mirror of
https://github.com/aljazceru/Tutorial-Codebase-Knowledge.git
synced 2025-12-19 15:34:23 +01:00
49 lines
2.1 KiB
Markdown
49 lines
2.1 KiB
Markdown
# Tutorial: SmolaAgents
|
|
|
|
`SmolaAgents` is a project for building *autonomous agents* that can solve complex tasks.
|
|
The core component is the **MultiStepAgent**, which acts like a project manager. It uses a **Model Interface** to talk to language models (LLMs), employs **Tools** (like web search or code execution) to interact with the world or perform actions, and keeps track of its progress and conversation history using **AgentMemory**.
|
|
For agents that write and run Python code (`CodeAgent`), a **PythonExecutor** provides a safe environment. **PromptTemplates** help structure the instructions given to the LLM, while **AgentType** handles different data formats like images or audio. Finally, **AgentLogger & Monitor** provides logging and tracking for debugging and analysis.
|
|
|
|
|
|
**Source Repository:** [https://github.com/huggingface/smolagents/tree/076cca5e8a130d3fa2ff990ad630231b49767745/src/smolagents](https://github.com/huggingface/smolagents/tree/076cca5e8a130d3fa2ff990ad630231b49767745/src/smolagents)
|
|
|
|
```mermaid
|
|
flowchart TD
|
|
A0["MultiStepAgent"]
|
|
A1["Tool"]
|
|
A2["Model Interface"]
|
|
A3["AgentMemory"]
|
|
A4["PythonExecutor"]
|
|
A5["PromptTemplates"]
|
|
A6["AgentType"]
|
|
A7["AgentLogger & Monitor"]
|
|
A0 -- "Uses tools" --> A1
|
|
A0 -- "Uses model" --> A2
|
|
A0 -- "Uses memory" --> A3
|
|
A0 -- "Uses templates" --> A5
|
|
A0 -- "Uses logger/monitor" --> A7
|
|
A0 -- "Uses executor (CodeAgent)" --> A4
|
|
A1 -- "Outputs agent types" --> A6
|
|
A4 -- "Executes tool code" --> A1
|
|
A2 -- "Generates/Parses tool calls" --> A1
|
|
A3 -- "Logs tool calls" --> A1
|
|
A5 -- "Includes tool info" --> A1
|
|
A6 -- "Handled by agent" --> A0
|
|
A7 -- "Replays memory" --> A3
|
|
```
|
|
|
|
## Chapters
|
|
|
|
1. [MultiStepAgent](01_multistepagent.md)
|
|
2. [Model Interface](02_model_interface.md)
|
|
3. [Tool](03_tool.md)
|
|
4. [AgentMemory](04_agentmemory.md)
|
|
5. [PromptTemplates](05_prompttemplates.md)
|
|
6. [PythonExecutor](06_pythonexecutor.md)
|
|
7. [AgentType](07_agenttype.md)
|
|
8. [AgentLogger & Monitor](08_agentlogger___monitor.md)
|
|
|
|
|
|
---
|
|
|
|
Generated by [AI Codebase Knowledge Builder](https://github.com/The-Pocket/Tutorial-Codebase-Knowledge) |