sayou-brain 0.5.1

Brain components for the Sayou Data Platform

sayou-brain

Overview

The Central Nervous System (Orchestrator) of Sayou Fabric.

sayou-brain acts as the Control Tower for the entire Sayou ecosystem. It provides high-level Pipeline Facades that abstract away the complexity of connecting individual modules (connector, document, chunking, etc.).

Instead of manually wiring components, you simply invoke a Pipeline, and the Brain handles routing, configuration propagation, and error handling.

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1. Architecture & Role

The Brain sits between the User and the low-level modules. It directs data flow based on the chosen Pipeline strategy.

graph LR
    User -->|Invoke| Brain[Sayou Brain]
    
    subgraph Pipelines
        SP[StandardPipeline]
        NP[NormalPipeline]
    end
    
    Brain --> SP & NP
    
    SP -->|Layout Preserving| Doc[Document Parser]
    NP -->|Logic/Time Based| Chunk[Context Chunker]
    
    Doc & Chunk --> Wrap[Wrapper]
    Wrap --> Assem[Assembler]
    Assem --> Load[Loader]

1.1. Core Features

• Facade Pattern: Users only interact with Pipeline.process(). No need to import sub-modules directly.
• Config Propagation: A single config dictionary is distributed to all sub-modules.
• Smart Routing: Automatically selects the optimal Connector based on the input source string.

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2. Available Pipelines

Sayou Brain provides two distinct pipelines optimized for different data types.

Pipeline	Best For	Description
StandardPipeline	PDF, Office, HWP	Uses sayou-document to preserve spatial layout, headers, and tables. Maintains visual hierarchy.
NormalPipeline	Code, Video, Web	Bypasses layout parsing. Focuses on semantic logic (AST for code, Timeline for video).

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3. Installation

Installing sayou-brain automatically installs all core dependencies and sub-modules.

pip install sayou-brain

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4. Usage

Case A: StandardPipeline (Document-Centric)

Use this for documents where visual layout matters (e.g., Financial Reports, Papers).

from sayou.brain import StandardPipeline

result = StandardPipeline.process(
    source="./reports/financial_q1.pdf",
    destination="./examples/output/financial_graph.json"
)

print(f"Processed Nodes: {len(result['nodes'])}")

Case B: NormalPipeline (Logic-Centric)

Use this for structured data, code, or multimedia streams.

from sayou.brain import NormalPipeline

result = NormalPipeline.process(
    source="github://sayouzone/sayou-fabric",
    destination="./examples/output/code_graph.json",
    token="GITHUB_TOKEN",
    path="packages/sayou-connector/src/sayou/connector",
)

nodes = result.get("nodes", [])
edges = result.get("edges", [])

print(f"Total Nodes: {len(nodes)}")
print(f"Total Edges: {len(edges)}")

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5. Configuration Keys

The following keys can be used in the config dictionary passed to the Pipeline:

• connector: User-Agent, Timeout settings, Proxy config.
• refinery: PII masking rules, Unicode normalization, Regex filters.
• chunking: Strategy selection (Token/Line/Semantic), Size limits, Overlap.
• loader: Database credentials, Output paths, File modes.

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6. License

Apache 2.0 License © 2026 Sayouzone

7. Plugin List

Plugin	Example	Description
Normal Pipeline	▶
Bypass Pipeline	▶
Transfer Pipeline	▶
Standard Pipeline	▶
Structure Pipeline	▶