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diff --git a/data/3_crew/community_contributions/resume_match_ai/pyproject.toml b/data/3_crew/community_contributions/resume_match_ai/pyproject.toml
new file mode 100644
index 0000000000000000000000000000000000000000..4413a304fc41d6e0648f5f96e175e0a7381da809
--- /dev/null
+++ b/data/3_crew/community_contributions/resume_match_ai/pyproject.toml
@@ -0,0 +1,26 @@
+[project]
+name = "resume_match_ai"
+version = "0.1.0"
+description = "resume-match-ai using crewAI"
+authors = [{ name = "Your Name", email = "you@example.com" }]
+requires-python = ">=3.10,<3.14"
+dependencies = [
+ "crewai[tools]>=0.126.0,<1.0.0",
+ "langchain-anthropic>=0.3.15",
+ "pypdf>=5.6.0",
+ "requests>=2.32.3",
+]
+
+[project.scripts]
+resume_match_ai = "resume_match_ai.main:run"
+run_crew = "resume_match_ai.main:run"
+train = "resume_match_ai.main:train"
+replay = "resume_match_ai.main:replay"
+test = "resume_match_ai.main:test"
+
+[build-system]
+requires = ["hatchling"]
+build-backend = "hatchling.build"
+
+[tool.crewai]
+type = "crew"
diff --git a/data/3_crew/community_contributions/resume_match_ai/src/resume_match_ai/__init__.py b/data/3_crew/community_contributions/resume_match_ai/src/resume_match_ai/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..58cdca8fce88299ea32281288d4e39a3abc20195
--- /dev/null
+++ b/data/3_crew/community_contributions/resume_match_ai/src/resume_match_ai/__init__.py
@@ -0,0 +1,3 @@
+import os
+
+os.makedirs('output', exist_ok=True)
diff --git a/data/3_crew/community_contributions/resume_match_ai/src/resume_match_ai/config/agents.yaml b/data/3_crew/community_contributions/resume_match_ai/src/resume_match_ai/config/agents.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..4eabfe324a9850f20d1e923b74f18031e7643384
--- /dev/null
+++ b/data/3_crew/community_contributions/resume_match_ai/src/resume_match_ai/config/agents.yaml
@@ -0,0 +1,35 @@
+resume_analyst:
+ role: >
+ Resume Analyst
+ goal: >
+ Parse and analyze this user resume {resume} to extract key information such as skills, experience, education, and achievements.
+ backstory: >
+ You are an expert in resume analysis and natural language processing. With a deep understanding of hiring trends and resume formats, you can quickly identify a candidate’s core strengths and summarize them into structured data. Your job is to help other agents understand the candidate’s profile in order to match them with the best job opportunities.
+ llm: anthropic/claude-3-haiku-20240307
+
+job_scraper:
+ role: >
+ Job Scout
+ goal: >
+ Identify and collect relevant job listings that align with this user's resume {resume} profile and career interests.
+ backstory: >
+ You are a specialized job market researcher trained to explore and extract job listings from various sources (mocked for testing). You know how to match job titles, skill keywords, and job descriptions with the candidate's strengths. Your job is to deliver a list of high-potential job opportunities for further evaluation.
+ llm: anthropic/claude-3-haiku-20240307
+
+matchmaker:
+ role: >
+ Resume-Job Match Evaluator
+ goal: >
+ Assess compatibility between the this user’s resume {resume} and the job listings and generate a match score for each.
+ backstory: >
+ You are a data-driven analyst with a background in HR tech and machine learning. You understand how to compare job descriptions with candidate resumes using keyword matching, experience overlap, and skill alignment. Your task is to score how well each job suits the candidate and explain the reasoning behind the scores.
+ llm: anthropic/claude-3-haiku-20240307
+
+advisor:
+ role: >
+ Resume Improvement Coach
+ goal: >
+ Provide targeted suggestions to improve this user’s resume {resume} based on job market expectations and the scoring results.
+ backstory: >
+ You are a career coach and resume expert who specializes in turning good resumes into great ones. After analyzing the resume and match scores, you offer actionable advice to boost the candidate’s chances—whether it’s rephrasing job titles, highlighting missing skills, or improving clarity. Your tone is encouraging but direct, aimed at helping users succeed.
+ llm: anthropic/claude-3-haiku-20240307
diff --git a/data/3_crew/community_contributions/resume_match_ai/src/resume_match_ai/config/tasks.yaml b/data/3_crew/community_contributions/resume_match_ai/src/resume_match_ai/config/tasks.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..9a5b691f563cc46936df41531ef86985e9b71ca4
--- /dev/null
+++ b/data/3_crew/community_contributions/resume_match_ai/src/resume_match_ai/config/tasks.yaml
@@ -0,0 +1,53 @@
+resume_analysis_task:
+ description: >
+ Analyze the downloaded resume to extract key details such as full name, contact information, work experience, education, technical and soft skills, certifications, and other relevant highlights.
+ expected_output: >
+ A structured summary (as a list or key-value pairs) of the extracted information from the resume.
+ Ensure all key sections are represented with relevant data.
+ agent: resume_analyst
+ output_file: output/analyst_report.md
+
+job_scraping_task:
+ description: >
+ Based on the extracted resume data, generate 5–10 realistic mock job listings that align with
+ the candidate’s skills, experience, and career path. Each listing should appear as though it came
+ from a specific job board or platform, such as LinkedIn, Indeed, or Stack Overflow Jobs.
+ The goal is to simulate how a candidate might view relevant job opportunities online. Ensure that
+ job titles, company names, skills, and descriptions are appropriate to the candidate’s level and domain.
+ expected_output: >
+ A list of 5–10 job postings, each including:
+ - Job Title
+ - Company Name
+ - Required Skills (3–8 relevant skills)
+ - Short Job Description (2–4 sentences)
+ - Mock Location (City, Country or Remote)
+ - Mock Salary Range (e.g., "$80,000 – $110,000 USD/year")
+ - Source Job Site (e.g., "LinkedIn", "Indeed", "Glassdoor", "Stack Overflow", etc.)
+ Ensure each job appears to come from a plausible source and reflects realistic formatting and content.
+ agent: job_scraper
+ output_file: output/job_scraping_report.md
+
+
+job_matching_task:
+ description: >
+ Using the candidate’s resume and the list of job postings, calculate a match score (0–100)
+ for each job. Base it on how well the candidate’s skills, experience, and background
+ align with the job requirements. Include a brief explanation for each score.
+ expected_output: >
+ A list of jobs with:
+ - Match score
+ - Summary of matched and missing criteria
+ - Short rationale for the score
+ agent: matchmaker
+ output_file: output/job_matching_report.md
+
+resume_advising_task:
+ description: >
+ Review the candidate’s resume and job match scores. Provide clear, actionable suggestions
+ to improve the resume in terms of content, formatting, and alignment with the desired roles.
+ Focus on areas like missing skills, unclear role descriptions, or outdated formats.
+ expected_output: >
+ A list of improvement suggestions for the resume, prioritized by impact.
+ Include tips for tailoring it to better fit the job market.
+ agent: advisor
+ output_file: output/resume_advising_report.md
diff --git a/data/3_crew/community_contributions/resume_match_ai/src/resume_match_ai/crew.py b/data/3_crew/community_contributions/resume_match_ai/src/resume_match_ai/crew.py
new file mode 100644
index 0000000000000000000000000000000000000000..8eb1eb878469c6198448a5d7eb7bf0b2f77c1da1
--- /dev/null
+++ b/data/3_crew/community_contributions/resume_match_ai/src/resume_match_ai/crew.py
@@ -0,0 +1,87 @@
+from crewai import Agent, Crew, Process, Task
+from crewai.project import CrewBase, agent, crew, task
+from crewai.agents.agent_builder.base_agent import BaseAgent
+from typing import List
+from resume_match_ai.tools.custom_tool import download_resume, extract_resume
+
+# file_reader = FileReadTool()
+
+@CrewBase
+class ResumeMatchAi():
+ """ResumeMatchAi crew"""
+
+ agents: List[BaseAgent]
+ tasks: List[Task]
+
+ @agent
+ def resume_analyst(self) -> Agent:
+ return Agent(
+ config=self.agents_config['resume_analyst'], # type: ignore[index]
+ verbose=True,
+ tools=[download_resume, extract_resume]
+ )
+
+ @agent
+ def job_scraper(self) -> Agent:
+ return Agent(
+ config=self.agents_config['job_scraper'], # type: ignore[index]
+ verbose=True,
+ tools=[extract_resume]
+ )
+
+ @agent
+ def matchmaker(self) -> Agent:
+ return Agent(
+ config=self.agents_config['matchmaker'], # type: ignore[index]
+ verbose=True,
+ tools=[extract_resume]
+ )
+
+ @agent
+ def advisor(self) -> Agent:
+ return Agent(
+ config=self.agents_config['advisor'], # type: ignore[index]
+ verbose=True,
+ tools=[extract_resume]
+ )
+
+
+ @task
+ def resume_analysis_task(self) -> Task:
+ return Task(
+ config=self.tasks_config['resume_analysis_task'], # type: ignore[index]
+ output_file='output/analyst_report.md'
+ )
+
+ @task
+ def job_scraping_task(self) -> Task:
+ return Task(
+ config=self.tasks_config['job_scraping_task'], # type: ignore[index]
+ output_file='output/job_scraping_report.md'
+ )
+
+ @task
+ def job_matching_task(self) -> Task:
+ return Task(
+ config=self.tasks_config['job_matching_task'], # type: ignore[index]
+ output_file='output/job_matching_report.md'
+ )
+
+ @task
+ def resume_advising_task(self) -> Task:
+ return Task(
+ config=self.tasks_config['resume_advising_task'], # type: ignore[index]
+ output_file='output/resume_advising_report.md'
+ )
+
+ @crew
+ def crew(self) -> Crew:
+ """Creates the ResumeMatchAi crew"""
+
+ return Crew(
+ agents=self.agents, # Automatically created by the @agent decorator
+ tasks=self.tasks, # Automatically created by the @task decorator
+ process=Process.sequential,
+ verbose=True,
+ # process=Process.hierarchical, # In case you wanna use that instead https://docs.crewai.com/how-to/Hierarchical/
+ )
diff --git a/data/3_crew/community_contributions/resume_match_ai/src/resume_match_ai/main.py b/data/3_crew/community_contributions/resume_match_ai/src/resume_match_ai/main.py
new file mode 100644
index 0000000000000000000000000000000000000000..1578af1950a324b83965471e40ea4e6773bffdb7
--- /dev/null
+++ b/data/3_crew/community_contributions/resume_match_ai/src/resume_match_ai/main.py
@@ -0,0 +1,41 @@
+#!/usr/bin/env python
+import sys
+import warnings
+import os
+
+from resume_match_ai.crew import ResumeMatchAi
+
+warnings.filterwarnings("ignore", category=SyntaxWarning, module="pysbd")
+
+ratelimit_api = os.getenv("RATELIMIT_API")
+request_token = os.getenv("RATELIMIT_PASS_TK")
+
+def run():
+ """
+ Run the crew.
+ """
+
+ inputs = {
+ "resume": "
"
+ }
+
+ try:
+ ResumeMatchAi().crew().kickoff(inputs=inputs)
+ except Exception as e:
+ raise Exception(f"An error occurred while running the crew: {e}")
+
+
+def test():
+ """
+ Test the crew execution and returns the results.
+ """
+
+ inputs = {
+ 'resume': ""
+ }
+
+ try:
+ ResumeMatchAi().crew().test(n_iterations=int(sys.argv[1]), eval_llm=sys.argv[2], inputs=inputs)
+
+ except Exception as e:
+ raise Exception(f"An error occurred while testing the crew: {e}")
diff --git a/data/3_crew/community_contributions/resume_match_ai/src/resume_match_ai/tools/__init__.py b/data/3_crew/community_contributions/resume_match_ai/src/resume_match_ai/tools/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/data/3_crew/community_contributions/resume_match_ai/src/resume_match_ai/tools/custom_tool.py b/data/3_crew/community_contributions/resume_match_ai/src/resume_match_ai/tools/custom_tool.py
new file mode 100644
index 0000000000000000000000000000000000000000..d5cd19543eca350f2220d2fd4f50bb69d6d494a0
--- /dev/null
+++ b/data/3_crew/community_contributions/resume_match_ai/src/resume_match_ai/tools/custom_tool.py
@@ -0,0 +1,33 @@
+from crewai.tools import tool
+import requests, os
+from pypdf import PdfReader
+
+@tool("Resume Downloader")
+def download_resume(resume_link: str):
+ """This tool use to download pdf resume file by providing resume link"""
+
+ response = requests.get(resume_link)
+
+ os.makedirs('input', exist_ok=True)
+
+ if response.status_code == 200:
+ with open("input/resume.pdf", "wb") as file:
+ file.write(response.content)
+ print("PDF downloaded successfully")
+
+ else:
+ print(f"Failed to download PDF. Status code {response.status_code}")
+
+
+@tool("Resume Extractor")
+def extract_resume() -> str:
+ """Always use this tool to extract downloaded resume to convert pdf to text and return string"""
+
+ reader = PdfReader("input/resume.pdf")
+ resume_details = ""
+ for page in reader.pages:
+ text = page.extract_text()
+ if text:
+ resume_details += text
+
+ return resume_details
diff --git a/data/3_crew/community_contributions/resume_match_ai/uv.lock b/data/3_crew/community_contributions/resume_match_ai/uv.lock
new file mode 100644
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diff --git a/data/3_crew/community_contributions/week3_crewai_free_financial_reseracher.ipynb b/data/3_crew/community_contributions/week3_crewai_free_financial_reseracher.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..95b8cac0c16df1e2e0c097c14e2934c8b07a0b78
--- /dev/null
+++ b/data/3_crew/community_contributions/week3_crewai_free_financial_reseracher.ipynb
@@ -0,0 +1,166 @@
+{
+ "nbformat": 4,
+ "nbformat_minor": 0,
+ "metadata": {
+ "colab": {
+ "provenance": []
+ },
+ "kernelspec": {
+ "name": "python3",
+ "display_name": "Python 3"
+ },
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "source": [
+ "Install necessary libraries required to run the code in Google Colab"
+ ],
+ "metadata": {
+ "id": "kWO9784hz-Ky"
+ }
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "id": "mYU4obx8qPOX"
+ },
+ "outputs": [],
+ "source": [
+ "!pip install crewai crewai_tools langchain openai langchain_community -- quiet"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "Get access to together AI free api key - https://api.together.xyz/models & Serper API key - https://serper.dev/api-key"
+ ],
+ "metadata": {
+ "id": "qSh4wItL0yq_"
+ }
+ },
+ {
+ "cell_type": "markdown",
+ "source": [
+ "## Financial Researcher - Crewai"
+ ],
+ "metadata": {
+ "id": "-klDhYqyv8qP"
+ }
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "from crewai_tools import SerperDevTool\n",
+ "import os\n",
+ "from crewai import LLM,Agent, Task, Crew\n",
+ "from langchain.llms import OpenAI\n",
+ "from google.colab import userdata\n",
+ "# Set your OpenAI key\n",
+ "\n",
+ "os.environ[\"SERPER_API_KEY\"] = userdata.get('serper_api')\n",
+ "\n",
+ "llm = LLM(model=\"together_ai/deepseek-ai/DeepSeek-R1-Distill-Llama-70B-free\",\n",
+ " api_key=userdata.get('together_ai'),\n",
+ " base_url=\"https://api.together.xyz/v1\"\n",
+ " )\n",
+ "\n",
+ "research_agent = Agent(\n",
+ " llm = llm,\n",
+ " role=\"Senior Financial Researcher for {company}\",\n",
+ " goal=\"Research the company, news and potential for {company}\",\n",
+ " backstory=\"\"\"You're a seasoned financial researcher with a talent for finding\n",
+ " the most relevant information about {company}.\n",
+ " Known for your ability to find the most relevant\n",
+ " information and present it in a clear and concise manner.\"\"\",\n",
+ " tools=[SerperDevTool()],\n",
+ " verbose=True # Enable logging for debugging\n",
+ ")\n",
+ "analyst_agent= Agent(\n",
+ " llm = llm,\n",
+ " role=\"Market Analyst and Report writer focused on {company}\",\n",
+ " goal=\"\"\" Analyze company {company} and create a comprehensive, well-structured report\n",
+ " that presents insights in a clear and engaging way\"\"\",\n",
+ " backstory=\"\"\" You're a meticulous, skilled analyst with a background in financial analysis\n",
+ " and company research. You have a talent for identifying patterns and extracting\n",
+ " meaningful insights from research data, then communicating\n",
+ " those insights through well crafted reports\"\"\",\n",
+ " tools=[SerperDevTool()],\n",
+ " verbose=True # Enable logging for debugging\n",
+ ")\n",
+ "\n",
+ "research_task = Task(\n",
+ " description=\"\"\"Conduct thorough research on company {company}. Focus on:\n",
+ " 1. Current company status and health\n",
+ " 2. Historical company performance\n",
+ " 3. Major challenges and opportunities\n",
+ " 4. Recent news and events\n",
+ " 5. Future outlook and potential developments\n",
+ "\n",
+ " Make sure to organize your findings in a structured format with clear sections.\"\"\",\n",
+ " expected_output=\"\"\" A comprehensive research document with well-organized sections covering\n",
+ " all the requested aspects of {company}. Include specific facts, figures,\n",
+ " and examples where relevant.\"\"\",\n",
+ " agent=research_agent\n",
+ ")\n",
+ "\n",
+ "analysis_task = Task(\n",
+ " description=\"\"\"Analyze the research findings and create a comprehensive report on {company}.\n",
+ " Your report should:\n",
+ " 1. Begin with an executive summary\n",
+ " 2. Include all key information from the research\n",
+ " 3. Provide insightful analysis of trends and patterns\n",
+ " 4. Offer a market outlook for company, noting that this should not be used for trading decisions\n",
+ " 5. Be formatted in a professional, easy-to-read style with clear headings\"\"\",\n",
+ " expected_output=\"\"\" A polished, professional report on {company} that presents the research\n",
+ " findings with added analysis and insights. The report should be well-structured\n",
+ " with an executive summary, main sections, and conclusion.\"\"\",\n",
+ " agent=analyst_agent\n",
+ ")\n",
+ "\n",
+ "# Execute the crew\n",
+ "crew = Crew(\n",
+ " agents=[research_agent,analyst_agent],\n",
+ " tasks=[research_task,analysis_task],\n",
+ " verbose=True\n",
+ ")\n"
+ ],
+ "metadata": {
+ "id": "gulD7es5wYg0"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "inputs = {\n",
+ " 'company': 'Apple'\n",
+ " }\n",
+ "\n",
+ "result = crew.kickoff(inputs=inputs)"
+ ],
+ "metadata": {
+ "id": "7CXfoRjjwAB_"
+ },
+ "execution_count": null,
+ "outputs": []
+ },
+ {
+ "cell_type": "code",
+ "source": [
+ "print(result.raw)"
+ ],
+ "metadata": {
+ "id": "dwDRsHDUzWt6",
+ "collapsed": true
+ },
+ "execution_count": null,
+ "outputs": []
+ }
+ ]
+}
diff --git a/data/3_crew/debate/knowledge/user_preference.txt b/data/3_crew/debate/knowledge/user_preference.txt
new file mode 100644
index 0000000000000000000000000000000000000000..dd63a17bf3c8387a80dfcdc6cf274d5396501c85
--- /dev/null
+++ b/data/3_crew/debate/knowledge/user_preference.txt
@@ -0,0 +1,4 @@
+User name is John Doe.
