From 088381d1ae56f421bce86af6c9a0841d65e194af Mon Sep 17 00:00:00 2001 From: Muhtasham Oblokulov Date: Tue, 28 Nov 2023 16:58:37 -0500 Subject: [PATCH] add: fastpi to concepts (#234) --- docs/concepts/fastapi.md | 92 +++++++++++++++++++++++++++++++++++++ docs/concepts/response.png | Bin 0 -> 74194 bytes 2 files changed, 92 insertions(+) create mode 100644 docs/concepts/fastapi.md create mode 100644 docs/concepts/response.png diff --git a/docs/concepts/fastapi.md b/docs/concepts/fastapi.md new file mode 100644 index 0000000..51cd4de --- /dev/null +++ b/docs/concepts/fastapi.md @@ -0,0 +1,92 @@ +# Integrating Pydantic Models with FastAPI + +[FastAPI](https://fastapi.tiangolo.com/) is an enjoyable tool for building web applications in Python. It is well known for its integration with `Pydantic` models, which makes defining and validating data structures straightforward and efficient. In this guide, we explore how simple functions that return `Pydantic` models can seamlessly integrate with `FastAPI`. + +## Code Example: Starting a FastAPI App with a POST Request + +The following code snippet demonstrates how to start a `FastAPI` app with a POST endpoint. This endpoint accepts and returns data defined by a `Pydantic` model. + +```python +from fastapi import FastAPI +from pydantic import BaseModel +import instructor +from openai import OpenAI + +# Enables response_model +client = instructor.patch(OpenAI()) + +class UserData(BaseModel): + # This can be the model for the input data + query: str + +class UserDetail(BaseModel): + name: str + age: int + +app = FastAPI() + +@app.post("/endpoint", response_model=UserDetail) +def endpoint_function(data: UserData) -> UserDetail: + user_detail = client.chat.completions.create( + model="gpt-3.5-turbo", + response_model=UserDetail, + messages=[ + {"role": "user", "content": data.query}, + ] + ) + return user_detail +``` + +### Utilizing FastAPI Backend as a Plugin for GPT + +`FastAPI`'s compatibility with OpenAI specifications, particularly when integrated with `Pydantic` models and the `instructor` library, enhances the backend's capacity to serve as a plugin for GPT models. This integration enables a seamless connection between FastAPI's robust API development capabilities and LLMs. + +#### Key Points of Integration + +1. **Seamless Integration with GPT Models**: Direct interaction with GPT models using `instructor`. +2. **Enhanced Backend Functionality**: Acts as an LLM-augmented plugin for dynamic request processing. +3. **Maintaining Core FastAPI Benefits**: Automatic validation, comprehensive documentation, and ease of testing are maintained. + +## Automatic Documentation with FastAPI + +FastAPI leverages the OpenAPI specification to automatically generate a dynamic and interactive documentation page, commonly referred to as the `/docs` page. This feature is incredibly useful for developers, as it offers a live environment to test API endpoints directly through the browser. + +### How to Use the `/docs` Page for Testing + +To explore the capabilities of your API, follow these steps: + +1. Run the API using the Uvicorn command: `uvicorn main:app --reload`. +2. Open your web browser and navigate to `http://127.0.0.1:8000/docs`. +3. You will find an interactive UI where you can send different requests to your API and see the responses in real-time. + +### Example Queries to Try + +Here are various types of queries you can test. These examples demonstrate how the API can process and understand different formats of data input: + +- **Simple Direct Statements**: + - "Identify that Sarah is 30 years old." (A straightforward statement) + - "Note that Michael is 42 years old." (Directly provides the required information) + +- **Embedded in Sentences**: + - "During the meeting, it was mentioned that Kevin is 28 years old." (Information embedded within a sentence) + - "In her bio, it says Emma is 35 years old." (Extracting details from a biographical note) + +- **Question Format**: + - "How old is Daniel who is 22 years old?" (Query posed as a question) + - "What is the age of Rachel who is 29?" (Another question-based format) + +Utilize the interactive UI of the `/docs` page to experiment with these queries and observe how the API processes and responds. + +![Screenshot of FastAPI /docs page](response.png) + +## Why Choose FastAPI and Pydantic? + +- **Efficiency**: Simplifies the development and maintenance of APIs. +- **Scalability**: Facilitates the growth of your application. +- **Integration**: Easy integration with modern Python features and libraries. + +## Conclusion + +Using `FastAPI` in conjunction with `Pydantic` models not only simplifies the development of robust APIs but also ensures that they are well-documented and easy to test. This approach leads to more maintainable and scalable code, making `FastAPI` a popular choice for modern web API development. + +For more detailed information and advanced usage, refer to the [FastAPI Documentation](https://fastapi.tiangolo.com/). diff --git a/docs/concepts/response.png b/docs/concepts/response.png new file mode 100644 index 0000000000000000000000000000000000000000..4a8a12c99712199df24bbdc2888c5c4f3e8bb94e GIT binary patch literal 74194 zcmd422T)Vp_xEeZ2B?Sy1oc5sf`If6DoXDp^dcZFA@p8V1f)yvAW{MeA=FRg(Fs6IJ%tTg(QY8DUY1zK)fYg#5| z!Nlsk9Ddb$x>Z^tQ|O10POf-CFnTvQJ@e)~e<5&O8fL4N7I= zIa?C^^sbQ7s6K;o>O&5pfH=1w0j$d@Dy(hyF4DK{xf#PoU3%I&#kRx*780Vz_gH_J zH1C<7rFQV2+Su z=hQJx**oX{wC;e<-aG!M^^Ep4b;$oYUKQMZf9iMR*d?J;v40xJJ_i3EzM0>>_mah? z+~2gjbA?B6jUqkreYe9m22*@x{&eEIr1Ka}?EUks)bG$#?7v$$yEV)(;1a!{8z30{ z?=z)q&UxJN`hJ>NIw`gOL14vpr}MgNzvRE8<2ak%`g(e$ayI)f9C~#7{dxByhoQ`G z{OW^Y@urTW75{N5&N+uWULSy`^B3O6$W(VqKEf_P%ARIVt+L0kw%uH&c$CiONE{&c zMpIAbmv&2|V>UUp{#Vd4n27Qh#kgVa{%C@_#+ch=jy>w1$ 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