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Tutorial-Codebase-Knowledge/docs/design.md
2025-04-02 16:56:35 -04:00

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# Design Doc: Your Project Name
> Please DON'T remove notes for AI
## Requirements
> Notes for AI: Keep it simple and clear.
> If the requirements are abstract, write concrete user stories
## Flow Design
> Notes for AI:
> 1. Consider the design patterns of agent, map-reduce, rag, and workflow. Apply them if they fit.
> 2. Present a concise, high-level description of the workflow.
### Applicable Design Pattern:
1. Map the file summary into chunks, then reduce these chunks into a final summary.
2. Agentic file finder
- *Context*: The entire summary of the file
- *Action*: Find the file
### Flow high-level Design:
1. **First Node**: This node is for ...
2. **Second Node**: This node is for ...
3. **Third Node**: This node is for ...
```mermaid
flowchart TD
firstNode[First Node] --> secondNode[Second Node]
secondNode --> thirdNode[Third Node]
```
## Utility Functions
> Notes for AI:
> 1. Understand the utility function definition thoroughly by reviewing the doc.
> 2. Include only the necessary utility functions, based on nodes in the flow.
1. **Call LLM** (`utils/call_llm.py`)
- *Input*: prompt (str)
- *Output*: response (str)
- Generally used by most nodes for LLM tasks
2. **Embedding** (`utils/get_embedding.py`)
- *Input*: str
- *Output*: a vector of 3072 floats
- Used by the second node to embed text
## Node Design
### Shared Memory
> Notes for AI: Try to minimize data redundancy
The shared memory structure is organized as follows:
```python
shared = {
"key": "value"
}
```
### Node Steps
> Notes for AI: Carefully decide whether to use Batch/Async Node/Flow.
1. First Node
- *Purpose*: Provide a short explanation of the nodes function
- *Type*: Decide between Regular, Batch, or Async
- *Steps*:
- *prep*: Read "key" from the shared store
- *exec*: Call the utility function
- *post*: Write "key" to the shared store
2. Second Node
...