},[5525,7726,5558],{"emptyLinePlaceholder":5557},[5525,7728,7729,7731,7733,7735,7737],{"class":5527,"line":5633},[5525,7730,6084],{"class":5538},[5525,7732,6087],{"class":5580},[5525,7734,6090],{"class":5542},[5525,7736,6093],{"class":5602},[5525,7738,5596],{"class":5542},[5525,7740,7741],{"class":5527,"line":5638},[5525,7742,7743],{"class":5531},"    # starmap розпаковує кожен елемент як аргументи функції\n",[5525,7745,7746,7749,7751,7753,7755,7758,7760,7762,7765,7767,7769,7771,7773,7775,7777,7779,7781],{"class":5527,"line":5643},[5525,7747,7748],{"class":5542},"    tasks = [(",[5525,7750,6739],{"class":5649},[5525,7752,5978],{"class":5542},[5525,7754,7534],{"class":5649},[5525,7756,7757],{"class":5542},"), (",[5525,7759,6805],{"class":5649},[5525,7761,5978],{"class":5542},[5525,7763,7764],{"class":5649},"5",[5525,7766,7757],{"class":5542},[5525,7768,7764],{"class":5649},[5525,7770,5978],{"class":5542},[5525,7772,7189],{"class":5649},[5525,7774,7757],{"class":5542},[5525,7776,7534],{"class":5649},[5525,7778,5978],{"class":5542},[5525,7780,6805],{"class":5649},[5525,7782,7783],{"class":5542},")]\n",[5525,7785,7786],{"class":5527,"line":5653},[5525,7787,5558],{"emptyLinePlaceholder":5557},[5525,7789,7790,7792,7795,7797],{"class":5527,"line":5658},[5525,7791,7545],{"class":5538},[5525,7793,7794],{"class":5542}," multiprocessing.Pool() ",[5525,7796,7222],{"class":5538},[5525,7798,7225],{"class":5542},[5525,7800,7801],{"class":5527,"line":5664},[5525,7802,7803],{"class":5542},"        results = pool.starmap(power, tasks)\n",[5525,7805,7806,7808,7810],{"class":5527,"line":5670},[5525,7807,7261],{"class":5573},[5525,7809,7578],{"class":5542},[5525,7811,7812],{"class":5531},"# [1024, 243, 625, 1000]\n",[5903,7814,7816,7819],{"id":7815},"poolapply_async-асинхронний-запуск-з-колбеком",[5511,7817,7818],{},"Pool.apply_async()"," — асинхронний запуск з колбеком",[5516,7821,7823],{"className":5518,"code":7822,"language":5520,"meta":5521,"style":5521},"# pool_async.py\nimport multiprocessing\nimport time\n\n\ndef slow_computation(task_id: int, n: int) -> tuple[int, int]:\n    \"\"\"Довге обчислення — повертає (task_id, результат).\"\"\"\n    result = sum(i ** 2 for i in range(n))\n    return task_id, result\n\n\ndef on_success(result: tuple[int, int]) -> None:\n    task_id, value = result\n    print(f\"  ✓ Задача {task_id} завершена: {value:,}\")\n\n\ndef on_error(exc: Exception) -> None:\n    print(f\"  ✗ Помилка: {exc}\")\n\n\nif __name__ == \"__main__\":\n    tasks = [(i, 1_000_000) for i in range(8)]\n\n    with multiprocessing.Pool(processes=4) as pool:\n        # apply_async повертає AsyncResult негайно (не блокується)\n        async_results = [\n            pool.apply_async(\n                slow_computation,\n                args=task,\n                callback=on_success,\n                error_callback=on_error,\n            )\n            for task in tasks\n        ]\n\n        # Чекаємо всі результати\n        pool.close()   # забороняємо нові задачі\n        pool.join()    # чекаємо завершення всіх\n        print(\"Усі задачі виконані\")\n",[5511,7824,7825,7830,7836,7842,7846,7850,7886,7891,7913,7920,7924,7928,7956,7961,7992,7996,8000,8023,8044,8048,8052,8064,8088,8092,8110,8115,8120,8125,8130,8138,8146,8154,8159,8172,8177,8181,8186,8194,8202],{"__ignoreMap":5521},[5525,7826,7827],{"class":5527,"line":5528},[5525,7828,7829],{"class":5531},"# pool_async.py\n",[5525,7831,7832,7834],{"class":5527,"line":5535},[5525,7833,5539],{"class":5538},[5525,7835,5937],{"class":5542},[5525,7837,7838,7840],{"class":5527,"line":5546},[5525,7839,5539],{"class":5538},[5525,7841,5551],{"class":5542},[5525,7843,7844],{"class":5527,"line":5554},[5525,7845,5558],{"emptyLinePlaceholder":5557},[5525,7847,7848],{"class":5527,"line":5561},[5525,7849,5558],{"emptyLinePlaceholder":5557},[5525,7851,7852,7854,7857,7859,7862,7864,7866,7868,7870,7872,7874,7877,7879,7881,7883],{"class":5527,"line":5566},[5525,7853,5570],{"class":5569},[5525,7855,7856],{"class":5573}," slow_computation",[5525,7858,5577],{"class":5542},[5525,7860,7861],{"class":5580},"task_id",[5525,7863,5584],{"class":5542},[5525,7865,5588],{"class":5587},[5525,7867,5978],{"class":5542},[5525,7869,5581],{"class":5580},[5525,7871,5584],{"class":5542},[5525,7873,5588],{"class":5587},[5525,7875,7876],{"class":5542},") -> tuple[",[5525,7878,5588],{"class":5587},[5525,7880,5978],{"class":5542},[5525,7882,5588],{"class":5587},[5525,7884,7885],{"class":5542},"]:\n",[5525,7887,7888],{"class":5527,"line":5599},[5525,7889,7890],{"class":5602},"    \"\"\"Довге обчислення — повертає (task_id, результат).\"\"\"\n",[5525,7892,7893,7896,7898,7901,7903,7905,7907,7909,7911],{"class":5527,"line":5606},[5525,7894,7895],{"class":5542},"    result = ",[5525,7897,7246],{"class":5573},[5525,7899,7900],{"class":5542},"(i ** ",[5525,7902,6739],{"class":5649},[5525,7904,6910],{"class":5538},[5525,7906,5621],{"class":5542},[5525,7908,5624],{"class":5538},[5525,7910,5627],{"class":5573},[5525,7912,5630],{"class":5542},[5525,7914,7915,7917],{"class":5527,"line":5633},[5525,7916,5609],{"class":5538},[5525,7918,7919],{"class":5542}," task_id, result\n",[5525,7921,7922],{"class":5527,"line":5638},[5525,7923,5558],{"emptyLinePlaceholder":5557},[5525,7925,7926],{"class":5527,"line":5643},[5525,7927,5558],{"emptyLinePlaceholder":5557},[5525,7929,7930,7932,7935,7937,7940,7943,7945,7947,7949,7952,7954],{"class":5527,"line":5653},[5525,7931,5570],{"class":5569},[5525,7933,7934],{"class":5573}," on_success",[5525,7936,5577],{"class":5542},[5525,7938,7939],{"class":5580},"result",[5525,7941,7942],{"class":5542},": tuple[",[5525,7944,5588],{"class":5587},[5525,7946,5978],{"class":5542},[5525,7948,5588],{"class":5587},[5525,7950,7951],{"class":5542},"]) -> ",[5525,7953,5991],{"class":5569},[5525,7955,5596],{"class":5542},[5525,7957,7958],{"class":5527,"line":5658},[5525,7959,7960],{"class":5542},"    task_id, value = result\n",[5525,7962,7963,7965,7967,7969,7972,7974,7976,7978,7981,7983,7986,7988,7990],{"class":5527,"line":5664},[5525,7964,6008],{"class":5573},[5525,7966,5577],{"class":5542},[5525,7968,5695],{"class":5569},[5525,7970,7971],{"class":5602},"\"  ✓ Задача ",[5525,7973,5701],{"class":5569},[5525,7975,7861],{"class":5542},[5525,7977,6022],{"class":5569},[5525,7979,7980],{"class":5602}," завершена: ",[5525,7982,5701],{"class":5569},[5525,7984,7985],{"class":5542},"value",[5525,7987,7060],{"class":5569},[5525,7989,6121],{"class":5602},[5525,7991,5713],{"class":5542},[5525,7993,7994],{"class":5527,"line":5670},[5525,7995,5558],{"emptyLinePlaceholder":5557},[5525,7997,7998],{"class":5527,"line":5676},[5525,7999,5558],{"emptyLinePlaceholder":5557},[5525,8001,8002,8004,8007,8009,8012,8014,8017,8019,8021],{"class":5527,"line":5681},[5525,8003,5570],{"class":5569},[5525,8005,8006],{"class":5573}," on_error",[5525,8008,5577],{"class":5542},[5525,8010,8011],{"class":5580},"exc",[5525,8013,5584],{"class":5542},[5525,8015,8016],{"class":5587},"Exception",[5525,8018,5591],{"class":5542},[5525,8020,5991],{"class":5569},[5525,8022,5596],{"class":5542},[5525,8024,8025,8027,8029,8031,8034,8036,8038,8040,8042],{"class":5527,"line":5687},[5525,8026,6008],{"class":5573},[5525,8028,5577],{"class":5542},[5525,8030,5695],{"class":5569},[5525,8032,8033],{"class":5602},"\"  ✗ Помилка: ",[5525,8035,5701],{"class":5569},[5525,8037,8011],{"class":5542},[5525,8039,6022],{"class":5569},[5525,8041,6121],{"class":5602},[5525,8043,5713],{"class":5542},[5525,8045,8046],{"class":5527,"line":5716},[5525,8047,5558],{"emptyLinePlaceholder":5557},[5525,8049,8050],{"class":5527,"line":5721},[5525,8051,5558],{"emptyLinePlaceholder":5557},[5525,8053,8054,8056,8058,8060,8062],{"class":5527,"line":5727},[5525,8055,6084],{"class":5538},[5525,8057,6087],{"class":5580},[5525,8059,6090],{"class":5542},[5525,8061,6093],{"class":5602},[5525,8063,5596],{"class":5542},[5525,8065,8066,8069,8072,8074,8076,8078,8080,8082,8084,8086],{"class":5527,"line":5732},[5525,8067,8068],{"class":5542},"    tasks = [(i, ",[5525,8070,8071],{"class":5649},"1_000_000",[5525,8073,7557],{"class":5542},[5525,8075,5618],{"class":5538},[5525,8077,5621],{"class":5542},[5525,8079,5624],{"class":5538},[5525,8081,5627],{"class":5573},[5525,8083,5577],{"class":5542},[5525,8085,7352],{"class":5649},[5525,8087,7783],{"class":5542},[5525,8089,8090],{"class":5527,"line":5750},[5525,8091,5558],{"emptyLinePlaceholder":5557},[5525,8093,8094,8096,8098,8100,8102,8104,8106,8108],{"class":5527,"line":5764},[5525,8095,7545],{"class":5538},[5525,8097,7213],{"class":5542},[5525,8099,7216],{"class":5580},[5525,8101,7552],{"class":5542},[5525,8103,7189],{"class":5649},[5525,8105,7557],{"class":5542},[5525,8107,7222],{"class":5538},[5525,8109,7225],{"class":5542},[5525,8111,8112],{"class":5527,"line":5770},[5525,8113,8114],{"class":5531},"        # apply_async повертає AsyncResult негайно (не блокується)\n",[5525,8116,8117],{"class":5527,"line":5776},[5525,8118,8119],{"class":5542},"        async_results = [\n",[5525,8121,8122],{"class":5527,"line":5782},[5525,8123,8124],{"class":5542},"            pool.apply_async(\n",[5525,8126,8127],{"class":5527,"line":5806},[5525,8128,8129],{"class":5542},"                slow_computation,\n",[5525,8131,8132,8135],{"class":5527,"line":6242},[5525,8133,8134],{"class":5580},"                args",[5525,8136,8137],{"class":5542},"=task,\n",[5525,8139,8140,8143],{"class":5527,"line":7010},[5525,8141,8142],{"class":5580},"                callback",[5525,8144,8145],{"class":5542},"=on_success,\n",[5525,8147,8148,8151],{"class":5527,"line":7015},[5525,8149,8150],{"class":5580},"                error_callback",[5525,8152,8153],{"class":5542},"=on_error,\n",[5525,8155,8156],{"class":5527,"line":7028},[5525,8157,8158],{"class":5542},"            )\n",[5525,8160,8161,8164,8167,8169],{"class":5527,"line":7037},[5525,8162,8163],{"class":5538},"            for",[5525,8165,8166],{"class":5542}," task ",[5525,8168,5624],{"class":5538},[5525,8170,8171],{"class":5542}," tasks\n",[5525,8173,8174],{"class":5527,"line":7043},[5525,8175,8176],{"class":5542},"        ]\n",[5525,8178,8179],{"class":5527,"line":7067},[5525,8180,5558],{"emptyLinePlaceholder":5557},[5525,8182,8183],{"class":5527,"line":7094},[5525,8184,8185],{"class":5531},"        # Чекаємо всі результати\n",[5525,8187,8188,8191],{"class":5527,"line":7099},[5525,8189,8190],{"class":5542},"        pool.close()   ",[5525,8192,8193],{"class":5531},"# забороняємо нові задачі\n",[5525,8195,8196,8199],{"class":5527,"line":7105},[5525,8197,8198],{"class":5542},"        pool.join()    ",[5525,8200,8201],{"class":5531},"# чекаємо завершення всіх\n",[5525,8203,8204,8206,8208,8211],{"class":5527,"line":7111},[5525,8205,7261],{"class":5573},[5525,8207,5577],{"class":5542},[5525,8209,8210],{"class":5602},"\"Усі задачі виконані\"",[5525,8212,5713],{"class":5542},[5903,8214,8216,8219],{"id":8215},"poolimap-ліниве-відображення-для-великих-даних",[5511,8217,8218],{},"Pool.imap()"," — ліниве відображення (для великих даних)",[5516,8221,8223],{"className":5518,"code":8222,"language":5520,"meta":5521,"style":5521},"# pool_imap.py\nimport multiprocessing\n\n\ndef process_line(line: str) -> str:\n    \"\"\"Обробка одного рядка файлу.\"\"\"\n    return line.strip().upper()\n\n\nif __name__ == \"__main__\":\n    # imap() повертає ітератор — результати не зберігаються всі в пам'яті\n    # Ідеально для обробки великих файлів построково\n    lines = [f\"рядок {i}\\n\" for i in range(1_000_000)]\n\n    with multiprocessing.Pool() as pool:\n        # Без imap(): всі результати в пам'яті → Out of Memory для великих даних\n        # З imap(): обробляємо потоково, результати генеруються поступово\n        for result in pool.imap(process_line, lines, chunksize=1000):\n            pass  # Обробляємо результат одразу, не зберігаємо всі\n    print(\"Готово (побудково, без навантаження на пам'ять)\")\n",[5511,8224,8225,8230,8236,8240,8244,8265,8270,8277,8281,8285,8297,8302,8307,8342,8346,8356,8361,8366,8387,8395],{"__ignoreMap":5521},[5525,8226,8227],{"class":5527,"line":5528},[5525,8228,8229],{"class":5531},"# pool_imap.py\n",[5525,8231,8232,8234],{"class":5527,"line":5535},[5525,8233,5539],{"class":5538},[5525,8235,5937],{"class":5542},[5525,8237,8238],{"class":5527,"line":5546},[5525,8239,5558],{"emptyLinePlaceholder":5557},[5525,8241,8242],{"class":5527,"line":5554},[5525,8243,5558],{"emptyLinePlaceholder":5557},[5525,8245,8246,8248,8251,8253,8255,8257,8259,8261,8263],{"class":5527,"line":5561},[5525,8247,5570],{"class":5569},[5525,8249,8250],{"class":5573}," process_line",[5525,8252,5577],{"class":5542},[5525,8254,5527],{"class":5580},[5525,8256,5584],{"class":5542},[5525,8258,5975],{"class":5587},[5525,8260,5591],{"class":5542},[5525,8262,5975],{"class":5587},[5525,8264,5596],{"class":5542},[5525,8266,8267],{"class":5527,"line":5566},[5525,8268,8269],{"class":5602},"    \"\"\"Обробка одного рядка файлу.\"\"\"\n",[5525,8271,8272,8274],{"class":5527,"line":5599},[5525,8273,5609],{"class":5538},[5525,8275,8276],{"class":5542}," line.strip().upper()\n",[5525,8278,8279],{"class":5527,"line":5606},[5525,8280,5558],{"emptyLinePlaceholder":5557},[5525,8282,8283],{"class":5527,"line":5633},[5525,8284,5558],{"emptyLinePlaceholder":5557},[5525,8286,8287,8289,8291,8293,8295],{"class":5527,"line":5638},[5525,8288,6084],{"class":5538},[5525,8290,6087],{"class":5580},[5525,8292,6090],{"class":5542},[5525,8294,6093],{"class":5602},[5525,8296,5596],{"class":5542},[5525,8298,8299],{"class":5527,"line":5643},[5525,8300,8301],{"class":5531},"    # imap() повертає ітератор — результати не зберігаються всі в пам'яті\n",[5525,8303,8304],{"class":5527,"line":5653},[5525,8305,8306],{"class":5531},"    # Ідеально для обробки великих файлів построково\n",[5525,8308,8309,8312,8314,8317,8319,8322,8324,8326,8328,8330,8332,8334,8336,8338,8340],{"class":5527,"line":5658},[5525,8310,8311],{"class":5542},"    lines = [",[5525,8313,5695],{"class":5569},[5525,8315,8316],{"class":5602},"\"рядок ",[5525,8318,5701],{"class":5569},[5525,8320,8321],{"class":5542},"i",[5525,8323,6022],{"class":5569},[5525,8325,7087],{"class":7086},[5525,8327,6121],{"class":5602},[5525,8329,6910],{"class":5538},[5525,8331,5621],{"class":5542},[5525,8333,5624],{"class":5538},[5525,8335,5627],{"class":5573},[5525,8337,5577],{"class":5542},[5525,8339,8071],{"class":5649},[5525,8341,7783],{"class":5542},[5525,8343,8344],{"class":5527,"line":5664},[5525,8345,5558],{"emptyLinePlaceholder":5557},[5525,8347,8348,8350,8352,8354],{"class":5527,"line":5670},[5525,8349,7545],{"class":5538},[5525,8351,7794],{"class":5542},[5525,8353,7222],{"class":5538},[5525,8355,7225],{"class":5542},[5525,8357,8358],{"class":5527,"line":5676},[5525,8359,8360],{"class":5531},"        # Без imap(): всі результати в пам'яті → Out of Memory для великих даних\n",[5525,8362,8363],{"class":5527,"line":5681},[5525,8364,8365],{"class":5531},"        # З imap(): обробляємо потоково, результати генеруються поступово\n",[5525,8367,8368,8371,8374,8376,8379,8381,8383,8385],{"class":5527,"line":5687},[5525,8369,8370],{"class":5538},"        for",[5525,8372,8373],{"class":5542}," result ",[5525,8375,5624],{"class":5538},[5525,8377,8378],{"class":5542}," pool.imap(process_line, lines, ",[5525,8380,7616],{"class":5580},[5525,8382,7552],{"class":5542},[5525,8384,7621],{"class":5649},[5525,8386,6828],{"class":5542},[5525,8388,8389,8392],{"class":5527,"line":5716},[5525,8390,8391],{"class":5538},"            pass",[5525,8393,8394],{"class":5531},"  # Обробляємо результат одразу, не зберігаємо всі\n",[5525,8396,8397,8399,8401,8404],{"class":5527,"line":5721},[5525,8398,6008],{"class":5573},[5525,8400,5577],{"class":5542},[5525,8402,8403],{"class":5602},"\"Готово (побудково, без навантаження на пам'ять)\"",[5525,8405,5713],{"class":5542},[5892,8407],{},[5502,8409,8411,8412,8415,8416],{"id":8410},"частина-iv-processpoolexecutor-сучасний-api-через-concurrentfutures","Частина IV: ",[5511,8413,8414],{},"ProcessPoolExecutor"," — сучасний API через ",[5511,8417,8418],{},"concurrent.futures",[5507,8420,8421,8423,8424,8426,8427,8430],{},[5511,8422,8414],{}," з модуля ",[5511,8425,8418],{}," надає той самий уніфікований інтерфейс, що і ",[5511,8428,8429],{},"ThreadPoolExecutor",". Це рекомендований спосіб для більшості нових проектів:",[5516,8432,8434],{"className":5518,"code":8433,"language":5520,"meta":5521,"style":5521},"# process_pool_executor.py\nfrom concurrent.futures import ProcessPoolExecutor, as_completed\nimport time\nimport math\n\n\ndef heavy_math(n: int) -> float:\n    \"\"\"CPU-bound задача: обчислення великої суми.\"\"\"\n    return sum(math.sqrt(i) * math.log(i + 1) for i in range(1, n + 1))\n\n\nif __name__ == \"__main__\":\n    tasks = [500_000] * 8   # 8 важких задач\n\n    # ── ProcessPoolExecutor з submit() ────────────────────────────────────────\n    print(\"Запускаємо 8 CPU-bound задач...