gptbuilder 1.0.2

package to create datasets using the APIs of Openai and Azure(openai)

GPTBuilder

This package can be used to send batch requests with large amounts of data to OpenAI or AzureOpenAI. It takes a list as input or accepts a json file, and saves the results as a json file.

requirement

openai==1.2.4
tdqm
tiktoken

Usage

from gptbuilder import JsonBuilder, OpenaiConfig, AzureConfig

#using openai
config = OpenaiConfig(
        model="gpt-3.5-turbo",
        api_key="api key",
        model_max_token=4096,
        model_tpm=90000,
        temperature = 0.1
)

#using azure
config = AzureConfig(
        model="gpt-4", #azure openai deployment name
        api_key="api key",
        api_version="version", #2023-07-01-preview
        azure_endpoint="end point url", #https://example.openai.azure.com/
        model_max_token=8192,
        model_tpm=40000,
        temperature = 0.01
)

system_prompt = "You are an AI assistant. You will be given a task. You must generate a detailed and long answer."
user_prompt = "{question}"
format_dict = {"question": "question"}
builder = JsonBuilder(config = config,
                      input_file_path = "C:/Users/Desktop/test.json",
                      response_key="response",
                      system_prompt = system_prompt,
                      user_prompt = user_prompt,
                      format_dict = format_dict,
                      save_batch = True,
                      batch_size=7)

builder.run()

Precautions Before Use

OpenAI has a Tokens Per Minute (TPM) limit for the GPT model or on a per-account basis. Therefore, it is necessary to calculate the tokens of the input data and set the appropriate batch as a parameter. If the batch is not specified, the TPM divided by model max token specified in the config will be used as the batch parameter.

Using in Jupyter Notebook

Because it uses asyncio, you need to add the following code before using it in a Jupyter Notebook.

!pip install nest_asyncio

import nest_asyncio
nest_asyncio.apply()

JSONBuilder

required Attribute

• config : The configuration object that should be one of OpenaiConfig or AzureConfig.
• input_file_path : Path of input file.
• user_prompt : userprompt
• user_format_dict : dictonary to use formatting user_prompt, key: placeholder of 'user_prompt' , value: key for the string you want to format; the key refers to the key value within a list of dictionaries in JSON data.

Optional Attribute

• sys_prompt : systemprompt
• sys_format_dict : same as user_format_dict
• save_file_path : file path to save the output. If set to None, the file is saved with a random filename in the directory where the Python code is executed. Defaults to None.
• batch_size : The size of batches to process. If set to None, the batch size is tpm//model_max_tokens. Defaults to None.
• save_batch : If True, results are overridden and saved for each batch in the same folder as the output file path. Defaults to False.
• response_key : Key to receive the API response as a value. Defaults to 'gpt_output'.
• json_data_key : Key of List[Dict] if json_file is a dictonary type. Defaults to None.
• json_encoding : The encoding format for the JSON file. Defaults to 'utf-8-sig'

Method

• run() : method to run builder

Example Input file format

json file in the form of a list[dict], below is example

[
    {
        "source": "huggingface",
        "context_id": "flan.564327",
        "question": "Generate an approximately fifteen-word sentence that describes all this data: Midsummer House eatType restaurant; Midsummer House food Chinese; Midsummer House priceRange moderate; Midsummer House customer rating 3 out of 5; Midsummer House near All Bar One"
    },
    {
        "source": "huggingface",
        "context_id": "fla.1875913",
        "question": "What happens next in this paragraph? She then rubs a needle on a cotton ball then pushing it onto a pencil and wrapping thread around it. She then holds up a box of a product and then pouring several liquids into a bowl. she Choose your answer from: A. adds saucepan and shakes up the product in a grinder. B. pinches the thread to style a cigarette, and then walks away. C. then dips the needle in ink and using the pencil to draw a design on her leg, rubbing it off with a rag in the end. D. begins to style her hair and cuts it several times before parting the ends of it to show the hairstyle she has created."
    }
]

If the format of the json file is like the following dict type: json_data_key='datset'

{
    "date" : "2023.11,21",
    "dataset":[
                {
                    "source": "huggingface",
                    "context_id": "flan.564327",
                    "question": "Generate an approximately fifteen-word sentence that describes all this data: Midsummer House eatType restaurant; Midsummer House food Chinese; Midsummer House priceRange moderate; Midsummer House customer rating 3 out of 5; Midsummer House near All Bar One"
                },
                {
                    "source": "huggingface",
                    "context_id": "fla.1875913",
                    "question": "What happens next in this paragraph? She then rubs a needle on a cotton ball then pushing it onto a pencil and wrapping thread around it. She then holds up a box of a product and then pouring several liquids into a bowl. she Choose your answer from: A. adds saucepan and shakes up the product in a grinder. B. pinches the thread to style a cigarette, and then walks away. C. then dips the needle in ink and using the pencil to draw a design on her leg, rubbing it off with a rag in the end. D. begins to style her hair and cuts it several times before parting the ends of it to show the hairstyle she has created."
                }
            ]
}

ListBuilder

required Attribute

• config : The configuration object that should be one of OpenaiConfig or AzureConfig.
• input_list : List[Dict]
• user_prompt : userprompt
• user_format_dict : dictonary to use formatting user_prompt, key: placeholder of 'user_prompt' , value: key for the string you want to format; the key refers to the key value within a list of dictionaries in JSON data.

Optional Attribute

• sys_prompt : systemprompt
• sys_format_dict : same as user_format_dict
• save_file_path : file path to save the output. If set to None, the file is saved with a random filename in the directory where the Python code is executed. Defaults to None.
• batch_size : The size of batches to process. If set to None, the batch size is tpm//model_max_tokens. Defaults to None.
• save_batch : If True, results are overridden and saved for each batch in the same folder as the output file path. Defaults to False.
• response_key : Key to receive the API response as a value. Defaults to 'gpt_output'.
• json_encoding : The encoding format for the JSON file. Defaults to 'utf-8-sig'

Method

• run() : method to run builder

Output of GPTBuilder

output is json file, below is example.

{
  "meta_data": {},
  "success_data": [
    {
        "source": "huggingface",
        "context_id": "flan.564327",
        "question": "Generate an approximately fifteen-word sentence that describes all this data: Midsummer House eatType restaurant; Midsummer House food Chinese; Midsummer House priceRange moderate; Midsummer House customer rating 3 out of 5; Midsummer House near All Bar One",
        "gpt_output": "Midsummer House is a moderately priced Chinese restaurant with a 3/5 customer rating, located near All Bar One."
    },
    {
        "source": "huggingface",
        "context_id": "fla.1875913",
        "question": "What happens next in this paragraph? She then rubs a needle on a cotton ball then pushing it onto a pencil and wrapping thread around it. She then holds up a box of a product and then pouring several liquids into a bowl. she Choose your answer from: A. adds saucepan and shakes up the product in a grinder. B. pinches the thread to style a cigarette, and then walks away. C. then dips the needle in ink and using the pencil to draw a design on her leg, rubbing it off with a rag in the end. D. begins to style her hair and cuts it several times before parting the ends of it to show the hairstyle she has created.",
        "gpt_output": "Midsummer House is a moderately priced Chinese restaurant with a 3/5 customer rating, located near All Bar One."
    }
  ],
  "token_exceed_data": [],
  "failed_data": []
}

• [meta_data] - It is the metadata of the GPT builder and includes configurations.
• [success_data] - successful data from an API request
• [failed_data] - failed data from an API request
• [token_exceed_data] - data that exceeds the token limit of the GPT model

if [failed_data] and [token_exceed_data] do not exist, they are not present as key values.