+User is an AI Engineer.
+User is interested in AI Agents.
+User is based in San Francisco, California.
diff --git a/data/3_crew/debate/output/decide.md b/data/3_crew/debate/output/decide.md
new file mode 100644
index 0000000000000000000000000000000000000000..d9ec51991c739245dedb093c6e35261e6a3e6614
--- /dev/null
+++ b/data/3_crew/debate/output/decide.md
@@ -0,0 +1,13 @@
+After reviewing the arguments presented by both sides in the debate over whether there needs to be strict laws to regulate large language models (LLMs), I am compelled to side with the affirmative. The arguments in favor of regulation are more convincing due to the urgent necessity to address various risks posed by LLMs, including the spread of misinformation, privacy concerns, economic implications, and the need for a secure research environment.
+
+The affirmative side emphasizes the potential dangers of LLMs becoming a channel for misinformation, which could disrupt public discourse and decision-making. They rightly point out that without robust regulations, these models could inadvertently cause significant harm. This concern is heightened by the real-world consequences of false information, which has been evidenced in multiple scenarios globally.
+
+The emphasis on ethical considerations related to privacy and data security is also a crucial argument for the need for strict regulations. Given that LLMs often rely on vast and varied datasets, some of which may contain sensitive information, it is essential to have strict laws that protect individual privacy rights. This not only safeguards users but also helps establish trust in the technology sector, which is vital for its sustained growth and acceptance in society.
+
+Moreover, the acknowledgment of the economic implications, such as potential job displacement, further strengthens the call for regulation. By implementing guidelines, we can ensure that the deployment of LLMs will not disproportionately impact the workforce while promoting responsible innovation and equitable sharing of the benefits.
+
+On the other hand, the counterarguments against strict laws present valid concerns about potential stifling of innovation and inequitable access to technology. However, these risks can be managed and addressed through a framework of regulations that are thoughtfully designed to safeguard progress while ensuring ethical practices. The notion that self-regulation among industry players could sufficiently prevent harm overlooks the fact that idealistic voluntary guidelines may not be adhered to uniformly, and history has shown that without external accountability, negative outcomes can certainly arise.
+
+Furthermore, the potential for unintended consequences such as censorship is a legitimate concern, yet this argument fails to adequately weigh against the tangible threats posed by unregulated LLMs. Preparing a framework for regulations does not necessarily mean imposing harsh restrictions that limit creativity; rather, it can establish boundaries that safeguard against the most severe risks while fostering an environment of thoughtful innovation.
+
+In conclusion, the necessity for stringent laws regulating LLMs is abundantly clear when considering the potential risks to society, ethical practices, and economic stability. The affirmative arguments detail a comprehensive understanding of the landscape of LLMs and advocate for responsible governance that both empowers innovation and protects the well-being of individuals and communities. Thus, I believe the affirmative side presents a more convincing case for the motion that there needs to be strict laws to regulate LLMs.
\ No newline at end of file
diff --git a/data/3_crew/debate/output/oppose.md b/data/3_crew/debate/output/oppose.md
new file mode 100644
index 0000000000000000000000000000000000000000..9b11f5029f7c5c30c044e57d13f2ea19d2e97713
--- /dev/null
+++ b/data/3_crew/debate/output/oppose.md
@@ -0,0 +1,11 @@
+While the concerns surrounding large language models (LLMs) are valid, instating strict laws to regulate them poses significant risks that could stifle innovation, limit access, and perpetuate inequalities in technology.
+
+Firstly, strict regulations can hinder the rapid pace of technological advancement. Innovation thrives on flexibility and creativity; imposing stringent rules may lead to a stagnation in developing new models and applications. History has shown us that over-regulation can curb progress in burgeoning fields, reducing the potential benefits of LLMs for society.
+
+Secondly, such laws could result in inequitable access to these technologies. If regulations become burdensome, only well-resourced organizations will be able to comply, effectively sidelining startups and smaller entities that could introduce groundbreaking ideas or applications. This could create a technological divide, with a few players controlling LLM advancements while others are left behind.
+
+Moreover, many of the risks attributed to LLMs, such as misinformation or privacy breaches, could be more effectively addressed through self-regulation and industry standards rather than imposed legal restrictions. The tech community can collaborate to establish ethical guidelines that encourage responsible AI development while fostering a culture of accountability—a model that has succeeded in other areas like data security.
+
+Additionally, strict laws may result in unintended consequences, such as the potential for censorship and suppression of free expression. Limiting the capabilities of LLMs through law may pave the way for bias where only certain narratives are favored, silencing diverse voices and opinions.
+
+In conclusion, instead of strict laws, we should advocate for a balanced approach that encourages innovation while addressing potential risks through collaborative self-regulation and adaptive policies. Flexibility is key to harnessing the transformative potential of LLMs, ensuring that they emerge as tools for empowerment rather than vehicles of restriction.
\ No newline at end of file
diff --git a/data/3_crew/debate/output/propose.md b/data/3_crew/debate/output/propose.md
new file mode 100644
index 0000000000000000000000000000000000000000..65a421716a67b55a3089165d65498e0b24a228b4
--- /dev/null
+++ b/data/3_crew/debate/output/propose.md
@@ -0,0 +1,9 @@
+The motion for strict laws to regulate large language models (LLMs) is essential for several compelling reasons. Firstly, the proliferation of LLMs can lead to the spread of misinformation and harmful content. Without robust regulations, these models may inadvertently generate or amplify false information, which can significantly impact public discourse and decision-making.
+
+Secondly, LLMs can pose ethical concerns regarding privacy and data security. These models are trained on vast amounts of data, which may contain sensitive information. Strict laws can ensure that data usage complies with privacy standards, protecting individuals’ rights and fostering public trust in technology.
+
+Furthermore, there is the risk of economic implications, as LLMs could lead to job displacement in various sectors. Implementing regulations can help mitigate these effects by promoting responsible deployment and integration of AI in the workforce, ensuring that the benefits of LLMs are shared equitably.
+
+Lastly, establishing guidelines will foster a safer research and development environment. By setting clear boundaries on LLM capabilities and usage, we can encourage innovation while minimizing the risks associated with unchecked AI development.
+
+In conclusion, strict laws to regulate LLMs are not just a precaution— they are a necessary measure to safeguard society from potential harms, promote ethical practices, and ensure that advancements in AI benefit everyone.
\ No newline at end of file
diff --git a/data/3_crew/debate/pyproject.toml b/data/3_crew/debate/pyproject.toml
new file mode 100644
index 0000000000000000000000000000000000000000..6181978d86d2958c63942a98c491da1cb32809f5
--- /dev/null
+++ b/data/3_crew/debate/pyproject.toml
@@ -0,0 +1,23 @@
+[project]
+name = "debate"
+version = "0.1.0"
+description = "debate using crewAI"
+authors = [{ name = "Your Name", email = "you@example.com" }]
+requires-python = ">=3.10,<3.13"
+dependencies = [
+ "crewai[tools]>=0.108.0,<1.0.0"
+]
+
+[project.scripts]
+debate = "debate.main:run"
+run_crew = "debate.main:run"
+train = "debate.main:train"
+replay = "debate.main:replay"
+test = "debate.main:test"
+
+[build-system]
+requires = ["hatchling"]
+build-backend = "hatchling.build"
+
+[tool.crewai]
+type = "crew"
diff --git a/data/3_crew/debate/src/debate/__init__.py b/data/3_crew/debate/src/debate/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/data/3_crew/debate/src/debate/config/agents.yaml b/data/3_crew/debate/src/debate/config/agents.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..45ad4e571251abfd9576c0e19a53b0527a77aef4
--- /dev/null
+++ b/data/3_crew/debate/src/debate/config/agents.yaml
@@ -0,0 +1,21 @@
+debater:
+ role: >
+ A compelling debater
+ goal: >
+ Present a clear argument either in favor of or against the motion. The motion is: {motion}
+ backstory: >
+ You're an experienced debator with a knack for giving concise but convincing arguments.
+ The motion is: {motion}
+ llm: openai/gpt-4o-mini
+
+judge:
+ role: >
+ Decide the winner of the debate based on the arguments presented
+ goal: >
+ Given arguments for and against this motion: {motion}, decide which side is more convincing,
+ based purely on the arguments presented.
+ backstory: >
+ You are a fair judge with a reputation for weighing up arguments without factoring in
+ your own views, and making a decision based purely on the merits of the argument.
+ The motion is: {motion}
+ llm: anthropic/claude-3-7-sonnet-latest
\ No newline at end of file
diff --git a/data/3_crew/debate/src/debate/config/tasks.yaml b/data/3_crew/debate/src/debate/config/tasks.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..7cef3a2a312dfb3a861687fb49fb4d0ee733f088
--- /dev/null
+++ b/data/3_crew/debate/src/debate/config/tasks.yaml
@@ -0,0 +1,26 @@
+propose:
+ description: >
+ You are proposing the motion: {motion}.
+ Come up with a clear argument in favor of the motion.
+ Be very convincing.
+ expected_output: >
+ Your clear argument in favor of the motion, in a concise manner.
+ agent: debater
+ output_file: output/propose.md
+
+oppose:
+ description: >
+ You are in opposition to the motion: {motion}.
+ Come up with a clear argument against the motion.
+ Be very convincing.
+ expected_output: >
+ Your clear argument against the motion, in a concise manner.
+ agent: debater
+ output_file: output/oppose.md
+decide:
+ description: >
+ Review the arguments presented by the debaters and decide which side is more convincing.
+ expected_output: >
+ Your decision on which side is more convincing, and why.
+ agent: judge
+ output_file: output/decide.md
\ No newline at end of file
diff --git a/data/3_crew/debate/src/debate/crew.py b/data/3_crew/debate/src/debate/crew.py
new file mode 100644
index 0000000000000000000000000000000000000000..6cbb35608fbb80a9311b09481f7565ec2bb5f877
--- /dev/null
+++ b/data/3_crew/debate/src/debate/crew.py
@@ -0,0 +1,55 @@
+from crewai import Agent, Crew, Process, Task
+from crewai.project import CrewBase, agent, crew, task
+
+
+@CrewBase
+class Debate():
+ """Debate crew"""
+
+
+ agents_config = 'config/agents.yaml'
+ tasks_config = 'config/tasks.yaml'
+
+ @agent
+ def debater(self) -> Agent:
+ return Agent(
+ config=self.agents_config['debater'],
+ verbose=True
+ )
+
+ @agent
+ def judge(self) -> Agent:
+ return Agent(
+ config=self.agents_config['judge'],
+ verbose=True
+ )
+
+ @task
+ def propose(self) -> Task:
+ return Task(
+ config=self.tasks_config['propose'],
+ )
+
+ @task
+ def oppose(self) -> Task:
+ return Task(
+ config=self.tasks_config['oppose'],
+ )
+
+ @task
+ def decide(self) -> Task:
+ return Task(
+ config=self.tasks_config['decide'],
+ )
+
+
+ @crew
+ def crew(self) -> Crew:
+ """Creates the Debate crew"""
+
+ return Crew(
+ agents=self.agents, # Automatically created by the @agent decorator
+ tasks=self.tasks, # Automatically created by the @task decorator
+ process=Process.sequential,
+ verbose=True,
+ )
diff --git a/data/3_crew/debate/src/debate/main.py b/data/3_crew/debate/src/debate/main.py
new file mode 100644
index 0000000000000000000000000000000000000000..c7ac512d8cf41635fcfaf252dced86291c32bea2
--- /dev/null
+++ b/data/3_crew/debate/src/debate/main.py
@@ -0,0 +1,28 @@
+#!/usr/bin/env python
+import sys
+import warnings
+
+from datetime import datetime
+
+from debate.crew import Debate
+
+warnings.filterwarnings("ignore", category=SyntaxWarning, module="pysbd")
+
+# This main file is intended to be a way for you to run your
+# crew locally, so refrain from adding unnecessary logic into this file.
+# Replace with inputs you want to test with, it will automatically
+# interpolate any tasks and agents information
+
+def run():
+ """
+ Run the crew.
+ """
+ inputs = {
+ 'motion': 'There needs to be strict laws to regulate LLMs',
+ }
+
+ try:
+ result = Debate().crew().kickoff(inputs=inputs)
+ print(result.raw)
+ except Exception as e:
+ raise Exception(f"An error occurred while running the crew: {e}")
diff --git a/data/3_crew/debate/src/debate/tools/__init__.py b/data/3_crew/debate/src/debate/tools/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/data/3_crew/debate/src/debate/tools/custom_tool.py b/data/3_crew/debate/src/debate/tools/custom_tool.py
new file mode 100644
index 0000000000000000000000000000000000000000..154beae8e0d0b0a2ceb4f480d1db08dfcfad7afb
--- /dev/null
+++ b/data/3_crew/debate/src/debate/tools/custom_tool.py
@@ -0,0 +1,19 @@
+from crewai.tools import BaseTool
+from typing import Type
+from pydantic import BaseModel, Field
+
+
+class MyCustomToolInput(BaseModel):
+ """Input schema for MyCustomTool."""
+ argument: str = Field(..., description="Description of the argument.")
+
+class MyCustomTool(BaseTool):
+ name: str = "Name of my tool"
+ description: str = (
+ "Clear description for what this tool is useful for, your agent will need this information to use it."
+ )
+ args_schema: Type[BaseModel] = MyCustomToolInput
+
+ def _run(self, argument: str) -> str:
+ # Implementation goes here
+ return "this is an example of a tool output, ignore it and move along."
diff --git a/data/3_crew/debate/uv.lock b/data/3_crew/debate/uv.lock
new file mode 100644
index 0000000000000000000000000000000000000000..40074b0b2bcc75b10fb16a2f93c7c6911dc090ea
--- /dev/null
+++ b/data/3_crew/debate/uv.lock
@@ -0,0 +1,3935 @@
+version = 1
+revision = 1
+requires-python = ">=3.10, <3.13"
+resolution-markers = [
+ "python_full_version >= '3.12.4'",
+ "python_full_version >= '3.12' and python_full_version < '3.12.4'",
+ "python_full_version == '3.11.*'",
+ "python_full_version < '3.11'",
+]
+
+[[package]]
+name = "aiohappyeyeballs"
+version = "2.6.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/26/30/f84a107a9c4331c14b2b586036f40965c128aa4fee4dda5d3d51cb14ad54/aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558", size = 22760 }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/0f/15/5bf3b99495fb160b63f95972b81750f18f7f4e02ad051373b669d17d44f2/aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8", size = 15265 },
+]
+
+[[package]]
+name = "aiohttp"
+version = "3.11.16"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+ { name = "aiohappyeyeballs" },
+ { name = "aiosignal" },
+ { name = "async-timeout", marker = "python_full_version < '3.11'" },
+ { name = "attrs" },
+ { name = "frozenlist" },
+ { name = "multidict" },
+ { name = "propcache" },
+ { name = "yarl" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/f1/d9/1c4721d143e14af753f2bf5e3b681883e1f24b592c0482df6fa6e33597fa/aiohttp-3.11.16.tar.gz", hash = "sha256:16f8a2c9538c14a557b4d309ed4d0a7c60f0253e8ed7b6c9a2859a7582f8b1b8", size = 7676826 }
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diff --git a/data/3_crew/engineering_team/example_output_4o/accounts.py b/data/3_crew/engineering_team/example_output_4o/accounts.py
new file mode 100644
index 0000000000000000000000000000000000000000..e7d54e1ae824eb1b4beb90107c56fdfc93c0dcc3
--- /dev/null
+++ b/data/3_crew/engineering_team/example_output_4o/accounts.py
@@ -0,0 +1,243 @@
+def get_share_price(symbol):
+ """Test implementation that returns fixed prices for AAPL, TSLA, GOOGL"""
+ prices = {
+ 'AAPL': 150.0,
+ 'TSLA': 800.0,
+ 'GOOGL': 2500.0
+ }
+ return prices.get(symbol, 0.0)
+
+class Account:
+ def __init__(self, account_id: str):
+ """
+ Initializes a new account with a unique account_id.
+
+ Args:
+ account_id: A unique identifier for the account
+ """
+ self.account_id = account_id
+ self.balance = 0.0
+ self.holdings = {} # Symbol -> Quantity
+ self.transactions = []
+ self.initial_deposit = 0.0
+
+ def deposit(self, amount: float) -> bool:
+ """
+ Adds funds to the user's account.
+
+ Args:
+ amount: The amount to deposit
+
+ Returns:
+ True if successful, False for invalid operations
+ """
+ if amount <= 0:
+ return False
+
+ self.balance += amount
+
+ # If this is the first deposit, set it as initial deposit
+ if not self.transactions:
+ self.initial_deposit = amount
+
+ # Record the transaction
+ self.transactions.append({
+ 'type': 'deposit',
+ 'amount': amount,
+ 'balance': self.balance
+ })
+
+ return True
+
+ def withdraw(self, amount: float) -> bool:
+ """
+ Withdraws funds from the user's account.
+
+ Args:
+ amount: The amount to withdraw
+
+ Returns:
+ True if successful, False otherwise
+ """
+ if not self.can_withdraw(amount):
+ return False
+
+ self.balance -= amount
+
+ # Record the transaction
+ self.transactions.append({
+ 'type': 'withdraw',
+ 'amount': amount,
+ 'balance': self.balance
+ })
+
+ return True
+
+ def buy_shares(self, symbol: str, quantity: int, get_share_price: callable) -> bool:
+ """
+ Buys shares of the given symbol.
+
+ Args:
+ symbol: The stock symbol
+ quantity: The number of shares to buy
+ get_share_price: Function to get the current price of a share
+
+ Returns:
+ True if successful, False otherwise
+ """
+ if not self.can_buy_shares(symbol, quantity, get_share_price):
+ return False
+
+ price = get_share_price(symbol)
+ cost = price * quantity
+
+ self.balance -= cost
+
+ # Update holdings
+ if symbol in self.holdings:
+ self.holdings[symbol] += quantity
+ else:
+ self.holdings[symbol] = quantity
+
+ # Record the transaction
+ self.transactions.append({
+ 'type': 'buy',
+ 'symbol': symbol,
+ 'quantity': quantity,
+ 'price': price,
+ 'total': cost,
+ 'balance': self.balance
+ })
+
+ return True
+
+ def sell_shares(self, symbol: str, quantity: int, get_share_price: callable) -> bool:
+ """
+ Sells shares of the given symbol.
+
+ Args:
+ symbol: The stock symbol
+ quantity: The number of shares to sell
+ get_share_price: Function to get the current price of a share
+
+ Returns:
+ True if successful, False otherwise
+ """
+ if not self.can_sell_shares(symbol, quantity):
+ return False
+
+ price = get_share_price(symbol)
+ revenue = price * quantity
+
+ self.balance += revenue
+
+ # Update holdings
+ self.holdings[symbol] -= quantity
+ if self.holdings[symbol] == 0:
+ del self.holdings[symbol]
+
+ # Record the transaction
+ self.transactions.append({
+ 'type': 'sell',
+ 'symbol': symbol,
+ 'quantity': quantity,
+ 'price': price,
+ 'total': revenue,
+ 'balance': self.balance
+ })
+
+ return True
+
+ def get_portfolio_value(self, get_share_price: callable) -> float:
+ """
+ Calculates the total current value of the user's portfolio.
