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# import the relevant packages | |
import os | |
import csv | |
import openai | |
from openai import OpenAI | |
import gradio as gr | |
import huggingface_hub | |
from huggingface_hub import Repository | |
from datetime import datetime | |
client = OpenAI( | |
api_key=os.environ.get("API_TOKEN"), | |
) | |
# recording requests to Hugging Face dataset | |
DATASET_REPO_URL = "https://huggingface.co/datasets/petcoblue/simulation_data" | |
DATA_FILENAME = "user_agents.csv" | |
DATA_FILE = os.path.join("data", DATA_FILENAME) | |
HF_TOKEN = os.environ.get("HF_TOKEN") | |
repo = Repository( | |
local_dir="data", clone_from=DATASET_REPO_URL, use_auth_token=HF_TOKEN | |
) | |
# function to store the message to the Hugging Face site, if you would like to add more columns or information to track add it here | |
def store_message(prompt: str, temperature: str, response: str): | |
if prompt: | |
with open(DATA_FILE, "a") as csvfile: | |
writer = csv.DictWriter(csvfile, fieldnames=["prompt", "temperature", "response", "time"]) | |
writer.writerow( | |
{"prompt": prompt, | |
"temperature": temperature, | |
"response": response, | |
"time": str(datetime.now())} | |
) | |
commit_url = repo.push_to_hub() | |
print(commit_url) | |
return | |
# defines who can enter the application with the secrets that are set up if used | |
user_db = { | |
os.environ["username"]: os.environ["password"], | |
} | |
# the OpenAI function to use the given prompt to the model defined. | |
def mr_bot(prompt, tokens, temperature): | |
response = client.chat.completions.create( | |
model="gpt-3.5-turbo", | |
messages=[{"role": "user", "content": prompt}], | |
max_tokens=tokens, | |
temperature=temperature, | |
) | |
store_message(prompt=prompt, temperature=temperature, response=response.choices[0].message.content) | |
return response.choices[0].message.content | |
# Gradio App interface and login set up | |
description = "Use the examples below to see how different prompts generate different results. Use the examples to see how different prompting " \ | |
"techniques can enhance your prompts. They are split into three sections, (creative writing, problem solving in business, and " \ | |
"philosophical debate) with three different levels of prompt engineering, (basic, intermediate, and advanced)." | |
demo = gr.Interface(fn=mr_bot, | |
inputs=[gr.Textbox(placeholder="Select an example", interactive=False), gr.Slider(1, 800, default=800), gr.Slider(0.1, 1, default=0.75)], | |
outputs="text", | |
title="Intro to AI, Prompt Engineering", | |
description=description, | |
cache_examples=False, | |
examples = [ | |
# Creative Writing | |
# Basic Prompt: | |
["Write a story about a city.", 800, .90], | |
# Intermediate Prompt: | |
["Write a story set in a futuristic city where technology controls everything.", 800, .90], | |
# Advanced Prompt: | |
["Write a gripping tale set in a futuristic city named Neo-Philly, where an underground movement " \ | |
"is fighting against the oppressive control of AI over human life, focusing on a protagonist who was once a loyal AI prompt engineer.", 800, .90], | |
# Problem Solving in Business | |
# Basic Prompt: | |
["A company needs to improve its profits.", 800, .90], | |
# Intermediate Prompt: | |
["A retail company is seeing a decline in profits due to online competition. What can they do?", 800, .90], | |
# Advanced Prompt: | |
["Devise a comprehensive strategy for a brick-and-mortar retail company that has been losing market share to e-commerce giants. " \ | |
"Focus on innovative in-store experiences, digital integration, and customer loyalty programs to regain competitiveness.", 800, .90], | |
# Philosophical Debate | |
# Basic Prompt: | |
["Discuss the concept of happiness.", 800, .90], | |
# Intermediate Prompt: | |
["Debate whether true happiness can be achieved through material wealth or if it's found in intangible experiences.", 800, .90], | |
# Advanced Prompt: | |
["Critically analyze the philosophical arguments for and against the notion that true happiness is derived more from personal " \ | |
"fulfillment and self-actualization than from material possessions, considering perspectives from both Eastern and " \ | |
"Western philosophies.", 800, .90], | |
] | |
) | |
if __name__ == "__main__": | |
demo.launch(enable_queue=False) |