\")\n    t0 = time.perf_counter()\n\n    with ProcessPoolExecutor(max_workers=4) as pool:\n        futures = {pool.submit(heavy_math, n): i for i, n in enumerate(tasks)}\n\n        for future in as_completed(futures):\n            task_id = futures[future]\n            try:\n                result = future.result()\n                print(f\"  ✓ Задача {task_id}: {result:,.2f}\")\n            except Exception as e:\n                print(f\"  ✗ Задача {task_id}: {e}\")\n\n    elapsed = time.perf_counter() - t0\n    print(f\"Усього: {elapsed:.2f}s\")\n\n\n    # ── ProcessPoolExecutor з map() ───────────────────────────────────────────\n    t0 = time.perf_counter()\n    with ProcessPoolExecutor(max_workers=4) as pool:\n        results = list(pool.map(heavy_math, tasks))\n    print(f\"map(): {time.perf_counter() - t0:.2f}s, {len(results)} результатів\")\n",[5511,8435,8436,8441,8454,8460,8467,8471,8475,8496,8501,8533,8537,8541,8553,8569,8573,8578,8589,8593,8597,8617,8635,8639,8651,8656,8663,8668,8698,8712,8742,8746,8751,8772,8776,8780,8785,8789,8807,8817],{"__ignoreMap":5521},[5525,8437,8438],{"class":5527,"line":5528},[5525,8439,8440],{"class":5531},"# process_pool_executor.py\n",[5525,8442,8443,8446,8449,8451],{"class":5527,"line":5535},[5525,8444,8445],{"class":5538},"from",[5525,8447,8448],{"class":5542}," concurrent.futures ",[5525,8450,5539],{"class":5538},[5525,8452,8453],{"class":5542}," ProcessPoolExecutor, as_completed\n",[5525,8455,8456,8458],{"class":5527,"line":5546},[5525,8457,5539],{"class":5538},[5525,8459,5551],{"class":5542},[5525,8461,8462,8464],{"class":5527,"line":5554},[5525,8463,5539],{"class":5538},[5525,8465,8466],{"class":5542}," math\n",[5525,8468,8469],{"class":5527,"line":5561},[5525,8470,5558],{"emptyLinePlaceholder":5557},[5525,8472,8473],{"class":5527,"line":5566},[5525,8474,5558],{"emptyLinePlaceholder":5557},[5525,8476,8477,8479,8482,8484,8486,8488,8490,8492,8494],{"class":5527,"line":5599},[5525,8478,5570],{"class":5569},[5525,8480,8481],{"class":5573}," heavy_math",[5525,8483,5577],{"class":5542},[5525,8485,5581],{"class":5580},[5525,8487,5584],{"class":5542},[5525,8489,5588],{"class":5587},[5525,8491,5591],{"class":5542},[5525,8493,5986],{"class":5587},[5525,8495,5596],{"class":5542},[5525,8497,8498],{"class":5527,"line":5606},[5525,8499,8500],{"class":5602},"    \"\"\"CPU-bound задача: обчислення великої суми.\"\"\"\n",[5525,8502,8503,8505,8507,8510,8512,8514,8516,8518,8520,8522,8524,8526,8529,8531],{"class":5527,"line":5633},[5525,8504,5609],{"class":5538},[5525,8506,5612],{"class":5573},[5525,8508,8509],{"class":5542},"(math.sqrt(i) * math.log(i + ",[5525,8511,6821],{"class":5649},[5525,8513,7557],{"class":5542},[5525,8515,5618],{"class":5538},[5525,8517,5621],{"class":5542},[5525,8519,5624],{"class":5538},[5525,8521,5627],{"class":5573},[5525,8523,5577],{"class":5542},[5525,8525,6821],{"class":5649},[5525,8527,8528],{"class":5542},", n + ",[5525,8530,6821],{"class":5649},[5525,8532,6153],{"class":5542},[5525,8534,8535],{"class":5527,"line":5638},[5525,8536,5558],{"emptyLinePlaceholder":5557},[5525,8538,8539],{"class":5527,"line":5643},[5525,8540,5558],{"emptyLinePlaceholder":5557},[5525,8542,8543,8545,8547,8549,8551],{"class":5527,"line":5653},[5525,8544,6084],{"class":5538},[5525,8546,6087],{"class":5580},[5525,8548,6090],{"class":5542},[5525,8550,6093],{"class":5602},[5525,8552,5596],{"class":5542},[5525,8554,8555,8558,8561,8564,8566],{"class":5527,"line":5658},[5525,8556,8557],{"class":5542},"    tasks = [",[5525,8559,8560],{"class":5649},"500_000",[5525,8562,8563],{"class":5542},"] * ",[5525,8565,7352],{"class":5649},[5525,8567,8568],{"class":5531},"   # 8 важких задач\n",[5525,8570,8571],{"class":5527,"line":5664},[5525,8572,5558],{"emptyLinePlaceholder":5557},[5525,8574,8575],{"class":5527,"line":5670},[5525,8576,8577],{"class":5531},"    # ── ProcessPoolExecutor з submit() ────────────────────────────────────────\n",[5525,8579,8580,8582,8584,8587],{"class":5527,"line":5676},[5525,8581,6008],{"class":5573},[5525,8583,5577],{"class":5542},[5525,8585,8586],{"class":5602},"\"Запускаємо 8 CPU-bound задач...\"",[5525,8588,5713],{"class":5542},[5525,8590,8591],{"class":5527,"line":5681},[5525,8592,7108],{"class":5542},[5525,8594,8595],{"class":5527,"line":5687},[5525,8596,5558],{"emptyLinePlaceholder":5557},[5525,8598,8599,8601,8604,8607,8609,8611,8613,8615],{"class":5527,"line":5716},[5525,8600,7545],{"class":5538},[5525,8602,8603],{"class":5542}," ProcessPoolExecutor(",[5525,8605,8606],{"class":5580},"max_workers",[5525,8608,7552],{"class":5542},[5525,8610,7189],{"class":5649},[5525,8612,7557],{"class":5542},[5525,8614,7222],{"class":5538},[5525,8616,7225],{"class":5542},[5525,8618,8619,8622,8624,8627,8629,8632],{"class":5527,"line":5721},[5525,8620,8621],{"class":5542},"        futures = {pool.submit(heavy_math, n): i ",[5525,8623,5618],{"class":5538},[5525,8625,8626],{"class":5542}," i, n ",[5525,8628,5624],{"class":5538},[5525,8630,8631],{"class":5573}," enumerate",[5525,8633,8634],{"class":5542},"(tasks)}\n",[5525,8636,8637],{"class":5527,"line":5727},[5525,8638,5558],{"emptyLinePlaceholder":5557},[5525,8640,8641,8643,8646,8648],{"class":5527,"line":5732},[5525,8642,8370],{"class":5538},[5525,8644,8645],{"class":5542}," future ",[5525,8647,5624],{"class":5538},[5525,8649,8650],{"class":5542}," as_completed(futures):\n",[5525,8652,8653],{"class":5527,"line":5750},[5525,8654,8655],{"class":5542},"            task_id = futures[future]\n",[5525,8657,8658,8661],{"class":5527,"line":5764},[5525,8659,8660],{"class":5538},"            try",[5525,8662,5596],{"class":5542},[5525,8664,8665],{"class":5527,"line":5770},[5525,8666,8667],{"class":5542},"                result = future.result()\n",[5525,8669,8670,8673,8675,8677,8679,8681,8683,8685,8687,8689,8691,8694,8696],{"class":5527,"line":5776},[5525,8671,8672],{"class":5573},"                print",[5525,8674,5577],{"class":5542},[5525,8676,5695],{"class":5569},[5525,8678,7971],{"class":5602},[5525,8680,5701],{"class":5569},[5525,8682,7861],{"class":5542},[5525,8684,6022],{"class":5569},[5525,8686,5584],{"class":5602},[5525,8688,5701],{"class":5569},[5525,8690,7939],{"class":5542},[5525,8692,8693],{"class":5569},":,.2f}",[5525,8695,6121],{"class":5602},[5525,8697,5713],{"class":5542},[5525,8699,8700,8703,8706,8709],{"class":5527,"line":5782},[5525,8701,8702],{"class":5538},"            except",[5525,8704,8705],{"class":5587}," Exception",[5525,8707,8708],{"class":5538}," as",[5525,8710,8711],{"class":5542}," e:\n",[5525,8713,8714,8716,8718,8720,8723,8725,8727,8729,8731,8733,8736,8738,8740],{"class":5527,"line":5806},[5525,8715,8672],{"class":5573},[5525,8717,5577],{"class":5542},[5525,8719,5695],{"class":5569},[5525,8721,8722],{"class":5602},"\"  ✗ Задача ",[5525,8724,5701],{"class":5569},[5525,8726,7861],{"class":5542},[5525,8728,6022],{"class":5569},[5525,8730,5584],{"class":5602},[5525,8732,5701],{"class":5569},[5525,8734,8735],{"class":5542},"e",[5525,8737,6022],{"class":5569},[5525,8739,6121],{"class":5602},[5525,8741,5713],{"class":5542},[5525,8743,8744],{"class":5527,"line":6242},[5525,8745,5558],{"emptyLinePlaceholder":5557},[5525,8747,8748],{"class":5527,"line":7010},[5525,8749,8750],{"class":5542},"    elapsed = time.perf_counter() - t0\n",[5525,8752,8753,8755,8757,8759,8762,8764,8766,8768,8770],{"class":5527,"line":7015},[5525,8754,6008],{"class":5573},[5525,8756,5577],{"class":5542},[5525,8758,5695],{"class":5569},[5525,8760,8761],{"class":5602},"\"Усього: ",[5525,8763,5701],{"class":5569},[5525,8765,7296],{"class":5542},[5525,8767,5707],{"class":5569},[5525,8769,5710],{"class":5602},[5525,8771,5713],{"class":5542},[5525,8773,8774],{"class":5527,"line":7028},[5525,8775,5558],{"emptyLinePlaceholder":5557},[5525,8777,8778],{"class":5527,"line":7037},[5525,8779,5558],{"emptyLinePlaceholder":5557},[5525,8781,8782],{"class":5527,"line":7043},[5525,8783,8784],{"class":5531},"    # ── ProcessPoolExecutor з map() ───────────────────────────────────────────\n",[5525,8786,8787],{"class":5527,"line":7067},[5525,8788,7108],{"class":5542},[5525,8790,8791,8793,8795,8797,8799,8801,8803,8805],{"class":5527,"line":7094},[5525,8792,7545],{"class":5538},[5525,8794,8603],{"class":5542},[5525,8796,8606],{"class":5580},[5525,8798,7552],{"class":5542},[5525,8800,7189],{"class":5649},[5525,8802,7557],{"class":5542},[5525,8804,7222],{"class":5538},[5525,8806,7225],{"class":5542},[5525,8808,8809,8812,8814],{"class":5527,"line":7099},[5525,8810,8811],{"class":5542},"        results = ",[5525,8813,7524],{"class":5587},[5525,8815,8816],{"class":5542},"(pool.map(heavy_math, tasks))\n",[5525,8818,8819,8821,8823,8825,8828,8830,8833,8835,8838,8840,8842,8844,8846,8849],{"class":5527,"line":7105},[5525,8820,6008],{"class":5573},[5525,8822,5577],{"class":5542},[5525,8824,5695],{"class":5569},[5525,8826,8827],{"class":5602},"\"map(): ",[5525,8829,5701],{"class":5569},[5525,8831,8832],{"class":5542},"time.perf_counter() - t0",[5525,8834,5707],{"class":5569},[5525,8836,8837],{"class":5602},"s, ",[5525,8839,5701],{"class":5569},[5525,8841,7639],{"class":5573},[5525,8843,7642],{"class":5542},[5525,8845,6022],{"class":5569},[5525,8847,8848],{"class":5602}," результатів\"",[5525,8850,5713],{"class":5542},[5903,8852,8854,8856,8857,8859],{"id":8853},"pool-vs-processpoolexecutor-коли-що-вибирати",[5511,8855,7427],{}," vs ",[5511,8858,8414],{},": коли що вибирати",[8861,8862,8863,8882],"table",{},[8864,8865,8866],"thead",{},[8867,8868,8869,8873,8878],"tr",{},[8870,8871,8872],"th",{},"Критерій",[8870,8874,8875],{},[5511,8876,8877],{},"multiprocessing.Pool",[8870,8879,8880],{},[5511,8881,8414],{},[8883,8884,8885,8914,8935,8947,8963,8974,8984],"tbody",{},[8867,8886,8887,8890,8904],{},[8888,8889,731],"td",{},[8888,8891,8892,5978,8895,5978,8898,5978,8901],{},[5511,8893,8894],{},"map",[5511,8896,8897],{},"starmap",[5511,8899,8900],{},"apply_async",[5511,8902,8903],{},"imap",[8888,8905,8906,5978,8909,5978,8911],{},[5511,8907,8908],{},"submit",[5511,8910,8894],{},[5511,8912,8913],{},"as_completed",[8867,8915,8916,8921,8924],{},[8888,8917,8918,8920],{},[5511,8919,8897],{}," підтримка",[8888,8922,8923],{},"✅ Так",[8888,8925,8926,8927,8930,8931,8934],{},"❌ Ні (треба ",[5511,8928,8929],{},"lambda"," або ",[5511,8932,8933],{},"functools.partial",")",[8867,8936,8937,8942,8944],{},[8888,8938,8939,8941],{},[5511,8940,8903],{}," (потокове)",[8888,8943,8923],{},[8888,8945,8946],{},"❌ Ні",[8867,8948,8949,8955,8957],{},[8888,8950,8951,8954],{},[5511,8952,8953],{},"callback"," для async",[8888,8956,8923],{},[8888,8958,8959,8960],{},"Через ",[5511,8961,8962],{},"Future.add_done_callback()",[8867,8964,8965,8968,8971],{},[8888,8966,8967],{},"Уніфікований API з threading",[8888,8969,8970],{},"❌",[8888,8972,8973],{},"✅ (той самий інтерфейс, що ThreadPoolExecutor)",[8867,8975,8976,8979,8982],{},[8888,8977,8978],{},"Context manager",[8888,8980,8981],{},"✅",[8888,8983,8981],{},[8867,8985,8986,8989,8992],{},[8888,8987,8988],{},"Рекомендований для нових проектів",[8888,8990,8991],{},"Для специфічних потреб",[8888,8993,8994],{},"✅ За замовчуванням",[5892,8996],{},[5502,8998,9000],{"id":8999},"частина-v-міжпроцесна-комунікація-ipc","Частина V: Міжпроцесна комунікація (IPC)",[5903,9002,9004],{"id":9003},"проблема-процеси-не-бачать-память-один-одного","Проблема: процеси не бачать пам'ять один одного",[5507,9006,9007,9008,9011],{},"На відміну від потоків, кожен процес живе у власному адресному просторі. Зміна змінної в дочірньому процесі ",[5843,9009,9010],{},"ніяк не впливає"," на батьківський:",[5516,9013,9015],{"className":5518,"code":9014,"language":5520,"meta":5521,"style":5521},"# no_shared_memory.py\nimport multiprocessing\n\nshared_list = [1, 2, 3]  # У кожного процесу своя копія!\n\n\ndef modify_list() -> None:\n    shared_list.append(99)\n    print(f\"  У дочірньому: {shared_list}\")  # [1, 2, 3, 99]\n\n\nif __name__ == \"__main__\":\n    p = multiprocessing.Process(target=modify_list)\n    p.start()\n    p.join()\n    print(f\"У батьківському: {shared_list}\")  # [1, 2, 3] — незмінено!\n",[5511,9016,9017,9022,9028,9032,9053,9057,9061,9075,9085,9111,9115,9119,9131,9140,9144,9148],{"__ignoreMap":5521},[5525,9018,9019],{"class":5527,"line":5528},[5525,9020,9021],{"class":5531},"# no_shared_memory.py\n",[5525,9023,9024,9026],{"class":5527,"line":5535},[5525,9025,5539],{"class":5538},[5525,9027,5937],{"class":5542},[5525,9029,9030],{"class":5527,"line":5546},[5525,9031,5558],{"emptyLinePlaceholder":5557},[5525,9033,9034,9037,9039,9041,9043,9045,9047,9050],{"class":5527,"line":5554},[5525,9035,9036],{"class":5542},"shared_list = [",[5525,9038,6821],{"class":5649},[5525,9040,5978],{"class":5542},[5525,9042,6739],{"class":5649},[5525,9044,5978],{"class":5542},[5525,9046,6805],{"class":5649},[5525,9048,9049],{"class":5542},"]  ",[5525,9051,9052],{"class":5531},"# У кожного процесу своя копія!\n",[5525,9054,9055],{"class":5527,"line":5561},[5525,9056,5558],{"emptyLinePlaceholder":5557},[5525,9058,9059],{"class":5527,"line":5566},[5525,9060,5558],{"emptyLinePlaceholder":5557},[5525,9062,9063,9065,9068,9071,9073],{"class":5527,"line":5599},[5525,9064,5570],{"class":5569},[5525,9066,9067],{"class":5573}," modify_list",[5525,9069,9070],{"class":5542},"() -> ",[5525,9072,5991],{"class":5569},[5525,9074,5596],{"class":5542},[5525,9076,9077,9080,9083],{"class":5527,"line":5606},[5525,9078,9079],{"class":5542},"    shared_list.append(",[5525,9081,9082],{"class":5649},"99",[5525,9084,5713],{"class":5542},[5525,9086,9087,9089,9091,9093,9096,9098,9101,9103,9105,9108],{"class":5527,"line":5633},[5525,9088,6008],{"class":5573},[5525,9090,5577],{"class":5542},[5525,9092,5695],{"class":5569},[5525,9094,9095],{"class":5602},"\"  У дочірньому: ",[5525,9097,5701],{"class":5569},[5525,9099,9100],{"class":5542},"shared_list",[5525,9102,6022],{"class":5569},[5525,9104,6121],{"class":5602},[5525,9106,9107],{"class":5542},")  ",[5525,9109,9110],{"class":5531},"# [1, 2, 3, 99]\n",[5525,9112,9113],{"class":5527,"line":5638},[5525,9114,5558],{"emptyLinePlaceholder":5557},[5525,9116,9117],{"class":5527,"line":5643},[5525,9118,5558],{"emptyLinePlaceholder":5557},[5525,9120,9121,9123,9125,9127,9129],{"class":5527,"line":5653},[5525,9122,6084],{"class":5538},[5525,9124,6087],{"class":5580},[5525,9126,6090],{"class":5542},[5525,9128,6093],{"class":5602},[5525,9130,5596],{"class":5542},[5525,9132,9133,9135,9137],{"class":5527,"line":5658},[5525,9134,6378],{"class":5542},[5525,9136,5738],{"class":5580},[5525,9138,9139],{"class":5542},"=modify_list)\n",[5525,9141,9142],{"class":5527,"line":5664},[5525,9143,6388],{"class":5542},[5525,9145,9146],{"class":5527,"line":5670},[5525,9147,6393],{"class":5542},[5525,9149,9150,9152,9154,9156,9159,9161,9163,9165,9167,9169],{"class":5527,"line":5676},[5525,9151,6008],{"class":5573},[5525,9153,5577],{"class":5542},[5525,9155,5695],{"class":5569},[5525,9157,9158],{"class":5602},"\"У батьківському: ",[5525,9160,5701],{"class":5569},[5525,9162,9100],{"class":5542},[5525,9164,6022],{"class":5569},[5525,9166,6121],{"class":5602},[5525,9168,9107],{"class":5542},[5525,9170,9171],{"class":5531},"# [1, 2, 3] — незмінено!