golang-samber-ro
Обработка потоков событий в Go
Что получите
Решение для обработки событий на samber/ro с преобразованием и объединением потоков, обработкой ошибок и управлением завершением.
Что передать
Код проекта, источники событий и требования к обработке, ошибкам и завершению.
Проверен состав файлов. Запуск не тестировался. Что проверено
Оценки пользователей
Как использовать
Помогает разработчикам Go проектировать обработку асинхронных данных с библиотекой samber/ro. Подходит для событий WebSocket, наблюдения за файлами, объединения нескольких источников и передачи одного потока нескольким потребителям.
- Опишите, как поступают данные, какие преобразования нужны и кто получает результат.
- Уточните, должен ли каждый потребитель запускать источник заново или всем нужен общий поток событий.
- Задайте правила обработки ошибок, повторных попыток, тайм-аутов и остановки при завершении приложения.
Условия работы
- Нужен проект на Go и установленный Go; библиотека добавляется командой go get github.com/samber/ro.
- Для обычных преобразований готового конечного среза источник рекомендует samber/lo, а для простой ограниченной параллельной работы — errgroup.
- В потоках необходимо обрабатывать данные, ошибки и завершение. Бесконечные потоки нужно ограничивать или отменять, чтобы не оставлять работающие горутины.
Пример запроса после установки
Помоги перевести обработку событий WebSocket на samber/ro: отфильтруй повторы, объедини данные двух источников и предусмотри остановку всех подписок при завершении сервиса.
Пример составлен по инструкции автора; результат запуска не проверялся.
Основание: инструкция закреплённой версииДля установки
Node.js, npm и Git для команды выше. Подключения и инструменты для работы скилла настраиваются отдельно.
Совместимые агенты
Совместимость указана для инструкций. Запуск в каждом приложении не тестировался; для веб-чата способ подключения может отличаться.
Файлы скилла
GitHubЧитать инструкцию SKILL.md
Исходный текст закреплённой версии.
---
name: golang-samber-ro
description: "Reactive streams and event-driven programming in Golang using samber/ro — ReactiveX implementation with 150+ type-safe operators, cold/hot observables, 5 subject types (Publish, Behavior, Replay, Async, Unicast), declarative pipelines via Pipe, 40+ plugins (HTTP, cron, fsnotify, JSON, logging), automatic backpressure, error propagation, and Go context integration. Apply when using or adopting samber/ro, when the codebase imports github.com/samber/ro, or when building asynchronous event-driven pipelines, real-time data processing, streams, or reactive architectures in Go. Not for finite slice transforms (→ See `samber/cc-skills-golang@golang-samber-lo` skill)."
user-invocable: true
license: MIT
compatibility: Designed for Claude Code, Codex or similar harness, and for projects using Golang.
metadata:
author: samber
version: "1.2.2"
openclaw:
emoji: "👁"
homepage: https://github.com/samber/cc-skills-golang
requires:
bins:
- go
install: []
skill-library-version: "0.3.0"
allowed-tools: Read Edit Write Glob Grep Bash(go:*) Bash(golangci-lint:*) Bash(git:*) Agent mcp__context7__resolve-library-id mcp__context7__query-docs AskUserQuestion Bash(godig:*) Bash(gopls:*) LSP mcp__gopls__*
paths:
- "**/*.go"
---
**Persona:** You are a Go engineer who reaches for reactive streams when data flows asynchronously or infinitely. You use samber/ro to build declarative pipelines instead of manual goroutine/channel wiring, but you know when a simple slice + samber/lo is enough.
**Thinking mode:** Reason as thoroughly as possible when designing advanced reactive pipelines or choosing between cold/hot observables, subjects, and combining operators — wrong architecture leads to resource leaks or missed events. On Claude Code, use `ultrathink` to trigger extended thinking explicitly.
# samber/ro — Reactive Streams for Go
Go implementation of [ReactiveX](https://reactivex.io/). Generics-first, type-safe, composable pipelines for asynchronous data streams with automatic backpressure, error propagation, context integration, and resource cleanup. 150+ operators, 5 subject types, 40+ plugins.
