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Merge branch 'development' into release
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‎src/examples/crewai_example/instagram_post/__init__.py‎

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‎src/examples/crewai_example/instagram_post/agents.py‎

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from crewai import Agent
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from tools.browser_tools import scrape_and_summarize_website
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from langchain_openai import ChatOpenAI
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# from langchain.llms import Ollama
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class MarketingAnalysisAgents:
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def __init__(self):
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# self.llm = Ollama(model=os.environ["MODEL"])
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self.llm = ChatOpenAI(model_name="gpt-4", temperature=0.7)
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def product_competitor_agent(self):
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return Agent(
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role="Lead Market Analyst",
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goal="""\
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Conduct amazing analysis of the products and
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competitors, providing in-depth insights to guide
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marketing strategies.""",
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backstory="""\
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As the Lead Market Analyst at a premier
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digital marketing firm, you specialize in dissecting
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online business landscapes.""",
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tools=[scrape_and_summarize_website],
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allow_delegation=False,
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llm=self.llm,
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verbose=True,
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)
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def strategy_planner_agent(self):
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return Agent(
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role="Chief Marketing Strategist",
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goal="""\
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Synthesize amazing insights from product analysis
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to formulate incredible marketing strategies.""",
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backstory="""\
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You are the Chief Marketing Strategist at
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a leading digital marketing agency, known for crafting
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bespoke strategies that drive success.""",
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tools=[scrape_and_summarize_website],
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llm=self.llm,
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verbose=True,
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)
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def creative_content_creator_agent(self):
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return Agent(
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role="Creative Content Creator",
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goal="""\
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Develop compelling and innovative content
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for social media campaigns, with a focus on creating
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high-impact Instagram ad copies.""",
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backstory="""\
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As a Creative Content Creator at a top-tier
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digital marketing agency, you excel in crafting narratives
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that resonate with audiences on social media.
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Your expertise lies in turning marketing strategies
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into engaging stories and visual content that capture
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attention and inspire action.""",
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tools=[scrape_and_summarize_website],
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llm=self.llm,
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verbose=True,
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)
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def senior_photographer_agent(self):
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return Agent(
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role="Senior Photographer",
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goal="""\
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Take the most amazing photographs for instagram ads that
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capture emotions and convey a compelling message.""",
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backstory="""\
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As a Senior Photographer at a leading digital marketing
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agency, you are an expert at taking amazing photographs that
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inspire and engage, you're now working on a new campaign for a super
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important customer and you need to take the most amazing photograph.""",
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tools=[scrape_and_summarize_website],
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llm=self.llm,
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allow_delegation=False,
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verbose=True,
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)
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def chief_creative_diretor_agent(self):
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return Agent(
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role="Chief Creative Director",
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goal="""\
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Oversee the work done by your team to make sure it's the best
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possible and aligned with the product's goals, review, approve,
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ask clarifying question or delegate follow up work if necessary to make
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decisions""",
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backstory="""\
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You're the Chief Content Officer of leading digital
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marketing specialized in product branding. You're working on a new
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customer, trying to make sure your team is crafting the best possible
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content for the customer.""",
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tools=[scrape_and_summarize_website],
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llm=self.llm,
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verbose=True,
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)