\n",[5507,9173,9174],{},"Для обміну даними між процесами є кілька механізмів IPC.",[5903,9176,9178,9181],{"id":9177},"multiprocessingqueue-потокобезпечна-черга-між-процесами",[5511,9179,9180],{},"multiprocessing.Queue"," — потокобезпечна черга між процесами",[5516,9183,9185],{"className":5518,"code":9184,"language":5520,"meta":5521,"style":5521},"# mp_queue.py\nimport multiprocessing\nimport time\nfrom typing import Any\n\n\ndef producer(queue: multiprocessing.Queue, items: list[Any]) -> None:\n    for item in items:\n        queue.put(item)\n        print(f\"  [Producer] → {item}\")\n        time.sleep(0.1)\n    queue.put(None)  # Sentinel\n    print(\"  [Producer] Завершено\")\n\n\ndef consumer(queue: multiprocessing.Queue, results: multiprocessing.Queue) -> None:\n    while True:\n        item = queue.get()\n        if item is None:\n            break\n        processed = item * 2\n        print(f\"  [Consumer] {item} → {processed}\")\n        results.put(processed)\n    print(\"  [Consumer] Завершено\")\n\n\nif __name__ == \"__main__\":\n    task_queue: multiprocessing.Queue = multiprocessing.Queue()\n    result_queue: multiprocessing.Queue = multiprocessing.Queue()\n\n    prod = multiprocessing.Process(target=producer, args=(task_queue, list(range(5))))\n    cons = multiprocessing.Process(target=consumer, args=(task_queue, result_queue))\n\n    prod.start(); cons.start()\n    prod.join();  cons.join()\n\n    # Збираємо результати\n    results = []\n    while not result_queue.empty():\n        results.append(result_queue.get())\n    print(f\"Результати: {results}\")\n",[5511,9186,9187,9192,9198,9204,9216,9220,9224,9249,9261,9266,9288,9298,9310,9321,9325,9329,9352,9362,9367,9381,9386,9394,9425,9430,9441,9445,9449,9461,9466,9471,9475,9503,9518,9522,9527,9532,9536,9541,9546,9556,9561],{"__ignoreMap":5521},[5525,9188,9189],{"class":5527,"line":5528},[5525,9190,9191],{"class":5531},"# mp_queue.py\n",[5525,9193,9194,9196],{"class":5527,"line":5535},[5525,9195,5539],{"class":5538},[5525,9197,5937],{"class":5542},[5525,9199,9200,9202],{"class":5527,"line":5546},[5525,9201,5539],{"class":5538},[5525,9203,5551],{"class":5542},[5525,9205,9206,9208,9211,9213],{"class":5527,"line":5554},[5525,9207,8445],{"class":5538},[5525,9209,9210],{"class":5542}," typing ",[5525,9212,5539],{"class":5538},[5525,9214,9215],{"class":5542}," Any\n",[5525,9217,9218],{"class":5527,"line":5561},[5525,9219,5558],{"emptyLinePlaceholder":5557},[5525,9221,9222],{"class":5527,"line":5566},[5525,9223,5558],{"emptyLinePlaceholder":5557},[5525,9225,9226,9228,9231,9233,9236,9239,9242,9245,9247],{"class":5527,"line":5599},[5525,9227,5570],{"class":5569},[5525,9229,9230],{"class":5573}," producer",[5525,9232,5577],{"class":5542},[5525,9234,9235],{"class":5580},"queue",[5525,9237,9238],{"class":5542},": multiprocessing.Queue, ",[5525,9240,9241],{"class":5580},"items",[5525,9243,9244],{"class":5542},": list[Any]) -> ",[5525,9246,5991],{"class":5569},[5525,9248,5596],{"class":5542},[5525,9250,9251,9253,9256,9258],{"class":5527,"line":5606},[5525,9252,6794],{"class":5538},[5525,9254,9255],{"class":5542}," item ",[5525,9257,5624],{"class":5538},[5525,9259,9260],{"class":5542}," items:\n",[5525,9262,9263],{"class":5527,"line":5633},[5525,9264,9265],{"class":5542},"        queue.put(item)\n",[5525,9267,9268,9270,9272,9274,9277,9279,9282,9284,9286],{"class":5527,"line":5638},[5525,9269,7261],{"class":5573},[5525,9271,5577],{"class":5542},[5525,9273,5695],{"class":5569},[5525,9275,9276],{"class":5602},"\"  [Producer] → ",[5525,9278,5701],{"class":5569},[5525,9280,9281],{"class":5542},"item",[5525,9283,6022],{"class":5569},[5525,9285,6121],{"class":5602},[5525,9287,5713],{"class":5542},[5525,9289,9290,9293,9296],{"class":5527,"line":5643},[5525,9291,9292],{"class":5542},"        time.sleep(",[5525,9294,9295],{"class":5649},"0.1",[5525,9297,5713],{"class":5542},[5525,9299,9300,9303,9305,9307],{"class":5527,"line":5653},[5525,9301,9302],{"class":5542},"    queue.put(",[5525,9304,5991],{"class":5569},[5525,9306,9107],{"class":5542},[5525,9308,9309],{"class":5531},"# Sentinel\n",[5525,9311,9312,9314,9316,9319],{"class":5527,"line":5658},[5525,9313,6008],{"class":5573},[5525,9315,5577],{"class":5542},[5525,9317,9318],{"class":5602},"\"  [Producer] Завершено\"",[5525,9320,5713],{"class":5542},[5525,9322,9323],{"class":5527,"line":5664},[5525,9324,5558],{"emptyLinePlaceholder":5557},[5525,9326,9327],{"class":5527,"line":5670},[5525,9328,5558],{"emptyLinePlaceholder":5557},[5525,9330,9331,9333,9336,9338,9340,9342,9345,9348,9350],{"class":5527,"line":5676},[5525,9332,5570],{"class":5569},[5525,9334,9335],{"class":5573}," consumer",[5525,9337,5577],{"class":5542},[5525,9339,9235],{"class":5580},[5525,9341,9238],{"class":5542},[5525,9343,9344],{"class":5580},"results",[5525,9346,9347],{"class":5542},": multiprocessing.Queue) -> ",[5525,9349,5991],{"class":5569},[5525,9351,5596],{"class":5542},[5525,9353,9354,9357,9360],{"class":5527,"line":5681},[5525,9355,9356],{"class":5538},"    while",[5525,9358,9359],{"class":5569}," True",[5525,9361,5596],{"class":5542},[5525,9363,9364],{"class":5527,"line":5687},[5525,9365,9366],{"class":5542},"        item = queue.get()\n",[5525,9368,9369,9371,9373,9376,9379],{"class":5527,"line":5716},[5525,9370,6833],{"class":5538},[5525,9372,9255],{"class":5542},[5525,9374,9375],{"class":5569},"is",[5525,9377,9378],{"class":5569}," None",[5525,9380,5596],{"class":5542},[5525,9382,9383],{"class":5527,"line":5721},[5525,9384,9385],{"class":5538},"            break\n",[5525,9387,9388,9391],{"class":5527,"line":5727},[5525,9389,9390],{"class":5542},"        processed = item * ",[5525,9392,9393],{"class":5649},"2\n",[5525,9395,9396,9398,9400,9402,9405,9407,9409,9411,9414,9416,9419,9421,9423],{"class":5527,"line":5732},[5525,9397,7261],{"class":5573},[5525,9399,5577],{"class":5542},[5525,9401,5695],{"class":5569},[5525,9403,9404],{"class":5602},"\"  [Consumer] ",[5525,9406,5701],{"class":5569},[5525,9408,9281],{"class":5542},[5525,9410,6022],{"class":5569},[5525,9412,9413],{"class":5602}," → ",[5525,9415,5701],{"class":5569},[5525,9417,9418],{"class":5542},"processed",[5525,9420,6022],{"class":5569},[5525,9422,6121],{"class":5602},[5525,9424,5713],{"class":5542},[5525,9426,9427],{"class":5527,"line":5750},[5525,9428,9429],{"class":5542},"        results.put(processed)\n",[5525,9431,9432,9434,9436,9439],{"class":5527,"line":5764},[5525,9433,6008],{"class":5573},[5525,9435,5577],{"class":5542},[5525,9437,9438],{"class":5602},"\"  [Consumer] Завершено\"",[5525,9440,5713],{"class":5542},[5525,9442,9443],{"class":5527,"line":5770},[5525,9444,5558],{"emptyLinePlaceholder":5557},[5525,9446,9447],{"class":5527,"line":5776},[5525,9448,5558],{"emptyLinePlaceholder":5557},[5525,9450,9451,9453,9455,9457,9459],{"class":5527,"line":5782},[5525,9452,6084],{"class":5538},[5525,9454,6087],{"class":5580},[5525,9456,6090],{"class":5542},[5525,9458,6093],{"class":5602},[5525,9460,5596],{"class":5542},[5525,9462,9463],{"class":5527,"line":5806},[5525,9464,9465],{"class":5542},"    task_queue: multiprocessing.Queue = multiprocessing.Queue()\n",[5525,9467,9468],{"class":5527,"line":6242},[5525,9469,9470],{"class":5542},"    result_queue: multiprocessing.Queue = multiprocessing.Queue()\n",[5525,9472,9473],{"class":5527,"line":7010},[5525,9474,5558],{"emptyLinePlaceholder":5557},[5525,9476,9477,9480,9482,9485,9487,9490,9492,9494,9496,9498,9500],{"class":5527,"line":7015},[5525,9478,9479],{"class":5542},"    prod = multiprocessing.Process(",[5525,9481,5738],{"class":5580},[5525,9483,9484],{"class":5542},"=producer, ",[5525,9486,5744],{"class":5580},[5525,9488,9489],{"class":5542},"=(task_queue, ",[5525,9491,7524],{"class":5587},[5525,9493,5577],{"class":5542},[5525,9495,7529],{"class":5573},[5525,9497,5577],{"class":5542},[5525,9499,7764],{"class":5649},[5525,9501,9502],{"class":5542},"))))\n",[5525,9504,9505,9508,9510,9513,9515],{"class":5527,"line":7028},[5525,9506,9507],{"class":5542},"    cons = multiprocessing.Process(",[5525,9509,5738],{"class":5580},[5525,9511,9512],{"class":5542},"=consumer, ",[5525,9514,5744],{"class":5580},[5525,9516,9517],{"class":5542},"=(task_queue, result_queue))\n",[5525,9519,9520],{"class":5527,"line":7037},[5525,9521,5558],{"emptyLinePlaceholder":5557},[5525,9523,9524],{"class":5527,"line":7043},[5525,9525,9526],{"class":5542},"    prod.start(); cons.start()\n",[5525,9528,9529],{"class":5527,"line":7067},[5525,9530,9531],{"class":5542},"    prod.join();  cons.join()\n",[5525,9533,9534],{"class":5527,"line":7094},[5525,9535,5558],{"emptyLinePlaceholder":5557},[5525,9537,9538],{"class":5527,"line":7099},[5525,9539,9540],{"class":5531},"    # Збираємо результати\n",[5525,9542,9543],{"class":5527,"line":7105},[5525,9544,9545],{"class":5542},"    results = []\n",[5525,9547,9548,9550,9553],{"class":5527,"line":7111},[5525,9549,9356],{"class":5538},[5525,9551,9552],{"class":5569}," not",[5525,9554,9555],{"class":5542}," result_queue.empty():\n",[5525,9557,9558],{"class":5527,"line":7122},[5525,9559,9560],{"class":5542},"        results.append(result_queue.get())\n",[5525,9562,9563,9565,9567,9569,9572,9574,9576,9578,9580],{"class":5527,"line":7128},[5525,9564,6008],{"class":5573},[5525,9566,5577],{"class":5542},[5525,9568,5695],{"class":5569},[5525,9570,9571],{"class":5602},"\"Результати: ",[5525,9573,5701],{"class":5569},[5525,9575,9344],{"class":5542},[5525,9577,6022],{"class":5569},[5525,9579,6121],{"class":5602},[5525,9581,5713],{"class":5542},[5903,9583,9585,9588],{"id":9584},"multiprocessingpipe-двосторонній-канал",[5511,9586,9587],{},"multiprocessing.Pipe"," — двосторонній канал",[5507,9590,9591,9594,9595,9598,9599,9602],{},[5511,9592,9593],{},"Pipe"," — простіший і швидший за ",[5511,9596,9597],{},"Queue"," механізм для передачі даних між ",[5843,9600,9601],{},"двома"," процесами:",[5516,9604,9606],{"className":5518,"code":9605,"language":5520,"meta":5521,"style":5521},"# mp_pipe.py\nimport multiprocessing\nimport time\n\n\ndef worker(conn: multiprocessing.connection.Connection) -> None:\n    \"\"\"Отримує завдання, обробляє і відправляє відповідь.\"\"\"\n    while True:\n        data = conn.recv()     # Блокується, чекає дані\n        if data is None:\n            break\n        result = data ** 2\n        conn.send(result)      # Відправляємо відповідь\n        print(f\"  [Worker] {data}² = {result}\")\n    conn.close()\n\n\nif __name__ == \"__main__\":\n    # Pipe() повертає два з'єднання: parent_conn і child_conn\n    parent_conn, child_conn = multiprocessing.Pipe()\n\n    p = multiprocessing.Process(target=worker, args=(child_conn,))\n    p.start()\n    child_conn.close()  # Батько закриває свій кінець child_conn\n\n    for n in range(5):\n        parent_conn.send(n)         # Відправляємо завдання\n        result = parent_conn.recv() # Отримуємо відповідь\n        print(f\"[Main] {n}² = {result}\")\n\n    parent_conn.send(None)  # Sentinel — завершити worker\n    p.join()\n    parent_conn.close()\n",[5511,9607,9608,9613,9619,9625,9629,9633,9651,9656,9664,9672,9685,9689,9696,9704,9735,9740,9744,9748,9760,9765,9770,9774,9787,9791,9799,9803,9819,9827,9835,9864,9868,9880,9884],{"__ignoreMap":5521},[5525,9609,9610],{"class":5527,"line":5528},[5525,9611,9612],{"class":5531},"# mp_pipe.py\n",[5525,9614,9615,9617],{"class":5527,"line":5535},[5525,9616,5539],{"class":5538},[5525,9618,5937],{"class":5542},[5525,9620,9621,9623],{"class":5527,"line":5546},[5525,9622,5539],{"class":5538},[5525,9624,5551],{"class":5542},[5525,9626,9627],{"class":5527,"line":5554},[5525,9628,5558],{"emptyLinePlaceholder":5557},[5525,9630,9631],{"class":5527,"line":5561},[5525,9632,5558],{"emptyLinePlaceholder":5557},[5525,9634,9635,9637,9639,9641,9644,9647,9649],{"class":5527,"line":5566},[5525,9636,5570],{"class":5569},[5525,9638,5965],{"class":5573},[5525,9640,5577],{"class":5542},[5525,9642,9643],{"class":5580},"conn",[5525,9645,9646],{"class":5542},": multiprocessing.connection.Connection) -> ",[5525,9648,5991],{"class":5569},[5525,9650,5596],{"class":5542},[5525,9652,9653],{"class":5527,"line":5599},[5525,9654,9655],{"class":5602},"    \"\"\"Отримує завдання, обробляє і відправляє відповідь.\"\"\"\n",[5525,9657,9658,9660,9662],{"class":5527,"line":5606},[5525,9659,9356],{"class":5538},[5525,9661,9359],{"class":5569},[5525,9663,5596],{"class":5542},[5525,9665,9666,9669],{"class":5527,"line":5633},[5525,9667,9668],{"class":5542},"        data = conn.recv()     ",[5525,9670,9671],{"class":5531},"# Блокується, чекає дані\n",[5525,9673,9674,9676,9679,9681,9683],{"class":5527,"line":5638},[5525,9675,6833],{"class":5538},[5525,9677,9678],{"class":5542}," data ",[5525,9680,9375],{"class":5569},[5525,9682,9378],{"class":5569},[5525,9684,5596],{"class":5542},[5525,9686,9687],{"class":5527,"line":5643},[5525,9688,9385],{"class":5538},[5525,9690,9691,9694],{"class":5527,"line":5653},[5525,9692,9693],{"class":5542},"        result = data ** ",[5525,9695,9393],{"class":5649},[5525,9697,9698,9701],{"class":5527,"line":5658},[5525,9699,9700],{"class":5542},"        conn.send(result)      ",[5525,9702,9703],{"class":5531},"# Відправляємо відповідь\n",[5525,9705,9706,9708,9710,9712,9715,9717,9720,9722,9725,9727,9729,9731,9733],{"class":5527,"line":5664},[5525,9707,7261],{"class":5573},[5525,9709,5577],{"class":5542},[5525,9711,5695],{"class":5569},[5525,9713,9714],{"class":5602},"\"  [Worker] ",[5525,9716,5701],{"class":5569},[5525,9718,9719],{"class":5542},"data",[5525,9721,6022],{"class":5569},[5525,9723,9724],{"class":5602},"² = ",[5525,9726,5701],{"class":5569},[5525,9728,7939],{"class":5542},[5525,9730,6022],{"class":5569},[5525,9732,6121],{"class":5602},[5525,9734,5713],{"class":5542},[5525,9736,9737],{"class":5527,"line":5670},[5525,9738,9739],{"class":5542},"    conn.close()\n",[5525,9741,9742],{"class":5527,"line":5676},[5525,9743,5558],{"emptyLinePlaceholder":5557},[5525,9745,9746],{"class":5527,"line":5681},[5525,9747,5558],{"emptyLinePlaceholder":5557},[5525,9749,9750,9752,9754,9756,9758],{"class":5527,"line":5687},[5525,9751,6084],{"class":5538},[5525,9753,6087],{"class":5580},[5525,9755,6090],{"class":5542},[5525,9757,6093],{"class":5602},[5525,9759,5596],{"class":5542},[5525,9761,9762],{"class":5527,"line":5716},[5525,9763,9764],{"class":5531},"    # Pipe() повертає два з'єднання: parent_conn і child_conn\n",[5525,9766,9767],{"class":5527,"line":5721},[5525,9768,9769],{"class":5542},"    parent_conn, child_conn = multiprocessing.Pipe()\n",[5525,9771,9772],{"class":5527,"line":5727},[5525,9773,5558],{"emptyLinePlaceholder":5557},[5525,9775,9776,9778,9780,9782,9784],{"class":5527,"line":5732},[5525,9777,6378],{"class":5542},[5525,9779,5738],{"class":5580},[5525,9781,6137],{"class":5542},[5525,9783,5744],{"class":5580},[5525,9785,9786],{"class":5542},"=(child_conn,))\n",[5525,9788,9789],{"class":5527,"line":5750},[5525,9790,6388],{"class":5542},[5525,9792,9793,9796],{"class":5527,"line":5764},[5525,9794,9795],{"class":5542},"    child_conn.close()  ",[5525,9797,9798],{"class":5531},"# Батько закриває свій кінець child_conn\n",[5525,9800,9801],{"class":5527,"line":5770},[5525,9802,5558],{"emptyLinePlaceholder":5557},[5525,9804,9805,9807,9809,9811,9813,9815,9817],{"class":5527,"line":5776},[5525,9806,6794],{"class":5538},[5525,9808,6913],{"class":5542},[5525,9810,5624],{"class":5538},[5525,9812,5627],{"class":5573},[5525,9814,5577],{"class":5542},[5525,9816,7764],{"class":5649},[5525,9818,6828],{"class":5542},[5525,9820,9821,9824],{"class":5527,"line":5782},[5525,9822,9823],{"class":5542},"        parent_conn.send(n)         ",[5525,9825,9826],{"class":5531},"# Відправляємо завдання\n",[5525,9828,9829,9832],{"class":5527,"line":5806},[5525,9830,9831],{"class":5542},"        result = parent_conn.recv() ",[5525,9833,9834],{"class":5531},"# Отримуємо відповідь\n",[5525,9836,9837,9839,9841,9843,9846,9848,9850,9852,9854,9856,9858,9860,9862],{"class":5527,"line":6242},[5525,9838,7261],{"class":5573},[5525,9840,5577],{"class":5542},[5525,9842,5695],{"class":5569},[5525,9844,9845],{"class":5602},"\"[Main] ",[5525,9847,5701],{"class":5569},[5525,9849,5581],{"class":5542},[5525,9851,6022],{"class":5569},[5525,9853,9724],{"class":5602},[5525,9855,5701],{"class":5569},[5525,9857,7939],{"class":5542},[5525,9859,6022],{"class":5569},[5525,9861,6121],{"class":5602},[5525,9863,5713],{"class":5542},[5525,9865,9866],{"class":5527,"line":7010},[5525,9867,5558],{"emptyLinePlaceholder":5557},[5525,9869,9870,9873,9875,9877],{"class":5527,"line":7015},[5525,9871,9872],{"class":5542},"    parent_conn.send(",[5525,9874,5991],{"class":5569},[5525,9876,9107],{"class":5542},[5525,9878,9879],{"class":5531},"# Sentinel — завершити worker\n",[5525,9881,9882],{"class":5527,"line":7028},[5525,9883,6393],{"class":5542},[5525,9885,9886],{"class":5527,"line":7037},[5525,9887,9888],{"class":5542},"    parent_conn.close()\n",[5903,9890,9892,6467,9895,9898],{"id":9891},"value-і-array-спільна-память-для-простих-типів",[5511,9893,9894],{},"Value",[5511,9896,9897],{},"Array"," — спільна пам'ять для простих типів",[5507,9900,9901,9902,9905],{},"Для числових лічильників і масивів є механізм ",[5843,9903,9904],{},"спільної пам'яті"," без копіювання:",[5516,9907,9909],{"className":5518,"code":9908,"language":5520,"meta":5521,"style":5521},"# shared_value.py\nimport multiprocessing\nimport ctypes\n\n\ndef increment_counter(counter: multiprocessing.Value, lock: multiprocessing.Lock, n: int) -> None:\n    for _ in range(n):\n        with lock:\n            counter.value += 1\n\n\ndef fill_array(arr: multiprocessing.Array, start: int, end: int) -> None:\n    for i in range(start, end):\n        arr[i] = i * i\n\n\nif __name__ == \"__main__\":\n    ITERATIONS = 100_000\n\n    # Value — один числовий тип зі спільною пам'яттю\n    counter = multiprocessing.Value(ctypes.c_int, 0)\n    lock = multiprocessing.Lock()\n\n    processes = [\n        multiprocessing.Process(target=increment_counter, args=(counter, lock, ITERATIONS))\n        for _ in range(4)\n    ]\n    for p in processes: p.start()\n    for p in processes: p.join()\n    print(f\"Лічильник: {counter.value}\")  # 400_000 ✅\n\n    # Array — масив фіксованого розміру зі спільною пам'яттю\n    arr = multiprocessing.Array(ctypes.c_int, 100)\n    p1 = multiprocessing.Process(target=fill_array, args=(arr, 0, 50))\n    p2 = multiprocessing.Process(target=fill_array, args=(arr, 50, 100))\n    p1.start(); p2.start()\n    p1.join(); p2.join()\n    print(f\"arr[0..5]: {list(arr[:6])}\")    # [0, 1, 4, 9, 16, 25]\n    print(f\"arr[95..]: {list(arr[95:])}\")   # [9025, 9216, 9409, 9604, 