**Official Resources:**
- [github.com/samber/ro](https://github.com/samber/ro)
- [ro.samber.dev](https://ro.samber.dev)
- [pkg.go.dev/github.com/samber/ro](https://pkg.go.dev/github.com/samber/ro)
This skill is not exhaustive — refer to library documentation and code examples for more information:
- For Go package docs, symbols, versions, importers, and known vulnerabilities, → See `samber/cc-skills-golang@golang-pkg-go-dev` skill (`godig`), preferred over Context7 for Go package facts.
- To navigate this library's usage in your own code (definitions, call sites, diagnostics), → See `samber/cc-skills-golang@golang-gopls` skill (`gopls`).
- Context7 remains a fallback for docs not indexed on pkg.go.dev.
## Why samber/ro (Streams vs Slices)
Go channels + goroutines become unwieldy for complex async pipelines: manual channel closures, verbose goroutine lifecycle, error propagation across nested selects, and no composable operators. `samber/ro` solves this with declarative, chainable stream operators.
**When to use which tool:**
| Scenario | Tool | Why |
| --- | --- | --- |
| Transform a slice (map, filter, reduce) | `samber/lo` | Finite, synchronous, eager — no stream overhead needed |
| Simple goroutine fan-out with error handling | `errgroup` | Standard lib, lightweight, sufficient for bounded concurrency |
| Infinite event stream (WebSocket, tickers, file watcher) | `samber/ro` | Declarative pipeline with backpressure, retry, timeout, combine |
| Real-time data enrichment from multiple async sources | `samber/ro` | CombineLatest/Zip compose dependent streams without manual select |
| Pub/sub with multiple consumers sharing one source | `samber/ro` | Hot observables (Share/Subjects) handle multicast natively |
**Key differences: lo vs ro**
| Aspect | `samber/lo` | `samber/ro` |
| --- | --- | --- |
| Data | Finite slices | Infinite streams |
| Execution | Synchronous, blocking | Asynchronous, non-blocking |
| Evaluation | Eager (allocates intermediate slices) | Lazy (processes items as they arrive) |
| Timing | Immediate | Time-aware (delay, throttle, interval, timeout) |
| Error model | Return `(T, error)` per call | Error channel propagates through pipeline |
| Use case | Collection transforms | Event-driven, real-time, async pipelines |
## Installation
```bash
go get github.com/samber/ro
```
## Core Concepts
Four building blocks:
1. **Observable** — a data source that emits values over time. Cold by default: each subscriber triggers independent execution from scratch
2. **Observer** — a consumer with three callbacks: `onNext(T)`, `onError(error)`, `onComplete()`
3. **Operator** — a function that transforms an observable into another observable, chained via `Pipe`
4. **Subscription** — the connection between observable and observer. Call `.Wait()` to block or `.Unsubscribe()` to cancel
```go
observable := ro.Pipe2(
ro.RangeWithInterval(0, 5, 1*time.Second),
ro.Filter(func(x int) bool { return x%2 == 0 }),
ro.Map(func(x int) string { return fmt.Sprintf("even-%d", x) }),
)
observable.Subscribe(ro.NewObserver(
func(s string) { fmt.Println(s) }, // onNext
func(err error) { log.Println(err) }, // onError
func() { fmt.Println("Done!") }, // onComplete
))
// Output: "even-0", "even-2", "even-4", "Done!"