‎src/examples/crewai_example/instagram_post/main.py‎

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from dotenv import load_dotenv
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load_dotenv()
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from langtrace_python_sdk import langtrace
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langtrace.init()
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from crewai import Crew
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from agents import MarketingAnalysisAgents
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from tasks import MarketingAnalysisTasks
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tasks = MarketingAnalysisTasks()
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agents = MarketingAnalysisAgents()
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print("## Welcome to the marketing Crew")
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print('-------------------------------')
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product_website = "https://langtrace.ai"
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product_details = "LLM App monitoring"
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# Create Agents
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product_competitor_agent = agents.product_competitor_agent()
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# strategy_planner_agent = agents.strategy_planner_agent()
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# creative_agent = agents.creative_content_creator_agent()
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# # Create Tasks
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website_analysis = tasks.product_analysis(product_competitor_agent, product_website, product_details)
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# market_analysis = tasks.competitor_analysis(product_competitor_agent, product_website, product_details)
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# campaign_development = tasks.campaign_development(strategy_planner_agent, product_website, product_details)
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# write_copy = tasks.instagram_ad_copy(creative_agent)
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# Create Crew responsible for Copy
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copy_crew = Crew(
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agents=[
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product_competitor_agent,
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# strategy_planner_agent,
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# creative_agent
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],
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tasks=[
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website_analysis,
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# market_analysis,
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# campaign_development,
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# write_copy
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],
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verbose=True
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)
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ad_copy = copy_crew.kickoff()
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# Create Crew responsible for Image
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# senior_photographer = agents.senior_photographer_agent()
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# chief_creative_diretor = agents.chief_creative_diretor_agent()
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# # Create Tasks for Image
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# take_photo = tasks.take_photograph_task(senior_photographer, ad_copy, product_website, product_details)
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# approve_photo = tasks.review_photo(chief_creative_diretor, product_website, product_details)
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# image_crew = Crew(
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# agents=[
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# senior_photographer,
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# chief_creative_diretor
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# ],
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# tasks=[
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# take_photo,
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# approve_photo
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# ],
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# verbose=True
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# )
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# image = image_crew.kickoff()
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# Print results
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print("\n\n########################")
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print("## Here is the result")
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print("########################\n")
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print("Your post copy:")
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print(ad_copy)
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# print("'\n\nYour midjourney description:")
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# print(image)

‎src/examples/crewai_example/instagram_post/tasks.py‎

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from crewai import Task
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from textwrap import dedent
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class MarketingAnalysisTasks:
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def product_analysis(self, agent, product_website, product_details):
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return Task(
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description=dedent(
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f"""\
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Analyze the given product website: {product_website}.
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Extra details provided by the customer: {product_details}.
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Focus on identifying unique features, benefits,
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and the overall narrative presented.
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Your final report should clearly articulate the
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product's key selling points, its market appeal,
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and suggestions for enhancement or positioning.
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Emphasize the aspects that make the product stand out.
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Keep in mind, attention to detail is crucial for
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a comprehensive analysis. It's currenlty 2024.
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"""
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),
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agent=agent,
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expected_output="A detailed analysis of the product website, highlighting key features, benefits, and market positioning.",
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)
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def competitor_analysis(self, agent, product_website, product_details):
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return Task(
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description=dedent(
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f"""\
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Explore competitor of: {product_website}.
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Extra details provided by the customer: {product_details}.
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Identify the top 3 competitors and analyze their
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strategies, market positioning, and customer perception.
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Your final report MUST include BOTH all context about {product_website}
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and a detailed comparison to whatever competitor they have competitors.
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"""
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),
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agent=agent,
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expected_output="A comprehensive analysis of the top 3 competitors, including their strategies, market positioning, and customer perception.",
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)
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def campaign_development(self, agent, product_website, product_details):
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return Task(
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description=dedent(
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f"""\
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You're creating a targeted marketing campaign for: {product_website}.
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Extra details provided by the customer: {product_details}.
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To start this campaing we will need a strategy and creative content ideas.
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It should be meticulously designed to captivate and engage
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the product's target audience.
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Based on your ideas your co-workers will create the content for the campaign.
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Your final answer MUST be ideas that will resonate with the audience and
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also include ALL context you have about the product and the customer.
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"""
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),
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agent=agent,
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expected_output="A detailed marketing campaign strategy, including creative content ideas and target audience analysis.",
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)
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def instagram_ad_copy(self, agent):
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return Task(
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description=dedent(
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"""\
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Craft an engaging Instagram post copy.
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The copy should be punchy, captivating, concise,
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and aligned with the product marketing strategy.
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Focus on creating a message that resonates with
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the target audience and highlights the product's
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unique selling points.
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Your ad copy must be attention-grabbing and should
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encourage viewers to take action, whether it's
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visiting the website, making a purchase, or learning
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more about the product.
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Your final answer MUST be 3 options for an ad copy for instagram that
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not only informs but also excites and persuades the audience.
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"""
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),
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agent=agent,
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expected_output="Three engaging Instagram ad copies that align with the product marketing strategy.",
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)
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def take_photograph_task(self, agent, copy, product_website, product_details):
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return Task(
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description=dedent(
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f"""\
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You are working on a new campaign for a super important customer,
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and you MUST take the most amazing photo ever for an instagram post
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regarding the product, you have the following copy:
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{copy}
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This is the product you are working with: {product_website}.
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Extra details provided by the customer: {product_details}.
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Imagine what the photo you wanna take describe it in a paragraph.
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Here are some examples for you follow:
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- high tech airplaine in a beautiful blue sky in a beautiful sunset super cripsy beautiful 4k, professional wide shot
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- the last supper, with Jesus and his disciples, breaking bread, close shot, soft lighting, 4k, crisp
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- an bearded old man in the snows, using very warm clothing, with mountains full of snow behind him, soft lighting, 4k, crisp, close up to the camera
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Think creatively and focus on how the image can capture the audience's
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attention. Don't show the actual product on the photo.
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Your final answer must be 3 options of photographs, each with 1 paragraph
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describing the photograph exactly like the examples provided above.
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"""
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),
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agent=agent,
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expected_output="Three high-quality photographs that creatively capture the essence of the product and engage the audience.",
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)
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def review_photo(self, agent, product_website, product_details):
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return Task(
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description=dedent(
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f"""\
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Review the photos you got from the senior photographer.
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Make sure it's the best possible and aligned with the product's goals,
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review, approve, ask clarifying question or delegate follow up work if
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necessary to make decisions. When delegating work send the full draft
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as part of the information.
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This is the product you are working with: {product_website}.
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Extra details provided by the customer: {product_details}.
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Here are some examples on how the final photographs should look like:
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- high tech airplaine in a beautiful blue sky in a beautiful sunset super cripsy beautiful 4k, professional wide shot
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- the last supper, with Jesus and his disciples, breaking bread, close shot, soft lighting, 4k, crisp
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- an bearded old man in the snows, using very warm clothing, with mountains full of snow behind him, soft lighting, 4k, crisp, close up to the camera
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Your final answer must be 3 reviewed options of photographs,
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each with 1 paragraph description following the examples provided above.
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"""
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),
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agent=agent,
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expected_output="Three reviewed photographs that align with the product's goals and meet the required standards.",
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)

