HeadlinesBriefing favicon HeadlinesBriefing.com

Batch vs Loop: Execution Semantics Explained

DEV Community •
×

Developer yuer argues that treating batch execution as a simple loop is fundamentally wrong for stateful systems. The author defines Batch Consistency, requiring batch and step execution to be semantically equivalent under identical inputs and time semantics. This distinction matters because naive loops assume commutative state updates and ignore intermediate states, assumptions that fail for windowed operators.

Batch execution must be a distinct semantic object, not just a wrapper around existing functions. The proposed BatchInput struct carries both values and time stamps, while a BatchOperator trait enforces strict processing rules. Vectorization remains an implementation strategy, but it cannot compromise consistency or time ordering. This approach prevents hidden state shortcuts common in traditional loops.

The core argument centers on preserving time ordering and avoiding implicit assumptions that break stateful logic. By formalizing these invariants, the author challenges developers to rethink how operators handle data streams. This work extends beyond Rust quant systems, offering a blueprint for reliable vectorized execution in any environment where intermediate state and timing are critical to correct results.