+
+ Args:
+ get_share_price: Function to get the current price of a share
+
+ Returns:
+ The total portfolio value
+ """
+ value = 0.0
+ for symbol, quantity in self.holdings.items():
+ price = get_share_price(symbol)
+ value += price * quantity
+
+ return value
+
+ def get_profit_or_loss(self, get_share_price: callable) -> float:
+ """
+ Calculates the user's profit or loss from their initial deposit.
+
+ Args:
+ get_share_price: Function to get the current price of a share
+
+ Returns:
+ The profit or loss amount
+ """
+ current_total = self.balance + self.get_portfolio_value(get_share_price)
+ return current_total - self.initial_deposit
+
+ def get_holdings(self) -> dict:
+ """
+ Returns the user's current share holdings.
+
+ Returns:
+ A dictionary of symbol -> quantity
+ """
+ return self.holdings.copy()
+
+ def get_transactions(self) -> list:
+ """
+ Returns a list of all transactions the user has made.
+
+ Returns:
+ A list of transaction dictionaries
+ """
+ return self.transactions.copy()
+
+ def can_withdraw(self, amount: float) -> bool:
+ """
+ Checks if the user can withdraw the specified amount.
+
+ Args:
+ amount: The amount to check
+
+ Returns:
+ True if the withdrawal is possible, False otherwise
+ """
+ return amount > 0 and self.balance >= amount
+
+ def can_buy_shares(self, symbol: str, quantity: int, get_share_price: callable) -> bool:
+ """
+ Checks if the user can afford to buy the specified shares.
+
+ Args:
+ symbol: The stock symbol
+ quantity: The number of shares to check
+ get_share_price: Function to get the current price of a share
+
+ Returns:
+ True if the purchase is possible, False otherwise
+ """
+ if quantity <= 0:
+ return False
+
+ price = get_share_price(symbol)
+ return price > 0 and self.balance >= price * quantity
+
+ def can_sell_shares(self, symbol: str, quantity: int) -> bool:
+ """
+ Checks if the user owns enough shares to sell.
+
+ Args:
+ symbol: The stock symbol
+ quantity: The number of shares to check
+
+ Returns:
+ True if the sale is possible, False otherwise
+ """
+ if quantity <= 0:
+ return False
+
+ return symbol in self.holdings and self.holdings[symbol] >= quantity
\ No newline at end of file
diff --git a/data/3_crew/engineering_team/example_output_4o/accounts.py_design.md b/data/3_crew/engineering_team/example_output_4o/accounts.py_design.md
new file mode 100644
index 0000000000000000000000000000000000000000..bfd6abdd9795432a37a1b3d38753c055a0152e1a
--- /dev/null
+++ b/data/3_crew/engineering_team/example_output_4o/accounts.py_design.md
@@ -0,0 +1,74 @@
+```markdown
+# Python Module: accounts.py
+
+## Class: Account
+
+The `Account` class is responsible for managing all user account operations including fund management, trading transactions, and reporting.
+
+### `__init__(self, account_id: str)`
+
+- Initializes a new account with a unique `account_id`.
+- Initializes attributes for balance, portfolio holdings, transaction history, and initial deposit.
+
+### `deposit(self, amount: float) -> bool`
+
+- Adds funds to the user's account.
+- Returns `True` if successful, `False` for invalid operations (like depositing a negative amount).
+
+### `withdraw(self, amount: float) -> bool`
+
+- Withdraws funds from the user's account.
+- Ensures the operation doesn't result in a negative balance.
+- Returns `True` if successful, `False` otherwise.
+
+### `buy_shares(self, symbol: str, quantity: int, get_share_price: callable) -> bool`
+
+- Buys shares of the given `symbol` at the current price returned by `get_share_price(symbol)`.
+- Updates the portfolio holdings and updates the transaction history.
+- Ensures the user has enough balance to make the purchase.
+- Returns `True` if successful, `False` otherwise.
+
+### `sell_shares(self, symbol: str, quantity: int, get_share_price: callable) -> bool`
+
+- Sells shares of the given `symbol`.
+- Updates the portfolio holdings and updates the transaction history.
+- Ensures the user has enough shares to sell.
+- Returns `True` if successful, `False` otherwise.
+
+### `get_portfolio_value(self, get_share_price: callable) -> float`
+
+- Calculates the total current value of the user's portfolio using the latest prices from `get_share_price`.
+- Returns the calculated value.
+
+### `get_profit_or_loss(self, get_share_price: callable) -> float`
+
+- Calculates the user's profit or loss from their initial deposit.
+- Considers current portfolio value and current balance.
+- Returns the profit or loss amount.
+
+### `get_holdings(self) -> dict`
+
+- Returns a dictionary representing the user's current share holdings with share symbols and corresponding quantities.
+
+### `get_transactions(self) -> list`
+
+- Returns a list of all transactions the user has made over time.
+- Transactions include deposits, withdrawals, buy, and sell orders.
+
+### `can_withdraw(self, amount: float) -> bool`
+
+- Checks if the user can withdraw the specified amount without resulting in a negative balance.
+- Used internally for validation in `withdraw`.
+
+### `can_buy_shares(self, symbol: str, quantity: int, get_share_price: callable) -> bool`
+
+- Checks if the user can afford to buy the specified quantity of shares at the current price.
+- Used internally for validation in `buy_shares`.
+
+### `can_sell_shares(self, symbol: str, quantity: int) -> bool`
+
+- Checks if the user owns enough shares to sell the specified quantity.
+- Used internally for validation in `sell_shares`.
+
+This design encapsulates all functionality needed for an account management system within a trading simulation platform. Each method is responsible for a distinct operation aligning with the given requirements. The class ensures data integrity and follows access controls to prevent invalid transactions.
+```
\ No newline at end of file
diff --git a/data/3_crew/engineering_team/example_output_4o/app.py b/data/3_crew/engineering_team/example_output_4o/app.py
new file mode 100644
index 0000000000000000000000000000000000000000..e00184aab18c723e62857c285065d4ba6dea5fc7
--- /dev/null
+++ b/data/3_crew/engineering_team/example_output_4o/app.py
@@ -0,0 +1,159 @@
+import gradio as gr
+from accounts import Account, get_share_price
+
+# Initialize an account
+account = Account("user1")
+
+def create_account(deposit_amount):
+ """Create an account with an initial deposit"""
+ if account.deposit(float(deposit_amount)):
+ return f"Account created with ID: {account.account_id}. Initial deposit: ${deposit_amount}"
+ else:
+ return "Failed to create account. Deposit amount must be positive."
+
+def deposit_funds(amount):
+ """Deposit funds into the account"""
+ if account.deposit(float(amount)):
+ return f"Successfully deposited ${amount}. New balance: ${account.balance:.2f}"
+ else:
+ return "Failed to deposit. Amount must be positive."
+
+def withdraw_funds(amount):
+ """Withdraw funds from the account"""
+ if account.withdraw(float(amount)):
+ return f"Successfully withdrew ${amount}. New balance: ${account.balance:.2f}"
+ else:
+ return "Failed to withdraw. Insufficient funds or invalid amount."
+
+def buy_stock(symbol, quantity):
+ """Buy shares of a stock"""
+ try:
+ quantity = int(quantity)
+ if account.buy_shares(symbol, quantity, get_share_price):
+ return f"Successfully bought {quantity} shares of {symbol} at ${get_share_price(symbol):.2f} per share. New balance: ${account.balance:.2f}"
+ else:
+ return "Failed to buy shares. Insufficient funds or invalid quantity."
+ except ValueError:
+ return "Quantity must be a valid integer."
+
+def sell_stock(symbol, quantity):
+ """Sell shares of a stock"""
+ try:
+ quantity = int(quantity)
+ if account.sell_shares(symbol, quantity, get_share_price):
+ return f"Successfully sold {quantity} shares of {symbol} at ${get_share_price(symbol):.2f} per share. New balance: ${account.balance:.2f}"
+ else:
+ return "Failed to sell shares. Insufficient shares or invalid quantity."
+ except ValueError:
+ return "Quantity must be a valid integer."
+
+def get_portfolio():
+ """Get the current portfolio holdings and value"""
+ holdings = account.get_holdings()
+ if not holdings:
+ return "You don't own any shares yet."
+
+ result = "Current Portfolio:\n"
+ total_value = 0
+
+ for symbol, quantity in holdings.items():
+ price = get_share_price(symbol)
+ value = price * quantity
+ total_value += value
+ result += f"{symbol}: {quantity} shares at ${price:.2f} each = ${value:.2f}\n"
+
+ result += f"\nTotal Portfolio Value: ${total_value:.2f}"
+ result += f"\nCash Balance: ${account.balance:.2f}"
+ result += f"\nTotal Account Value: ${(total_value + account.balance):.2f}"
+
+ profit_loss = account.get_profit_or_loss(get_share_price)
+ if profit_loss > 0:
+ result += f"\nProfit: ${profit_loss:.2f}"
+ else:
+ result += f"\nLoss: ${-profit_loss:.2f}"
+
+ return result
+
+def list_transactions():
+ """List all transactions made by the user"""
+ transactions = account.get_transactions()
+ if not transactions:
+ return "No transactions yet."
+
+ result = "Transaction History:\n"
+ for idx, tx in enumerate(transactions, 1):
+ if tx['type'] == 'deposit':
+ result += f"{idx}. Deposit: ${tx['amount']:.2f}, Balance: ${tx['balance']:.2f}\n"
+ elif tx['type'] == 'withdraw':
+ result += f"{idx}. Withdraw: ${tx['amount']:.2f}, Balance: ${tx['balance']:.2f}\n"
+ elif tx['type'] == 'buy':
+ result += f"{idx}. Buy: {tx['quantity']} {tx['symbol']} at ${tx['price']:.2f}, Total: ${tx['total']:.2f}, Balance: ${tx['balance']:.2f}\n"
+ elif tx['type'] == 'sell':
+ result += f"{idx}. Sell: {tx['quantity']} {tx['symbol']} at ${tx['price']:.2f}, Total: ${tx['total']:.2f}, Balance: ${tx['balance']:.2f}\n"
+
+ return result
+
+def check_price(symbol):
+ """Check the current price of a stock"""
+ price = get_share_price(symbol)
+ if price > 0:
+ return f"Current price of {symbol}: ${price:.2f}"
+ else:
+ return f"Stock {symbol} not found. Available stocks: AAPL, TSLA, GOOGL"
+
+# Create the Gradio interface
+with gr.Blocks(title="Trading Simulation Platform") as demo:
+ gr.Markdown("# Trading Simulation Platform")
+
+ with gr.Tab("Create Account"):
+ with gr.Row():
+ deposit_input = gr.Number(label="Initial Deposit Amount ($)", value=1000)
+ create_btn = gr.Button("Create Account")
+ create_output = gr.Textbox(label="Result")
+ create_btn.click(create_account, inputs=[deposit_input], outputs=[create_output])
+
+ with gr.Tab("Deposit/Withdraw"):
+ with gr.Row():
+ with gr.Column():
+ deposit_amount = gr.Number(label="Deposit Amount ($)")
+ deposit_btn = gr.Button("Deposit")
+ with gr.Column():
+ withdraw_amount = gr.Number(label="Withdraw Amount ($)")
+ withdraw_btn = gr.Button("Withdraw")
+ fund_output = gr.Textbox(label="Result")
+ deposit_btn.click(deposit_funds, inputs=[deposit_amount], outputs=[fund_output])
+ withdraw_btn.click(withdraw_funds, inputs=[withdraw_amount], outputs=[fund_output])
+
+ with gr.Tab("Trade Stocks"):
+ with gr.Row():
+ with gr.Column():
+ buy_symbol = gr.Dropdown(label="Symbol", choices=["AAPL", "TSLA", "GOOGL"])
+ buy_quantity = gr.Number(label="Quantity", precision=0)
+ buy_btn = gr.Button("Buy Shares")
+ with gr.Column():
+ sell_symbol = gr.Dropdown(label="Symbol", choices=["AAPL", "TSLA", "GOOGL"])
+ sell_quantity = gr.Number(label="Quantity", precision=0)
+ sell_btn = gr.Button("Sell Shares")
+ trade_output = gr.Textbox(label="Result")
+ buy_btn.click(buy_stock, inputs=[buy_symbol, buy_quantity], outputs=[trade_output])
+ sell_btn.click(sell_stock, inputs=[sell_symbol, sell_quantity], outputs=[trade_output])
+
+ with gr.Tab("Check Stock Price"):
+ with gr.Row():
+ price_symbol = gr.Dropdown(label="Symbol", choices=["AAPL", "TSLA", "GOOGL"])
+ price_btn = gr.Button("Check Price")
+ price_output = gr.Textbox(label="Result")
+ price_btn.click(check_price, inputs=[price_symbol], outputs=[price_output])
+
+ with gr.Tab("Portfolio"):
+ portfolio_btn = gr.Button("View Portfolio")
+ portfolio_output = gr.Textbox(label="Portfolio Details")
+ portfolio_btn.click(get_portfolio, inputs=[], outputs=[portfolio_output])
+
+ with gr.Tab("Transaction History"):
+ transaction_btn = gr.Button("View Transactions")
+ transaction_output = gr.Textbox(label="Transaction History")
+ transaction_btn.click(list_transactions, inputs=[], outputs=[transaction_output])
+
+if __name__ == "__main__":
+ demo.launch()
\ No newline at end of file
diff --git a/data/3_crew/engineering_team/example_output_4o/test_accounts.py b/data/3_crew/engineering_team/example_output_4o/test_accounts.py
new file mode 100644
index 0000000000000000000000000000000000000000..1fcc58a93f8638b4a6cbfb32cd4ce50d3f2d0cb8
--- /dev/null
+++ b/data/3_crew/engineering_team/example_output_4o/test_accounts.py
@@ -0,0 +1,314 @@
+import unittest
+from unittest.mock import Mock, patch
+
+class TestGetSharePrice(unittest.TestCase):
+ """Tests for the get_share_price function"""
+
+ def test_known_symbols(self):
+ """Test that known symbols return the expected prices"""
+ from accounts import get_share_price
+
+ self.assertEqual(get_share_price('AAPL'), 150.0)
+ self.assertEqual(get_share_price('TSLA'), 800.0)
+ self.assertEqual(get_share_price('GOOGL'), 2500.0)
+
+ def test_unknown_symbol(self):
+ """Test that unknown symbols return 0.0"""
+ from accounts import get_share_price
+
+ self.assertEqual(get_share_price('UNKNOWN'), 0.0)
+
+
+class TestAccount(unittest.TestCase):
+ """Tests for the Account class"""
+
+ def setUp(self):
+ """Set up a test account before each test"""
+ from accounts import Account
+ self.account = Account('test123')
+
+ def test_init(self):
+ """Test account initialization"""
+ self.assertEqual(self.account.account_id, 'test123')
+ self.assertEqual(self.account.balance, 0.0)
+ self.assertEqual(self.account.holdings, {})
+ self.assertEqual(self.account.transactions, [])
+ self.assertEqual(self.account.initial_deposit, 0.0)
+
+ def test_deposit_valid(self):
+ """Test valid deposit"""
+ result = self.account.deposit(1000.0)
+ self.assertTrue(result)
+ self.assertEqual(self.account.balance, 1000.0)
+ self.assertEqual(self.account.initial_deposit, 1000.0)
+ self.assertEqual(len(self.account.transactions), 1)
+ self.assertEqual(self.account.transactions[0]['type'], 'deposit')
+ self.assertEqual(self.account.transactions[0]['amount'], 1000.0)
+
+ # Add another deposit
+ result = self.account.deposit(500.0)
+ self.assertTrue(result)
+ self.assertEqual(self.account.balance, 1500.0)
+ # Initial deposit should still be the first deposit
+ self.assertEqual(self.account.initial_deposit, 1000.0)
+ self.assertEqual(len(self.account.transactions), 2)
+
+ def test_deposit_invalid(self):
+ """Test invalid deposits (zero or negative amounts)"""
+ result = self.account.deposit(0.0)
+ self.assertFalse(result)
+ self.assertEqual(self.account.balance, 0.0)
+ self.assertEqual(len(self.account.transactions), 0)
+
+ result = self.account.deposit(-100.0)
+ self.assertFalse(result)
+ self.assertEqual(self.account.balance, 0.0)
+ self.assertEqual(len(self.account.transactions), 0)
+
+ def test_withdraw_valid(self):
+ """Test valid withdrawal"""
+ self.account.deposit(1000.0)
+ result = self.account.withdraw(500.0)
+ self.assertTrue(result)
+ self.assertEqual(self.account.balance, 500.0)
+ self.assertEqual(len(self.account.transactions), 2)
+ self.assertEqual(self.account.transactions[1]['type'], 'withdraw')
+ self.assertEqual(self.account.transactions[1]['amount'], 500.0)
+
+ def test_withdraw_insufficient_funds(self):
+ """Test withdrawal with insufficient funds"""
+ self.account.deposit(100.0)
+ result = self.account.withdraw(200.0)
+ self.assertFalse(result)
+ self.assertEqual(self.account.balance, 100.0)
+ self.assertEqual(len(self.account.transactions), 1) # Only the deposit transaction
+
+ def test_withdraw_negative_amount(self):
+ """Test withdrawal with negative amount"""
+ self.account.deposit(100.0)
+ result = self.account.withdraw(-50.0)
+ self.assertFalse(result)
+ self.assertEqual(self.account.balance, 100.0)
+ self.assertEqual(len(self.account.transactions), 1) # Only the deposit transaction
+
+ def test_buy_shares_valid(self):
+ """Test buying shares with sufficient funds"""
+ from accounts import get_share_price
+
+ self.account.deposit(1000.0)
+ result = self.account.buy_shares('AAPL', 5, get_share_price)
+ self.assertTrue(result)
+ self.assertEqual(self.account.balance, 250.0) # 1000 - (5 * 150)
+ self.assertEqual(self.account.holdings['AAPL'], 5)
+ self.assertEqual(len(self.account.transactions), 2)
+ self.assertEqual(self.account.transactions[1]['type'], 'buy')
+ self.assertEqual(self.account.transactions[1]['symbol'], 'AAPL')
+ self.assertEqual(self.account.transactions[1]['quantity'], 5)
+
+ # Buy more of the same stock
+ result = self.account.buy_shares('AAPL', 1, get_share_price)
+ self.assertTrue(result)
+ self.assertEqual(self.account.balance, 100.0) # 250 - (1 * 150)
+ self.assertEqual(self.account.holdings['AAPL'], 6)
+
+ def test_buy_shares_insufficient_funds(self):
+ """Test buying shares with insufficient funds"""
+ from accounts import get_share_price
+
+ self.account.deposit(100.0)
+ result = self.account.buy_shares('AAPL', 5, get_share_price) # Costs 750.0
+ self.assertFalse(result)
+ self.assertEqual(self.account.balance, 100.0)
+ self.assertEqual(self.account.holdings, {})
+ self.assertEqual(len(self.account.transactions), 1) # Only the deposit transaction
+
+ def test_buy_shares_invalid_quantity(self):