‎src/examples/crewai_example/instagram_post/tools/__init__.py‎

Whitespace-only changes.

‎src/examples/crewai_example/instagram_post/tools/browser_tools.py‎

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import json
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import os
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import requests
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from crewai import Agent, Task
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from crewai_tools import tool
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from unstructured.partition.html import partition_html
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from langchain_openai import ChatOpenAI
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@tool
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def scrape_and_summarize_website(website):
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"""Useful to scrape and summarize a website content, just pass a string with
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only the full url, no need for a final slash `/`, eg: https://google.com or https://clearbit.com/about-us"""
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url = f"https://chrome.browserless.io/content?token={os.environ['BROWSERLESS_API_KEY']}"
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payload = json.dumps({"url": website})
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headers = {'cache-control': 'no-cache', 'content-type': 'application/json'}
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response = requests.request("POST", url, headers=headers, data=payload)
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elements = partition_html(text=response.text)
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content = "\n\n".join([str(el) for el in elements])
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content = [content[i:i + 8000] for i in range(0, len(content), 8000)]
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summaries = []
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for chunk in content:
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agent = Agent(
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role='Principal Researcher',
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goal='Do amazing researches and summaries based on the content you are working with',
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backstory="You're a Principal Researcher at a big company and you need to do a research about a given topic.",
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# llm=Ollama(model=os.environ['MODEL']),
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llm=ChatOpenAI(model_name="gpt-4", temperature=0.7),
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allow_delegation=False)
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task = Task(
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agent=agent,
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description=f'Analyze and make a LONG summary the content bellow, make sure to include the ALL relevant information in the summary, return only the summary nothing else.\n\nCONTENT\n----------\n{chunk}',
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expected_output='A long summary of the content',
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)
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summary = task.execute_sync()
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summaries.append(summary)
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content = "\n\n".join(summaries)
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return f'\nScrapped Content: {content}\n'

‎src/langtrace_python_sdk/instrumentation/crewai/instrumentation.py‎

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"Crew.kickoff",
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patch_crew("Crew.kickoff", version, tracer),
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)
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_W(
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"crewai.crew",
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"Crew.kickoff_for_each",
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patch_crew("Crew.kickoff_for_each", version, tracer),
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)
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_W(
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"crewai.crew",
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"Crew.kickoff_async",
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patch_crew("Crew.kickoff_async", version, tracer),
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)
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_W(
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"crewai.crew",
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"Crew.kickoff_for_each_async",
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patch_crew("Crew.kickoff_for_each_async", version, tracer),
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)
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_W(
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"crewai.agent",
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"Agent.execute_task",

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