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Streaming & messaging

Kafka-style pub/sub, event consumers, async pipelines, and message-driven workflows.

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Streaming & messaging easy

How to Simulate a Micro-Batch Interval Trigger in Python

A dataclass-based mock that emits batch numbers at fixed intervals, mimicking a micro-batch streaming scheduler for testing and development.

streaming mock dataclass
Python 
import time
from dataclasses import dataclass, field
from typing import List, Callable


@dataclass
class MicroBatchTriggerMock:
    batch_interval_seconds: float = 0.5
    max_batches: int = 5
    _batches_emitted: int = 0
    _next_emit_time: float = field(init=False, default=0)

    def start(self, on_batch: Callab…
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