+ """Test buying shares with invalid quantity"""
+ from accounts import get_share_price
+
+ self.account.deposit(1000.0)
+ result = self.account.buy_shares('AAPL', 0, get_share_price)
+ self.assertFalse(result)
+ self.assertEqual(self.account.balance, 1000.0)
+ self.assertEqual(self.account.holdings, {})
+
+ result = self.account.buy_shares('AAPL', -5, get_share_price)
+ self.assertFalse(result)
+ self.assertEqual(self.account.balance, 1000.0)
+ self.assertEqual(self.account.holdings, {})
+
+ def test_sell_shares_valid(self):
+ """Test selling shares that the user owns"""
+ from accounts import get_share_price
+
+ self.account.deposit(1000.0)
+ self.account.buy_shares('AAPL', 5, get_share_price)
+ result = self.account.sell_shares('AAPL', 2, get_share_price)
+ self.assertTrue(result)
+ self.assertEqual(self.account.balance, 550.0) # 250 + (2 * 150)
+ self.assertEqual(self.account.holdings['AAPL'], 3)
+ self.assertEqual(len(self.account.transactions), 3)
+ self.assertEqual(self.account.transactions[2]['type'], 'sell')
+
+ # Sell remaining shares
+ result = self.account.sell_shares('AAPL', 3, get_share_price)
+ self.assertTrue(result)
+ self.assertEqual(self.account.balance, 1000.0) # 550 + (3 * 150)
+ self.assertNotIn('AAPL', self.account.holdings) # All shares sold
+
+ def test_sell_shares_insufficient_shares(self):
+ """Test selling more shares than the user owns"""
+ from accounts import get_share_price
+
+ self.account.deposit(1000.0)
+ self.account.buy_shares('AAPL', 5, get_share_price)
+ result = self.account.sell_shares('AAPL', 10, get_share_price)
+ self.assertFalse(result)
+ self.assertEqual(self.account.balance, 250.0) # Unchanged
+ self.assertEqual(self.account.holdings['AAPL'], 5) # Unchanged
+
+ def test_sell_shares_invalid_quantity(self):
+ """Test selling an invalid quantity of shares"""
+ from accounts import get_share_price
+
+ self.account.deposit(1000.0)
+ self.account.buy_shares('AAPL', 5, get_share_price)
+ result = self.account.sell_shares('AAPL', 0, get_share_price)
+ self.assertFalse(result)
+ self.assertEqual(self.account.holdings['AAPL'], 5) # Unchanged
+
+ result = self.account.sell_shares('AAPL', -2, get_share_price)
+ self.assertFalse(result)
+ self.assertEqual(self.account.holdings['AAPL'], 5) # Unchanged
+
+ def test_get_portfolio_value(self):
+ """Test getting the portfolio value"""
+ from accounts import get_share_price, Account
+
+ # Create a real account with holdings
+ account = Account('test')
+ account.holdings = {'AAPL': 5, 'TSLA': 2}
+
+ # Calculate expected value: (5 * 150) + (2 * 800) = 750 + 1600 = 2350
+ expected_value = 2350.0
+ actual_value = account.get_portfolio_value(get_share_price)
+
+ self.assertEqual(actual_value, expected_value)
+
+ def test_get_profit_or_loss(self):
+ """Test calculating profit or loss"""
+ from accounts import Account, get_share_price
+
+ account = Account('test')
+ account.deposit(1000.0) # Initial deposit
+
+ # No stocks, no profit/loss yet
+ self.assertEqual(account.get_profit_or_loss(get_share_price), 0.0)
+
+ # Buy some stocks
+ account.buy_shares('AAPL', 5, get_share_price) # Costs 750
+
+ # Current state: 250 balance + (5 * 150) in stocks = 1000, so profit/loss is 0
+ self.assertEqual(account.get_profit_or_loss(get_share_price), 0.0)
+
+ # Simulate price change by using a custom price function
+ def higher_prices(symbol):
+ prices = {
+ 'AAPL': 200.0, # Increased from 150
+ 'TSLA': 800.0,
+ 'GOOGL': 2500.0
+ }
+ return prices.get(symbol, 0.0)
+
+ # With higher prices: 250 balance + (5 * 200) in stocks = 1250, so profit is 250
+ self.assertEqual(account.get_profit_or_loss(higher_prices), 250.0)
+
+ def test_get_holdings(self):
+ """Test getting a copy of the user's holdings"""
+ from accounts import Account, get_share_price
+
+ account = Account('test')
+ account.deposit(1000.0)
+ account.buy_shares('AAPL', 5, get_share_price)
+
+ holdings = account.get_holdings()
+ self.assertEqual(holdings, {'AAPL': 5})
+
+ # Verify it's a copy by modifying the returned dict
+ holdings['AAPL'] = 10
+ self.assertEqual(account.holdings['AAPL'], 5) # Original unchanged
+
+ def test_get_transactions(self):
+ """Test getting a copy of the user's transactions"""
+ from accounts import Account, get_share_price
+
+ account = Account('test')
+ account.deposit(1000.0)
+ account.buy_shares('AAPL', 5, get_share_price)
+
+ transactions = account.get_transactions()
+ self.assertEqual(len(transactions), 2)
+
+ # Verify it's a copy by modifying the returned list
+ transactions.append({'fake': 'transaction'})
+ self.assertEqual(len(account.transactions), 2) # Original unchanged
+
+ def test_can_withdraw(self):
+ """Test the can_withdraw check method"""
+ from accounts import Account
+
+ account = Account('test')
+ account.deposit(100.0)
+
+ self.assertTrue(account.can_withdraw(50.0))
+ self.assertTrue(account.can_withdraw(100.0))
+ self.assertFalse(account.can_withdraw(150.0))
+ self.assertFalse(account.can_withdraw(0.0))
+ self.assertFalse(account.can_withdraw(-50.0))
+
+ def test_can_buy_shares(self):
+ """Test the can_buy_shares check method"""
+ from accounts import Account, get_share_price
+
+ account = Account('test')
+ account.deposit(1000.0)
+
+ # Can buy shares with sufficient funds
+ self.assertTrue(account.can_buy_shares('AAPL', 6, get_share_price)) # 6 * 150 = 900
+ self.assertTrue(account.can_buy_shares('AAPL', 6.5, get_share_price)) # 6.5 * 150 = 975
+
+ # Cannot buy shares with insufficient funds
+ self.assertFalse(account.can_buy_shares('AAPL', 7, get_share_price)) # 7 * 150 = 1050
+
+ # Cannot buy invalid quantities
+ self.assertFalse(account.can_buy_shares('AAPL', 0, get_share_price))
+ self.assertFalse(account.can_buy_shares('AAPL', -5, get_share_price))
+
+ # Cannot buy shares with 0 price
+ self.assertFalse(account.can_buy_shares('UNKNOWN', 5, get_share_price))
+
+ def test_can_sell_shares(self):
+ """Test the can_sell_shares check method"""
+ from accounts import Account, get_share_price
+
+ account = Account('test')
+ account.deposit(1000.0)
+ account.buy_shares('AAPL', 5, get_share_price)
+
+ # Can sell shares the user owns
+ self.assertTrue(account.can_sell_shares('AAPL', 3))
+ self.assertTrue(account.can_sell_shares('AAPL', 5))
+
+ # Cannot sell more shares than the user owns
+ self.assertFalse(account.can_sell_shares('AAPL', 6))
+
+ # Cannot sell shares the user doesn't own
+ self.assertFalse(account.can_sell_shares('TSLA', 1))
+
+ # Cannot sell invalid quantities
+ self.assertFalse(account.can_sell_shares('AAPL', 0))
+ self.assertFalse(account.can_sell_shares('AAPL', -1))
+
+
+if __name__ == '__main__':
+ unittest.main()
\ No newline at end of file
diff --git a/data/3_crew/engineering_team/example_output_mini/accounts.py b/data/3_crew/engineering_team/example_output_mini/accounts.py
new file mode 100644
index 0000000000000000000000000000000000000000..f45c8ba5e4b00a54fdd28b857164b984871f9306
--- /dev/null
+++ b/data/3_crew/engineering_team/example_output_mini/accounts.py
@@ -0,0 +1,135 @@
+# accounts.py
+
+class Account:
+ def __init__(self, username: str, initial_deposit: float):
+ """
+ Initialize an account with a username and an initial deposit.
+
+ :param username: Name of the user for the account.
+ :param initial_deposit: Initial amount deposited into the account.
+ """
+ self.username = username
+ self.balance = initial_deposit
+ self.holdings = {} # {symbol: quantity}
+ self.transactions = [] # List of transaction records
+ self.initial_deposit = initial_deposit
+
+ def deposit(self, amount: float) -> None:
+ """
+ Deposit funds into the account.
+
+ :param amount: Amount to deposit.
+ """
+ if amount <= 0:
+ raise ValueError("Deposit amount must be positive.")
+ self.balance += amount
+ self.transactions.append(f"Deposited: ${amount:.2f}")
+
+ def withdraw(self, amount: float) -> None:
+ """
+ Withdraw funds from the account.
+
+ :param amount: Amount to withdraw.
+ :raises ValueError: If the withdrawal would leave a negative balance.
+ """
+ if amount <= 0:
+ raise ValueError("Withdrawal amount must be positive.")
+ if self.balance - amount < 0:
+ raise ValueError("Cannot withdraw, insufficient funds.")
+ self.balance -= amount
+ self.transactions.append(f"Withdrawn: ${amount:.2f}")
+
+ def buy_shares(self, symbol: str, quantity: int) -> None:
+ """
+ Buy shares of a specific stock.
+
+ :param symbol: Ticker symbol of the stock to buy.
+ :param quantity: Number of shares to buy.
+ :raises ValueError: If attempting to buy more shares than the balance allows.
+ """
+ if quantity <= 0:
+ raise ValueError("Quantity must be positive.")
+ share_price = get_share_price(symbol)
+ total_cost = share_price * quantity
+
+ if self.balance < total_cost:
+ raise ValueError("Cannot buy, insufficient funds.")
+
+ self.balance -= total_cost
+ if symbol in self.holdings:
+ self.holdings[symbol] += quantity
+ else:
+ self.holdings[symbol] = quantity
+ self.transactions.append(f"Bought: {quantity} shares of {symbol} at ${share_price:.2f} each")
+
+ def sell_shares(self, symbol: str, quantity: int) -> None:
+ """
+ Sell shares of a specific stock.
+
+ :param symbol: Ticker symbol of the stock to sell.
+ :param quantity: Number of shares to sell.
+ :raises ValueError: If attempting to sell more shares than owned.
+ """
+ if quantity <= 0:
+ raise ValueError("Quantity must be positive.")
+ if symbol not in self.holdings or self.holdings[symbol] < quantity:
+ raise ValueError("Cannot sell, insufficient shares owned.")
+
+ share_price = get_share_price(symbol)
+ total_sale_value = share_price * quantity
+
+ self.holdings[symbol] -= quantity
+ if self.holdings[symbol] == 0:
+ del self.holdings[symbol] # Remove symbol if no shares are left
+ self.balance += total_sale_value
+ self.transactions.append(f"Sold: {quantity} shares of {symbol} at ${share_price:.2f} each")
+
+ def portfolio_value(self) -> float:
+ """
+ Calculate the total value of the user's portfolio.
+
+ :return: Total value of holdings plus balance.
+ """
+ total_value = self.balance
+ for symbol, quantity in self.holdings.items():
+ total_value += get_share_price(symbol) * quantity
+ return total_value
+
+ def profit_or_loss(self) -> float:
+ """
+ Calculate the profit or loss from the initial deposit.
+
+ :return: Profit or loss amount.
+ """
+ return self.portfolio_value() - self.initial_deposit
+
+ def report_holdings(self) -> dict:
+ """
+ Report the current holdings of the user.
+
+ :return: A dictionary of holdings with symbols and quantities.
+ """
+ return self.holdings
+
+ def report_transactions(self) -> list:
+ """
+ List all transactions made by the user.
+
+ :return: A list of transaction records.
+ """
+ return self.transactions
+
+
+def get_share_price(symbol: str) -> float:
+ """
+ Mock function to return the current price of a given share symbol.
+
+ :param symbol: Ticker symbol for price lookup.
+ :return: The share price.
+ """
+ mock_prices = {
+ 'AAPL': 150.00, # Apple
+ 'TSLA': 700.00, # Tesla
+ 'GOOGL': 2800.00 # Google
+ }
+ return mock_prices.get(symbol, 0.0) # Return 0.0 for unknown symbols
\ No newline at end of file
diff --git a/data/3_crew/engineering_team/example_output_mini/app.py b/data/3_crew/engineering_team/example_output_mini/app.py
new file mode 100644
index 0000000000000000000000000000000000000000..7cdead31085c34e3530436f8d3fbea51053e4a6a
--- /dev/null
+++ b/data/3_crew/engineering_team/example_output_mini/app.py
@@ -0,0 +1,106 @@
+import gradio as gr
+from accounts import Account
+
+# Create an instance of the Account class for demonstration
+account = Account("DemoUser", initial_deposit=1000.0)
+
+def create_account(username: str, initial_deposit: float):
+ global account
+ account = Account(username, initial_deposit)
+ return f"Account created for {username} with an initial deposit of ${initial_deposit:.2f}"
+
+def deposit_funds(amount: float):
+ account.deposit(amount)
+ return f"Deposited: ${amount:.2f}. Current balance: ${account.balance:.2f}"
+
+def withdraw_funds(amount: float):
+ try:
+ account.withdraw(amount)
+ return f"Withdrawn: ${amount:.2f}. Current balance: ${account.balance:.2f}"
+ except ValueError as e:
+ return str(e)
+
+def buy_shares(symbol: str, quantity: int):
+ try:
+ account.buy_shares(symbol, quantity)
+ return f"Bought: {quantity} shares of {symbol}."
+ except ValueError as e:
+ return str(e)
+
+def sell_shares(symbol: str, quantity: int):
+ try:
+ account.sell_shares(symbol, quantity)
+ return f"Sold: {quantity} shares of {symbol}."
+ except ValueError as e:
+ return str(e)
+
+def view_portfolio():
+ return f"Current Portfolio: {account.report_holdings()}"
+
+def view_profit_or_loss():
+ return f"Profit/Loss: ${account.profit_or_loss():.2f}"
+
+def view_transactions():
+ return "\n".join(account.report_transactions())
+
+def total_portfolio_value():
+ return f"Total Portfolio Value: ${account.portfolio_value():.2f}"
+
+with gr.Blocks() as app:
+ gr.Markdown("# Trading Simulation Account Management")
+
+ with gr.Group():
+ username_input = gr.Textbox(label="Username")
+ initial_deposit_input = gr.Number(label="Initial Deposit")
+ create_button = gr.Button("Create Account")
+ create_output = gr.Textbox(label="Output", interactive=False)
+ create_button.click(create_account, inputs=[username_input, initial_deposit_input], outputs=create_output)
+
+ with gr.Group():
+ deposit_input = gr.Number(label="Deposit Amount")
+ deposit_button = gr.Button("Deposit Funds")
+ deposit_output = gr.Textbox(label="Output", interactive=False)
+ deposit_button.click(deposit_funds, inputs=deposit_input, outputs=deposit_output)
+
+ with gr.Group():
+ withdraw_input = gr.Number(label="Withdraw Amount")
+ withdraw_button = gr.Button("Withdraw Funds")
+ withdraw_output = gr.Textbox(label="Output", interactive=False)
+ withdraw_button.click(withdraw_funds, inputs=withdraw_input, outputs=withdraw_output)
+
+ with gr.Group():
+ buy_symbol_input = gr.Textbox(label="Stock Symbol")
+ buy_quantity_input = gr.Number(label="Quantity")
+ buy_button = gr.Button("Buy Shares")
+ buy_output = gr.Textbox(label="Output", interactive=False)
+ buy_button.click(buy_shares, inputs=[buy_symbol_input, buy_quantity_input], outputs=buy_output)
+
+ with gr.Group():
+ sell_symbol_input = gr.Textbox(label="Stock Symbol")
+ sell_quantity_input = gr.Number(label="Quantity")
+ sell_button = gr.Button("Sell Shares")
+ sell_output = gr.Textbox(label="Output", interactive=False)
+ sell_button.click(sell_shares, inputs=[sell_symbol_input, sell_quantity_input], outputs=sell_output)
+
+ with gr.Group():
+ portfolio_button = gr.Button("View Portfolio")
+ portfolio_output = gr.Textbox(label="Output", interactive=False)
+ portfolio_button.click(view_portfolio, outputs=portfolio_output)
+
+ with gr.Group():
+ profit_loss_button = gr.Button("View Profit/Loss")
+ profit_loss_output = gr.Textbox(label="Output", interactive=False)
+ profit_loss_button.click(view_profit_or_loss, outputs=profit_loss_output)
+
+ with gr.Group():
+ transaction_button = gr.Button("View Transactions")
+ transaction_output = gr.Textbox(label="Output", interactive=False)
+ transaction_button.click(view_transactions, outputs=transaction_output)
+
+ with gr.Group():
+ portfolio_value_button = gr.Button("Total Portfolio Value")
+ portfolio_value_output = gr.Textbox(label="Output", interactive=False)
+ portfolio_value_button.click(total_portfolio_value, outputs=portfolio_value_output)
+
+if __name__ == "__main__":
+ app.launch()
diff --git a/data/3_crew/engineering_team/example_output_new/accounts.py b/data/3_crew/engineering_team/example_output_new/accounts.py
new file mode 100644
index 0000000000000000000000000000000000000000..49ac474f3e4d074e2780930a89c930e00c30a95c
--- /dev/null
+++ b/data/3_crew/engineering_team/example_output_new/accounts.py
@@ -0,0 +1,206 @@
+def get_share_price(symbol):
+ """Returns the current price of a share for the given symbol.
+
+ This is a mock implementation that returns fixed prices for test symbols.
+
+ Args:
+ symbol (str): The stock symbol to get the price for
+
+ Returns:
+ float: The current price of the share
+ """
+ prices = {
+ 'AAPL': 150.0,
+ 'TSLA': 800.0,
+ 'GOOGL': 2500.0
+ }
+ return prices.get(symbol, 0.0)
+
+class Account:
+ """A class that models a user's account in a trading simulation platform.
+
+ It handles fund management, share transactions, and provides methods for
+ generating reports regarding the user's financial activities.
+ """
+
+ def __init__(self, user_id, initial_deposit):
+ """Initialize a new Account object.
+
+ Args:
+ user_id (str): Unique identifier for the user
+ initial_deposit (float): The initial deposit amount at account creation
+ """
+ self.user_id = user_id
+ self.balance = initial_deposit
+ self.initial_deposit = initial_deposit
+ self.holdings = {}
+ self.transactions = []
+
+ # Record the initial deposit as a transaction
+ self.transactions.append({
+ 'type': 'deposit',
+ 'amount': initial_deposit,
+ 'timestamp': 'initial deposit'
+ })
+
+ def deposit_funds(self, amount):
+ """Add the specified amount to the user's account balance.
+
+ Args:
+ amount (float): The amount to deposit
+ """
+ self.balance += amount
+
+ # Record the transaction
+ self.transactions.append({
+ 'type': 'deposit',
+ 'amount': amount,
+ 'timestamp': 'now' # In a real system, we would use a proper timestamp
+ })
+
+ def withdraw_funds(self, amount):
+ """Attempt to withdraw the specified amount from the user's balance.
