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Author: yiyixuxu

docs/source/en/modular_diffusers/write_own_pipeline_block.md

@@ -17,11 +17,10 @@ In Modular Diffusers, you build your workflow using `ModularPipelineBlocks`. We
 In this tutorial, we will focus on how to write a basic `PipelineBlock` and how it interacts with other components in the system. We will also cover how to connect them together using the multi-blocks: `SequentialPipelineBlocks`, `LoopSequentialPipelineBlocks`, and `AutoPipelineBlocks`.
 
 
-## Understanding the Foundation: `PipelineState`
+### Understanding the Foundation: `PipelineState`
 
 Before we dive into creating `PipelineBlock`s, we need to have a basic understanding of `PipelineState` - the core data structure that all blocks operate on. This concept is fundamental to understanding how blocks interact with each other and the pipeline system.
 
-## `PipelineState`
 
 In the modular diffusers system, `PipelineState` acts as the global state container that `PipelineBlock`s operate on - each block gets a local view (`BlockState`) of the relevant variables it needs from `PipelineState`, performs its operations, and then updates `PipelineState` with any changes.