9801]\n",[5511,9910,9911,9916,9922,9929,9933,9937,9970,9984,9991,9999,10003,10007,10042,10055,10060,10064,10068,10080,10088,10092,10097,10106,10111,10115,10120,10135,10151,10156,10168,10179,10204,10208,10213,10223,10246,10266,10271,10276,10310],{"__ignoreMap":5521},[5525,9912,9913],{"class":5527,"line":5528},[5525,9914,9915],{"class":5531},"# shared_value.py\n",[5525,9917,9918,9920],{"class":5527,"line":5535},[5525,9919,5539],{"class":5538},[5525,9921,5937],{"class":5542},[5525,9923,9924,9926],{"class":5527,"line":5546},[5525,9925,5539],{"class":5538},[5525,9927,9928],{"class":5542}," ctypes\n",[5525,9930,9931],{"class":5527,"line":5554},[5525,9932,5558],{"emptyLinePlaceholder":5557},[5525,9934,9935],{"class":5527,"line":5561},[5525,9936,5558],{"emptyLinePlaceholder":5557},[5525,9938,9939,9941,9944,9946,9949,9952,9955,9958,9960,9962,9964,9966,9968],{"class":5527,"line":5566},[5525,9940,5570],{"class":5569},[5525,9942,9943],{"class":5573}," increment_counter",[5525,9945,5577],{"class":5542},[5525,9947,9948],{"class":5580},"counter",[5525,9950,9951],{"class":5542},": multiprocessing.Value, ",[5525,9953,9954],{"class":5580},"lock",[5525,9956,9957],{"class":5542},": multiprocessing.Lock, ",[5525,9959,5581],{"class":5580},[5525,9961,5584],{"class":5542},[5525,9963,5588],{"class":5587},[5525,9965,5591],{"class":5542},[5525,9967,5991],{"class":5569},[5525,9969,5596],{"class":5542},[5525,9971,9972,9974,9977,9979,9981],{"class":5527,"line":5599},[5525,9973,6794],{"class":5538},[5525,9975,9976],{"class":5542}," _ ",[5525,9978,5624],{"class":5538},[5525,9980,5627],{"class":5573},[5525,9982,9983],{"class":5542},"(n):\n",[5525,9985,9986,9988],{"class":5527,"line":5606},[5525,9987,7210],{"class":5538},[5525,9989,9990],{"class":5542}," lock:\n",[5525,9992,9993,9996],{"class":5527,"line":5633},[5525,9994,9995],{"class":5542},"            counter.value += ",[5525,9997,9998],{"class":5649},"1\n",[5525,10000,10001],{"class":5527,"line":5638},[5525,10002,5558],{"emptyLinePlaceholder":5557},[5525,10004,10005],{"class":5527,"line":5643},[5525,10006,5558],{"emptyLinePlaceholder":5557},[5525,10008,10009,10011,10014,10016,10019,10022,10024,10026,10028,10030,10032,10034,10036,10038,10040],{"class":5527,"line":5653},[5525,10010,5570],{"class":5569},[5525,10012,10013],{"class":5573}," fill_array",[5525,10015,5577],{"class":5542},[5525,10017,10018],{"class":5580},"arr",[5525,10020,10021],{"class":5542},": multiprocessing.Array, ",[5525,10023,6873],{"class":5580},[5525,10025,5584],{"class":5542},[5525,10027,5588],{"class":5587},[5525,10029,5978],{"class":5542},[5525,10031,6882],{"class":5580},[5525,10033,5584],{"class":5542},[5525,10035,5588],{"class":5587},[5525,10037,5591],{"class":5542},[5525,10039,5991],{"class":5569},[5525,10041,5596],{"class":5542},[5525,10043,10044,10046,10048,10050,10052],{"class":5527,"line":5658},[5525,10045,6794],{"class":5538},[5525,10047,5621],{"class":5542},[5525,10049,5624],{"class":5538},[5525,10051,5627],{"class":5573},[5525,10053,10054],{"class":5542},"(start, end):\n",[5525,10056,10057],{"class":5527,"line":5664},[5525,10058,10059],{"class":5542},"        arr[i] = i * i\n",[5525,10061,10062],{"class":5527,"line":5670},[5525,10063,5558],{"emptyLinePlaceholder":5557},[5525,10065,10066],{"class":5527,"line":5676},[5525,10067,5558],{"emptyLinePlaceholder":5557},[5525,10069,10070,10072,10074,10076,10078],{"class":5527,"line":5681},[5525,10071,6084],{"class":5538},[5525,10073,6087],{"class":5580},[5525,10075,6090],{"class":5542},[5525,10077,6093],{"class":5602},[5525,10079,5596],{"class":5542},[5525,10081,10082,10085],{"class":5527,"line":5687},[5525,10083,10084],{"class":5542},"    ITERATIONS = ",[5525,10086,10087],{"class":5649},"100_000\n",[5525,10089,10090],{"class":5527,"line":5716},[5525,10091,5558],{"emptyLinePlaceholder":5557},[5525,10093,10094],{"class":5527,"line":5721},[5525,10095,10096],{"class":5531},"    # Value — один числовий тип зі спільною пам'яттю\n",[5525,10098,10099,10102,10104],{"class":5527,"line":5727},[5525,10100,10101],{"class":5542},"    counter = multiprocessing.Value(ctypes.c_int, ",[5525,10103,6781],{"class":5649},[5525,10105,5713],{"class":5542},[5525,10107,10108],{"class":5527,"line":5732},[5525,10109,10110],{"class":5542},"    lock = multiprocessing.Lock()\n",[5525,10112,10113],{"class":5527,"line":5750},[5525,10114,5558],{"emptyLinePlaceholder":5557},[5525,10116,10117],{"class":5527,"line":5764},[5525,10118,10119],{"class":5542},"    processes = [\n",[5525,10121,10122,10125,10127,10130,10132],{"class":5527,"line":5770},[5525,10123,10124],{"class":5542},"        multiprocessing.Process(",[5525,10126,5738],{"class":5580},[5525,10128,10129],{"class":5542},"=increment_counter, ",[5525,10131,5744],{"class":5580},[5525,10133,10134],{"class":5542},"=(counter, lock, ITERATIONS))\n",[5525,10136,10137,10139,10141,10143,10145,10147,10149],{"class":5527,"line":5776},[5525,10138,8370],{"class":5538},[5525,10140,9976],{"class":5542},[5525,10142,5624],{"class":5538},[5525,10144,5627],{"class":5573},[5525,10146,5577],{"class":5542},[5525,10148,7189],{"class":5649},[5525,10150,5713],{"class":5542},[5525,10152,10153],{"class":5527,"line":5782},[5525,10154,10155],{"class":5542},"    ]\n",[5525,10157,10158,10160,10163,10165],{"class":5527,"line":5806},[5525,10159,6794],{"class":5538},[5525,10161,10162],{"class":5542}," p ",[5525,10164,5624],{"class":5538},[5525,10166,10167],{"class":5542}," processes: p.start()\n",[5525,10169,10170,10172,10174,10176],{"class":5527,"line":6242},[5525,10171,6794],{"class":5538},[5525,10173,10162],{"class":5542},[5525,10175,5624],{"class":5538},[5525,10177,10178],{"class":5542}," processes: p.join()\n",[5525,10180,10181,10183,10185,10187,10190,10192,10195,10197,10199,10201],{"class":5527,"line":7010},[5525,10182,6008],{"class":5573},[5525,10184,5577],{"class":5542},[5525,10186,5695],{"class":5569},[5525,10188,10189],{"class":5602},"\"Лічильник: ",[5525,10191,5701],{"class":5569},[5525,10193,10194],{"class":5542},"counter.value",[5525,10196,6022],{"class":5569},[5525,10198,6121],{"class":5602},[5525,10200,9107],{"class":5542},[5525,10202,10203],{"class":5531},"# 400_000 ✅\n",[5525,10205,10206],{"class":5527,"line":7015},[5525,10207,5558],{"emptyLinePlaceholder":5557},[5525,10209,10210],{"class":5527,"line":7028},[5525,10211,10212],{"class":5531},"    # Array — масив фіксованого розміру зі спільною пам'яттю\n",[5525,10214,10215,10218,10221],{"class":5527,"line":7037},[5525,10216,10217],{"class":5542},"    arr = multiprocessing.Array(ctypes.c_int, ",[5525,10219,10220],{"class":5649},"100",[5525,10222,5713],{"class":5542},[5525,10224,10225,10227,10229,10232,10234,10237,10239,10241,10244],{"class":5527,"line":7043},[5525,10226,6132],{"class":5542},[5525,10228,5738],{"class":5580},[5525,10230,10231],{"class":5542},"=fill_array, ",[5525,10233,5744],{"class":5580},[5525,10235,10236],{"class":5542},"=(arr, ",[5525,10238,6781],{"class":5649},[5525,10240,5978],{"class":5542},[5525,10242,10243],{"class":5649},"50",[5525,10245,6153],{"class":5542},[5525,10247,10248,10250,10252,10254,10256,10258,10260,10262,10264],{"class":5527,"line":7067},[5525,10249,6158],{"class":5542},[5525,10251,5738],{"class":5580},[5525,10253,10231],{"class":5542},[5525,10255,5744],{"class":5580},[5525,10257,10236],{"class":5542},[5525,10259,10243],{"class":5649},[5525,10261,5978],{"class":5542},[5525,10263,10220],{"class":5649},[5525,10265,6153],{"class":5542},[5525,10267,10268],{"class":5527,"line":7094},[5525,10269,10270],{"class":5542},"    p1.start(); p2.start()\n",[5525,10272,10273],{"class":5527,"line":7099},[5525,10274,10275],{"class":5542},"    p1.join(); p2.join()\n",[5525,10277,10278,10280,10282,10284,10287,10289,10291,10294,10297,10300,10302,10304,10307],{"class":5527,"line":7105},[5525,10279,6008],{"class":5573},[5525,10281,5577],{"class":5542},[5525,10283,5695],{"class":5569},[5525,10285,10286],{"class":5602},"\"arr[0..5]: ",[5525,10288,5701],{"class":5569},[5525,10290,7524],{"class":5587},[5525,10292,10293],{"class":5542},"(arr[:",[5525,10295,10296],{"class":5649},"6",[5525,10298,10299],{"class":5542},"])",[5525,10301,6022],{"class":5569},[5525,10303,6121],{"class":5602},[5525,10305,10306],{"class":5542},")    ",[5525,10308,10309],{"class":5531},"# [0, 1, 4, 9, 16, 25]\n",[5525,10311,10312,10314,10316,10318,10321,10323,10325,10328,10331,10334,10336,10338,10341],{"class":5527,"line":7111},[5525,10313,6008],{"class":5573},[5525,10315,5577],{"class":5542},[5525,10317,5695],{"class":5569},[5525,10319,10320],{"class":5602},"\"arr[95..]: ",[5525,10322,5701],{"class":5569},[5525,10324,7524],{"class":5587},[5525,10326,10327],{"class":5542},"(arr[",[5525,10329,10330],{"class":5649},"95",[5525,10332,10333],{"class":5542},":])",[5525,10335,6022],{"class":5569},[5525,10337,6121],{"class":5602},[5525,10339,10340],{"class":5542},")   ",[5525,10342,10343],{"class":5531},"# [9025, 9216, 9409, 9604, 9801]\n",[5903,10345,10347,10350],{"id":10346},"shared_memory-швидка-спільна-память-для-масивів-python-38",[5511,10348,10349],{},"shared_memory"," — швидка спільна пам'ять для масивів (Python 3.8+)",[5507,10352,10353,10354,10356,10357,10360],{},"Для роботи з великими масивами даних (наприклад, NumPy arrays) ",[5511,10355,10349],{}," дозволяє уникнути ",[5843,10358,10359],{},"будь-якого копіювання"," між процесами:",[5516,10362,10364],{"className":5518,"code":10363,"language":5520,"meta":5521,"style":5521},"# shared_memory_demo.py\nfrom multiprocessing import shared_memory, Process\nimport numpy as np\n\n\ndef worker_process(shm_name: str, shape: tuple, dtype: str, start: int, end: int) -> None:\n    \"\"\"Дочірній процес отримує доступ до спільної пам'яті без копіювання.\"\"\"\n    # Підключаємось до вже створеного блоку пам'яті\n    existing_shm = shared_memory.SharedMemory(name=shm_name)\n    arr = np.ndarray(shape, dtype=dtype, buffer=existing_shm.buf)\n\n    # Модифікуємо частину масиву — зміни видимі у батьківському процесі!\n    arr[start:end] = arr[start:end] * 2\n    print(f\"  [Worker] Оброблено рядки {start}:{end}\")\n\n    existing_shm.close()  # Від'єднуємось (не знищуємо!)\n\n\nif __name__ == \"__main__\":\n    # Створюємо великий масив у батьківському процесі\n    data = np.arange(1000, dtype=np.float64).reshape(100, 10)\n    print(f\"До обробки: data[0] = {data[0]}\")\n    print(f\"До обробки: data[50] = {data[50]}\")\n\n    # Створюємо блок спільної пам'яті\n    shm = shared_memory.SharedMemory(create=True, size=data.nbytes)\n    # Прив'язуємо NumPy-масив до спільної пам'яті\n    shared_array = np.ndarray(data.shape, dtype=data.dtype, buffer=shm.buf)\n    shared_array[:] = data[:]  # Копіюємо дані один раз\n\n    # Запускаємо процеси, що будуть читати\u002Fписати спільну пам'ять\n    processes = [\n        Process(\n            target=worker_process,\n            args=(shm.name, data.shape, str(data.dtype), i * 25, (i + 1) * 25)\n        )\n        for i in range(4)\n    ]\n    for p in processes: p.start()\n    for p in processes: p.join()\n\n    # Результати вже у shared_array (у тій самій пам'яті)\n    print(f\"\\nПісля обробки: data[0] = {shared_array[0]}\")\n    print(f\"Після обробки: data[50] = {shared_array[50]}\")\n\n    # ОБОВ'ЯЗКОВО: звільняємо і знищуємо блок пам'яті\n    shm.close()\n    shm.unlink()  # Видаляємо з системи (інакше витік ресурсів!)\n",[5511,10365,10366,10371,10383,10395,10399,10403,10460,10465,10470,10480,10496,10500,10505,10512,10542,10546,10554,10558,10562,10574,10579,10601,10628,10653,10657,10662,10683,10688,10703,10711,10715,10720,10724,10729,10737,10765,10769,10785,10789,10799,10809,10813,10818,10848,10873,10877,10882,10887],{"__ignoreMap":5521},[5525,10367,10368],{"class":5527,"line":5528},[5525,10369,10370],{"class":5531},"# shared_memory_demo.py\n",[5525,10372,10373,10375,10378,10380],{"class":5527,"line":5535},[5525,10374,8445],{"class":5538},[5525,10376,10377],{"class":5542}," multiprocessing ",[5525,10379,5539],{"class":5538},[5525,10381,10382],{"class":5542}," shared_memory, Process\n",[5525,10384,10385,10387,10390,10392],{"class":5527,"line":5546},[5525,10386,5539],{"class":5538},[5525,10388,10389],{"class":5542}," numpy ",[5525,10391,7222],{"class":5538},[5525,10393,10394],{"class":5542}," np\n",[5525,10396,10397],{"class":5527,"line":5554},[5525,10398,5558],{"emptyLinePlaceholder":5557},[5525,10400,10401],{"class":5527,"line":5561},[5525,10402,5558],{"emptyLinePlaceholder":5557},[5525,10404,10405,10407,10410,10412,10415,10417,10419,10421,10424,10426,10429,10431,10434,10436,10438,10440,10442,10444,10446,10448,10450,10452,10454,10456,10458],{"class":5527,"line":5566},[5525,10406,5570],{"class":5569},[5525,10408,10409],{"class":5573}," worker_process",[5525,10411,5577],{"class":5542},[5525,10413,10414],{"class":5580},"shm_name",[5525,10416,5584],{"class":5542},[5525,10418,5975],{"class":5587},[5525,10420,5978],{"class":5542},[5525,10422,10423],{"class":5580},"shape",[5525,10425,5584],{"class":5542},[5525,10427,10428],{"class":5587},"tuple",[5525,10430,5978],{"class":5542},[5525,10432,10433],{"class":5580},"dtype",[5525,10435,5584],{"class":5542},[5525,10437,5975],{"class":5587},[5525,10439,5978],{"class":5542},[5525,10441,6873],{"class":5580},[5525,10443,5584],{"class":5542},[5525,10445,5588],{"class":5587},[5525,10447,5978],{"class":5542},[5525,10449,6882],{"class":5580},[5525,10451,5584],{"class":5542},[5525,10453,5588],{"class":5587},[5525,10455,5591],{"class":5542},[5525,10457,5991],{"class":5569},[5525,10459,5596],{"class":5542},[5525,10461,10462],{"class":5527,"line":5599},[5525,10463,10464],{"class":5602},"    \"\"\"Дочірній процес отримує доступ до спільної пам'яті без копіювання.\"\"\"\n",[5525,10466,10467],{"class":5527,"line":5606},[5525,10468,10469],{"class":5531},"    # Підключаємось до вже створеного блоку пам'яті\n",[5525,10471,10472,10475,10477],{"class":5527,"line":5633},[5525,10473,10474],{"class":5542},"    existing_shm = shared_memory.SharedMemory(",[5525,10476,5970],{"class":5580},[5525,10478,10479],{"class":5542},"=shm_name)\n",[5525,10481,10482,10485,10487,10490,10493],{"class":5527,"line":5638},[5525,10483,10484],{"class":5542},"    arr = np.ndarray(shape, ",[5525,10486,10433],{"class":5580},[5525,10488,10489],{"class":5542},"=dtype, ",[5525,10491,10492],{"class":5580},"buffer",[5525,10494,10495],{"class":5542},"=existing_shm.buf)\n",[5525,10497,10498],{"class":5527,"line":5643},[5525,10499,5558],{"emptyLinePlaceholder":5557},[5525,10501,10502],{"class":5527,"line":5653},[5525,10503,10504],{"class":5531},"    # Модифікуємо частину масиву — зміни видимі у батьківському процесі!\n",[5525,10506,10507,10510],{"class":5527,"line":5658},[5525,10508,10509],{"class":5542},"    arr[start:end] = arr[start:end] * ",[5525,10511,9393],{"class":5649},[5525,10513,10514,10516,10518,10520,10523,10525,10527,10529,10532,10534,10536,10538,10540],{"class":5527,"line":5664},[5525,10515,6008],{"class":5573},[5525,10517,5577],{"class":5542},[5525,10519,5695],{"class":5569},[5525,10521,10522],{"class":5602},"\"  [Worker] Оброблено рядки ",[5525,10524,5701],{"class":5569},[5525,10526,6873],{"class":5542},[5525,10528,6022],{"class":5569},[5525,10530,10531],{"class":5602},":",[5525,10533,5701],{"class":5569},[5525,10535,6882],{"class":5542},[5525,10537,6022],{"class":5569},[5525,10539,6121],{"class":5602},[5525,10541,5713],{"class":5542},[5525,10543,10544],{"class":5527,"line":5670},[5525,10545,5558],{"emptyLinePlaceholder":5557},[5525,10547,10548,10551],{"class":5527,"line":5676},[5525,10549,10550],{"class":5542},"    existing_shm.close()  ",[5525,10552,10553],{"class":5531},"# Від'єднуємось (не знищуємо!)