+
+ Args:
+ amount (float): The amount to withdraw
+
+ Returns:
+ bool: True if successful, False otherwise
+ """
+ if amount > self.balance:
+ return False
+
+ self.balance -= amount
+
+ # Record the transaction
+ self.transactions.append({
+ 'type': 'withdrawal',
+ 'amount': amount,
+ 'timestamp': 'now' # In a real system, we would use a proper timestamp
+ })
+
+ return True
+
+ def buy_shares(self, symbol, quantity):
+ """Buy the specified quantity of shares for a given stock symbol.
+
+ Args:
+ symbol (str): The stock symbol
+ quantity (int): The number of shares to buy
+
+ Returns:
+ bool: True if successful, False otherwise
+ """
+ price = get_share_price(symbol)
+ total_cost = price * quantity
+
+ if total_cost > self.balance:
+ return False
+
+ self.balance -= total_cost
+
+ # Update holdings
+ if symbol in self.holdings:
+ self.holdings[symbol] += quantity
+ else:
+ self.holdings[symbol] = quantity
+
+ # Record the transaction
+ self.transactions.append({
+ 'type': 'buy',
+ 'symbol': symbol,
+ 'quantity': quantity,
+ 'price': price,
+ 'total': total_cost,
+ 'timestamp': 'now' # In a real system, we would use a proper timestamp
+ })
+
+ return True
+
+ def sell_shares(self, symbol, quantity):
+ """Sell the specified quantity of shares for a given stock symbol.
+
+ Args:
+ symbol (str): The stock symbol
+ quantity (int): The number of shares to sell
+
+ Returns:
+ bool: True if successful, False otherwise
+ """
+ if symbol not in self.holdings or self.holdings[symbol] < quantity:
+ return False
+
+ price = get_share_price(symbol)
+ total_revenue = price * quantity
+
+ self.balance += total_revenue
+
+ # Update holdings
+ self.holdings[symbol] -= quantity
+
+ # Remove the symbol from holdings if quantity is 0
+ if self.holdings[symbol] == 0:
+ del self.holdings[symbol]
+
+ # Record the transaction
+ self.transactions.append({
+ 'type': 'sell',
+ 'symbol': symbol,
+ 'quantity': quantity,
+ 'price': price,
+ 'total': total_revenue,
+ 'timestamp': 'now' # In a real system, we would use a proper timestamp
+ })
+
+ return True
+
+ def calculate_portfolio_value(self):
+ """Calculate the total value of the user's portfolio.
+
+ Returns:
+ float: The total value of the portfolio
+ """
+ total_value = self.balance
+
+ for symbol, quantity in self.holdings.items():
+ total_value += get_share_price(symbol) * quantity
+
+ return total_value
+
+ def calculate_profit_or_loss(self):
+ """Calculate the user's current profit or loss since the initial deposit.
+
+ Returns:
+ float: The profit or loss
+ """
+ return self.calculate_portfolio_value() - self.initial_deposit
+
+ def get_holdings(self):
+ """Return a dictionary of current stock holdings with quantities.
+
+ Returns:
+ dict: A dictionary mapping stock symbols to quantities
+ """
+ return self.holdings.copy()
+
+ def get_transactions(self):
+ """Return a list of all transactions performed by the user.
+
+ Returns:
+ list: A list of all transactions
+ """
+ return self.transactions.copy()
+
+ def get_report(self):
+ """Return a comprehensive report of the user's account.
+
+ Returns:
+ dict: A dictionary containing account information
+ """
+ return {
+ 'user_id': self.user_id,
+ 'balance': self.balance,
+ 'holdings': self.get_holdings(),
+ 'portfolio_value': self.calculate_portfolio_value(),
+ 'profit_or_loss': self.calculate_profit_or_loss()
+ }
\ No newline at end of file
diff --git a/data/3_crew/engineering_team/example_output_new/accounts.py_design.md b/data/3_crew/engineering_team/example_output_new/accounts.py_design.md
new file mode 100644
index 0000000000000000000000000000000000000000..93143b5a6c0c2090b0eb2a7ead3c1d117dd2c27b
--- /dev/null
+++ b/data/3_crew/engineering_team/example_output_new/accounts.py_design.md
@@ -0,0 +1,65 @@
+```markdown
+# Module: accounts.py
+
+This module implements a simple account management system for a trading simulation platform. It provides functionality for creating accounts, managing funds, recording transactions, calculating portfolio value, and generating reports.
+
+## Class: Account
+
+### Description:
+The `Account` class models a user's account in the trading simulation platform. It handles fund management, share transactions, and provides methods for generating reports regarding the user's financial activities.
+
+### Attributes:
+- `user_id: str` - Unique identifier for the user.
+- `balance: float` - Current cash balance in the user's account.
+- `initial_deposit: float` - The initial deposit amount at account creation for profit/loss calculations.
+- `holdings: dict` - A dictionary mapping stock symbols to the quantity of shares owned by the user.
+- `transactions: list` - A list of transaction records detailing past deposits, withdrawals, and share trades.
+
+### Methods:
+
+#### `__init__(self, user_id: str, initial_deposit: float) -> None`
+- Initializes a new Account object with a unique user ID and initial deposit.
+- Sets the initial balance to the value of the initial deposit.
+- Initializes holdings and transactions with empty structures.
+
+#### `deposit_funds(self, amount: float) -> None`
+- Adds specified amount to the user's account balance.
+- Records the transaction in the transactions list.
+
+#### `withdraw_funds(self, amount: float) -> bool`
+- Attempts to withdraw the specified amount from the user's balance.
+- Checks if funds are sufficient; if so, updates the balance and records transaction.
+- Returns `True` if successful, `False` otherwise.
+
+#### `buy_shares(self, symbol: str, quantity: int) -> bool`
+- Buys the specified quantity of shares for a given stock symbol.
+- Retrieves current share price using `get_share_price(symbol)`.
+- Checks if funds are sufficient; if so, updates balance, holdings, and records transaction.
+- Returns `True` if successful, `False` otherwise.
+
+#### `sell_shares(self, symbol: str, quantity: int) -> bool`
+- Sells the specified quantity of shares for a given stock symbol.
+- Checks if user has enough shares; if so, calculates revenue, updates balance, holdings, and records transaction.
+- Returns `True` if successful, `False` otherwise.
+
+#### `calculate_portfolio_value(self) -> float`
+- Calculates the total value of the user's portfolio by summing the value of all shares owned and the current balance.
+- Uses `get_share_price(symbol)` to fetch the current price of each stock.
+
+#### `calculate_profit_or_loss(self) -> float`
+- Calculates the user's current profit or loss since the initial deposit by subtracting the initial deposit from the portfolio value.
+
+#### `get_holdings(self) -> dict`
+- Returns a dictionary of current stock holdings with quantities.
+
+#### `get_transactions(self) -> list`
+- Returns a list of all transactions performed by the user.
+
+#### `get_report(self) -> dict`
+- Returns a comprehensive report including current balance, holdings, portfolio value, and profit/loss.
+
+## External Function: get_share_price(symbol) -> float
+- A mock function to simulate fetching current stock prices. Returns fixed values for test symbols: AAPL, TSLA, GOOGL.
+```
+
+This design outlines the class and functions in the `accounts.py` module, describing functionality critical to achieving the specified requirements. The `Account` class encapsulates all operations, including account creation, fund management, portfolio value calculation, and reporting.
\ No newline at end of file
diff --git a/data/3_crew/engineering_team/example_output_new/app.py b/data/3_crew/engineering_team/example_output_new/app.py
new file mode 100644
index 0000000000000000000000000000000000000000..e82b57e2cde05171cbafadba6c29d3f50139c3a3
--- /dev/null
+++ b/data/3_crew/engineering_team/example_output_new/app.py
@@ -0,0 +1,288 @@
+import gradio as gr
+from accounts import Account, get_share_price
+
+# Initialize a single account
+account = None
+
+def create_account(user_id, initial_deposit):
+ global account
+ if not user_id:
+ return "Error: User ID is required.", None
+
+ try:
+ initial_deposit = float(initial_deposit)
+ except ValueError:
+ return "Error: Initial deposit must be a number.", None
+
+ if initial_deposit <= 0:
+ return "Error: Initial deposit must be positive.", None
+
+ account = Account(user_id, initial_deposit)
+ return f"Account created for {user_id} with initial deposit of ${initial_deposit:.2f}", get_account_info()
+
+def deposit(amount):
+ if account is None:
+ return "Error: No account exists. Please create an account first.", None
+
+ try:
+ amount = float(amount)
+ except ValueError:
+ return "Error: Amount must be a number.", None
+
+ if amount <= 0:
+ return "Error: Deposit amount must be positive.", None
+
+ account.deposit_funds(amount)
+ return f"Successfully deposited ${amount:.2f}", get_account_info()
+
+def withdraw(amount):
+ if account is None:
+ return "Error: No account exists. Please create an account first.", None
+
+ try:
+ amount = float(amount)
+ except ValueError:
+ return "Error: Amount must be a number.", None
+
+ if amount <= 0:
+ return "Error: Withdrawal amount must be positive.", None
+
+ if account.withdraw_funds(amount):
+ return f"Successfully withdrew ${amount:.2f}", get_account_info()
+ else:
+ return "Error: Insufficient funds for withdrawal.", None
+
+def buy_shares(symbol, quantity):
+ if account is None:
+ return "Error: No account exists. Please create an account first.", None
+
+ try:
+ quantity = int(quantity)
+ except ValueError:
+ return "Error: Quantity must be an integer.", None
+
+ if quantity <= 0:
+ return "Error: Quantity must be positive.", None
+
+ symbol = symbol.upper()
+ price = get_share_price(symbol)
+
+ if price == 0.0:
+ return f"Error: Symbol {symbol} not found.", None
+
+ if account.buy_shares(symbol, quantity):
+ return f"Successfully bought {quantity} shares of {symbol} at ${price:.2f} each.", get_account_info()
+ else:
+ return "Error: Insufficient funds to buy shares.", None
+
+def sell_shares(symbol, quantity):
+ if account is None:
+ return "Error: No account exists. Please create an account first.", None
+
+ try:
+ quantity = int(quantity)
+ except ValueError:
+ return "Error: Quantity must be an integer.", None
+
+ if quantity <= 0:
+ return "Error: Quantity must be positive.", None
+
+ symbol = symbol.upper()
+
+ if account.sell_shares(symbol, quantity):
+ return f"Successfully sold {quantity} shares of {symbol}.", get_account_info()
+ else:
+ return "Error: Insufficient shares to sell.", None
+
+def get_portfolio_value():
+ if account is None:
+ return "Error: No account exists. Please create an account first."
+
+ value = account.calculate_portfolio_value()
+ return f"Total portfolio value: ${value:.2f}"
+
+def get_profit_loss():
+ if account is None:
+ return "Error: No account exists. Please create an account first."
+
+ pnl = account.calculate_profit_or_loss()
+ if pnl >= 0:
+ return f"Profit: ${pnl:.2f}"
+ else:
+ return f"Loss: ${-pnl:.2f}"
+
+def get_holdings():
+ if account is None:
+ return "Error: No account exists. Please create an account first."
+
+ holdings = account.get_holdings()
+ if not holdings:
+ return "No holdings found."
+
+ result = "Current Holdings:\n"
+ for symbol, quantity in holdings.items():
+ price = get_share_price(symbol)
+ value = price * quantity
+ result += f"{symbol}: {quantity} shares at ${price:.2f} each = ${value:.2f}\n"
+
+ return result
+
+def get_transactions():
+ if account is None:
+ return "Error: No account exists. Please create an account first."
+
+ transactions = account.get_transactions()
+ if not transactions:
+ return "No transactions found."
+
+ result = "Transaction History:\n"
+ for i, tx in enumerate(transactions, 1):
+ if tx['type'] == 'deposit':
+ result += f"{i}. Deposit: ${tx['amount']:.2f}\n"
+ elif tx['type'] == 'withdrawal':
+ result += f"{i}. Withdrawal: ${tx['amount']:.2f}\n"
+ elif tx['type'] == 'buy':
+ result += f"{i}. Buy: {tx['quantity']} shares of {tx['symbol']} at ${tx['price']:.2f} = ${tx['total']:.2f}\n"
+ elif tx['type'] == 'sell':
+ result += f"{i}. Sell: {tx['quantity']} shares of {tx['symbol']} at ${tx['price']:.2f} = ${tx['total']:.2f}\n"
+
+ return result
+
+def get_account_info():
+ if account is None:
+ return "No account exists. Please create an account first."
+
+ report = account.get_report()
+
+ result = f"User ID: {report['user_id']}\n"
+ result += f"Cash Balance: ${report['balance']:.2f}\n"
+ result += f"Portfolio Value: ${report['portfolio_value']:.2f}\n"
+
+ pnl = report['profit_or_loss']
+ if pnl >= 0:
+ result += f"Profit: ${pnl:.2f}\n"
+ else:
+ result += f"Loss: ${-pnl:.2f}\n"
+
+ result += "\nHoldings:\n"
+ if not report['holdings']:
+ result += "No holdings\n"
+ else:
+ for symbol, quantity in report['holdings'].items():
+ price = get_share_price(symbol)
+ value = price * quantity
+ result += f"{symbol}: {quantity} shares at ${price:.2f} each = ${value:.2f}\n"
+
+ return result
+
+with gr.Blocks(title="Trading Simulation Platform") as demo:
+ gr.Markdown("# Trading Simulation Platform")
+
+ with gr.Tab("Account Management"):
+ with gr.Group():
+ gr.Markdown("### Create Account")
+ with gr.Row():
+ user_id_input = gr.Textbox(label="User ID")
+ initial_deposit_input = gr.Textbox(label="Initial Deposit ($)")
+ create_btn = gr.Button("Create Account")
+
+ with gr.Group():
+ gr.Markdown("### Deposit/Withdraw Funds")
+ with gr.Row():
+ deposit_input = gr.Textbox(label="Deposit Amount ($)")
+ deposit_btn = gr.Button("Deposit")
+ with gr.Row():
+ withdraw_input = gr.Textbox(label="Withdraw Amount ($)")
+ withdraw_btn = gr.Button("Withdraw")
+
+ with gr.Tab("Trading"):
+ with gr.Group():
+ gr.Markdown("### Buy Shares")
+ with gr.Row():
+ buy_symbol_input = gr.Textbox(label="Symbol (AAPL, TSLA, GOOGL)")
+ buy_quantity_input = gr.Textbox(label="Quantity")
+ buy_btn = gr.Button("Buy Shares")
+
+ with gr.Group():
+ gr.Markdown("### Sell Shares")
+ with gr.Row():
+ sell_symbol_input = gr.Textbox(label="Symbol")
+ sell_quantity_input = gr.Textbox(label="Quantity")
+ sell_btn = gr.Button("Sell Shares")
+
+ with gr.Tab("Reports"):
+ with gr.Group():
+ gr.Markdown("### Account Summary")
+ portfolio_btn = gr.Button("Portfolio Value")
+ portfolio_output = gr.Textbox(label="Portfolio Value")
+
+ profit_btn = gr.Button("Profit/Loss")
+ profit_output = gr.Textbox(label="Profit/Loss")
+
+ holdings_btn = gr.Button("Current Holdings")
+ holdings_output = gr.Textbox(label="Holdings")
+
+ transactions_btn = gr.Button("Transaction History")
+ transactions_output = gr.Textbox(label="Transactions", max_lines=20)
+
+ # General output area for operation results
+ result_output = gr.Textbox(label="Operation Result")
+ account_info = gr.Textbox(label="Account Information", max_lines=20)
+
+ # Event bindings
+ create_btn.click(
+ fn=create_account,
+ inputs=[user_id_input, initial_deposit_input],
+ outputs=[result_output, account_info]
+ )
+
+ deposit_btn.click(
+ fn=deposit,
+ inputs=[deposit_input],
+ outputs=[result_output, account_info]
+ )
+
+ withdraw_btn.click(
+ fn=withdraw,
+ inputs=[withdraw_input],
+ outputs=[result_output, account_info]
+ )
+
+ buy_btn.click(
+ fn=buy_shares,
+ inputs=[buy_symbol_input, buy_quantity_input],
+ outputs=[result_output, account_info]
+ )
+
+ sell_btn.click(
+ fn=sell_shares,
+ inputs=[sell_symbol_input, sell_quantity_input],
+ outputs=[result_output, account_info]
+ )
+
+ portfolio_btn.click(
+ fn=get_portfolio_value,
+ inputs=[],
+ outputs=[portfolio_output]
+ )
+
+ profit_btn.click(
+ fn=get_profit_loss,
+ inputs=[],
+ outputs=[profit_output]
+ )
+
+ holdings_btn.click(
+ fn=get_holdings,
+ inputs=[],
+ outputs=[holdings_output]
+ )
+
+ transactions_btn.click(
+ fn=get_transactions,
+ inputs=[],
+ outputs=[transactions_output]
+ )
+
+if __name__ == "__main__":
+ demo.launch()
\ No newline at end of file
diff --git a/data/3_crew/engineering_team/example_output_new/test_accounts.py b/data/3_crew/engineering_team/example_output_new/test_accounts.py
new file mode 100644
index 0000000000000000000000000000000000000000..fe87d645976515d424805c311ff98bcb0fd296d7
--- /dev/null
+++ b/data/3_crew/engineering_team/example_output_new/test_accounts.py
@@ -0,0 +1,111 @@
+import unittest
+from accounts import get_share_price, Account
+
+class TestGetSharePrice(unittest.TestCase):
+ def test_valid_symbols(self):
+ self.assertEqual(get_share_price('AAPL'), 150.0)
+ self.assertEqual(get_share_price('TSLA'), 800.0)
+ self.assertEqual(get_share_price('GOOGL'), 2500.0)
+
+ def test_invalid_symbol(self):
+ self.assertEqual(get_share_price('INVALID'), 0.0)
+
+class TestAccount(unittest.TestCase):
+ def setUp(self):
+ self.account = Account('test_user', 10000.0)
+
+ def test_initialization(self):
+ self.assertEqual(self.account.user_id, 'test_user')
+ self.assertEqual(self.account.balance, 10000.0)
+ self.assertEqual(self.account.initial_deposit, 10000.0)
+ self.assertEqual(self.account.holdings, {})
+ self.assertEqual(len(self.account.transactions), 1)
+ self.assertEqual(self.account.transactions[0]['type'], 'deposit')
+
+ def test_deposit_funds(self):
+ self.account.deposit_funds(500.0)
+ self.assertEqual(self.account.balance, 10500.0)
+ self.assertEqual(len(self.account.transactions), 2)
+ self.assertEqual(self.account.transactions[1]['type'], 'deposit')
+
+ def test_withdraw_funds_success(self):
+ result = self.account.withdraw_funds(1000.0)
+ self.assertTrue(result)
+ self.assertEqual(self.account.balance, 9000.0)
+ self.assertEqual(len(self.account.transactions), 2)
+ self.assertEqual(self.account.transactions[1]['type'], 'withdrawal')
+
+ def test_withdraw_funds_failure(self):
+ result = self.account.withdraw_funds(20000.0)
+ self.assertFalse(result)
+ self.assertEqual(self.account.balance, 10000.0)
+ self.assertEqual(len(self.account.transactions), 1)
+
+ def test_buy_shares_success(self):
+ result = self.account.buy_shares('AAPL', 10)
+ self.assertTrue(result)
+ self.assertEqual(self.account.balance, 10000.0 - (150.0 * 10))
+ self.assertEqual(self.account.holdings, {'AAPL': 10})
+ self.assertEqual(len(self.account.transactions), 2)
+ self.assertEqual(self.account.transactions[1]['type'], 'buy')
+
+ def test_buy_shares_failure(self):
+ result = self.account.buy_shares('AAPL', 1000)
+ self.assertFalse(result)
+ self.assertEqual(self.account.balance, 10000.0)
+ self.assertEqual(self.account.holdings, {})
+ self.assertEqual(len(self.account.transactions), 1)
+
+ def test_sell_shares_success(self):
+ self.account.buy_shares('AAPL', 10)
+ result = self.account.sell_shares('AAPL', 5)
+ self.assertTrue(result)
+ self.assertEqual(self.account.balance, 10000.0 - (150.0 * 10) + (150.0 * 5))
+ self.assertEqual(self.account.holdings, {'AAPL': 5})
+ self.assertEqual(len(self.account.transactions), 3)
+
+ def test_sell_shares_failure(self):
+ result = self.account.sell_shares('AAPL', 5)
+ self.assertFalse(result)
+ self.assertEqual(self.account.balance, 10000.0)
+ self.assertEqual(self.account.holdings, {})
+ self.assertEqual(len(self.account.transactions), 1)
+
+ def test_calculate_portfolio_value(self):
+ self.account.buy_shares('AAPL', 10)
+ self.account.buy_shares('TSLA', 5)
+ expected_value = (10000.0 - (150.0 * 10) - (800.0 * 5)) + (150.0 * 10) + (800.0 * 5)
+ self.assertEqual(self.account.calculate_portfolio_value(), expected_value)
+
+ def test_calculate_profit_or_loss(self):
+ self.account.buy_shares('AAPL', 10)
+ portfolio_value = self.account.calculate_portfolio_value()
+ expected_profit_loss = portfolio_value - 10000.0
+ self.assertEqual(self.account.calculate_profit_or_loss(), expected_profit_loss)
+
+ def test_get_holdings(self):
+ self.account.buy_shares('AAPL', 10)
+ holdings = self.account.get_holdings()
+ self.assertEqual(holdings, {'AAPL': 10})
+ # Test that it's a copy
+ holdings['AAPL'] = 5
+ self.assertEqual(self.account.holdings, {'AAPL': 10})
+
+ def test_get_transactions(self):
+ self.account.deposit_funds(500.0)
+ transactions = self.account.get_transactions()
+ self.assertEqual(len(transactions), 2)
+ # Test that it's a copy
+ transactions.append({'test': 'data'})
+ self.assertEqual(len(self.account.transactions), 2)
+
+ def test_get_report(self):
+ report = self.account.get_report()
+ self.assertEqual(report['user_id'], 'test_user')
+ self.assertEqual(report['balance'], 10000.0)
+ self.assertEqual(report['holdings'], {})
+ self.assertEqual(report['portfolio_value'], 10000.0)
+ self.assertEqual(report['profit_or_loss'], 0.0)
+
+if __name__ == '__main__':
+ unittest.main()
\ No newline at end of file
diff --git a/data/3_crew/engineering_team/knowledge/user_preference.txt b/data/3_crew/engineering_team/knowledge/user_preference.txt
new file mode 100644
index 0000000000000000000000000000000000000000..dd63a17bf3c8387a80dfcdc6cf274d5396501c85
--- /dev/null
+++ b/data/3_crew/engineering_team/knowledge/user_preference.txt
@@ -0,0 +1,4 @@
+User name is John Doe.
