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A Python library for easy interaction with the GPT API, featuring typed requests and responses.

Project description

nix-gpt-client

nix-gpt-client is a simple Python library for working with the GPT API. It uses Pydantic to add input and output schemas, allowing you to manage data structures with ease.

Table of Contents

Installation

To install nix-gpt-client, you can use pip. Python 3.11 or higher is required.

pip install nix-gpt-client

Usage

  1. If you want to use typing, create Pydantic schemas for input and output data structures:
from datetime import datetime
from pydantic import BaseModel, Field


class GPTInput(BaseModel):
    time: datetime = Field(description="The current time")
    timezone: str = Field(description="The timezone of the current time")
    target_timezone: str = Field(description="The target timezone")


class GPTOutput(BaseModel):
    target_time: datetime = Field(description="The target time")
  1. Then create GPTClient object, set schemas, and add system message:
from nix.gptclient import GPTClient, GPTModel, GPTMessageRole, GPTSchemaType

gpt_client = GPTClient(
    model=GPTModel.GPT_3_5_TURBO,
    top_p=0.5,
    presence_penalty=0,
    frequency_penalty=0,
    temperature=0)

gpt_client.set_schema(GPTInput, GPTSchemaType.input)
gpt_client.set_schema(GPTOutput, GPTSchemaType.output)

gpt_client.add_message(GPTMessageRole.system, """
Take from \'Input JSON schema\' the fields 'time', 'timezone', and 'target_timezone'.
Then generate an Output JSON schema with the field 'target_time', which represents the given 'time' converted 
from 'timezone' to 'target_timezone'.
""")
  1. Add data like user message and call run method to get the response:
input_data = {
    "time": datetime.now().__str__(),
    "timezone": "UTC",
    "target_timezone": "America/New_York"
}

gpt_client.add_message(GPTMessageRole.user, input_data)

response = json.loads(gpt_client.run())
  1. The response will be:
{
  "target_time": "2024-05-06T13:04:38.621713-04:00"
}

Full example:

import json
from datetime import datetime
from dotenv import load_dotenv
from pydantic import BaseModel, Field
from src import GPTClient, GPTModel, GPTMessageRole, GPTSchemaType

load_dotenv()


class GPTInput(BaseModel):
    time: datetime = Field(description="The current time")
    timezone: str = Field(description="The timezone of the current time")
    target_timezone: str = Field(description="The target timezone")


class GPTOutput(BaseModel):
    target_time: datetime = Field(description="The target time")


gpt_client = GPTClient(
    model=GPTModel.GPT_3_5_TURBO,
    top_p=0.5,
    presence_penalty=0,
    frequency_penalty=0,
    temperature=0)

gpt_client.set_schema(GPTInput, GPTSchemaType.input)
gpt_client.set_schema(GPTOutput, GPTSchemaType.output)

gpt_client.add_message(GPTMessageRole.system, """
Take from \'Input JSON schema\' the fields 'time', 'timezone', and 'target_timezone'.
Then generate an Output JSON schema with the field 'target_time', which represents the given 'time' converted 
from 'timezone' to 'target_timezone'.
""")

input_data = {
    "time": datetime.now().__str__(),
    "timezone": "UTC",
    "target_timezone": "America/New_York"
}

gpt_client.add_message(GPTMessageRole.user, input_data)

response = json.loads(gpt_client.run())

print(response)

License

This project is licensed under the MIT License. See the LICENSE file for more details.

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