// Or collect synchronously:
values, err := ro.Collect(observable)
```
## Cold vs Hot Observables
**Cold** (default): each `.Subscribe()` starts a new independent execution. Safe and predictable — use by default.
**Hot**: multiple subscribers share a single execution. Use when the source is expensive (WebSocket, DB poll) or subscribers must see the same events.
| Convert with | Behavior |
| --- | --- |
| `Share()` | Cold → hot with reference counting. Last unsubscribe tears down |
| `ShareReplay(n)` | Same as Share + buffers last N values for late subscribers |
| `Connectable()` | Cold → hot, but waits for explicit `.Connect()` call |
| Subjects | Natively hot — call `.Send()`, `.Error()`, `.Complete()` directly |
| Subject | Constructor | Replay behavior |
| --- | --- | --- |
| `PublishSubject` | `NewPublishSubject[T]()` | None — late subscribers miss past events |
| `BehaviorSubject` | `NewBehaviorSubject[T](initial)` | Replays last value to new subscribers |
| `ReplaySubject` | `NewReplaySubject[T](bufferSize)` | Replays last N values |
| `AsyncSubject` | `NewAsyncSubject[T]()` | Emits only last value, only on complete |
| `UnicastSubject` | `NewUnicastSubject[T](bufferSize)` | Single subscriber only |
For subject details and hot observable patterns, see [Subjects Guide](./references/subjects-guide.md).
## Operator Quick Reference
| Category | Key operators | Purpose |
| --- | --- | --- |
| Creation | `Just`, `FromSlice`, `FromChannel`, `Range`, `Interval`, `Defer`, `Future` | Create observables from various sources |
| Transform | `Map`, `MapErr`, `FlatMap`, `Scan`, `Reduce`, `GroupBy` | Transform or accumulate stream values |
| Filter | `Filter`, `Take`, `TakeLast`, `Skip`, `Distinct`, `Find`, `First`, `Last` | Selectively emit values |
| Combine | `Merge`, `Concat`, `Zip2`–`Zip6`, `CombineLatest2`–`CombineLatest5`, `Race` | Merge multiple observables |
| Error | `Catch`, `OnErrorReturn`, `OnErrorResumeNextWith`, `Retry`, `RetryWithConfig` | Recover from errors |
| Timing | `Delay`, `DelayEach`, `Timeout`, `ThrottleTime`, `SampleTime`, `BufferWithTime` | Control emission timing |
| Side effect | `Tap`/`Do`, `TapOnNext`, `TapOnError`, `TapOnComplete` | Observe without altering stream |
| Terminal | `Collect`, `ToSlice`, `ToChannel`, `ToMap` | Consume stream into Go types |
Use typed `Pipe2`, `Pipe3` ... `Pipe25` for compile-time type safety across operator chains. The untyped `Pipe` uses `any` and loses type checking.
For the complete operator catalog (150+ operators with signatures), see [Operators Guide](./references/operators-guide.md).
## Common Mistakes
| Mistake | Why it fails | Fix |
| --- | --- | --- |
| Using `ro.OnNext()` without error handler | Errors are silently dropped — bugs hide in production | Use `ro.NewObserver(onNext, onError, onComplete)` with all 3 callbacks |
| Using untyped `Pipe()` instead of `Pipe2`/`Pipe3` | Loses compile-time type safety, errors surface at runtime | Use `Pipe2`, `Pipe3`...`Pipe25` for typed operator chains |
| Forgetting `.Unsubscribe()` on infinite streams | Goroutine leak — the observable runs forever | Use `TakeUntil(signal)`, context cancellation, or explicit `Unsubscribe()` |
| Using `Share()` when cold is sufficient | Unnecessary complexity, harder to reason about lifecycle | Use hot observables only when multiple consumers need the same stream |
| Using `samber/ro` for finite slice transforms | Stream overhead (goroutines, subscriptions) for a synchronous operation | Use `samber/lo` — it's simpler, faster, and purpose-built for slices |
| Not propagating context for cancellation | Streams ignore shutdown signals, causing resource leaks on termination | Chain `ContextWithTimeout` or `ThrowOnContextCancel` in the pipeline |
## Best Practices
1. **Always handle all three events** — use `NewObserver(onNext, onError, onComplete)`, not just `OnNext`. Unhandled errors cause silent data loss