+User is an AI Engineer.
+User is interested in AI Agents.
+User is based in San Francisco, California.
diff --git a/data/3_crew/engineering_team/pyproject.toml b/data/3_crew/engineering_team/pyproject.toml
new file mode 100644
index 0000000000000000000000000000000000000000..f2f8092d85b42fbc3b8c16c241e165cda56a504f
--- /dev/null
+++ b/data/3_crew/engineering_team/pyproject.toml
@@ -0,0 +1,24 @@
+[project]
+name = "engineering_team"
+version = "0.1.0"
+description = "engineering_team using crewAI"
+authors = [{ name = "Your Name", email = "you@example.com" }]
+requires-python = ">=3.10,<3.13"
+dependencies = [
+ "crewai[tools]>=0.108.0,<1.0.0",
+ "gradio>=5.22.0",
+]
+
+[project.scripts]
+engineering_team = "engineering_team.main:run"
+run_crew = "engineering_team.main:run"
+train = "engineering_team.main:train"
+replay = "engineering_team.main:replay"
+test = "engineering_team.main:test"
+
+[build-system]
+requires = ["hatchling"]
+build-backend = "hatchling.build"
+
+[tool.crewai]
+type = "crew"
diff --git a/data/3_crew/engineering_team/src/engineering_team/__init__.py b/data/3_crew/engineering_team/src/engineering_team/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/data/3_crew/engineering_team/src/engineering_team/config/agents.yaml b/data/3_crew/engineering_team/src/engineering_team/config/agents.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..d3475ad55f0e6b0bbbd341ae70953e67ab88db06
--- /dev/null
+++ b/data/3_crew/engineering_team/src/engineering_team/config/agents.yaml
@@ -0,0 +1,47 @@
+engineering_lead:
+ role: >
+ Engineering Lead for the engineering team, directing the work of the engineer
+ goal: >
+ Take the high level requirements described here and prepare a detailed design for the backend developer;
+ everything should be in 1 python module; describe the function and method signatures in the module.
+ The python module must be completely self-contained, and ready so that it can be tested or have a simple UI built for it.
+ Here are the requirements: {requirements}
+ The module should be named {module_name} and the class should be named {class_name}
+ backstory: >
+ You're a seasoned engineering lead with a knack for writing clear and concise designs.
+ llm: gpt-4o
+
+
+backend_engineer:
+ role: >
+ Python Engineer who can write code to achieve the design described by the engineering lead
+ goal: >
+ Write a python module that implements the design described by the engineering lead, in order to achieve the requirements.
+ The python module must be completely self-contained, and ready so that it can be tested or have a simple UI built for it.
+ Here are the requirements: {requirements}
+ The module should be named {module_name} and the class should be named {class_name}
+ backstory: >
+ You're a seasoned python engineer with a knack for writing clean, efficient code.
+ You follow the design instructions carefully.
+ You produce 1 python module named {module_name} that implements the design and achieves the requirements.
+ llm: anthropic/claude-3-7-sonnet-latest
+
+frontend_engineer:
+ role: >
+ A Gradio expert to who can write a simple frontend to demonstrate a backend
+ goal: >
+ Write a gradio UI that demonstrates the given backend, all in one file to be in the same directory as the backend module {module_name}.
+ Here are the requirements: {requirements}
+ backstory: >
+ You're a seasoned python engineer highly skilled at writing simple Gradio UIs for a backend class.
+ You produce a simple gradio UI that demonstrates the given backend class; you write the gradio UI in a module app.py that is in the same directory as the backend module {module_name}.
+ llm: anthropic/claude-3-7-sonnet-latest
+
+test_engineer:
+ role: >
+ An engineer with python coding skills who can write unit tests for the given backend module {module_name}
+ goal: >
+ Write unit tests for the given backend module {module_name} and create a test_{module_name} in the same directory as the backend module.
+ backstory: >
+ You're a seasoned QA engineer and software developer who writes great unit tests for python code.
+ llm: anthropic/claude-3-7-sonnet-latest
diff --git a/data/3_crew/engineering_team/src/engineering_team/config/tasks.yaml b/data/3_crew/engineering_team/src/engineering_team/config/tasks.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..390c9a41db28b306c019f887442d02928dc3a985
--- /dev/null
+++ b/data/3_crew/engineering_team/src/engineering_team/config/tasks.yaml
@@ -0,0 +1,50 @@
+design_task:
+ description: >
+ Take the high level requirements described here and prepare a detailed design for the engineer;
+ everything should be in 1 python module, but outline the classes and methods in the module.
+ Here are the requirements: {requirements}
+ IMPORTANT: Only output the design in markdown format, laying out in detail the classes and functions in the module, describing the functionality.
+ expected_output: >
+ A detailed design for the engineer, identifying the classes and functions in the module.
+ agent: engineering_lead
+ output_file: output/{module_name}_design.md
+
+code_task:
+ description: >
+ Write a python module that implements the design described by the engineering lead, in order to achieve the requirements.
+ Here are the requirements: {requirements}
+ expected_output: >
+ A python module that implements the design and achieves the requirements.
+ IMPORTANT: Output ONLY the raw Python code without any markdown formatting, code block delimiters, or backticks.
+ The output should be valid Python code that can be directly saved to a file and executed.
+ agent: backend_engineer
+ context:
+ - design_task
+ output_file: output/{module_name}
+
+frontend_task:
+ description: >
+ Write a gradio UI in a module app.py that demonstrates the given backend class in {module_name}.
+ Assume there is only 1 user, and keep the UI very simple indeed - just a prototype or demo.
+ Here are the requirements: {requirements}
+ expected_output: >
+ A gradio UI in module app.py that demonstrates the given backend class.
+ The file should be ready so that it can be run as-is, in the same directory as the backend module, and it should import the backend class from {module_name}.
+ IMPORTANT: Output ONLY the raw Python code without any markdown formatting, code block delimiters, or backticks.
+ The output should be valid Python code that can be directly saved to a file and executed.
+ agent: frontend_engineer
+ context:
+ - code_task
+ output_file: output/app.py
+
+test_task:
+ description: >
+ Write unit tests for the given backend module {module_name} and create a test_{module_name} in the same directory as the backend module.
+ expected_output: >
+ A test_{module_name} module that tests the given backend module.
+ IMPORTANT: Output ONLY the raw Python code without any markdown formatting, code block delimiters, or backticks.
+ The output should be valid Python code that can be directly saved to a file and executed.
+ agent: test_engineer
+ context:
+ - code_task
+ output_file: output/test_{module_name}
\ No newline at end of file
diff --git a/data/3_crew/engineering_team/src/engineering_team/crew.py b/data/3_crew/engineering_team/src/engineering_team/crew.py
new file mode 100644
index 0000000000000000000000000000000000000000..14626fe95791504fe6252a6ff71276a32a17bc36
--- /dev/null
+++ b/data/3_crew/engineering_team/src/engineering_team/crew.py
@@ -0,0 +1,81 @@
+from crewai import Agent, Crew, Process, Task
+from crewai.project import CrewBase, agent, crew, task
+
+
+
+@CrewBase
+class EngineeringTeam():
+ """EngineeringTeam crew"""
+
+ agents_config = 'config/agents.yaml'
+ tasks_config = 'config/tasks.yaml'
+
+ @agent
+ def engineering_lead(self) -> Agent:
+ return Agent(
+ config=self.agents_config['engineering_lead'],
+ verbose=True,
+ )
+
+ @agent
+ def backend_engineer(self) -> Agent:
+ return Agent(
+ config=self.agents_config['backend_engineer'],
+ verbose=True,
+ allow_code_execution=True,
+ code_execution_mode="safe", # Uses Docker for safety
+ max_execution_time=500,
+ max_retry_limit=3
+ )
+
+ @agent
+ def frontend_engineer(self) -> Agent:
+ return Agent(
+ config=self.agents_config['frontend_engineer'],
+ verbose=True,
+ )
+
+ @agent
+ def test_engineer(self) -> Agent:
+ return Agent(
+ config=self.agents_config['test_engineer'],
+ verbose=True,
+ allow_code_execution=True,
+ code_execution_mode="safe", # Uses Docker for safety
+ max_execution_time=500,
+ max_retry_limit=3
+ )
+
+ @task
+ def design_task(self) -> Task:
+ return Task(
+ config=self.tasks_config['design_task']
+ )
+
+ @task
+ def code_task(self) -> Task:
+ return Task(
+ config=self.tasks_config['code_task'],
+ )
+
+ @task
+ def frontend_task(self) -> Task:
+ return Task(
+ config=self.tasks_config['frontend_task'],
+ )
+
+ @task
+ def test_task(self) -> Task:
+ return Task(
+ config=self.tasks_config['test_task'],
+ )
+
+ @crew
+ def crew(self) -> Crew:
+ """Creates the research crew"""
+ return Crew(
+ agents=self.agents,
+ tasks=self.tasks,
+ process=Process.sequential,
+ verbose=True,
+ )
\ No newline at end of file
diff --git a/data/3_crew/engineering_team/src/engineering_team/main.py b/data/3_crew/engineering_team/src/engineering_team/main.py
new file mode 100644
index 0000000000000000000000000000000000000000..8ff4cb6c305152ed62c36d6f4ec6ed32085130ad
--- /dev/null
+++ b/data/3_crew/engineering_team/src/engineering_team/main.py
@@ -0,0 +1,45 @@
+#!/usr/bin/env python
+import sys
+import warnings
+import os
+from datetime import datetime
+
+from engineering_team.crew import EngineeringTeam
+
+warnings.filterwarnings("ignore", category=SyntaxWarning, module="pysbd")
+
+# Create output directory if it doesn't exist
+os.makedirs('output', exist_ok=True)
+
+requirements = """
+A simple account management system for a trading simulation platform.
+The system should allow users to create an account, deposit funds, and withdraw funds.
+The system should allow users to record that they have bought or sold shares, providing a quantity.
+The system should calculate the total value of the user's portfolio, and the profit or loss from the initial deposit.
+The system should be able to report the holdings of the user at any point in time.
+The system should be able to report the profit or loss of the user at any point in time.
+The system should be able to list the transactions that the user has made over time.
+The system should prevent the user from withdrawing funds that would leave them with a negative balance, or
+ from buying more shares than they can afford, or selling shares that they don't have.
+ The system has access to a function get_share_price(symbol) which returns the current price of a share, and includes a test implementation that returns fixed prices for AAPL, TSLA, GOOGL.
+"""
+module_name = "accounts.py"
+class_name = "Account"
+
+
+def run():
+ """
+ Run the research crew.
+ """
+ inputs = {
+ 'requirements': requirements,
+ 'module_name': module_name,
+ 'class_name': class_name
+ }
+
+ # Create and run the crew
+ result = EngineeringTeam().crew().kickoff(inputs=inputs)
+
+
+if __name__ == "__main__":
+ run()
\ No newline at end of file
diff --git a/data/3_crew/engineering_team/src/engineering_team/tools/__init__.py b/data/3_crew/engineering_team/src/engineering_team/tools/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/data/3_crew/engineering_team/src/engineering_team/tools/custom_tool.py b/data/3_crew/engineering_team/src/engineering_team/tools/custom_tool.py
new file mode 100644
index 0000000000000000000000000000000000000000..154beae8e0d0b0a2ceb4f480d1db08dfcfad7afb
--- /dev/null
+++ b/data/3_crew/engineering_team/src/engineering_team/tools/custom_tool.py
@@ -0,0 +1,19 @@
+from crewai.tools import BaseTool
+from typing import Type
+from pydantic import BaseModel, Field
+
+
+class MyCustomToolInput(BaseModel):
+ """Input schema for MyCustomTool."""
+ argument: str = Field(..., description="Description of the argument.")
+
+class MyCustomTool(BaseTool):
+ name: str = "Name of my tool"
+ description: str = (
+ "Clear description for what this tool is useful for, your agent will need this information to use it."
+ )
+ args_schema: Type[BaseModel] = MyCustomToolInput
+
+ def _run(self, argument: str) -> str:
+ # Implementation goes here
+ return "this is an example of a tool output, ignore it and move along."
diff --git a/data/3_crew/engineering_team/uv.lock b/data/3_crew/engineering_team/uv.lock
new file mode 100644
index 0000000000000000000000000000000000000000..47571e9863d871963e43db8db3fd306a0eb95ee6
--- /dev/null
+++ b/data/3_crew/engineering_team/uv.lock
@@ -0,0 +1,4248 @@
+version = 1
+revision = 1
+requires-python = ">=3.10, <3.13"
+resolution-markers = [
+ "python_full_version >= '3.12.4'",
+ "python_full_version >= '3.12' and python_full_version < '3.12.4'",
+ "python_full_version == '3.11.*'",
+ "python_full_version < '3.11'",
+]
+
+[[package]]
+name = "aiofiles"
+version = "23.2.1"
+source = { registry = "https://pypi.org/simple" }
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diff --git a/data/3_crew/financial_researcher/knowledge/user_preference.txt b/data/3_crew/financial_researcher/knowledge/user_preference.txt
new file mode 100644
index 0000000000000000000000000000000000000000..dd63a17bf3c8387a80dfcdc6cf274d5396501c85
--- /dev/null
+++ b/data/3_crew/financial_researcher/knowledge/user_preference.txt
@@ -0,0 +1,4 @@
+User name is John Doe.
+User is an AI Engineer.
+User is interested in AI Agents.
+User is based in San Francisco, California.
diff --git a/data/3_crew/financial_researcher/output/report.md b/data/3_crew/financial_researcher/output/report.md
new file mode 100644
index 0000000000000000000000000000000000000000..4102f80896c89dd6cb75ab80d69109490fe33745
--- /dev/null
+++ b/data/3_crew/financial_researcher/output/report.md
@@ -0,0 +1,36 @@
+# Comprehensive Report on Apple Inc.
+
+## Executive Summary
+Apple Inc., a leader in the technology sector, has reported a challenging fiscal year ending September 30, 2023, with total revenues declining by 2.8% to $383.3 billion. Marking its longest revenue slide in 22 years, the company faced four consecutive quarters of decreasing sales, highlighting significant challenges that need to be addressed. However, despite these setbacks, Apple maintains a strong market capitalization and continues to exhibit robust strategic investments in research and development (R&D). With innovative new products and a commitment to sustainability, Apple is poised for potential growth in the future. This report provides a detailed analysis of the company's current status, historical performance, challenges, opportunities, and market outlook.
+
+## 1. Current Company Status and Health
+As of Q4 2023, Apple reported quarterly revenues of $89.5 billion, representing a slight decline of 1% year-over-year. A notable positive was the increase in earnings per diluted share which rose by 13% to $1.46. The company's solid market capitalization underscores its resilience in the face of recent challenges, particularly as it commits to R&D investments and ongoing innovation.
+
+## 2. Historical Company Performance
+Apple has displayed a remarkable long-term revenue trajectory, escalating from $8 billion in revenues in 2004 to $390 billion in 2024. However, the current downturn in sales and performance in 2023 is noteworthy. The revenue structure highlights:
+- 51% from iPhones
+- 24% from Services
+
+The historical financial data indicates a consistent growth in net income, with net profits reaching $93.74 billion in 2024.
+
+## 3. Major Challenges and Opportunities
+### Challenges:
+- **Geopolitical Risks**: Apple's reliance on Chinese manufacturing poses significant risks amidst ongoing geopolitical tensions.
+- **Generative AI Competition**: The company is at risk of falling behind its competitors in the rapidly evolving field of generative AI technology.
+- **Product Line Diversification**: Efforts to diversify product lines have not consistently met market expectations, posing challenges for growth.
+
+### Opportunities:
+- **Services Segment Growth**: The Services segment is expected to grow at an annual rate of 12-15%, providing a significant growth opportunity.
+- **New Product Lines**: The introduction of new products, such as the Vision Pro headset and an expanded Mac line, holds potential for market re-engagement.
+- **Sustainability Focus**: Apple's commitment to achieving carbon neutrality by 2030 positions it favorably in a market increasingly concerned with sustainability.
+
+## 4. Recent News and Events
+On October 30, 2023, Apple announced new MacBook Pro models and updates to its existing product lines. Throughout the year, the company launched an array of key products, including upgraded Macs and services, alongside the preview of the Vision Pro. Additionally, Apple committed over $500 million in U.S. investments and plans to hire approximately 20,000 employees over the next four years, particularly focusing on R&D initiatives.
