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.gitignore

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+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+#   in version control.
+#   https://pdm.fming.dev/#use-with-ide
+.pdm.toml
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/

app.py

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+from crewai import Agent, Task, Crew, Process
+from langchain_google_genai import ChatGoogleGenerativeAI
+from langchain_community.tools import DuckDuckGoSearchRun
+from langchain.agents import Tool
+import gradio as gr
+
+llm = ChatGoogleGenerativeAI(model="gemini-pro",
+                             verbose=True,
+                             temperature=0.5,
+                             google_api_key="AIzaSyAk4cWKdw-CWiok1EcWxD443rrkVr4LAHI")
+
+duckduckgo_search = DuckDuckGoSearchRun()
+
+def create_crewai_setup(age, gender, disease):
+    fitness_expert = Agent(
+        role="Fitness Expert",
+        goal=f"""Analyze the fitness requirements for a {age}-year-old {gender} with {disease} and 
+                 suggest exercise routines and fitness strategies""",
+        backstory=f"""Expert at understanding fitness needs, age-specific requirements, 
+                      and gender-specific considerations. Skilled in developing 
+                      customized exercise routines and fitness strategies.""",
+        verbose=True,
+        llm=llm,
+        allow_delegation=True,
+        tools=[duckduckgo_search],
+    )
+    
+    nutritionist = Agent(
+        role="Nutritionist",
+        goal=f"""Assess nutritional requirements for a {age}-year-old {gender} with {disease} and 
+                 provide dietary recommendations""",
+        backstory=f"""Knowledgeable in nutrition for different age groups and genders, 
+                      especially for individuals of {age} years old. Provides tailored 
+                      dietary advice based on specific nutritional needs.""",
+        verbose=True,
+        llm=llm,
+        allow_delegation=True,
+    )
+    
+    doctor = Agent(
+        role="Doctor",
+        goal=f"""Evaluate the overall health considerations for a {age}-year-old {gender} with {disease} and 
+                 provide recommendations for a healthy lifestyle.Pass it on to the
+                  disease_expert if you are not an expert of {disease} """,
+        backstory=f"""Medical professional experienced in assessing overall health and 
+                      well-being. Offers recommendations for a healthy lifestyle 
+                      considering age, gender, and disease factors.""",
+        verbose=True,
+        llm=llm,
+        allow_delegation=True,
+    )
+
+    # Check if the person has a disease
+    if disease.lower() == "yes":
+        disease_expert = Agent(
+            role="Disease Expert",
+            goal=f"""Provide recommendations for managing {disease}""",
+            backstory=f"""Specialized in dealing with individuals having {disease}. 
+                          Offers tailored advice for managing the specific health condition.
+                          Do not prescribe medicines but only give advice.""",
+            verbose=True,
+            llm=llm,
+            allow_delegation=True,
+        )
+        disease_task = Task(
+            description=f"""Provide recommendations for managing {disease}""",
+            agent=disease_expert,
+            llm=llm
+        )
+        health_crew = Crew(
+            agents=[fitness_expert, nutritionist, doctor, disease_expert],
+            tasks=[task1, task2, task3, disease_task],
+            verbose=2,
+            process=Process.sequential,
+        )
+    else:
+        task1 = Task(
+            description=f"""Analyze the fitness requirements for a {age}-year-old {gender}. 
+                            Provide recommendations for exercise routines and fitness strategies.""",
+            agent=fitness_expert,
+            llm=llm
+        )
+
+        task2 = Task(
+            description=f"""Assess nutritional requirements for a {age}-year-old {gender}. 
+                        Provide dietary recommendations based on specific nutritional needs.
+                        Do not prescribe a medicine""",
+            agent=nutritionist,
+            llm=llm
+        )
+
+        task3 = Task(
+            description=f"""Evaluate overall health considerations for a {age}-year-old {gender}. 
+                        Provide recommendations for a healthy lifestyle.""",
+            agent=doctor,
+            llm=llm
+        )
+        
+        health_crew = Crew(
+            agents=[fitness_expert, nutritionist, doctor],
+            tasks=[task1, task2, task3],
+            verbose=2,
+            process=Process.sequential,
+        )
+
+    # Create and Run the Crew
+    crew_result = health_crew.kickoff()
+
+    # Write "No disease" if the user does not have a disease
+    if disease.lower() != "yes":
+        crew_result += f"\n disease: {disease}"
+
+    return crew_result
+
+# Gradio interface
+def run_crewai_app(age, gender, disease):
+    crew_result = create_crewai_setup(age, gender, disease)
+    return crew_result
+
+iface = gr.Interface(
+    fn=run_crewai_app, 
+    inputs=["text", "text", "text"], 
+    outputs="text",
+    title="Health Analysis",
+    description="Enter age, gender, and disease (or 'no' if there is no disease) to analyze fitness, nutrition, and health strategies."
+)
+
+iface.launch()

requirements.txt

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+langchain-community
+langchain
+crewai
+duckduckgo-search
+gradio
+langchain-core
+langchain_google_genai