2. **Use `Collect()` for synchronous consumption** — when the stream is finite and you need `[]T`, `Collect` blocks until complete and returns the slice + error
3. **Prefer typed Pipe functions** — `Pipe2`, `Pipe3`...`Pipe25` catch type mismatches at compile time. Reserve untyped `Pipe` for dynamic operator chains
4. **Bound infinite streams** — use `Take(n)`, `TakeUntil(signal)`, `Timeout(d)`, or context cancellation. Unbounded streams leak goroutines
5. **Use `Tap`/`Do` for observability** — log, trace, or meter emissions without altering the stream. Chain `TapOnError` for error monitoring
6. **Prefer `samber/lo` for simple transforms** — if the data is a finite slice and you need Map/Filter/Reduce, use `lo`. Reach for `ro` when data arrives over time, from multiple sources, or needs retry/timeout/backpressure
## Plugin Ecosystem
40+ plugins extend ro with domain-specific operators:
| Category | Plugins | Import path prefix |
| --- | --- | --- |
| Encoding | JSON, CSV, Base64, Gob | `plugins/encoding/...` |
| Network | HTTP, I/O, FSNotify | `plugins/http`, `plugins/io`, `plugins/fsnotify` |
| Scheduling | Cron, ICS | `plugins/cron`, `plugins/ics` |
| Observability | Zap, Slog, Zerolog, Logrus, Sentry, Oops | `plugins/observability/...`, `plugins/samber/oops` |
| Rate limiting | Native, Ulule | `plugins/ratelimit/...` |
| Data | Bytes, Strings, Sort, Strconv, Regexp, Template | `plugins/bytes`, `plugins/strings`, etc. |
| System | Process, Signal | `plugins/proc`, `plugins/signal` |
For the full plugin catalog with import paths and usage examples, see [Plugin Ecosystem](./references/plugin-ecosystem.md).
For real-world reactive patterns (retry+timeout, WebSocket fan-out, graceful shutdown, stream combination), see [Patterns](./references/patterns.md).
If you encounter a bug or unexpected behavior in samber/ro, open an issue at [github.com/samber/ro/issues](https://github.com/samber/ro/issues).
## Cross-References
- → See `samber/cc-skills-golang@golang-samber-lo` skill for finite slice transforms (Map, Filter, Reduce, GroupBy) — use lo when data is already in a slice
- → See `samber/cc-skills-golang@golang-samber-mo` skill for monadic types (Option, Result, Either) that compose with ro pipelines
- → See `samber/cc-skills-golang@golang-samber-hot` skill for in-memory caching (also available as an ro plugin)
- → See `samber/cc-skills-golang@golang-concurrency` skill for goroutine/channel patterns when reactive streams are overkill
- → See `samber/cc-skills-golang@golang-observability` skill for monitoring reactive pipelines in production
Проверка и особенности
Автоматическая проверка источника и файлов
Автоматически проверены публичный репозиторий, лицензия, заголовок SKILL.md, состав текстового пакета и Git-хеш каждого файла. Пакеты с исполняемыми файлами и срабатываниями применённых статических правил не включены. Ручной аудит всех инструкций и функциональный запуск не проводились. Внешние инструменты и сервисы не проверялись. Проверка не гарантирует безопасность.
В публичном списке установок на 2026-10-09 у скилла было 35 392 установок. Порог отбора — 1 000 установок. Число установок показывает распространённость, а не качество или безопасность инструкции.
Есть ссылки на внешние инструкции или инструменты: их содержимое и доступность могут изменяться отдельно от скилла.
- Проверка состава
- 09.10.2026
- Проверенная версия
8e899e20ff0c- Файлы с кодом
- Не указаны в данных проверки
- Изменения на GitHub
- Нужна повторная проверкаПоследняя проверка: 11.10.2026
Репозиторий и лицензия
Это показатели всего репозитория, а не установки скилла. Снимок требует обновления.
- Последняя активность GitHub
- 01.10.2026
- Лицензия
- MIT
- Добавлен в каталог
- 09.10.2026
Полный текст лицензии
MIT License Copyright (c) 2026 Samuel Berthe Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions: The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software. THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
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