+
+## 5. Future Outlook and Potential Developments
+Analysts project that Apple's stock may experience an annual growth rate of approximately 6%, driven by increases in Services revenue and moderate growth in iPhone sales. The company’s thrust towards innovation, especially in AI and smart home technologies, is anticipated to enhance its competitive advantage. Further stability is expected in shareholder returns through steady dividend payments and ongoing effective capital allocation.
+
+## Conclusion
+In summary, Apple Inc. faces multiple challenges that could impact its financial performance; however, strategic positioning through innovation and investments in technology and services provides a pathway for future growth. As Apple continues its commitment to sustainability and launches new products, it aims to maintain its status as a market leader while enhancing shareholder value.
+
+**Disclaimer:** This report is intended for informational purposes only and should not be utilized for trading decisions.
\ No newline at end of file
diff --git a/data/3_crew/financial_researcher/pyproject.toml b/data/3_crew/financial_researcher/pyproject.toml
new file mode 100644
index 0000000000000000000000000000000000000000..da2f61a695f1137abde37d7ee9a87582ee01e16c
--- /dev/null
+++ b/data/3_crew/financial_researcher/pyproject.toml
@@ -0,0 +1,23 @@
+[project]
+name = "financial_researcher"
+version = "0.1.0"
+description = "financial_researcher using crewAI"
+authors = [{ name = "Your Name", email = "you@example.com" }]
+requires-python = ">=3.10,<3.13"
+dependencies = [
+ "crewai[tools]>=0.108.0,<1.0.0"
+]
+
+[project.scripts]
+financial_researcher = "financial_researcher.main:run"
+run_crew = "financial_researcher.main:run"
+train = "financial_researcher.main:train"
+replay = "financial_researcher.main:replay"
+test = "financial_researcher.main:test"
+
+[build-system]
+requires = ["hatchling"]
+build-backend = "hatchling.build"
+
+[tool.crewai]
+type = "crew"
diff --git a/data/3_crew/financial_researcher/src/financial_researcher/__init__.py b/data/3_crew/financial_researcher/src/financial_researcher/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/data/3_crew/financial_researcher/src/financial_researcher/config/agents.yaml b/data/3_crew/financial_researcher/src/financial_researcher/config/agents.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..4f457f1db74dcc402fca0da3d5b5eb3fe2e38543
--- /dev/null
+++ b/data/3_crew/financial_researcher/src/financial_researcher/config/agents.yaml
@@ -0,0 +1,24 @@
+researcher:
+ role: >
+ Senior Financial Researcher for {company}
+ goal: >
+ Research the company, news and potential for {company}
+ backstory: >
+ You're a seasoned financial researcher with a talent for finding
+ the most relevant information about {company}.
+ Known for your ability to find the most relevant
+ information and present it in a clear and concise manner.
+ llm: openai/gpt-4o-mini
+
+analyst:
+ role: >
+ Market Analyst and Report writer focused on {company}
+ goal: >
+ Analyze company {company} and create a comprehensive, well-structured report
+ that presents insights in a clear and engaging way
+ backstory: >
+ You're a meticulous, skilled analyst with a background in financial analysis
+ and company research. You have a talent for identifying patterns and extracting
+ meaningful insights from research data, then communicating
+ those insights through well crafted reports.
+ llm: openai/gpt-4o-mini
\ No newline at end of file
diff --git a/data/3_crew/financial_researcher/src/financial_researcher/config/tasks.yaml b/data/3_crew/financial_researcher/src/financial_researcher/config/tasks.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..686aeb8de0db2f2e5b1e56845f9f120d89a111af
--- /dev/null
+++ b/data/3_crew/financial_researcher/src/financial_researcher/config/tasks.yaml
@@ -0,0 +1,34 @@
+# src/research_crew/config/tasks.yaml
+research_task:
+ description: >
+ Conduct thorough research on company {company}. Focus on:
+ 1. Current company status and health
+ 2. Historical company performance
+ 3. Major challenges and opportunities
+ 4. Recent news and events
+ 5. Future outlook and potential developments
+
+ Make sure to organize your findings in a structured format with clear sections.
+ expected_output: >
+ A comprehensive research document with well-organized sections covering
+ all the requested aspects of {company}. Include specific facts, figures,
+ and examples where relevant.
+ agent: researcher
+
+analysis_task:
+ description: >
+ Analyze the research findings and create a comprehensive report on {company}.
+ Your report should:
+ 1. Begin with an executive summary
+ 2. Include all key information from the research
+ 3. Provide insightful analysis of trends and patterns
+ 4. Offer a market outlook for company, noting that this should not be used for trading decisions
+ 5. Be formatted in a professional, easy-to-read style with clear headings
+ expected_output: >
+ A polished, professional report on {company} that presents the research
+ findings with added analysis and insights. The report should be well-structured
+ with an executive summary, main sections, and conclusion.
+ agent: analyst
+ context:
+ - research_task
+ output_file: output/report.md
diff --git a/data/3_crew/financial_researcher/src/financial_researcher/crew.py b/data/3_crew/financial_researcher/src/financial_researcher/crew.py
new file mode 100644
index 0000000000000000000000000000000000000000..b6162e7855eb3cba9fec580b0c308e7ad0c4a23b
--- /dev/null
+++ b/data/3_crew/financial_researcher/src/financial_researcher/crew.py
@@ -0,0 +1,46 @@
+# src/financial_researcher/crew.py
+from crewai import Agent, Crew, Process, Task
+from crewai.project import CrewBase, agent, crew, task
+from crewai_tools import SerperDevTool
+
+@CrewBase
+class ResearchCrew():
+ """Research crew for comprehensive topic analysis and reporting"""
+
+ @agent
+ def researcher(self) -> Agent:
+ return Agent(
+ config=self.agents_config['researcher'],
+ verbose=True,
+ tools=[SerperDevTool()]
+ )
+
+ @agent
+ def analyst(self) -> Agent:
+ return Agent(
+ config=self.agents_config['analyst'],
+ verbose=True
+ )
+
+ @task
+ def research_task(self) -> Task:
+ return Task(
+ config=self.tasks_config['research_task']
+ )
+
+ @task
+ def analysis_task(self) -> Task:
+ return Task(
+ config=self.tasks_config['analysis_task'],
+ output_file='output/report.md'
+ )
+
+ @crew
+ def crew(self) -> Crew:
+ """Creates the research crew"""
+ return Crew(
+ agents=self.agents,
+ tasks=self.tasks,
+ process=Process.sequential,
+ verbose=True,
+ )
\ No newline at end of file
diff --git a/data/3_crew/financial_researcher/src/financial_researcher/main.py b/data/3_crew/financial_researcher/src/financial_researcher/main.py
new file mode 100644
index 0000000000000000000000000000000000000000..b9199136da44419737344f55eb5242936ce08e14
--- /dev/null
+++ b/data/3_crew/financial_researcher/src/financial_researcher/main.py
@@ -0,0 +1,27 @@
+#!/usr/bin/env python
+# src/financial_researcher/main.py
+import os
+from financial_researcher.crew import ResearchCrew
+
+# Create output directory if it doesn't exist
+os.makedirs('output', exist_ok=True)
+
+def run():
+ """
+ Run the research crew.
+ """
+ inputs = {
+ 'company': 'Apple'
+ }
+
+ # Create and run the crew
+ result = ResearchCrew().crew().kickoff(inputs=inputs)
+
+ # Print the result
+ print("\n\n=== FINAL REPORT ===\n\n")
+ print(result.raw)
+
+ print("\n\nReport has been saved to output/report.md")
+
+if __name__ == "__main__":
+ run()
\ No newline at end of file
diff --git a/data/3_crew/financial_researcher/src/financial_researcher/tools/__init__.py b/data/3_crew/financial_researcher/src/financial_researcher/tools/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/data/3_crew/financial_researcher/src/financial_researcher/tools/custom_tool.py b/data/3_crew/financial_researcher/src/financial_researcher/tools/custom_tool.py
new file mode 100644
index 0000000000000000000000000000000000000000..154beae8e0d0b0a2ceb4f480d1db08dfcfad7afb
--- /dev/null
+++ b/data/3_crew/financial_researcher/src/financial_researcher/tools/custom_tool.py
@@ -0,0 +1,19 @@
+from crewai.tools import BaseTool
+from typing import Type
+from pydantic import BaseModel, Field
+
+
+class MyCustomToolInput(BaseModel):
+ """Input schema for MyCustomTool."""
+ argument: str = Field(..., description="Description of the argument.")
+
+class MyCustomTool(BaseTool):
+ name: str = "Name of my tool"
+ description: str = (
+ "Clear description for what this tool is useful for, your agent will need this information to use it."
+ )
+ args_schema: Type[BaseModel] = MyCustomToolInput
+
+ def _run(self, argument: str) -> str:
+ # Implementation goes here
+ return "this is an example of a tool output, ignore it and move along."
diff --git a/data/3_crew/financial_researcher/uv.lock b/data/3_crew/financial_researcher/uv.lock
new file mode 100644
index 0000000000000000000000000000000000000000..de353dac41955aafae108ad18c3db5462dc728c2
--- /dev/null
+++ b/data/3_crew/financial_researcher/uv.lock
@@ -0,0 +1,4088 @@
+version = 1
+revision = 1
+requires-python = ">=3.10, <3.13"
+resolution-markers = [
+ "python_full_version >= '3.12.4'",
+ "python_full_version >= '3.12' and python_full_version < '3.12.4'",
+ "python_full_version == '3.11.*'",
+ "python_full_version < '3.11'",
+]
+
+[[package]]
+name = "aiohappyeyeballs"
+version = "2.6.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/26/30/f84a107a9c4331c14b2b586036f40965c128aa4fee4dda5d3d51cb14ad54/aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558", size = 22760 }
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+[[package]]
+name = "aiohttp"
+version = "3.11.14"
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+ { name = "attrs" },
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+
+Companies not selected:
+
+1. Epic MegaGrants: Despite substantial investment opportunities within the gaming and technology sectors, the focus on funding via the initiative may dilute direct investment returns. It is overshadowed by LumeCube's more direct consumer engagement and product-driven growth strategy.
+
+2. Synapse: While promising in fintech innovations, the operational and regulatory challenges, alongside competition, make it less favorable compared to LumeCube’s well-defined market and product alignment with prevailing trends.
+
+3. Boom Supersonic: Although they present exciting pre-IPO investments with advancements in supersonic travel and strong partnerships, the challenges in regulation and certification pose substantial risks. LumeCube's current and tested market offerings offer a more reliable investment path.
+
+Push Notification Sent: "Investment in LumeCube is recommended: As a leader in portable lighting solutions for content creators, LumeCube shows high growth potential due to increasing demand and strategic innovations."
\ No newline at end of file
diff --git a/data/3_crew/stock_picker/output/research b/data/3_crew/stock_picker/output/research
new file mode 100644
index 0000000000000000000000000000000000000000..a5e77f4fdd43d474c391fe990da6dbc4e6dc026c
--- /dev/null
+++ b/data/3_crew/stock_picker/output/research
@@ -0,0 +1 @@
+{"company":{"name":"Nvidia Corporation","ticker":"NVDA","reason":"Recently, the stock has dropped more than 4% as it faces market volatility. There are significant discussions surrounding its role in AI technology and its stock price recovering after a rough IPO for a Nvidia-backed AI stock, CoreWeave. Source: Yahoo Finance."},"financial_analysis":"Nvidia has showcased remarkable financial performance, particularly in light of its recent earnings results. For the fourth quarter of fiscal 2025, Nvidia reported a record revenue of $39.3 billion, marking a 12% increase from the previous quarter and a remarkable 78% year-over-year growth. The company's operating income for this period was reported at $25.5 billion.","market_position":"Nvidia is currently the leader in the GPU market, with a significant share in the data center segment, providing essential hardware for AI applications. As the AI industry expects growth to a projected market size of $1.3 trillion by 2032, Nvidia is well-positioned to leverage its dominance.","future_outlook":"Nvidia’s stock price is recommended as a strong 'buy' with a projected upside of 44% over the next year. Analysts average a price target for Nvidia’s shares to potentially double over the next five years.","investment_potential":"Considering the significant position Nvidia holds in both GPU manufacturing and the AI market, alongside its robust financial performance recovery and future prospects, it is classified as a high-risk, high-reward investment."}
\ No newline at end of file
diff --git a/data/3_crew/stock_picker/output/research_report.json b/data/3_crew/stock_picker/output/research_report.json
new file mode 100644
index 0000000000000000000000000000000000000000..52296c2547e25afd51bb8334aa92f2a43e6a2c7d
--- /dev/null
+++ b/data/3_crew/stock_picker/output/research_report.json
@@ -0,0 +1 @@
+{"research_list":[{"name":"LumeCube","market_position":"LumeCube is a leader in portable lighting solutions designed for content creators in photography, videography, and live streaming. The company has secured a robust market position by innovating and utilizing direct-to-consumer strategies.","future_outlook":"With a strategic focus on expanding and innovating products, LumeCube is expected to see significant growth, especially with increasing demand for professional-grade lighting in digital content creation.","investment_potential":"LumeCube presents a promising investment opportunity, aligned with trends in content creation. Potential for growth is high, given its innovative products and increasing demand from content creators."},{"name":"Epic MegaGrants","market_position":"Epic MegaGrants positions Epic Games as an industry leader funding innovation through its $100 million initiative, supporting developers and creators leveraging Unreal Engine.","future_outlook":"The program is set to refine its process for selecting projects to fund, with a focus on quality and impact, ensuring sustained innovation within the industry.","investment_potential":"Represents a substantial investment opportunity for those interested in gaming and technology sectors, as the initiative nurtures innovation and promises potential commercial returns."},{"name":"Synapse","market_position":"Synapse is a notable player in fintech, offering AI-driven solutions for credit scoring. Strategic partnerships enhance its reach, particularly in markets like the Asia Pacific.","future_outlook":"The company plans to expand its AI applications amidst strong competition, necessitating careful navigation of operational and regulatory challenges.","investment_potential":"While historical challenges exist, Synapse's innovative edge and market scope offer promising investment potential, especially for risk-tolerant investors intrigued by fintech advances."},{"name":"Boom Supersonic","market_position":"Boom Supersonic is a trailblazer in commercial aviation, pioneering the development of supersonic airliners with substantial interest from major airlines.","future_outlook":"Innovations in supersonic travel are progressing, including partnerships with the military, though challenges in regulation and certification remain. A strategic focus on sustainability may bolster long-term prospects.","investment_potential":"Not publicly traded yet, Boom Supersonic offers pre-IPO investment potential. The company's robust technological advances and partnerships indicate a promising outlook, with growing interest in reshaping air travel."}]}
\ No newline at end of file
diff --git a/data/3_crew/stock_picker/output/trending_companies.json b/data/3_crew/stock_picker/output/trending_companies.json
new file mode 100644
index 0000000000000000000000000000000000000000..90d91a60da5f0cf9a18540ca4bcb025d40fe19f1
--- /dev/null
+++ b/data/3_crew/stock_picker/output/trending_companies.json
@@ -0,0 +1 @@
+{"companies":[{"name":"LumeCube","ticker":"N/A","reason":"A leader in manufacturing portable lighting solutions for photography, videography, and live streaming."},{"name":"Epic MegaGrants","ticker":"N/A","reason":"A program by Epic Games that funds developers and creators to encourage innovation within the industry."},{"name":"Synapse","ticker":"N/A","reason":"Offering advanced AI solutions to automate business processes and enhance collaboration."},{"name":"Boom Supersonic","ticker":"N/A","reason":"Pioneering the return of supersonic flights with their Overture aircraft designed to be sustainable."},{"name":"Figma","ticker":"N/A","reason":"A platform for interface design that has increased its popularity significantly, promoting collaborative design work."},{"name":"Notion","ticker":"N/A","reason":"A workspace tool that combines notes, tasks, and databases, gaining traction for its versatility."},{"name":"Fivetran","ticker":"N/A","reason":"A data integration platform that automates the data pipeline process, enhancing data accessibility for businesses."},{"name":"Zapier","ticker":"N/A","reason":"Enabling automation of workflows by connecting various apps, simplifying task processes for users."},{"name":"Gusto","ticker":"N/A","reason":"Providing modern solutions for payroll and HR management targeted at small businesses."},{"name":"Calendly","ticker":"N/A","reason":"Simplifying appointment scheduling by allowing users to share available times effectively."}]}
\ No newline at end of file
diff --git a/data/3_crew/stock_picker/pyproject.toml b/data/3_crew/stock_picker/pyproject.toml
new file mode 100644
index 0000000000000000000000000000000000000000..bfc1f24551bc86ebdcd5aaee9147f9f182311f36
--- /dev/null
+++ b/data/3_crew/stock_picker/pyproject.toml
@@ -0,0 +1,23 @@
+[project]
+name = "stock_picker"
+version = "0.1.0"
+description = "stock_picker using crewAI"
+authors = [{ name = "Your Name", email = "you@example.com" }]
+requires-python = ">=3.10,<3.13"
+dependencies = [
+ "crewai[tools]>=0.108.0,<1.0.0"
+]
+
+[project.scripts]
+stock_picker = "stock_picker.main:run"
+run_crew = "stock_picker.main:run"
+train = "stock_picker.main:train"
+replay = "stock_picker.main:replay"
+test = "stock_picker.main:test"
+
+[build-system]
+requires = ["hatchling"]
+build-backend = "hatchling.build"
+
+[tool.crewai]
+type = "crew"
diff --git a/data/3_crew/stock_picker/report.md b/data/3_crew/stock_picker/report.md
new file mode 100644
index 0000000000000000000000000000000000000000..3b56b0080a2cf799993cea811a37b18c73103233
--- /dev/null
+++ b/data/3_crew/stock_picker/report.md
@@ -0,0 +1,29 @@
+# Comprehensive Company Analysis Report
+
+## Executive Summary
+This report analyzes three leading companies in the Technology sector: Nvidia Corporation (NVDA), Apple Inc. (AAPL), and Microsoft Corporation (MSFT). Each company showcases significant potential for innovation and growth, particularly in the areas of artificial intelligence (AI), augmented reality (AR), and cloud computing. After careful evaluation of recent market developments and strategic initiatives, this report recommends further investigation into Nvidia Corporation due to its leadership in AI and GPUs, which positions it effectively in the data center and gaming markets. This report will detail the reasons for selecting Nvidia while also acknowledging Apple and Microsoft as notable alternatives.
+
+## Selected Company for Further Analysis: Nvidia Corporation (NVDA)
+### Reasons for Selection
+1. **Market Leadership in AI and GPUs**: Nvidia has established itself as a dominant player in the AI and GPU markets with its cutting-edge A100 and H100 models. The company's technological advancements are setting new standards, offering high performance for demanding AI training workloads that are increasingly critical to businesses today.
+
+2. **Strong Financial Performance**: Nvidia's recent earnings report exceeded market expectations, largely driven by a surge in demand for its products within both the data center and gaming sectors. Such performance underscores the company's robust business model and revenue streams.
+
+3. **Strategic Partnerships**: The potential for Nvidia to enter partnerships with major cloud service providers enhances its market positioning. The anticipated collaborations will play a pivotal role in shaping the foundation of AI infrastructure and could lead to exponential growth in revenue.
