Welcome to the ultimate guide for bloggers, where we unveil the magic of combining Lyzr Automata, a Python library for automation, with the unparalleled text generation capabilities of OpenAI’s GPT models. Whether you’re a novice eager to share your passions or a seasoned blogger seeking to elevate your craft, this tutorial will equip you with the tools and knowledge to thrive in the blogosphere.
Technologies Used
- Streamlit: A popular Python library for creating web applications with simple and interactive user interfaces.
- Lyzr Automata: A Python library for task automation, allowing us to define agents, tasks, and pipelines to execute complex workflows.
- OpenAI API: We’ll leverage OpenAI’s text completion model to generate blog content based on prompts provided by our agents.
Setting Up the Environment
First, we set up our Streamlit application with a custom title and layout. We also load necessary environmental variables, including our OpenAI API key, using dotenv.
import streamlit as st
from lyzr_automata.ai_models.openai import OpenAIModel
from lyzr_automata import Agent,Task
from lyzr_automata.pipelines.linear_sync_pipeline import LinearSyncPipeline
from PIL import Image
from dotenv import load_dotenv
import os
open_ai_text_completion_model = OpenAIModel(
api_key=api,
parameters={
"model": "gpt-4-turbo-preview",
"temperature": 0.2,
"max_tokens": 1500,
},
)
Defining Agents and Tasks
We define two agents:
Senior Research Analyst: This agent conducts a comprehensive analysis of the subject provided by the user. The agent’s task is to generate an eye-catching blog title with bold and bigger font.
researcher = Agent(
role='Senior Research Analyst',
prompt_persona=f'You are an Expert SENIOR RESEARCH ANALYST. Your task is to CONDUCT a comprehensive analysis on a given {subject}.'
)
task1 = Task(
name="Subject Analysis",
model=open_ai_text_completion_model,
agent=researcher,
instructions=f"Conduct a comprehensive analysis of {subject} and write eye catch blog title with bold and bigger font",
)
Digital Content Creator: This agent specializes in blogging and is tasked with generating the main content for the blog post. The content includes a guide for individuals interested in starting or improving their blog.
writer = Agent(
role='Digital Content Creator',
prompt_persona=f'You are an Expert DIGITAL CONTENT CREATOR specializing in BLOGGING. Your task is to generate eye catchy blog title and DEVELOP a comprehensive guide for individuals interested in starting or improving their blog..'
)
task2 = Task(
name="Write Blog Content",
model=open_ai_text_completion_model,
agent=writer,
instructions=f"""IDENTIFY the TARGET AUDIENCE for the guide, whether they are beginners or experienced bloggers looking to enhance their skills.
Remember, I’m going to tip $300K for a BETTER SOLUTION!
Now Take a Deep Breath.""",
)
Running the Pipeline
Once the user enters the subject, our pipeline kicks in. It consists of two tasks:
1. Subject Analysis: The Senior Research Analyst analyzes the subject and generates an attention-grabbing blog title.
2. Write Blog Content: The Digital Content Creator generates a comprehensive guide for blogging. The guide covers essential elements such as selecting a niche, understanding the audience, setting up a blog, implementing SEO strategies, monetization methods, promoting the blog, and maintaining consistency.
output = LinearSyncPipeline(
name="Blog Generator",
completion_message="pipeline completed",
tasks=[task1,task2],
).run()
print(output[0]['task_output'])
With the completion of the pipeline, our blog generator produces a well-structured and informative blog post tailored to the user’s subject. By automating the content generation process, we save time and effort while ensuring quality output.
Congratulations on embarking on your blogging journey armed with the knowledge and tools provided in this guide. By harnessing the power of Lyzr Automata and AI-driven content generation, you’re poised to create compelling, engaging blog posts that resonate with your audience and drive success in the ever-evolving world of blogging. Happy blogging!
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