\n",[5525,10555,10556],{"class":5527,"line":5681},[5525,10557,5558],{"emptyLinePlaceholder":5557},[5525,10559,10560],{"class":5527,"line":5687},[5525,10561,5558],{"emptyLinePlaceholder":5557},[5525,10563,10564,10566,10568,10570,10572],{"class":5527,"line":5716},[5525,10565,6084],{"class":5538},[5525,10567,6087],{"class":5580},[5525,10569,6090],{"class":5542},[5525,10571,6093],{"class":5602},[5525,10573,5596],{"class":5542},[5525,10575,10576],{"class":5527,"line":5721},[5525,10577,10578],{"class":5531},"    # Створюємо великий масив у батьківському процесі\n",[5525,10580,10581,10584,10586,10588,10590,10593,10595,10597,10599],{"class":5527,"line":5727},[5525,10582,10583],{"class":5542},"    data = np.arange(",[5525,10585,7621],{"class":5649},[5525,10587,5978],{"class":5542},[5525,10589,10433],{"class":5580},[5525,10591,10592],{"class":5542},"=np.float64).reshape(",[5525,10594,10220],{"class":5649},[5525,10596,5978],{"class":5542},[5525,10598,7534],{"class":5649},[5525,10600,5713],{"class":5542},[5525,10602,10603,10605,10607,10609,10612,10614,10617,10619,10622,10624,10626],{"class":5527,"line":5732},[5525,10604,6008],{"class":5573},[5525,10606,5577],{"class":5542},[5525,10608,5695],{"class":5569},[5525,10610,10611],{"class":5602},"\"До обробки: data[0] = ",[5525,10613,5701],{"class":5569},[5525,10615,10616],{"class":5542},"data[",[5525,10618,6781],{"class":5649},[5525,10620,10621],{"class":5542},"]",[5525,10623,6022],{"class":5569},[5525,10625,6121],{"class":5602},[5525,10627,5713],{"class":5542},[5525,10629,10630,10632,10634,10636,10639,10641,10643,10645,10647,10649,10651],{"class":5527,"line":5750},[5525,10631,6008],{"class":5573},[5525,10633,5577],{"class":5542},[5525,10635,5695],{"class":5569},[5525,10637,10638],{"class":5602},"\"До обробки: data[50] = ",[5525,10640,5701],{"class":5569},[5525,10642,10616],{"class":5542},[5525,10644,10243],{"class":5649},[5525,10646,10621],{"class":5542},[5525,10648,6022],{"class":5569},[5525,10650,6121],{"class":5602},[5525,10652,5713],{"class":5542},[5525,10654,10655],{"class":5527,"line":5764},[5525,10656,5558],{"emptyLinePlaceholder":5557},[5525,10658,10659],{"class":5527,"line":5770},[5525,10660,10661],{"class":5531},"    # Створюємо блок спільної пам'яті\n",[5525,10663,10664,10667,10670,10672,10675,10677,10680],{"class":5527,"line":5776},[5525,10665,10666],{"class":5542},"    shm = shared_memory.SharedMemory(",[5525,10668,10669],{"class":5580},"create",[5525,10671,7552],{"class":5542},[5525,10673,10674],{"class":5569},"True",[5525,10676,5978],{"class":5542},[5525,10678,10679],{"class":5580},"size",[5525,10681,10682],{"class":5542},"=data.nbytes)\n",[5525,10684,10685],{"class":5527,"line":5782},[5525,10686,10687],{"class":5531},"    # Прив'язуємо NumPy-масив до спільної пам'яті\n",[5525,10689,10690,10693,10695,10698,10700],{"class":5527,"line":5806},[5525,10691,10692],{"class":5542},"    shared_array = np.ndarray(data.shape, ",[5525,10694,10433],{"class":5580},[5525,10696,10697],{"class":5542},"=data.dtype, ",[5525,10699,10492],{"class":5580},[5525,10701,10702],{"class":5542},"=shm.buf)\n",[5525,10704,10705,10708],{"class":5527,"line":6242},[5525,10706,10707],{"class":5542},"    shared_array[:] = data[:]  ",[5525,10709,10710],{"class":5531},"# Копіюємо дані один раз\n",[5525,10712,10713],{"class":5527,"line":7010},[5525,10714,5558],{"emptyLinePlaceholder":5557},[5525,10716,10717],{"class":5527,"line":7015},[5525,10718,10719],{"class":5531},"    # Запускаємо процеси, що будуть читати\u002Fписати спільну пам'ять\n",[5525,10721,10722],{"class":5527,"line":7028},[5525,10723,10119],{"class":5542},[5525,10725,10726],{"class":5527,"line":7037},[5525,10727,10728],{"class":5542},"        Process(\n",[5525,10730,10731,10734],{"class":5527,"line":7043},[5525,10732,10733],{"class":5580},"            target",[5525,10735,10736],{"class":5542},"=worker_process,\n",[5525,10738,10739,10742,10745,10747,10750,10753,10756,10758,10761,10763],{"class":5527,"line":7067},[5525,10740,10741],{"class":5580},"            args",[5525,10743,10744],{"class":5542},"=(shm.name, data.shape, ",[5525,10746,5975],{"class":5587},[5525,10748,10749],{"class":5542},"(data.dtype), i * ",[5525,10751,10752],{"class":5649},"25",[5525,10754,10755],{"class":5542},", (i + ",[5525,10757,6821],{"class":5649},[5525,10759,10760],{"class":5542},") * ",[5525,10762,10752],{"class":5649},[5525,10764,5713],{"class":5542},[5525,10766,10767],{"class":5527,"line":7094},[5525,10768,7325],{"class":5542},[5525,10770,10771,10773,10775,10777,10779,10781,10783],{"class":5527,"line":7099},[5525,10772,8370],{"class":5538},[5525,10774,5621],{"class":5542},[5525,10776,5624],{"class":5538},[5525,10778,5627],{"class":5573},[5525,10780,5577],{"class":5542},[5525,10782,7189],{"class":5649},[5525,10784,5713],{"class":5542},[5525,10786,10787],{"class":5527,"line":7105},[5525,10788,10155],{"class":5542},[5525,10790,10791,10793,10795,10797],{"class":5527,"line":7111},[5525,10792,6794],{"class":5538},[5525,10794,10162],{"class":5542},[5525,10796,5624],{"class":5538},[5525,10798,10167],{"class":5542},[5525,10800,10801,10803,10805,10807],{"class":5527,"line":7122},[5525,10802,6794],{"class":5538},[5525,10804,10162],{"class":5542},[5525,10806,5624],{"class":5538},[5525,10808,10178],{"class":5542},[5525,10810,10811],{"class":5527,"line":7128},[5525,10812,5558],{"emptyLinePlaceholder":5557},[5525,10814,10815],{"class":5527,"line":7161},[5525,10816,10817],{"class":5531},"    # Результати вже у shared_array (у тій самій пам'яті)\n",[5525,10819,10820,10822,10824,10826,10828,10830,10833,10835,10838,10840,10842,10844,10846],{"class":5527,"line":7166},[5525,10821,6008],{"class":5573},[5525,10823,5577],{"class":5542},[5525,10825,5695],{"class":5569},[5525,10827,6121],{"class":5602},[5525,10829,7087],{"class":7086},[5525,10831,10832],{"class":5602},"Після обробки: data[0] = ",[5525,10834,5701],{"class":5569},[5525,10836,10837],{"class":5542},"shared_array[",[5525,10839,6781],{"class":5649},[5525,10841,10621],{"class":5542},[5525,10843,6022],{"class":5569},[5525,10845,6121],{"class":5602},[5525,10847,5713],{"class":5542},[5525,10849,10850,10852,10854,10856,10859,10861,10863,10865,10867,10869,10871],{"class":5527,"line":7172},[5525,10851,6008],{"class":5573},[5525,10853,5577],{"class":5542},[5525,10855,5695],{"class":5569},[5525,10857,10858],{"class":5602},"\"Після обробки: data[50] = ",[5525,10860,5701],{"class":5569},[5525,10862,10837],{"class":5542},[5525,10864,10243],{"class":5649},[5525,10866,10621],{"class":5542},[5525,10868,6022],{"class":5569},[5525,10870,6121],{"class":5602},[5525,10872,5713],{"class":5542},[5525,10874,10875],{"class":5527,"line":7195},[5525,10876,5558],{"emptyLinePlaceholder":5557},[5525,10878,10879],{"class":5527,"line":7201},[5525,10880,10881],{"class":5531},"    # ОБОВ'ЯЗКОВО: звільняємо і знищуємо блок пам'яті\n",[5525,10883,10884],{"class":5527,"line":7207},[5525,10885,10886],{"class":5542},"    shm.close()\n",[5525,10888,10889,10892],{"class":5527,"line":7228},[5525,10890,10891],{"class":5542},"    shm.unlink()  ",[5525,10893,10894],{"class":5531},"# Видаляємо з системи (інакше витік ресурсів!)\n",[10896,10897,10898,10900],"tip",{},[5511,10899,10349],{}," особливо корисний при роботі з NumPy у машинному навчанні. Замість того, щоб pickle-серіалізувати гігабайтний масив між процесами, можна один раз розмістити його у спільній пам'яті і надати доступ усім воркерам. Це зменшує накладні витрати IPC з хвилин до мілісекунд.",[5892,10902],{},[5502,10904,10906],{"id":10905},"частина-vi-проблема-pickling-що-можна-передавати-між-процесами","Частина VI: Проблема pickling — що можна передавати між процесами",[5903,10908,10910],{"id":10909},"як-процеси-обмінюються-даними","Як процеси обмінюються даними",[5507,10912,10913,10914,10916,10917,10919,10920,10923,10924,10927],{},"Коли ви передаєте аргументи у ",[5511,10915,7439],{}," або через ",[5511,10918,9597],{}," — дані ",[5843,10921,10922],{},"серіалізуються"," (pickle) у байтовий потік, передаються через IPC-механізм операційної системи і ",[5843,10925,10926],{},"десеріалізуються"," у дочірньому процесі. Це дорога операція, і не все можна серіалізувати.",[5516,10929,10931],{"className":5518,"code":10930,"language":5520,"meta":5521,"style":5521},"# pickle_test.py\nimport pickle\nimport multiprocessing\nimport threading\n\n\n# ✅ Можна pickle-серіалізувати:\ncan_pickle = [\n    42,                        # int\n    \"рядок\",                   # str\n    [1, 2, 3],                 # list\n    {\"key\": \"value\"},          # dict\n    (1, 2),                    # tuple\n    lambda x: x,               # lambda (тільки у pickle protocol 5+, обережно!)\n]\n\n# ❌ НЕ можна pickle-серіалізувати:\nclass NotPicklable:\n    def __init__(self):\n        self.lock = threading.Lock()  # Lock не серіалізується!\n        self.file = open(\"\u002Fdev\u002Fnull\", \"w\")  # Відкрита файлова дескриптор\n\n\ndef check_pickling() -> None:\n    for obj in can_pickle:\n        try:\n            pickle.dumps(obj)\n            print(f\"  ✅ {type(obj).__name__}: OK\")\n        except Exception as e:\n            print(f\"  ❌ {type(obj).__name__}: {e}\")\n\n    # Типові об'єкти, що НЕ pickle:\n    not_picklable = [\n        threading.Lock(),           # Lock\n        lambda x: x * 2,           # lambda (в деяких контекстах)\n    ]\n    for obj in not_picklable:\n        try:\n            pickle.dumps(obj)\n            print(f\"  ✅ {type(obj).__name__}: OK (несподівано)\")\n        except Exception as e:\n            print(f\"  ❌ {type(obj).__name__}: {e}\")\n\n\nif __name__ == \"__main__\":\n    check_pickling()\n",[5511,10932,10933,10938,10945,10951,10957,10961,10965,10970,10975,10986,10997,11018,11037,11054,11068,11073,11077,11082,11092,11107,11118,11143,11147,11151,11164,11176,11183,11188,11218,11229,11262,11266,11271,11276,11284,11302,11306,11317,11323,11327,11352,11362,11394,11398,11402,11414],{"__ignoreMap":5521},[5525,10934,10935],{"class":5527,"line":5528},[5525,10936,10937],{"class":5531},"# pickle_test.py\n",[5525,10939,10940,10942],{"class":5527,"line":5535},[5525,10941,5539],{"class":5538},[5525,10943,10944],{"class":5542}," pickle\n",[5525,10946,10947,10949],{"class":5527,"line":5546},[5525,10948,5539],{"class":5538},[5525,10950,5937],{"class":5542},[5525,10952,10953,10955],{"class":5527,"line":5554},[5525,10954,5539],{"class":5538},[5525,10956,5543],{"class":5542},[5525,10958,10959],{"class":5527,"line":5561},[5525,10960,5558],{"emptyLinePlaceholder":5557},[5525,10962,10963],{"class":5527,"line":5566},[5525,10964,5558],{"emptyLinePlaceholder":5557},[5525,10966,10967],{"class":5527,"line":5599},[5525,10968,10969],{"class":5531},"# ✅ Можна pickle-серіалізувати:\n",[5525,10971,10972],{"class":5527,"line":5606},[5525,10973,10974],{"class":5542},"can_pickle = [\n",[5525,10976,10977,10980,10983],{"class":5527,"line":5633},[5525,10978,10979],{"class":5649},"    42",[5525,10981,10982],{"class":5542},",                        ",[5525,10984,10985],{"class":5531},"# int\n",[5525,10987,10988,10991,10994],{"class":5527,"line":5638},[5525,10989,10990],{"class":5602},"    \"рядок\"",[5525,10992,10993],{"class":5542},",                   ",[5525,10995,10996],{"class":5531},"# str\n",[5525,10998,10999,11002,11004,11006,11008,11010,11012,11015],{"class":5527,"line":5643},[5525,11000,11001],{"class":5542},"    [",[5525,11003,6821],{"class":5649},[5525,11005,5978],{"class":5542},[5525,11007,6739],{"class":5649},[5525,11009,5978],{"class":5542},[5525,11011,6805],{"class":5649},[5525,11013,11014],{"class":5542},"],                 ",[5525,11016,11017],{"class":5531},"# list\n",[5525,11019,11020,11023,11026,11028,11031,11034],{"class":5527,"line":5653},[5525,11021,11022],{"class":5542},"    {",[5525,11024,11025],{"class":5602},"\"key\"",[5525,11027,5584],{"class":5542},[5525,11029,11030],{"class":5602},"\"value\"",[5525,11032,11033],{"class":5542},"},          ",[5525,11035,11036],{"class":5531},"# dict\n",[5525,11038,11039,11042,11044,11046,11048,11051],{"class":5527,"line":5658},[5525,11040,11041],{"class":5542},"    (",[5525,11043,6821],{"class":5649},[5525,11045,5978],{"class":5542},[5525,11047,6739],{"class":5649},[5525,11049,11050],{"class":5542},"),                    ",[5525,11052,11053],{"class":5531},"# tuple\n",[5525,11055,11056,11059,11062,11065],{"class":5527,"line":5664},[5525,11057,11058],{"class":5569},"    lambda",[5525,11060,11061],{"class":5580}," x",[5525,11063,11064],{"class":5542},": x,               ",[5525,11066,11067],{"class":5531},"# lambda (тільки у pickle protocol 5+, обережно!)\n",[5525,11069,11070],{"class":5527,"line":5670},[5525,11071,11072],{"class":5542},"]\n",[5525,11074,11075],{"class":5527,"line":5676},[5525,11076,5558],{"emptyLinePlaceholder":5557},[5525,11078,11079],{"class":5527,"line":5681},[5525,11080,11081],{"class":5531},"# ❌ НЕ можна pickle-серіалізувати:\n",[5525,11083,11084,11087,11090],{"class":5527,"line":5687},[5525,11085,11086],{"class":5569},"class",[5525,11088,11089],{"class":5587}," NotPicklable",[5525,11091,5596],{"class":5542},[5525,11093,11094,11097,11100,11102,11105],{"class":5527,"line":5716},[5525,11095,11096],{"class":5569},"    def",[5525,11098,11099],{"class":5573}," __init__",[5525,11101,5577],{"class":5542},[5525,11103,11104],{"class":5580},"self",[5525,11106,6828],{"class":5542},[5525,11108,11109,11112,11115],{"class":5527,"line":5721},[5525,11110,11111],{"class":5569},"        self",[5525,11113,11114],{"class":5542},".lock = threading.Lock()  ",[5525,11116,11117],{"class":5531},"# Lock не серіалізується!\n",[5525,11119,11120,11122,11125,11128,11130,11133,11135,11138,11140],{"class":5527,"line":5727},[5525,11121,11111],{"class":5569},[5525,11123,11124],{"class":5542},".file = ",[5525,11126,11127],{"class":5573},"open",[5525,11129,5577],{"class":5542},[5525,11131,11132],{"class":5602},"\"\u002Fdev\u002Fnull\"",[5525,11134,5978],{"class":5542},[5525,11136,11137],{"class":5602},"\"w\"",[5525,11139,9107],{"class":5542},[5525,11141,11142],{"class":5531},"# Відкрита файлова дескриптор\n",[5525,11144,11145],{"class":5527,"line":5732},[5525,11146,5558],{"emptyLinePlaceholder":5557},[5525,11148,11149],{"class":5527,"line":5750},[5525,11150,5558],{"emptyLinePlaceholder":5557},[5525,11152,11153,11155,11158,11160,11162],{"class":5527,"line":5764},[5525,11154,5570],{"class":5569},[5525,11156,11157],{"class":5573}," check_pickling",[5525,11159,9070],{"class":5542},[5525,11161,5991],{"class":5569},[5525,11163,5596],{"class":5542},[5525,11165,11166,11168,11171,11173],{"class":5527,"line":5770},[5525,11167,6794],{"class":5538},[5525,11169,11170],{"class":5542}," obj ",[5525,11172,5624],{"class":5538},[5525,11174,11175],{"class":5542}," can_pickle:\n",[5525,11177,11178,11181],{"class":5527,"line":5776},[5525,11179,11180],{"class":5538},"        try",[5525,11182,5596],{"class":5542},[5525,11184,11185],{"class":5527,"line":5782},[5525,11186,11187],{"class":5542},"            pickle.dumps(obj)\n",[5525,11189,11190,11193,11195,11197,11200,11202,11205,11208,11211,11213,11216],{"class":5527,"line":5806},[5525,11191,11192],{"class":5573},"            print",[5525,11194,5577],{"class":5542},[5525,11196,5695],{"class":5569},[5525,11198,11199],{"class":5602},"\"  ✅ ",[5525,11201,5701],{"class":5569},[5525,11203,11204],{"class":5587},"type",[5525,11206,11207],{"class":5542},"(obj).",[5525,11209,11210],{"class":5580},"__name__",[5525,11212,6022],{"class":5569},[5525,11214,11215],{"class":5602},": OK\"",[5525,11217,5713],{"class":5542},[5525,11219,11220,11223,11225,11227],{"class":5527,"line":6242},[5525,11221,11222],{"class":5538},"        except",[5525,11224,8705],{"class":5587},[5525,11226,8708],{"class":5538},[5525,11228,8711],{"class":5542},[5525,11230,11231,11233,11235,11237,11240,11242,11244,11246,11248,11250,11252,11254,11256,11258,11260],{"class":5527,"line":7010},[5525,11232,11192],{"class":5573},[5525,11234,5577],{"class":5542},[5525,11236,5695],{"class":5569},[5525,11238,11239],{"class":5602},"\"  ❌ ",[5525,11241,5701],{"class":5569},[5525,11243,11204],{"class":5587},[5525,11245,11207],{"class":5542},[5525,11247,11210],{"class":5580},[5525,11249,6022],{"class":5569},[5525,11251,5584],{"class":5602},[5525,11253,5701],{"class":5569},[5525,11255,8735],{"class":5542},[5525,11257,6022],{"class":5569},[5525,11259,6121],{"class":5602},[5525,11261,5713],{"class":5542},[5525,11263,11264],{"class":5527,"line":7015},[5525,11265,5558],{"emptyLinePlaceholder":5557},[5525,11267,11268],{"class":5527,"line":7028},[5525,11269,11270],{"class":5531},"    # Типові об'єкти, що НЕ pickle:\n",[5525,11272,11273],{"class":5527,"line":7037},[5525,11274,11275],{"class":5542},"    not_picklable = [\n",[5525,11277,11278,11281],{"class":5527,"line":7043},[5525,11279,11280],{"class":5542},"        threading.Lock(),           ",[5525,11282,11283],{"class":5531},"# Lock\n",[5525,11285,11286,11289,11291,11294,11296,11299],{"class":5527,"line":7067},[5525,11287,11288],{"class":5569},"        lambda",[5525,11290,11061],{"class":5580},[5525,11292,11293],{"class":5542},": x * ",[5525,11295,6739],{"class":5649},[5525,11297,11298],{"class":5542},",           ",[5525,11300,11301],{"class":5531},"# lambda (в деяких контекстах)\n",[5525,11303,11304],{"class":5527,"line":7094},[5525,11305,10155],{"class":5542},[5525,11307,11308,11310,11312,11314],{"class":5527,"line":7099},[5525,11309,6794],{"class":5538},[5525,11311,11170],{"class":5542},[5525,11313,5624],{"class":5538},[5525,11315,11316],{"class":5542}," not_picklable:\n",[5525,11318,11319,11321],{"class":5527,"line":7105},[5525,11320,11180],{"class":5538},[5525,11322,5596],{"class":5542},[5525,11324,11325],{"class":5527,"line":7111},[5525,11326,11187],{"class":5542},[5525,11328,11329,11331,11333,11335,11337,11339,11341,11343,11345,11347,11350],{"class":5527,"line":7122},[5525,11330,11192],{"class":5573},[5525,11332,5577],{"class":5542},[5525,11334,5695],{"class":5569},[5525,11336,11199],{"class":5602},[5525,11338,5701],{"class":5569},[5525,11340,11204],{"class":5587},[5525,11342,11207],{"class":5542},[5525,11344,11210],{"class":5580},[5525,11346,6022],{"class":5569},[5525,11348,11349],{"class":5602},": OK (несподівано)\"",[5525,11351,5713],{"class":5542},[5525,11353,11354,11356,11358,11360],{"class":5527,"line":7128},[5525,11355,11222],{"class":5538},[5525,11357,8705],{"class":5587},[5525,11359,8708],{"class":5538},[5525,11361,8711],{"class":5542},[5525,11363,11364,11366,11368,11370,11372,11374,11376,11378,11380,11382,11384,11386,11388,11390,11392],{"class":5527,"line":7161},[5525,11365,11192],{"class":5573},[5525,11367,5577],{"class":5542},[5525,11369,5695],{"class":5569},[5525,11371,11239],{"class":5602},[5525,11373,5701],{"class":5569},[5525,11375,11204],{"class":5587},[5525,11377,11207],{"class":5542},[5525,11379,11210],{"class":5580},[5525,11381,6022],{"class":5569},[5525,11383,5584],{"class":5602},[5525,11385,5701],{"class":5569},[5525,11387,8735],{"class":5542},[5525,11389,6022],{"class":5569},[5525,11391,6121],{"class":5602},[5525,11393,5713],{"class":5542},[5525,11395,11396],{"class":5527,"line":7166},[5525,11397,5558],{"emptyLinePlaceholder":5557},[5525,11399,11400],{"class":5527,"line":7172},[5525,11401,5558],{"emptyLinePlaceholder":5557},[5525,11403,11404,11406,11408,11410,11412],{"class":5527,"line":7195},[5525,11405,6084],{"class":5538},[5525,11407,6087],{"class":5580},[5525,11409,6090],{"class":5542},[5525,11411,6093],{"class":5602},[5525,11413,5596],{"class":5542},[5525,11415,11416],{"class":5527,"line":7201},[5525,11417,11418],{"class":5542},"    check_pickling()\n",[5903,11420,11422,11423],{"id":11421},"типова-помилка-lambda-у-poolmap","Типова помилка: lambda у ",[5511,11424,7439],{},[5516,11426,11428],{"className":5518,"code":11427,"language":5520,"meta":5521,"style":5521},"# pickle_lambda_problem.py\nimport multiprocessing\n\n\nif __name__ == \"__main__\":\n    data = [1, 2, 3, 4, 5]\n\n    # ❌ Не працює — lambda не можна pickle в контексті Pool\n    try:\n        with multiprocessing.Pool() as pool:\n            results = pool.map(lambda x: x ** 2, data)\n    except AttributeError as e:\n        print(f\"Помилка: {e}\")\n\n    # ✅ Рішення 1: іменована функція\n    def square(x): return x ** 2\n    with multiprocessing.Pool() as pool:\n        results = pool.map(square, data)\n    print(f\"Іменована функція: {results}\")\n\n    # ✅ Рішення 2: functools.partial для функцій з фіксованим аргументом\n    from functools import partial\n\n    def power(base, exp): return base ** exp\n    square_fn = partial(power, exp=2)\n\n    with multiprocessing.Pool() as pool:\n        results = pool.map(square_fn, data)\n    print(f\"functools.partial: {results}\")\n",[5511,11429,11430,11435,11441,11445,11449,11461,11486,11490,11495,11502,11512,11529,11541,11562,11566,11571,11592,11602,11606,11627,11631,11636,11649,11653,11673,11686,11690,11700,11705],{"__ignoreMap":5521},[5525,11431,11432],{"class":5527,"line":5528},[5525,11433,11434],{"class":5531},"# pickle_lambda_problem.py\n",[5525,11436,11437,11439],{"class":5527,"line":5535},[5525,11438,5539],{"class":5538},[5525,11440,5937],{"class":5542},[5525,11442,11443],{"class":5527,"line":5546},[5525,11444,5558],{"emptyLinePlaceholder":5557},[5525,11446,11447],{"class":5527,"line":5554},[5525,11448,5558],{"emptyLinePlaceholder":5557},[5525,11450,11451,11453,11455,11457,11459],{"class":5527,"line":5561},[5525,11452,6084],{"class":5538},[5525,11454,6087],{"class":5580},[5525,11456,6090],{"class":5542},[5525,11458,6093],{"class":5602},[5525,11460,5596],{"class":5542},[5525,11462,11463,11466,11468,11470,11472,11474,11476,11478,11480,11482,11484],{"class":5527,"line":5566},[5525,11464,11465],{"class":5542},"    data = [",[5525,11467,6821],{"class":5649},[5525,11469,5978],{"class":5542},[5525,11471,6739],{"class":5649},[5525,11473,5978],{"class":5542},[5525,11475,6805],{"class":5649},[5525,11477,5978],{"class":5542},[5525,11479,7189],{"class":5649},[5525,11481,5978],{"class":5542},[5525,11483,7764],{"class":5649},[5525,11485,11072],{"class":5542},[5525,11487,11488],{"class":5527,"line":5599},[5525,11489,5558],{"emptyLinePlaceholder":5557},[5525,11491,11492],{"class":5527,"line":5606},[5525,11493,11494],{"class":5531},"    # ❌ Не працює — lambda не можна pickle в контексті Pool\n",[5525,11496,11497,11500],{"class":5527,"line":5633},[5525,11498,11499],{"class":5538},"    try",[5525,11501,5596],{"class":5542},[5525,11503,11504,11506,11508,11510],{"class":5527,"line":5638},[5525,11505,7210],{"class":5538},[5525,11507,7794],{"class":5542},[5525,11509,7222],{"class":5538},[5525,11511,7225],{"class":5542},[5525,11513,11514,11517,11519,11521,11524,11526],{"class":5527,"line":5643},[5525,11515,11516],{"class":5542},"            results = pool.map(",[5525,11518,8929],{"class":5569},[5525,11520,11061],{"class":5580},[5525,11522,11523],{"class":5542},": x ** ",[5525,11525,6739],{"class":5649},[5525,11527,11528],{"class":5542},", data)\n",[5525,11530,11531,11534,11537,11539],{"class":5527,"line":5653},[5525,11532,11533],{"class":5538},"    except",[5525,11535,11536],{"class":5587}," AttributeError",[5525,11538,8708],{"class":5538},[5525,11540,8711],{"class":5542},[5525,11542,11543,11545,11547,11549,11552,11554,11556,11558,11560],{"class":5527,"line":5658},[5525,11544,7261],{"class":5573},[5525,11546,5577],{"class":5542},[5525,11548,5695],{"class":5569},[5525,11550,11551],{"class":5602},"\"Помилка: ",[5525,11553,5701],{"class":5569},[5525,11555,8735],{"class":5542},[5525,11557,6022],{"class":5569},[5525,11559,6121],{"class":5602},[5525,11561,5713],{"class":5542},[5525,11563,11564],{"class":5527,"line":5664},[5525,11565,5558],{"emptyLinePlaceholder":5557},[5525,11567,11568],{"class":5527,"line":5670},[5525,11569,11570],{"class":5531},"    # ✅ Рішення 1: іменована функція\n",[5525,11572,11573,11575,11577,11579,11581,11584,11587,11590],{"class":5527,"line":5676},[5525,11574,11096],{"class":5569},[5525,11576,7474],{"class":5573},[5525,11578,5577],{"class":5542},[5525,11580,7479],{"class":5580},[5525,11582,11583],{"class":5542},"): ",[5525,11585,11586],{"class":5538},"return",[5525,11588,11589],{"class":5542}," x ** ",[5525,11591,9393],{"class":5649},[5525,11593,11594,11596,11598,11600],{"class":5527,"line":5681},[5525,11595,7545],{"class":5538},[5525,11597,7794],{"class":5542},[5525,11599,7222],{"class":5538},[5525,11601,7225],{"class":5542},[5525,11603,11604],{"class":5527,"line":5687},[5525,11605,7571],{"class":5542},[5525,11607,11608,11610,11612,11614,11617,11619,11621,11623,11625],{"class":5527,"line":5716},[5525,11609,6008],{"class":5573},[5525,11611,5577],{"class":5542},[5525,11613,5695],{"class":5569},[5525,11615,11616],{"class":5602},"\"Іменована функція: ",[5525,11618,5701],{"class":5569},[5525,11620,9344],{"class":5542},[5525,11622,6022],{"class":5569},[5525,11624,6121],{"class":5602},[5525,11626,5713],{"class":5542},[5525,11628,11629],{"class":5527,"line":5721},[5525,11630,5558],{"emptyLinePlaceholder":5557},[5525,11632,11633],{"class":5527,"line":5727},[5525,11634,11635],{"class":5531},"    # ✅ Рішення 2: functools.partial для функцій з фіксованим аргументом\n",[5525,11637,11638,11641,11644,11646],{"class":5527,"line":5732},[5525,11639,11640],{"class":5538},"    from",[5525,11642,11643],{"class":5542}," functools ",[5525,11645,5539],{"class":5538},[5525,11647,11648],{"class":5542}," partial\n",[5525,11650,11651],{"class":5527,"line":5750},[5525,11652,5558],{"emptyLinePlaceholder":5557},[5525,11654,11655,11657,11659,11661,11663,11665,11667,11669,11671],{"class":5527,"line":5764},[5525,11656,11096],{"class":5569},[5525,11658,7687],{"class":5573},[5525,11660,5577],{"class":5542},[5525,11662,7692],{"class":5580},[5525,11664,5978],{"class":5542},[5525,11666,7701],{"class":5580},[5525,11668,11583],{"class":5542},[5525,11670,11586],{"class":5538},[5525,11672,7718],{"class":5542},[5525,11674,11675,11678,11680,11682,11684],{"class":5527,"line":5770},[5525,11676,11677],{"class":5542},"    square_fn = partial(power, ",[5525,11679,7701],{"class":5580},[5525,11681,7552],{"class":5542},[5525,11683,6739],{"class":5649},[5525,11685,5713],{"class":5542},[5525,11687,11688],{"class":5527,"line":5776},[5525,11689,5558],{"emptyLinePlaceholder":5557},[5525,11691,11692,11694,11696,11698],{"class":5527,"line":5782},[5525,11693,7545],{"class":5538},[5525,11695,7794],{"class":5542},[5525,11697,7222],{"class":5538},[5525,11699,7225],{"class":5542},[5525,11701,11702],{"class":5527,"line":5806},[5525,11703,11704],{"class":5542},"        results = pool.map(square_fn, data)\n",[5525,11706,11707,11709,11711,11713,11716,11718,11720,11722,11724],{"class":5527,"line":6242},[5525,11708,6008],{"class":5573},[5525,11710,5577],{"class":5542},[5525,11712,5695],{"class":5569},[5525,11714,11715],{"class":5602},"\"functools.partial: ",[5525,11717,5701],{"class":5569},[5525,11719,9344],{"class":5542},[5525,11721,6022],{"class":5569},[5525,11723,6121],{"class":5602},[5525,11725,5713],{"class":5542},[5892,11727],{},[5502,11729,11731],{"id":11730},"частина-vii-реальний-патерн-паралельна-обробка-зображень","Частина VII: Реальний патерн — паралельна обробка зображень",[5507,11733,11734],{},"Об'єднаємо всі концепції у production-ready обробник: паралельно застосовуємо фільтри до колекції зображень з прогрес-трекінгом та обробкою помилок.",[5516,11736,11738],{"className":5518,"code":11737,"language":5520,"meta":5521,"style":5521},"# parallel_image_processor.py\nfrom __future__ import annotations\n\nimport multiprocessing\nimport time\nfrom concurrent.futures import ProcessPoolExecutor, as_completed\nfrom dataclasses import dataclass\nfrom pathlib import Path\nimport math\n\n\n# Симулюємо важку обробку зображення (у реальності — PIL\u002FPillow операції)\n@dataclass\nclass ImageTask:\n    image_id: int\n    width: int\n    height: int\n    filter_name: str\n\n\n@dataclass\nclass ProcessingResult:\n    image_id: int\n    success: bool\n    elapsed: float\n    output_path: str = \"\"\n    error: str = \"\"\n\n\ndef apply_gaussian_blur(task: ImageTask) -> ProcessingResult:\n    \"\"\"\n    Симулює CPU-важку обробку зображення (Gaussian blur).\n    У реальному коді тут були б PIL\u002Fcv2 операції.\n    \"\"\"\n    start = time.perf_counter()\n    try:\n        # Симулюємо обчислювальну складність, пропорційну розміру зображення\n        pixels = task.width * task.height\n        # Гаусів фільтр: для кожного пікселя — обчислення з ядром 5x5\n        kernel_size = 5\n        _ = sum(\n            math.exp(-(dx**2 + dy**2) \u002F (2 * 1.0**2))\n            for _ in range(pixels \u002F\u002F 100)   # Зменшено для демо\n            for dx in range(-kernel_size, kernel_size + 1)\n            for dy in range(-kernel_size, kernel_size + 1)\n        )\n        elapsed = time.perf_counter() - start\n        return ProcessingResult(\n            image_id=task.image_id,\n            success=True,\n            elapsed=elapsed,\n            output_path=f\"\u002Foutput\u002Fimg_{task.image_id:04d}_{task.filter_name}.jpg\",\n        )\n    except Exception as e:\n        return ProcessingResult(\n            image_id=task.image_id,\n            success=False,\n            elapsed=time.perf_counter() - start,\n            error=str(e),\n        )\n\n\ndef process_batch(\n    tasks: list[ImageTask],\n    max_workers: int | None = None,\n    verbose: bool = True,\n) -> list[ProcessingResult]:\n    \"\"\"\n    Паралельно обробляє батч зображень.\n\n    Args:\n        tasks: список завдань обробки\n        max_workers: кількість процесів (None = кількість ядер CPU)\n        verbose: виводити прогрес\n    \"\"\"\n    if max_workers is None:\n        max_workers = multiprocessing.cpu_count()\n\n    results: list[ProcessingResult] = []\n    completed = 0\n\n    start = time.perf_counter()\n    with ProcessPoolExecutor(max_workers=max_workers) as pool:\n        future_to_task = {pool.submit(apply_gaussian_blur, task): task for task in tasks}\n\n        for future in as_completed(future_to_task):\n            result = future.result()\n            results.append(result)\n            completed += 1\n\n            if verbose:\n                status = \"✓\" if result.success else \"✗\"\n                print(\n                    f\"  [{status}] Image #{result.image_id:04d} \"\n                    f\"({result.elapsed:.3f}s)  \"\n                    f\"[{completed}\u002F{len(tasks)}]\"\n                )\n\n    total_elapsed = time.perf_counter() - start\n    total_cpu_time = sum(r.elapsed for r in results)\n    speedup = total_cpu_time \u002F total_elapsed if total_elapsed > 0 else 0\n\n    if verbose:\n        successes = sum(1 for r in results if r.success)\n        print(f\"\\n{'─' * 55}\")\n        print(f\"Оброблено:    {successes}\u002F{len(tasks)} зображень\")\n        print(f\"CPU-час:      {total_cpu_time:.2f}s (сума по всіх процесах)\")\n        print(f\"Реальний час: {total_elapsed:.2f}s\")\n        print(f\"Прискорення:  {speedup:.1f}x  (на {max_workers} ядрах)\")\n\n    return sorted(results, key=lambda r: r.image_id)\n\n\nif __name__ == \"__main__\":\n    # Генеруємо батч з 16 завдань (різні розміри зображень)\n    import random\n    random.seed(42)\n\n    tasks = [\n        ImageTask(\n            image_id=i,\n            width=random.choice([800, 1200, 1920]),\n            height=random.choice([600, 800, 1080]),\n            filter_name=\"gaussian_blur\",\n        )\n        for i in range(16)\n    ]\n\n    print(f\"Паралельна обробка {len(tasks)} зображень\")\n    print(f\"Доступно ядер: {multiprocessing.cpu_count()}\\n\")\n\n    results = process_batch(tasks, max_workers=4)\n    print(f\"\\nПерші 3 результати:\")\n    for r in results[:3]:\n        print(f\"  Image #{r.image_id}: {r.output_path}\")\n",[5511,11739,11740,11745,11758,11762,11768,11774,11784,11796,11808,11814,11818,11822,11827,11832,11841,11849,11856,11863,11871,11875,11879,11883,11892,11898,11906,11914,11927,11938,11942,11946,11961,11966,11971,11976,11980,11985,11991,11996,12001,12006,12014,12023,12052,12072,12090,12107,12111,12116,12123,12131,12143,12151,12186,12190,12200,12206,12213,12225,12233,12246,12251,12256,12261,12271,12280,12301,12317,12323,12328,12334,12339,12345,12351,12357,12363,12368,12382,12388,12393,12399,12408,12413,12418,12434,12449,12454,12466,12472,12478,12486,12491,12500,12521,12528,12557,12576,12605,12611,12616,12622,12643,12662,12667,12674,12700,12729,12763,12787,12810,12842,12847,12871,12876,12881,12894,12900,12908,12919,12924,12930,12936,12944,12969,12991,13004,13009,13027,13032,13037,13061,13085,13090,13104,13122,13138],{"__ignoreMap":5521},[5525,11741,11742],{"class":5527,"line":5528},[5525,11743,11744],{"class":5531},"# parallel_image_processor.py\n",[5525,11746,11747,11749,11752,11755],{"class":5527,"line":5535},[5525,11748,8445],{"class":5538},[5525,11750,11751],{"class":5580}," __future__",[5525,11753,11754],{"class":5538}," import",[5525,11756,11757],{"class":5542}," annotations\n",[5525,11759,11760],{"class":5527,"line":5546},[5525,11761,5558],{"emptyLinePlaceholder":5557},[5525,11763,11764,11766],{"class":5527,"line":5554},[5525,11765,5539],{"class":5538},[5525,11767,5937],{"class":5542},[5525,11769,11770,11772],{"class":5527,"line":5561},[5525,11771,5539],{"class":5538},[5525,11773,5551],{"class":5542},[5525,11775,11776,11778,11780,11782],{"class":5527,"line":5566},[5525,11777,8445],{"class":5538},[5525,11779,8448],{"class":5542},[5525,11781,5539],{"class":5538},[5525,11783,8453],{"class":5542},[5525,11785,11786,11788,11791,11793],{"class":5527,"line":5599},[5525,11787,8445],{"class":5538},[5525,11789,11790],{"class":5542}," dataclasses ",[5525,11792,5539],{"class":5538},[5525,11794,11795],{"class":5542}," dataclass\n",[5525,11797,11798,11800,11803,11805],{"class":5527,"line":5606},[5525,11799,8445],{"class":5538},[5525,11801,11802],{"class":5542}," pathlib ",[5525,11804,5539],{"class":5538},[5525,11806,11807],{"class":5542}," Path\n",[5525,11809,11810,11812],{"class":5527,"line":5633},[5525,11811,5539],{"class":5538},[5525,11813,8466],{"class":5542},[5525,11815,11816],{"class":5527,"line":5638},[5525,11817,5558],{"emptyLinePlaceholder":5557},[5525,11819,11820],{"class":5527,"line":5643},[5525,11821,5558],{"emptyLinePlaceholder":5557},[5525,11823,11824],{"class":5527,"line":5653},[5525,11825,11826],{"class":5531},"# Симулюємо важку обробку зображення (у реальності — PIL\u002FPillow операції)\n",[5525,11828,11829],{"class":5527,"line":5658},[5525,11830,11831],{"class":5573},"@dataclass\n",[5525,11833,11834,11836,11839],{"class":5527,"line":5664},[5525,11835,11086],{"class":5569},[5525,11837,11838],{"class":5587}," ImageTask",[5525,11840,5596],{"class":5542},[5525,11842,11843,11846],{"class":5527,"line":5670},[5525,11844,11845],{"class":5542},"    image_id: ",[5525,11847,11848],{"class":5587},"int\n",[5525,11850,11851,11854],{"class":5527,"line":5676},[5525,11852,11853],{"class":5542},"    width: ",[5525,11855,11848],{"class":5587},[5525,11857,11858,11861],{"class":5527,"line":5681},[5525,11859,11860],{"class":5542},"    height: ",[5525,11862,11848],{"class":5587},[5525,11864,11865,11868],{"class":5527,"line":5687},[5525,11866,11867],{"class":5542},"    filter_name: ",[5525,11869,11870],{"class":5587},"str\n",[5525,11872,11873],{"class":5527,"line":5716},[5525,11874,5558],{"emptyLinePlaceholder":5557},[5525,11876,11877],{"class":5527,"line":5721},[5525,11878,5558],{"emptyLinePlaceholder":5557},[5525,11880,11881],{"class":5527,"line":5727},[5525,11882,11831],{"class":5573},[5525,11884,11885,11887,11890],{"class":5527,"line":5732},[5525,11886,11086],{"class":5569},[5525,11888,11889],{"class":5587}," ProcessingResult",[5525,11891,5596],{"class":5542},[5525,11893,11894,11896],{"class":5527,"line":5750},[5525,11895,11845],{"class":5542},[5525,11897,11848],{"class":5587},[5525,11899,11900,11903],{"class":5527,"line":5764},[5525,11901,11902],{"class":5542},"    success: ",[5525,11904,11905],{"class":5587},"bool\n",[5525,11907,11908,11911],{"class":5527,"line":5770},[5525,11909,11910],{"class":5542},"    elapsed: ",[5525,11912,11913],{"class":5587},"float\n",[5525,11915,11916,11919,11921,11924],{"class":5527,"line":5776},[5525,11917,11918],{"class":5542},"    output_path: ",[5525,11920,5975],{"class":5587},[5525,11922,11923],{"class":5542}," = ",[5525,11925,11926],{"class":5602},"\"\"\n",[5525,11928,11929,11932,11934,11936],{"class":5527,"line":5782},[5525,11930,11931],{"class":5542},"    error: ",[5525,11933,5975],{"class":5587},[5525,11935,11923],{"class":5542},[5525,11937,11926],{"class":5602},[5525,11939,11940],{"class":5527,"line":5806},[5525,11941,5558],{"emptyLinePlaceholder":5557},[5525,11943,11944],{"class":5527,"line":6242},[5525,11945,5558],{"emptyLinePlaceholder":5557},[5525,11947,11948,11950,11953,11955,11958],{"class":5527,"line":7010},[5525,11949,5570],{"class":5569},[5525,11951,11952],{"class":5573}," apply_gaussian_blur",[5525,11954,5577],{"class":5542},[5525,11956,11957],{"class":5580},"task",[5525,11959,11960],{"class":5542},": ImageTask) -> ProcessingResult:\n",[5525,11962,11963],{"class":5527,"line":7015},[5525,11964,11965],{"class":5602},"    \"\"\"\n",[5525,11967,11968],{"class":5527,"line":7028},[5525,11969,11970],{"class":5602},"    Симулює CPU-важку обробку зображення (Gaussian blur).