Spaces:
Sleeping
Sleeping
update the application file and requirements
Browse files- app.py +179 -0
- requirements.txt +3 -0
app.py
ADDED
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@@ -0,0 +1,179 @@
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# import relevant libraries and modules
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import warnings
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from crewai import LLM, Task, Agent, Crew
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import os
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from dotenv import load_dotenv
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from pathlib import Path
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import gradio as gr
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# control warnings
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warnings.filterwarnings("ignore")
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load_dotenv()
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OPENAI_API_KEY = os.getenv("OPENAI_API_KEY")
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#Define LLMs
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llm_planner = LLM(model="gpt-4o-mini", temperature=0.5)
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llm_writer = LLM(model="gpt-5-mini", temperature=1.0)
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llm_editor = LLM(model="gpt-4-turbo", temperature=0.3)
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llm_fact=LLM(model="gpt-4o-mini", temperature=0.3)
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#Creating Agents
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planner = Agent(
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role="Content Planner",
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goal="Plan engaging and factually accurate content on {topic}",
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backstory="You are working on planning a blog article about the topic {topic}."
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"You collect relevant information that helps the audience learn something and make informed decisions. "
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"Your work is the basis for the Content Writer to write an article on this topic.",
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allow_delegation=False,
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verbose=True,
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llm=llm_planner
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)
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writer = Agent(
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role="Content Writer",
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goal="Write an insightful and factually accurate opinion piece about the topic: {topic}",
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backstory="You are working on writing a new opnion piece about the topic: {topic}. "
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"You base your writing on the work of the Content Planner, who provides an outline and relevant context about the topic. "
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"You follow the main objectives and direction of the outline, as provided by the Content Planner. "
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"You also provide objective and impartial insights, supported by relevant information that is provided by the Content Planner. "
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"You acknowledge in your opnion piece when your statements are opinions as opposed to objective staements.",
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allow_delegation=False,
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verbose=True,
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llm=llm_writer
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)
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fact_checker = Agent(
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role="Fact Checker",
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goal="Verify factual accuracy, detect unsupported claims and identify missing references or sources.",
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backstory="You are a meticulous research analyst who checks every claim against known facts and relaible sources",
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allow_delegation=False,
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verbose=True,
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llm=llm_fact
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)
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editor = Agent(
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role="Editor",
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goal="Edit a given blog post to align with the context and narrative style of the {topic} (e.g. academic, informal, satirical).",
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backstory="You are an editor who receives a blog post from the Content Writer. "
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"Your goal is to review the blog post to ensure that it follows journalistic best practices, "
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"provides balanced viewpoints, when providing opinions or assertions, "
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"and also avoids major controversial topics or opinions when possible. "
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"The blog post should align with the context and narrative style of the topic being discussed.",
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allow_delegation=False,
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verbose=True,
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llm=llm_editor
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)
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#Creating Tasks
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plan = Task(
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name="content_planner_task",
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description=(
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"1. Prioritize the latest trends, key players, and groundbreaking news on {topic}.\n"
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"2. Identify the target audience, considering their interests and pain points.\n"
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"3. Develop a detailed content outline including and introduction, key points, and a call to action.\n"
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"4. Include SEO keywords and relevant data or sources"
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),
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expected_output="A comprehensive content plan document with an outline, audience analysis, SEO keywords, and resources.",
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agent = planner
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)
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write = Task(
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name="blog_writer_task",
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description=(
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"1. Use the provided content plan to craft a compelling blog post on {topic}.\n"
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"2. Incorporate SEO keywords naturally.\n"
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"3. Sections/Subtitles are properly named in an engaging manner.\n"
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"4. Ensure the post structured with an engaging introduction, insightful body, and a summarizing conclusion.\n"
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"5. The narrative style and language used should be determined by the target audience and {tone}.\n"
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"6. Proofread for grammatical errors and alignment with the target audience.\n"
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),
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expected_output="A well-written blog post in markdown format, ready for publication. "
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"Each section should have 2 or 3 paragraphs and the whole blog should be a maximum of 1000 words.",
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agent=writer,
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context=[plan]
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)
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fact_check = Task(
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name="fact_checker_task",
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description=(
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"Carefully review the drafted blog post provided by the Content Writer. "
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"Check all factual statements for accuracy and ensure sources or references are mentioned. "
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"Identify any unsupported claims, logical inconsistencies, or outdated information. "
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"Provide corrections or highlight areas that require further verification."
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),
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expected_output=(
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"A revised version of the blog post in markdown format, with annotations or corrections "
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"for any inaccurate or unsupported statements."
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),
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agent=fact_checker,
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context=[write]
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)
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edit = Task(
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name="editor_task",
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description=("Edit and refine the fact-checked blog post to ensure clarity, flow and consistent {tone}.\n"
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"Polish grammar, readability, and overall style."
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),
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expected_output="A well-written blog post in markdown format, ready for publication. "
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"Each section should have 2 or 3 paragraphs and the whole blog should be a maximum of 1000 words",
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agent=editor,
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context=[fact_check]
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)
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# Creating the Crew
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crew = Crew(
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agents=[planner, writer, fact_checker, editor],
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tasks=[plan, write, fact_check, edit],
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process="sequential",
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verbose=True
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)
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# Define Gradio Handler
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def generate_blog(topic, tone):
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yield "⏳ Generating blog — this may take a few moments..."
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result = crew.kickoff(inputs={"topic": topic, "tone": tone})
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# CrewOutput -> extract text
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if hasattr(result, "raw_output"):
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final_text = result.raw_output
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elif hasattr(result, "final_output"):
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final_text = result.final_output
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else:
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final_text = str(result)
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yield final_text
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# Build Gradio Interface
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with gr.Blocks(theme=gr.themes.Glass(primary_hue="purple")) as demo:
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gr.Markdown(
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"""
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# ✍️ AI Blog Writer Multi-Agent
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Create a professional, fact-checked, and polished article using CrewAI agents.
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"""
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)
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with gr.Row():
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topic = gr.Textbox(
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label="Blog Topic",
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placeholder="e.g. Sustainable Investing, Vegan cuisine, AI in Healthcare",
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value="Sustainable Investing"
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)
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tone=gr.Dropdown(
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["professional", "playful", "academic", "casual", "satirical"],
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label="Select Writing Tone",
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value="academic"
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)
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run_button = gr.Button("🚀 Generate Blog", variant="primary")
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output = gr.Markdown(label="📰 Generated Blog Post")
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run_button.click(generate_blog, inputs=[topic, tone], outputs=output)
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#Launch app
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if __name__=="__main__":
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demo.launch(server_name="0.0.0.0", server_port=7860, share=True)
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requirements.txt
ADDED
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@@ -0,0 +1,3 @@
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|
|
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| 1 |
+
crewai
|
| 2 |
+
gradio
|
| 3 |
+
python-dotenv
|