\n",[5525,11972,11973],{"class":5527,"line":7037},[5525,11974,11975],{"class":5602},"    У реальному коді тут були б PIL\u002Fcv2 операції.\n",[5525,11977,11978],{"class":5527,"line":7043},[5525,11979,11965],{"class":5602},[5525,11981,11982],{"class":5527,"line":7067},[5525,11983,11984],{"class":5542},"    start = time.perf_counter()\n",[5525,11986,11987,11989],{"class":5527,"line":7094},[5525,11988,11499],{"class":5538},[5525,11990,5596],{"class":5542},[5525,11992,11993],{"class":5527,"line":7099},[5525,11994,11995],{"class":5531},"        # Симулюємо обчислювальну складність, пропорційну розміру зображення\n",[5525,11997,11998],{"class":5527,"line":7105},[5525,11999,12000],{"class":5542},"        pixels = task.width * task.height\n",[5525,12002,12003],{"class":5527,"line":7111},[5525,12004,12005],{"class":5531},"        # Гаусів фільтр: для кожного пікселя — обчислення з ядром 5x5\n",[5525,12007,12008,12011],{"class":5527,"line":7122},[5525,12009,12010],{"class":5542},"        kernel_size = ",[5525,12012,12013],{"class":5649},"5\n",[5525,12015,12016,12019,12021],{"class":5527,"line":7128},[5525,12017,12018],{"class":5542},"        _ = ",[5525,12020,7246],{"class":5573},[5525,12022,7264],{"class":5542},[5525,12024,12025,12028,12030,12033,12035,12038,12040,12043,12045,12048,12050],{"class":5527,"line":7161},[5525,12026,12027],{"class":5542},"            math.exp(-(dx**",[5525,12029,6739],{"class":5649},[5525,12031,12032],{"class":5542}," + dy**",[5525,12034,6739],{"class":5649},[5525,12036,12037],{"class":5542},") \u002F (",[5525,12039,6739],{"class":5649},[5525,12041,12042],{"class":5542}," * ",[5525,12044,6150],{"class":5649},[5525,12046,12047],{"class":5542},"**",[5525,12049,6739],{"class":5649},[5525,12051,6153],{"class":5542},[5525,12053,12054,12056,12058,12060,12062,12065,12067,12069],{"class":5527,"line":7166},[5525,12055,8163],{"class":5538},[5525,12057,9976],{"class":5542},[5525,12059,5624],{"class":5538},[5525,12061,5627],{"class":5573},[5525,12063,12064],{"class":5542},"(pixels \u002F\u002F ",[5525,12066,10220],{"class":5649},[5525,12068,10340],{"class":5542},[5525,12070,12071],{"class":5531},"# Зменшено для демо\n",[5525,12073,12074,12076,12079,12081,12083,12086,12088],{"class":5527,"line":7172},[5525,12075,8163],{"class":5538},[5525,12077,12078],{"class":5542}," dx ",[5525,12080,5624],{"class":5538},[5525,12082,5627],{"class":5573},[5525,12084,12085],{"class":5542},"(-kernel_size, kernel_size + ",[5525,12087,6821],{"class":5649},[5525,12089,5713],{"class":5542},[5525,12091,12092,12094,12097,12099,12101,12103,12105],{"class":5527,"line":7195},[5525,12093,8163],{"class":5538},[5525,12095,12096],{"class":5542}," dy ",[5525,12098,5624],{"class":5538},[5525,12100,5627],{"class":5573},[5525,12102,12085],{"class":5542},[5525,12104,6821],{"class":5649},[5525,12106,5713],{"class":5542},[5525,12108,12109],{"class":5527,"line":7201},[5525,12110,7325],{"class":5542},[5525,12112,12113],{"class":5527,"line":7207},[5525,12114,12115],{"class":5542},"        elapsed = time.perf_counter() - start\n",[5525,12117,12118,12120],{"class":5527,"line":7228},[5525,12119,6746],{"class":5538},[5525,12121,12122],{"class":5542}," ProcessingResult(\n",[5525,12124,12125,12128],{"class":5527,"line":7234},[5525,12126,12127],{"class":5580},"            image_id",[5525,12129,12130],{"class":5542},"=task.image_id,\n",[5525,12132,12133,12136,12138,12140],{"class":5527,"line":7240},[5525,12134,12135],{"class":5580},"            success",[5525,12137,7552],{"class":5542},[5525,12139,10674],{"class":5569},[5525,12141,12142],{"class":5542},",\n",[5525,12144,12145,12148],{"class":5527,"line":7252},[5525,12146,12147],{"class":5580},"            elapsed",[5525,12149,12150],{"class":5542},"=elapsed,\n",[5525,12152,12153,12156,12158,12160,12163,12165,12168,12171,12174,12176,12179,12181,12184],{"class":5527,"line":7258},[5525,12154,12155],{"class":5580},"            output_path",[5525,12157,7552],{"class":5542},[5525,12159,5695],{"class":5569},[5525,12161,12162],{"class":5602},"\"\u002Foutput\u002Fimg_",[5525,12164,5701],{"class":5569},[5525,12166,12167],{"class":5542},"task.image_id",[5525,12169,12170],{"class":5569},":04d}",[5525,12172,12173],{"class":5602},"_",[5525,12175,5701],{"class":5569},[5525,12177,12178],{"class":5542},"task.filter_name",[5525,12180,6022],{"class":5569},[5525,12182,12183],{"class":5602},".jpg\"",[5525,12185,12142],{"class":5542},[5525,12187,12188],{"class":5527,"line":7267},[5525,12189,7325],{"class":5542},[5525,12191,12192,12194,12196,12198],{"class":5527,"line":7304},[5525,12193,11533],{"class":5538},[5525,12195,8705],{"class":5587},[5525,12197,8708],{"class":5538},[5525,12199,8711],{"class":5542},[5525,12201,12202,12204],{"class":5527,"line":7322},[5525,12203,6746],{"class":5538},[5525,12205,12122],{"class":5542},[5525,12207,12209,12211],{"class":5527,"line":12208},56,[5525,12210,12127],{"class":5580},[5525,12212,12130],{"class":5542},[5525,12214,12216,12218,12220,12223],{"class":5527,"line":12215},57,[5525,12217,12135],{"class":5580},[5525,12219,7552],{"class":5542},[5525,12221,12222],{"class":5569},"False",[5525,12224,12142],{"class":5542},[5525,12226,12228,12230],{"class":5527,"line":12227},58,[5525,12229,12147],{"class":5580},[5525,12231,12232],{"class":5542},"=time.perf_counter() - start,\n",[5525,12234,12236,12239,12241,12243],{"class":5527,"line":12235},59,[5525,12237,12238],{"class":5580},"            error",[5525,12240,7552],{"class":5542},[5525,12242,5975],{"class":5587},[5525,12244,12245],{"class":5542},"(e),\n",[5525,12247,12249],{"class":5527,"line":12248},60,[5525,12250,7325],{"class":5542},[5525,12252,12254],{"class":5527,"line":12253},61,[5525,12255,5558],{"emptyLinePlaceholder":5557},[5525,12257,12259],{"class":5527,"line":12258},62,[5525,12260,5558],{"emptyLinePlaceholder":5557},[5525,12262,12264,12266,12269],{"class":5527,"line":12263},63,[5525,12265,5570],{"class":5569},[5525,12267,12268],{"class":5573}," process_batch",[5525,12270,7264],{"class":5542},[5525,12272,12274,12277],{"class":5527,"line":12273},64,[5525,12275,12276],{"class":5580},"    tasks",[5525,12278,12279],{"class":5542},": list[ImageTask],\n",[5525,12281,12283,12286,12288,12290,12293,12295,12297,12299],{"class":5527,"line":12282},65,[5525,12284,12285],{"class":5580},"    max_workers",[5525,12287,5584],{"class":5542},[5525,12289,5588],{"class":5587},[5525,12291,12292],{"class":5542}," | ",[5525,12294,5991],{"class":5569},[5525,12296,11923],{"class":5542},[5525,12298,5991],{"class":5569},[5525,12300,12142],{"class":5542},[5525,12302,12304,12307,12309,12311,12313,12315],{"class":5527,"line":12303},66,[5525,12305,12306],{"class":5580},"    verbose",[5525,12308,5584],{"class":5542},[5525,12310,6721],{"class":5587},[5525,12312,11923],{"class":5542},[5525,12314,10674],{"class":5569},[5525,12316,12142],{"class":5542},[5525,12318,12320],{"class":5527,"line":12319},67,[5525,12321,12322],{"class":5542},") -> list[ProcessingResult]:\n",[5525,12324,12326],{"class":5527,"line":12325},68,[5525,12327,11965],{"class":5602},[5525,12329,12331],{"class":5527,"line":12330},69,[5525,12332,12333],{"class":5602},"    Паралельно обробляє батч зображень.\n",[5525,12335,12337],{"class":5527,"line":12336},70,[5525,12338,5558],{"emptyLinePlaceholder":5557},[5525,12340,12342],{"class":5527,"line":12341},71,[5525,12343,12344],{"class":5602},"    Args:\n",[5525,12346,12348],{"class":5527,"line":12347},72,[5525,12349,12350],{"class":5602},"        tasks: список завдань обробки\n",[5525,12352,12354],{"class":5527,"line":12353},73,[5525,12355,12356],{"class":5602},"        max_workers: кількість процесів (None = кількість ядер CPU)\n",[5525,12358,12360],{"class":5527,"line":12359},74,[5525,12361,12362],{"class":5602},"        verbose: виводити прогрес\n",[5525,12364,12366],{"class":5527,"line":12365},75,[5525,12367,11965],{"class":5602},[5525,12369,12371,12373,12376,12378,12380],{"class":5527,"line":12370},76,[5525,12372,6733],{"class":5538},[5525,12374,12375],{"class":5542}," max_workers ",[5525,12377,9375],{"class":5569},[5525,12379,9378],{"class":5569},[5525,12381,5596],{"class":5542},[5525,12383,12385],{"class":5527,"line":12384},77,[5525,12386,12387],{"class":5542},"        max_workers = multiprocessing.cpu_count()\n",[5525,12389,12391],{"class":5527,"line":12390},78,[5525,12392,5558],{"emptyLinePlaceholder":5557},[5525,12394,12396],{"class":5527,"line":12395},79,[5525,12397,12398],{"class":5542},"    results: list[ProcessingResult] = []\n",[5525,12400,12402,12405],{"class":5527,"line":12401},80,[5525,12403,12404],{"class":5542},"    completed = ",[5525,12406,12407],{"class":5649},"0\n",[5525,12409,12411],{"class":5527,"line":12410},81,[5525,12412,5558],{"emptyLinePlaceholder":5557},[5525,12414,12416],{"class":5527,"line":12415},82,[5525,12417,11984],{"class":5542},[5525,12419,12421,12423,12425,12427,12430,12432],{"class":5527,"line":12420},83,[5525,12422,7545],{"class":5538},[5525,12424,8603],{"class":5542},[5525,12426,8606],{"class":5580},[5525,12428,12429],{"class":5542},"=max_workers) ",[5525,12431,7222],{"class":5538},[5525,12433,7225],{"class":5542},[5525,12435,12437,12440,12442,12444,12446],{"class":5527,"line":12436},84,[5525,12438,12439],{"class":5542},"        future_to_task = {pool.submit(apply_gaussian_blur, task): task ",[5525,12441,5618],{"class":5538},[5525,12443,8166],{"class":5542},[5525,12445,5624],{"class":5538},[5525,12447,12448],{"class":5542}," tasks}\n",[5525,12450,12452],{"class":5527,"line":12451},85,[5525,12453,5558],{"emptyLinePlaceholder":5557},[5525,12455,12457,12459,12461,12463],{"class":5527,"line":12456},86,[5525,12458,8370],{"class":5538},[5525,12460,8645],{"class":5542},[5525,12462,5624],{"class":5538},[5525,12464,12465],{"class":5542}," as_completed(future_to_task):\n",[5525,12467,12469],{"class":5527,"line":12468},87,[5525,12470,12471],{"class":5542},"            result = future.result()\n",[5525,12473,12475],{"class":5527,"line":12474},88,[5525,12476,12477],{"class":5542},"            results.append(result)\n",[5525,12479,12481,12484],{"class":5527,"line":12480},89,[5525,12482,12483],{"class":5542},"            completed += ",[5525,12485,9998],{"class":5649},[5525,12487,12489],{"class":5527,"line":12488},90,[5525,12490,5558],{"emptyLinePlaceholder":5557},[5525,12492,12494,12497],{"class":5527,"line":12493},91,[5525,12495,12496],{"class":5538},"            if",[5525,12498,12499],{"class":5542}," verbose:\n",[5525,12501,12503,12506,12509,12512,12515,12518],{"class":5527,"line":12502},92,[5525,12504,12505],{"class":5542},"                status = ",[5525,12507,12508],{"class":5602},"\"✓\"",[5525,12510,12511],{"class":5538}," if",[5525,12513,12514],{"class":5542}," result.success ",[5525,12516,12517],{"class":5538},"else",[5525,12519,12520],{"class":5602}," \"✗\"\n",[5525,12522,12524,12526],{"class":5527,"line":12523},93,[5525,12525,8672],{"class":5573},[5525,12527,7264],{"class":5542},[5525,12529,12531,12534,12537,12539,12542,12544,12547,12549,12552,12554],{"class":5527,"line":12530},94,[5525,12532,12533],{"class":5569},"                    f",[5525,12535,12536],{"class":5602},"\"  [",[5525,12538,5701],{"class":5569},[5525,12540,12541],{"class":5542},"status",[5525,12543,6022],{"class":5569},[5525,12545,12546],{"class":5602},"] Image #",[5525,12548,5701],{"class":5569},[5525,12550,12551],{"class":5542},"result.image_id",[5525,12553,12170],{"class":5569},[5525,12555,12556],{"class":5602}," \"\n",[5525,12558,12560,12562,12565,12567,12570,12573],{"class":5527,"line":12559},95,[5525,12561,12533],{"class":5569},[5525,12563,12564],{"class":5602},"\"(",[5525,12566,5701],{"class":5569},[5525,12568,12569],{"class":5542},"result.elapsed",[5525,12571,12572],{"class":5569},":.3f}",[5525,12574,12575],{"class":5602},"s)  \"\n",[5525,12577,12579,12581,12583,12585,12588,12590,12593,12595,12597,12600,12602],{"class":5527,"line":12578},96,[5525,12580,12533],{"class":5569},[5525,12582,6015],{"class":5602},[5525,12584,5701],{"class":5569},[5525,12586,12587],{"class":5542},"completed",[5525,12589,6022],{"class":5569},[5525,12591,12592],{"class":5602},"\u002F",[5525,12594,5701],{"class":5569},[5525,12596,7639],{"class":5573},[5525,12598,12599],{"class":5542},"(tasks)",[5525,12601,6022],{"class":5569},[5525,12603,12604],{"class":5602},"]\"\n",[5525,12606,12608],{"class":5527,"line":12607},97,[5525,12609,12610],{"class":5542},"                )\n",[5525,12612,12614],{"class":5527,"line":12613},98,[5525,12615,5558],{"emptyLinePlaceholder":5557},[5525,12617,12619],{"class":5527,"line":12618},99,[5525,12620,12621],{"class":5542},"    total_elapsed = time.perf_counter() - start\n",[5525,12623,12625,12628,12630,12633,12635,12638,12640],{"class":5527,"line":12624},100,[5525,12626,12627],{"class":5542},"    total_cpu_time = ",[5525,12629,7246],{"class":5573},[5525,12631,12632],{"class":5542},"(r.elapsed ",[5525,12634,5618],{"class":5538},[5525,12636,12637],{"class":5542}," r ",[5525,12639,5624],{"class":5538},[5525,12641,12642],{"class":5542}," results)\n",[5525,12644,12646,12649,12651,12654,12656,12659],{"class":5527,"line":12645},101,[5525,12647,12648],{"class":5542},"    speedup = total_cpu_time \u002F total_elapsed ",[5525,12650,6084],{"class":5538},[5525,12652,12653],{"class":5542}," total_elapsed > ",[5525,12655,6781],{"class":5649},[5525,12657,12658],{"class":5538}," else",[5525,12660,12661],{"class":5649}," 0\n",[5525,12663,12665],{"class":5527,"line":12664},102,[5525,12666,5558],{"emptyLinePlaceholder":5557},[5525,12668,12670,12672],{"class":5527,"line":12669},103,[5525,12671,6733],{"class":5538},[5525,12673,12499],{"class":5542},[5525,12675,12677,12680,12682,12684,12686,12688,12690,12692,12695,12697],{"class":5527,"line":12676},104,[5525,12678,12679],{"class":5542},"        successes = ",[5525,12681,7246],{"class":5573},[5525,12683,5577],{"class":5542},[5525,12685,6821],{"class":5649},[5525,12687,6910],{"class":5538},[5525,12689,12637],{"class":5542},[5525,12691,5624],{"class":5538},[5525,12693,12694],{"class":5542}," results ",[5525,12696,6084],{"class":5538},[5525,12698,12699],{"class":5542}," r.success)\n",[5525,12701,12703,12705,12707,12709,12711,12713,12715,12718,12720,12723,12725,12727],{"class":5527,"line":12702},105,[5525,12704,7261],{"class":5573},[5525,12706,5577],{"class":5542},[5525,12708,5695],{"class":5569},[5525,12710,6121],{"class":5602},[5525,12712,7087],{"class":7086},[5525,12714,5701],{"class":5569},[5525,12716,12717],{"class":5602},"'─'",[5525,12719,12042],{"class":5542},[5525,12721,12722],{"class":5649},"55",[5525,12724,6022],{"class":5569},[5525,12726,6121],{"class":5602},[5525,12728,5713],{"class":5542},[5525,12730,12732,12734,12736,12738,12741,12743,12746,12748,12750,12752,12754,12756,12758,12761],{"class":5527,"line":12731},106,[5525,12733,7261],{"class":5573},[5525,12735,5577],{"class":5542},[5525,12737,5695],{"class":5569},[5525,12739,12740],{"class":5602},"\"Оброблено:    ",[5525,12742,5701],{"class":5569},[5525,12744,12745],{"class":5542},"successes",[5525,12747,6022],{"class":5569},[5525,12749,12592],{"class":5602},[5525,12751,5701],{"class":5569},[5525,12753,7639],{"class":5573},[5525,12755,12599],{"class":5542},[5525,12757,6022],{"class":5569},[5525,12759,12760],{"class":5602}," зображень\"",[5525,12762,5713],{"class":5542},[5525,12764,12766,12768,12770,12772,12775,12777,12780,12782,12785],{"class":5527,"line":12765},107,[5525,12767,7261],{"class":5573},[5525,12769,5577],{"class":5542},[5525,12771,5695],{"class":5569},[5525,12773,12774],{"class":5602},"\"CPU-час:      ",[5525,12776,5701],{"class":5569},[5525,12778,12779],{"class":5542},"total_cpu_time",[5525,12781,5707],{"class":5569},[5525,12783,12784],{"class":5602},"s (сума по всіх процесах)\"",[5525,12786,5713],{"class":5542},[5525,12788,12790,12792,12794,12796,12799,12801,12804,12806,12808],{"class":5527,"line":12789},108,[5525,12791,7261],{"class":5573},[5525,12793,5577],{"class":5542},[5525,12795,5695],{"class":5569},[5525,12797,12798],{"class":5602},"\"Реальний час: ",[5525,12800,5701],{"class":5569},[5525,12802,12803],{"class":5542},"total_elapsed",[5525,12805,5707],{"class":5569},[5525,12807,5710],{"class":5602},[5525,12809,5713],{"class":5542},[5525,12811,12813,12815,12817,12819,12821,12823,12825,12828,12831,12833,12835,12837,12840],{"class":5527,"line":12812},109,[5525,12814,7261],{"class":5573},[5525,12816,5577],{"class":5542},[5525,12818,5695],{"class":5569},[5525,12820,5815],{"class":5602},[5525,12822,5701],{"class":5569},[5525,12824,7314],{"class":5542},[5525,12826,12827],{"class":5569},":.1f}",[5525,12829,12830],{"class":5602},"x  (на ",[5525,12832,5701],{"class":5569},[5525,12834,8606],{"class":5542},[5525,12836,6022],{"class":5569},[5525,12838,12839],{"class":5602}," ядрах)\"",[5525,12841,5713],{"class":5542},[5525,12843,12845],{"class":5527,"line":12844},110,[5525,12846,5558],{"emptyLinePlaceholder":5557},[5525,12848,12850,12852,12855,12858,12861,12863,12865,12868],{"class":5527,"line":12849},111,[5525,12851,5609],{"class":5538},[5525,12853,12854],{"class":5573}," sorted",[5525,12856,12857],{"class":5542},"(results, ",[5525,12859,12860],{"class":5580},"key",[5525,12862,7552],{"class":5542},[5525,12864,8929],{"class":5569},[5525,12866,12867],{"class":5580}," r",[5525,12869,12870],{"class":5542},": r.image_id)\n",[5525,12872,12874],{"class":5527,"line":12873},112,[5525,12875,5558],{"emptyLinePlaceholder":5557},[5525,12877,12879],{"class":5527,"line":12878},113,[5525,12880,5558],{"emptyLinePlaceholder":5557},[5525,12882,12884,12886,12888,12890,12892],{"class":5527,"line":12883},114,[5525,12885,6084],{"class":5538},[5525,12887,6087],{"class":5580},[5525,12889,6090],{"class":5542},[5525,12891,6093],{"class":5602},[5525,12893,5596],{"class":5542},[5525,12895,12897],{"class":5527,"line":12896},115,[5525,12898,12899],{"class":5531},"    # Генеруємо батч з 16 завдань (різні розміри зображень)\n",[5525,12901,12903,12905],{"class":5527,"line":12902},116,[5525,12904,6521],{"class":5538},[5525,12906,12907],{"class":5542}," random\n",[5525,12909,12911,12914,12917],{"class":5527,"line":12910},117,[5525,12912,12913],{"class":5542},"    random.seed(",[5525,12915,12916],{"class":5649},"42",[5525,12918,5713],{"class":5542},[5525,12920,12922],{"class":5527,"line":12921},118,[5525,12923,5558],{"emptyLinePlaceholder":5557},[5525,12925,12927],{"class":5527,"line":12926},119,[5525,12928,12929],{"class":5542},"    tasks = [\n",[5525,12931,12933],{"class":5527,"line":12932},120,[5525,12934,12935],{"class":5542},"        ImageTask(\n",[5525,12937,12939,12941],{"class":5527,"line":12938},121,[5525,12940,12127],{"class":5580},[5525,12942,12943],{"class":5542},"=i,\n",[5525,12945,12947,12950,12953,12956,12958,12961,12963,12966],{"class":5527,"line":12946},122,[5525,12948,12949],{"class":5580},"            width",[5525,12951,12952],{"class":5542},"=random.choice([",[5525,12954,12955],{"class":5649},"800",[5525,12957,5978],{"class":5542},[5525,12959,12960],{"class":5649},"1200",[5525,12962,5978],{"class":5542},[5525,12964,12965],{"class":5649},"1920",[5525,12967,12968],{"class":5542},"]),\n",[5525,12970,12972,12975,12977,12980,12982,12984,12986,12989],{"class":5527,"line":12971},123,[5525,12973,12974],{"class":5580},"            height",[5525,12976,12952],{"class":5542},[5525,12978,12979],{"class":5649},"600",[5525,12981,5978],{"class":5542},[5525,12983,12955],{"class":5649},[5525,12985,5978],{"class":5542},[5525,12987,12988],{"class":5649},"1080",[5525,12990,12968],{"class":5542},[5525,12992,12994,12997,12999,13002],{"class":5527,"line":12993},124,[5525,12995,12996],{"class":5580},"            filter_name",[5525,12998,7552],{"class":5542},[5525,13000,13001],{"class":5602},"\"gaussian_blur\"",[5525,13003,12142],{"class":5542},[5525,13005,13007],{"class":5527,"line":13006},125,[5525,13008,7325],{"class":5542},[5525,13010,13012,13014,13016,13018,13020,13022,13025],{"class":5527,"line":13011},126,[5525,13013,8370],{"class":5538},[5525,13015,5621],{"class":5542},[5525,13017,5624],{"class":5538},[5525,13019,5627],{"class":5573},[5525,13021,5577],{"class":5542},[5525,13023,13024],{"class":5649},"16",[5525,13026,5713],{"class":5542},[5525,13028,13030],{"class":5527,"line":13029},127,[5525,13031,10155],{"class":5542},[5525,13033,13035],{"class":5527,"line":13034},128,[5525,13036,5558],{"emptyLinePlaceholder":5557},[5525,13038,13040,13042,13044,13046,13049,13051,13053,13055,13057,13059],{"class":5527,"line":13039},129,[5525,13041,6008],{"class":5573},[5525,13043,5577],{"class":5542},[5525,13045,5695],{"class":5569},[5525,13047,13048],{"class":5602},"\"Паралельна обробка ",[5525,13050,5701],{"class":5569},[5525,13052,7639],{"class":5573},[5525,13054,12599],{"class":5542},[5525,13056,6022],{"class":5569},[5525,13058,12760],{"class":5602},[5525,13060,5713],{"class":5542},[5525,13062,13064,13066,13068,13070,13072,13074,13077,13079,13081,13083],{"class":5527,"line":13063},130,[5525,13065,6008],{"class":5573},[5525,13067,5577],{"class":5542},[5525,13069,5695],{"class":5569},[5525,13071,7076],{"class":5602},[5525,13073,5701],{"class":5569},[5525,13075,13076],{"class":5542},"multiprocessing.cpu_count()",[5525,13078,6022],{"class":5569},[5525,13080,7087],{"class":7086},[5525,13082,6121],{"class":5602},[5525,13084,5713],{"class":5542},[5525,13086,13088],{"class":5527,"line":13087},131,[5525,13089,5558],{"emptyLinePlaceholder":5557},[5525,13091,13093,13096,13098,13100,13102],{"class":5527,"line":13092},132,[5525,13094,13095],{"class":5542},"    results = process_batch(tasks, ",[5525,13097,8606],{"class":5580},[5525,13099,7552],{"class":5542},[5525,13101,7189],{"class":5649},[5525,13103,5713],{"class":5542},[5525,13105,13107,13109,13111,13113,13115,13117,13120],{"class":5527,"line":13106},133,[5525,13108,6008],{"class":5573},[5525,13110,5577],{"class":5542},[5525,13112,5695],{"class":5569},[5525,13114,6121],{"class":5602},[5525,13116,7087],{"class":7086},[5525,13118,13119],{"class":5602},"Перші 3 результати:\"",[5525,13121,5713],{"class":5542},[5525,13123,13125,13127,13129,13131,13134,13136],{"class":5527,"line":13124},134,[5525,13126,6794],{"class":5538},[5525,13128,12637],{"class":5542},[5525,13130,5624],{"class":5538},[5525,13132,13133],{"class":5542}," results[:",[5525,13135,6805],{"class":5649},[5525,13137,7885],{"class":5542},[5525,13139,13141,13143,13145,13147,13150,13152,13155,13157,13159,13161,13164,13166,13168],{"class":5527,"line":13140},135,[5525,13142,7261],{"class":5573},[5525,13144,5577],{"class":5542},[5525,13146,5695],{"class":5569},[5525,13148,13149],{"class":5602},"\"  Image #",[5525,13151,5701],{"class":5569},[5525,13153,13154],{"class":5542},"r.image_id",[5525,13156,6022],{"class":5569},[5525,13158,5584],{"class":5602},[5525,13160,5701],{"class":5569},[5525,13162,13163],{"class":5542},"r.output_path",[5525,13165,6022],{"class":5569},[5525,13167,6121],{"class":5602},[5525,13169,5713],{"class":5542},[5892,13171],{},[5502,13173,13175],{"id":13174},"підсумок-ключові-принципи-multiprocessing","Підсумок: ключові принципи multiprocessing",[13177,13178,13179,13185,13193,13198],"card-group",{},[13180,13181,13184],"card",{"icon":13182,"title":13183},"i-heroicons-shield-check","if __name__ == '__main__': — завжди","Обов'язковий guard для будь-якого коду, що запускає процеси. Без нього на Windows і macOS виникне рекурсивний запуск процесів.",[13180,13186,13189,13190,13192],{"icon":13187,"title":13188},"i-heroicons-server-stack","Pool \u002F ProcessPoolExecutor — не Process","Для більшості задач використовуйте пул, а не вручну керовані ",[5511,13191,6321],{},". Пул управляє воркерами, обробляє виключення і масштабується автоматично.",[13180,13194,13197],{"icon":13195,"title":13196},"i-heroicons-arrows-right-left","Pickle — єдиний міст між процесами","Все, що передається між процесами, серіалізується. Lambda, відкриті файли, locks — не pickle. Тримайте аргументи простими: числа, рядки, dataclass, numpy arrays.",[13180,13199,13202,13203,13205],{"icon":13200,"title":13201},"i-heroicons-circle-stack","shared_memory для великих масивів","При роботі з великими NumPy-масивами використовуйте ",[5511,13204,10349],{}," — уникнете pickle-overhead при передачі гігабайтів даних між процесами.",[5903,13207,13209],{"id":13208},"таблиця-механізмів-ipc","Таблиця механізмів IPC",[8861,13211,13212,13231],{},[8864,13213,13214],{},[8867,13215,13216,13219,13222,13225,13228],{},[8870,13217,13218],{},"Механізм",[8870,13220,13221],{},"Між процесами",[8870,13223,13224],{},"Швидкість",[8870,13226,13227],{},"Типи даних",[8870,13229,13230],{},"Напрямок",[8883,13232,13233,13250,13267,13284,13299,13315],{},[8867,13234,13235,13239,13241,13244,13247],{},[8888,13236,13237],{},[5511,13238,9597],{},[8888,13240,8981],{},[8888,13242,13243],{},"Помірна (pickle)",[8888,13245,13246],{},"Будь-які pickle",[8888,13248,13249],{},"Один або кілька",[8867,13251,13252,13256,13259,13262,13264],{},[8888,13253,13254],{},[5511,13255,9593],{},[8888,13257,13258],{},"2 процеси",[8888,13260,13261],{},"Швидша (pickle)",[8888,13263,13246],{},[8888,13265,13266],{},"Двосторонній",[8867,13268,13269,13273,13275,13278,13281],{},[8888,13270,13271],{},[5511,13272,9894],{},[8888,13274,8981],{},[8888,13276,13277],{},"Дуже швидка",[8888,13279,13280],{},"ctypes типи",[8888,13282,13283],{},"Спільна пам'ять",[8867,13285,13286,13290,13292,13294,13297],{},[8888,13287,13288],{},[5511,13289,9897],{},[8888,13291,8981],{},[8888,13293,13277],{},[8888,13295,13296],{},"ctypes масиви",[8888,13298,13283],{},[8867,13300,13301,13305,13307,13310,13313],{},[8888,13302,13303],{},[5511,13304,10349],{},[8888,13306,8981],{},[8888,13308,13309],{},"Максимальна",[8888,13311,13312],{},"bytes (numpy)",[8888,13314,13283],{},[8867,13316,13317,13322,13324,13327,13330],{},[8888,13318,13319],{},[5511,13320,13321],{},"Manager",[8888,13323,8981],{},[8888,13325,13326],{},"Повільна (proxy)",[8888,13328,13329],{},"list, dict, ...",[8888,13331,13283],{},[5903,13333,13335],{"id":13334},"антипатерни-яких-слід-уникати","Антипатерни, яких слід уникати",[8861,13337,13338,13351],{},[8864,13339,13340],{},[8867,13341,13342,13345,13348],{},[8870,13343,13344],{},"Антипатерн",[8870,13346,13347],{},"Чому небезпечний",[8870,13349,13350],{},"Рішення",[8883,13352,13353,13366,13382,13395,13412,13425,13438],{},[8867,13354,13355,13360,13363],{},[8888,13356,13357,13358],{},"Відсутність ",[5511,13359,6332],{},[8888,13361,13362],{},"Рекурсивний запуск на Windows",[8888,13364,13365],{},"Завжди додавати",[8867,13367,13368,13371,13376],{},[8888,13369,13370],{},"Передача lambda у Pool",[8888,13372,13373],{},[5511,13374,13375],{},"PicklingError",[8888,13377,13378,13379],{},"Іменована функція або ",[5511,13380,13381],{},"partial",[8867,13383,13384,13387,13390],{},[8888,13385,13386],{},"Надто великі аргументи через Queue",[8888,13388,13389],{},"Повільна серіалізація",[8888,13391,13392,13394],{},[5511,13393,10349],{}," або файл",[8867,13396,13397,13403,13406],{},[8888,13398,13399,13400],{},"Забути ",[5511,13401,13402],{},"shm.unlink()",[8888,13404,13405],{},"Витік ресурсів системи",[8888,13407,13408,13409],{},"Завжди cleanup у ",[5511,13410,13411],{},"finally",[8867,13413,13414,13417,13420],{},[8888,13415,13416],{},"Pool для I\u002FO-bound задач",[8888,13418,13419],{},"Накладні витрати процесів даремні",[8888,13421,13422,13424],{},[5511,13423,8429],{}," для I\u002FO",[8867,13426,13427,13430,13433],{},[8888,13428,13429],{},"Занадто дрібні задачі",[8888,13431,13432],{},"Overhead запуску > час задачі",[8888,13434,13435,13436],{},"Batch задачі або ",[5511,13437,7616],{},[8867,13439,13440,13446,13449],{},[8888,13441,13442,13443],{},"Ігнорувати ",[5511,13444,13445],{},"p.exitcode",[8888,13447,13448],{},"Тихі збої процесів",[8888,13450,13451,13452],{},"Перевіряйте ",[5511,13453,13454],{},"exitcode != 0",[13456,13457,13458],"style",{},"html pre.shiki code .spJ8K, html code.shiki .spJ8K{--shiki-light:#008000;--shiki-default:#6A9955;--shiki-dark:#6A9955}html pre.shiki code .s8xlr, html code.shiki .s8xlr{--shiki-light:#AF00DB;--shiki-default:#C586C0;--shiki-dark:#C586C0}html pre.shiki code .sHH4Y, html code.shiki .sHH4Y{--shiki-light:#000000;--shiki-default:#D4D4D4;--shiki-dark:#D4D4D4}html pre.shiki code .su1O8, html code.shiki .su1O8{--shiki-light:#0000FF;--shiki-default:#569CD6;--shiki-dark:#569CD6}html pre.shiki code .s8Opu, html code.shiki .s8Opu{--shiki-light:#795E26;--shiki-default:#DCDCAA;--shiki-dark:#DCDCAA}html pre.shiki code .siwwj, html code.shiki .siwwj{--shiki-light:#001080;--shiki-default:#9CDCFE;--shiki-dark:#9CDCFE}html pre.shiki code .sN1BT, html code.shiki .sN1BT{--shiki-light:#267F99;--shiki-default:#4EC9B0;--shiki-dark:#4EC9B0}html pre.shiki code .sbdoH, html code.shiki .sbdoH{--shiki-light:#A31515;--shiki-default:#CE9178;--shiki-dark:#CE9178}html pre.shiki code .sJj4R, html code.shiki .sJj4R{--shiki-light:#098658;--shiki-default:#B5CEA8;--shiki-dark:#B5CEA8}html .light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html.light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html pre.shiki code .sjcCO, html code.shiki .sjcCO{--shiki-light:#EE0000;--shiki-default:#D7BA7D;--shiki-dark:#D7BA7D}",{"title":5521,"searchDepth":5535,"depth":5535,"links":13460},[13461,13462,13470,13473,13484,13489,13500,13505,13506],{"id":5504,"depth":5535,"text":5505},{"id":5896,"depth":5535,"text":13463,"children":13464},"Частина I: multiprocessing.Process — основи",[13465,13466,13468],{"id":5905,"depth":5546,"text":5906},{"id":6328,"depth":5546,"text":13467},"Обов'язковий if __name__ == \"__main__\":",{"id":6424,"depth":5546,"text":13469},"Методи запуску процесів: spawn, fork, forkserver",{"id":6666,"depth":5535,"text":6667,"children":13471},[13472],{"id":6670,"depth":5546,"text":6671},{"id":7423,"depth":5535,"text":13474,"children":13475},"Частина III: Pool — пул процесів для масових задач",[13476,13478,13480,13482],{"id":7436,"depth":5546,"text":13477},"Pool.map() — паралельний аналог map()",{"id":7652,"depth":5546,"text":13479},"Pool.starmap() — для функцій з кількома аргументами",{"id":7815,"depth":5546,"text":13481},"Pool.apply_async() — асинхронний запуск з колбеком",{"id":8215,"depth":5546,"text":13483},"Pool.imap() — ліниве відображення (для великих даних)",{"id":8410,"depth":5535,"text":13485,"children":13486},"Частина IV: ProcessPoolExecutor — сучасний API через concurrent.futures",[13487],{"id":8853,"depth":5546,"text":13488},"Pool vs ProcessPoolExecutor: коли що вибирати",{"id":8999,"depth":5535,"text":9000,"children":13490},[13491,13492,13494,13496,13498],{"id":9003,"depth":5546,"text":9004},{"id":9177,"depth":5546,"text":13493},"multiprocessing.Queue — потокобезпечна черга між процесами",{"id":9584,"depth":5546,"text":13495},"multiprocessing.Pipe — двосторонній канал",{"id":9891,"depth":5546,"text":13497},"Value і Array — спільна пам'ять для простих типів",{"id":10346,"depth":5546,"text":13499},"shared_memory — швидка спільна пам'ять для масивів (Python 3.8+)",{"id":10905,"depth":5535,"text":10906,"children":13501},[13502,13503],{"id":10909,"depth":5546,"text":10910},{"id":11421,"depth":5546,"text":13504},"Типова помилка: lambda у Pool.map()",{"id":11730,"depth":5535,"text":11731},{"id":13174,"depth":5535,"text":13175,"children":13507},[13508,13509],{"id":13208,"depth":5546,"text":13209},{"id":13334,"depth":5546,"text":13335},"Вичерпний розбір модуля multiprocessing у Python — від Process і методів запуску до Pool, ProcessPoolExecutor, міжпроцесної комунікації (Queue, Pipe, shared_memory), проблеми pickling та реальних прикладів паралельної обробки даних.","md",null,{},{"title":2973,"description":13510},"q5rOKz_N4_Lzv0SKTwiRYtmMwiSp3HmrHLtv7fD64K8",[13517,13519],{"title":2969,"path":2970,"stem":2971,"description":13518,"children":-1},"Вичерпний розбір модуля threading у Python — від Thread і daemon-потоків до Race Condition, Lock, RLock, Semaphore, Event, Barrier, потокобезпечних черг та ThreadPoolExecutor. Реальні патерни та антипатерни з прикладами.",{"title":2977,"path":2978,"stem":2979,"description":13520,"children":-1},"Вичерпний розбір asyncio у Python — від моделі event loop і корутин до Task, Future, примітивів синхронізації, таймаутів та інтеграції з синхронним кодом. Практичні патерни для побудови масштабованих асинхронних програм.",1794581917684]