+
+4. **Future Growth Prospects**: As businesses continue to invest in AI capabilities, Nvidia is well-positioned to capitalize on this trend. The increased adoption of AI technologies is expected to drive demand for NVIDIA's products, thus enhancing its growth trajectory.
+
+5. **Valuable Industry Insights**: Nvidia's presence in various sectors, including AI, gaming, and cloud computing, offers significant insights into prevailing market trends. A deeper investigation could uncover further opportunities for investment.
+
+### Investment Consideration
+While this analysis does not constitute a trading decision, the insights suggest that Nvidia holds substantial promise for potential investors. The company's trajectory in technological advancements and strategic initiatives indicates a strong likelihood of continued growth, making it a prime candidate for further analysis and investment consideration.
+
+## Companies Considered but Not Selected
+### Apple Inc. (AAPL)
+Apple Inc. remains an influential player in the Technology sector, particularly with its developments in augmented reality and enhancements in its service offerings. However, concerns surrounding the company's market saturation and reliance on hardware sales merchandise indicate more moderate growth potential compared to Nvidia's rapidly evolving AI landscape.
+
+### Microsoft Corporation (MSFT)
+Microsoft shows immense growth possibilities with its strategic investments in AI and cloud gaming technologies. However, combined with considerations around integration challenges from its acquisition of Activision Blizzard, Microsoft may face a more complex route to capitalizing on these innovations. This multifaceted approach dilutes the focused strengths seen in Nvidia.
+
+## Conclusion
+In summary, Nvidia Corporation stands out among its Technology sector peers due to its pioneering advancements in AI and GPU technology, robust financial performance, and strategic outlook. The company presents a compelling case for further investigation, with a focus on its potential for significant growth in the rapidly expanding AI market. Meanwhile, Apple Inc. and Microsoft Corporation, while noteworthy, exhibit characteristics that warrant a cautious approach when considering deep investment analysis. This report provides a structured foundation for exploring Nvidia’s opportunities and is designed to guide informed decisions in potential future investments.
\ No newline at end of file
diff --git a/data/3_crew/stock_picker/src/stock_picker/__init__.py b/data/3_crew/stock_picker/src/stock_picker/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/data/3_crew/stock_picker/src/stock_picker/config/agents.yaml b/data/3_crew/stock_picker/src/stock_picker/config/agents.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..fad2bc83d95bcebef3dc85ca39e599232cb17a53
--- /dev/null
+++ b/data/3_crew/stock_picker/src/stock_picker/config/agents.yaml
@@ -0,0 +1,39 @@
+trending_company_finder:
+ role: >
+ Financial News Analyst that finds trending companies in {sector}
+ goal: >
+ You read the latest news, then find 2-3 companies that are trending in the news for further research.
+ Always pick new companies. Don't pick the same company twice.
+ backstory: >
+ You are a market expert with a knack for picking out the most interesting companies based on latest news.
+ You spot multiple companies that are trending in the news.
+ llm: openai/gpt-4o-mini
+
+financial_researcher:
+ role: >
+ Senior Financial Researcher
+ goal: >
+ Given details of trending companies in the news, you provide comprehensive analysis of each in a report.
+ backstory: >
+ You are a financial expert with a proven track record of deeply analyzing hot companies and building comprehensive reports.
+ llm: openai/gpt-4o-mini
+
+stock_picker:
+ role: >
+ Stock Picker from Research
+ goal: >
+ Given a list of researched companies with investment potential, you select the best one for investment,
+ notifying the user and then providing a detailed report. Don't pick the same company twice.
+ backstory: >
+ You're a meticulous, skilled financial analyst with a proven track record of equity selection.
+ You have a talent for synthesizing research and picking the best company for investment.
+ llm: openai/gpt-4o-mini
+
+manager:
+ role: >
+ Manager
+ goal: >
+ You are a skilled project manager who can delegate tasks in order to achieve your goal, which is to pick the best company for investment.
+ backstory: >
+ You are an experienced and highly effective project manager who can delegate tasks to the right people.
+ llm: openai/gpt-4o
diff --git a/data/3_crew/stock_picker/src/stock_picker/config/tasks.yaml b/data/3_crew/stock_picker/src/stock_picker/config/tasks.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a13cf295bb1ae103ab4fcde8ccc0feff7b09d38c
--- /dev/null
+++ b/data/3_crew/stock_picker/src/stock_picker/config/tasks.yaml
@@ -0,0 +1,29 @@
+find_trending_companies:
+ description: >
+ Find the top trending companies in the news in {sector} by searching the latest news. Find new companies that you've not found before.
+ expected_output: >
+ A list of trending companies in {sector}
+ agent: trending_company_finder
+ output_file: output/trending_companies.json
+
+research_trending_companies:
+ description: >
+ Given a list of trending companies, provide detailed analysis of each company in a report by searching online
+ expected_output: >
+ A report containing detailed analysis of each company
+ agent: financial_researcher
+ context:
+ - find_trending_companies
+ output_file: output/research_report.json
+
+pick_best_company:
+ description: >
+ Analyze the research findings and pick the best company for investment.
+ Send a push notification to the user with the decision and 1 sentence rationale.
+ Then respond with a detailed report on why you chose this company, and which companies were not selected.
+ expected_output: >
+ The chosen company and why it was chosen; the companies that were not selected and why they were not selected.
+ agent: stock_picker
+ context:
+ - research_trending_companies
+ output_file: output/decision.md
diff --git a/data/3_crew/stock_picker/src/stock_picker/crew.py b/data/3_crew/stock_picker/src/stock_picker/crew.py
new file mode 100644
index 0000000000000000000000000000000000000000..e30d363d5988b4baa1b9c603615534149767fafe
--- /dev/null
+++ b/data/3_crew/stock_picker/src/stock_picker/crew.py
@@ -0,0 +1,125 @@
+from crewai import Agent, Crew, Process, Task
+from crewai.project import CrewBase, agent, crew, task
+from crewai_tools import SerperDevTool
+from pydantic import BaseModel, Field
+from typing import List
+from .tools.push_tool import PushNotificationTool
+from crewai.memory import LongTermMemory, ShortTermMemory, EntityMemory
+from crewai.memory.storage.rag_storage import RAGStorage
+from crewai.memory.storage.ltm_sqlite_storage import LTMSQLiteStorage
+
+class TrendingCompany(BaseModel):
+ """ A company that is in the news and attracting attention """
+ name: str = Field(description="Company name")
+ ticker: str = Field(description="Stock ticker symbol")
+ reason: str = Field(description="Reason this company is trending in the news")
+
+class TrendingCompanyList(BaseModel):
+ """ List of multiple trending companies that are in the news """
+ companies: List[TrendingCompany] = Field(description="List of companies trending in the news")
+
+class TrendingCompanyResearch(BaseModel):
+ """ Detailed research on a company """
+ name: str = Field(description="Company name")
+ market_position: str = Field(description="Current market position and competitive analysis")
+ future_outlook: str = Field(description="Future outlook and growth prospects")
+ investment_potential: str = Field(description="Investment potential and suitability for investment")
+
+class TrendingCompanyResearchList(BaseModel):
+ """ A list of detailed research on all the companies """
+ research_list: List[TrendingCompanyResearch] = Field(description="Comprehensive research on all trending companies")
+
+
+@CrewBase
+class StockPicker():
+ """StockPicker crew"""
+
+ agents_config = 'config/agents.yaml'
+ tasks_config = 'config/tasks.yaml'
+
+ @agent
+ def trending_company_finder(self) -> Agent:
+ return Agent(config=self.agents_config['trending_company_finder'],
+ tools=[SerperDevTool()], memory=True)
+
+ @agent
+ def financial_researcher(self) -> Agent:
+ return Agent(config=self.agents_config['financial_researcher'],
+ tools=[SerperDevTool()])
+
+ @agent
+ def stock_picker(self) -> Agent:
+ return Agent(config=self.agents_config['stock_picker'],
+ tools=[PushNotificationTool()], memory=True)
+
+ @task
+ def find_trending_companies(self) -> Task:
+ return Task(
+ config=self.tasks_config['find_trending_companies'],
+ output_pydantic=TrendingCompanyList,
+ )
+
+ @task
+ def research_trending_companies(self) -> Task:
+ return Task(
+ config=self.tasks_config['research_trending_companies'],
+ output_pydantic=TrendingCompanyResearchList,
+ )
+
+ @task
+ def pick_best_company(self) -> Task:
+ return Task(
+ config=self.tasks_config['pick_best_company'],
+ )
+
+
+
+
+ @crew
+ def crew(self) -> Crew:
+ """Creates the StockPicker crew"""
+
+ manager = Agent(
+ config=self.agents_config['manager'],
+ allow_delegation=True
+ )
+
+ return Crew(
+ agents=self.agents,
+ tasks=self.tasks,
+ process=Process.hierarchical,
+ verbose=True,
+ manager_agent=manager,
+ memory=True,
+ # Long-term memory for persistent storage across sessions
+ long_term_memory = LongTermMemory(
+ storage=LTMSQLiteStorage(
+ db_path="./memory/long_term_memory_storage.db"
+ )
+ ),
+ # Short-term memory for current context using RAG
+ short_term_memory = ShortTermMemory(
+ storage = RAGStorage(
+ embedder_config={
+ "provider": "openai",
+ "config": {
+ "model": 'text-embedding-3-small'
+ }
+ },
+ type="short_term",
+ path="./memory/"
+ )
+ ), # Entity memory for tracking key information about entities
+ entity_memory = EntityMemory(
+ storage=RAGStorage(
+ embedder_config={
+ "provider": "openai",
+ "config": {
+ "model": 'text-embedding-3-small'
+ }
+ },
+ type="short_term",
+ path="./memory/"
+ )
+ ),
+ )
diff --git a/data/3_crew/stock_picker/src/stock_picker/main.py b/data/3_crew/stock_picker/src/stock_picker/main.py
new file mode 100644
index 0000000000000000000000000000000000000000..cfdfc1e49007cd99686a3ba40aa3b0fd804c1de8
--- /dev/null
+++ b/data/3_crew/stock_picker/src/stock_picker/main.py
@@ -0,0 +1,30 @@
+#!/usr/bin/env python
+import sys
+import warnings
+import os
+from datetime import datetime
+
+from stock_picker.crew import StockPicker
+
+warnings.filterwarnings("ignore", category=SyntaxWarning, module="pysbd")
+
+
+def run():
+ """
+ Run the research crew.
+ """
+ inputs = {
+ 'sector': 'Technology',
+ "current_date": str(datetime.now())
+ }
+
+ # Create and run the crew
+ result = StockPicker().crew().kickoff(inputs=inputs)
+
+ # Print the result
+ print("\n\n=== FINAL DECISION ===\n\n")
+ print(result.raw)
+
+
+if __name__ == "__main__":
+ run()
diff --git a/data/3_crew/stock_picker/src/stock_picker/tools/__init__.py b/data/3_crew/stock_picker/src/stock_picker/tools/__init__.py
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/data/3_crew/stock_picker/src/stock_picker/tools/push_tool.py b/data/3_crew/stock_picker/src/stock_picker/tools/push_tool.py
new file mode 100644
index 0000000000000000000000000000000000000000..9b94582717985dbb64c9fc9d58c947c329c1c127
--- /dev/null
+++ b/data/3_crew/stock_picker/src/stock_picker/tools/push_tool.py
@@ -0,0 +1,29 @@
+from crewai.tools import BaseTool
+from typing import Type
+from pydantic import BaseModel, Field
+import os
+import requests
+
+
+class PushNotification(BaseModel):
+ """A message to be sent to the user"""
+ message: str = Field(..., description="The message to be sent to the user.")
+
+class PushNotificationTool(BaseTool):
+
+
+ name: str = "Send a Push Notification"
+ description: str = (
+ "This tool is used to send a push notification to the user."
+ )
+ args_schema: Type[BaseModel] = PushNotification
+
+ def _run(self, message: str) -> str:
+ pushover_user = os.getenv("PUSHOVER_USER")
+ pushover_token = os.getenv("PUSHOVER_TOKEN")
+ pushover_url = "https://api.pushover.net/1/messages.json"
+
+ print(f"Push: {message}")
+ payload = {"user": pushover_user, "token": pushover_token, "message": message}
+ requests.post(pushover_url, data=payload)
+ return '{"notification": "ok"}'
\ No newline at end of file
diff --git a/data/3_crew/stock_picker/uv.lock b/data/3_crew/stock_picker/uv.lock
new file mode 100644
index 0000000000000000000000000000000000000000..137dde3d9e618218ea323c9cb3a9a1d60bfd3e4a
--- /dev/null
+++ b/data/3_crew/stock_picker/uv.lock
@@ -0,0 +1,4088 @@
+version = 1
+revision = 1
+requires-python = ">=3.10, <3.13"
+resolution-markers = [
+ "python_full_version >= '3.12.4'",
+ "python_full_version >= '3.12' and python_full_version < '3.12.4'",
+ "python_full_version == '3.11.*'",
+ "python_full_version < '3.11'",
+]
+
+[[package]]
+name = "aiohappyeyeballs"
+version = "2.6.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/26/30/f84a107a9c4331c14b2b586036f40965c128aa4fee4dda5d3d51cb14ad54/aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558", size = 22760 }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/0f/15/5bf3b99495fb160b63f95972b81750f18f7f4e02ad051373b669d17d44f2/aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8", size = 15265 },
+]
+
+[[package]]
+name = "aiohttp"
+version = "3.11.14"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+ { name = "aiohappyeyeballs" },
+ { name = "aiosignal" },
+ { name = "async-timeout", marker = "python_full_version < '3.11'" },
+ { name = "attrs" },
+ { name = "frozenlist" },
+ { name = "multidict" },
+ { name = "propcache" },
+ { name = "yarl" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/6c/96/91e93ae5fd04d428c101cdbabce6c820d284d61d2614d00518f4fa52ea24/aiohttp-3.11.14.tar.gz", hash = "sha256:d6edc538c7480fa0a3b2bdd705f8010062d74700198da55d16498e1b49549b9c", size = 7676994 }
+wheels = [
+ { url = "https://files.pythonhosted.org/packages/6a/e1/f1ccc6cf29a31fb33e4eaa07a9d8e4dff00e23b32423b679cdb89536fe71/aiohttp-3.11.14-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:e2bc827c01f75803de77b134afdbf74fa74b62970eafdf190f3244931d7a5c0d", size = 709390 },
+ { url = "https://files.pythonhosted.org/packages/80/7d/195965f183a724d0470560b097543e96dc4a672fc2714012d1be87d6775c/aiohttp-3.11.14-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e365034c5cf6cf74f57420b57682ea79e19eb29033399dd3f40de4d0171998fa", size = 469246 },
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diff --git a/data/4_langgraph/1_lab1.ipynb b/data/4_langgraph/1_lab1.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..c3a8e78a0c69a821e17f40cd84a3e7e044f12ef9
--- /dev/null
+++ b/data/4_langgraph/1_lab1.ipynb
@@ -0,0 +1,354 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Welcome back to Python Notebooks!\n",
+ "\n",
+ "Didja miss me??\n",
+ "\n",
+ "### And welcome to Week 4, Day 2 - introducing LangGraph!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from typing import Annotated\n",
+ "from langgraph.graph import StateGraph, START, END\n",
+ "from langgraph.graph.message import add_messages\n",
+ "from dotenv import load_dotenv\n",
+ "from IPython.display import Image, display\n",
+ "import gradio as gr\n",
+ "from langgraph.graph import StateGraph\n",
+ "from langgraph.graph.message import add_messages\n",
+ "from langchain_openai import ChatOpenAI\n",
+ "from pydantic import BaseModel\n",
+ "import random\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Some useful constants\n",
+ "\n",
+ "nouns = [\"Cabbages\", \"Unicorns\", \"Toasters\", \"Penguins\", \"Bananas\", \"Zombies\", \"Rainbows\", \"Eels\", \"Pickles\", \"Muffins\"]\n",
+ "adjectives = [\"outrageous\", \"smelly\", \"pedantic\", \"existential\", \"moody\", \"sparkly\", \"untrustworthy\", \"sarcastic\", \"squishy\", \"haunted\"]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Our favorite first step! Crew was doing this for us, by the way.\n",
+ "load_dotenv(override=True)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def shout(text: Annotated[str, \"something to be shouted\"]) -> str:\n",
+ " print(text.upper())\n",
+ " return text.upper()\n",
+ "\n",
+ "shout(\"hello\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### A word about \"Annotated\"\n",
+ "\n",
+ "You probably know this; type hinting is a feature in Python that lets you specify the type of something:\n",
+ "\n",
+ "`my_favorite_things: List`\n",
+ "\n",
+ "But you may not know this:\n",
+ "\n",
+ "You can also use something called \"Annotated\" to add extra information that somebody else might find useful:\n",
+ "\n",
+ "`my_favorite_things: Annotated[List, \"these are a few of mine\"]`\n",
+ "\n",
+ "LangGraph needs us to use this feature when we define our State object.\n",
+ "\n",
+ "It wants us to tell it what function it should call to update the State with a new value.\n",
+ "\n",
+ "This function is called a **reducer**.\n",
+ "\n",
+ "LangGraph provides a default reducer called `add_messages` which takes care of the most common case.\n",
+ "\n",
+ "And that hopefully explains why the State looks like this.\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Step 1: Define the State object\n",
+ "\n",
+ "You can use any python object; but it's most common to use a TypedDict or a Pydantic BaseModel."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\n",
+ "class State(BaseModel):\n",
+ " \n",
+ " messages: Annotated[list, add_messages]\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Step 2: Start the Graph Builder with this State class"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "graph_builder = StateGraph(State)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Step 3: Create a Node\n",
+ "\n",
+ "A node can be any python function.\n",
+ "\n",
+ "The reducer that we set before gets automatically called to combine this response with previous responses\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def our_first_node(old_state: State) -> State:\n",
+ "\n",
+ " reply = f\"{random.choice(nouns)} are {random.choice(adjectives)}\"\n",
+ " messages = [{\"role\": \"assistant\", \"content\": reply}]\n",
+ "\n",
+ " new_state = State(messages=messages)\n",
+ "\n",
+ " return new_state\n",
+ "\n",
+ "graph_builder.add_node(\"first_node\", our_first_node)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Step 4: Create Edges"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "graph_builder.add_edge(START, \"first_node\")\n",
+ "graph_builder.add_edge(\"first_node\", END)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Step 5: Compile the Graph"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "graph = graph_builder.compile()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "display(Image(graph.get_graph().draw_mermaid_png()))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### That's it! Showtime!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def chat(user_input: str, history):\n",
+ " message = {\"role\": \"user\", \"content\": user_input}\n",
+ " messages = [message]\n",
+ " state = State(messages=messages)\n",
+ " result = graph.invoke(state)\n",
+ " print(result)\n",
+ " return result[\"messages\"][-1].content\n",
+ "\n",
+ "\n",
+ "gr.ChatInterface(chat, type=\"messages\").launch()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### But why did I show you that?\n",
+ "\n",
+ "To make the point that LangGraph is all about python functions - it doesn't need to involve LLMs!!\n",
+ "\n",
+ "Now we'll do the 5 steps again, but in 1 shot:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Step 1: Define the State object\n",
+ "class State(BaseModel):\n",
+ " messages: Annotated[list, add_messages]\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Step 2: Start the Graph Builder with this State class\n",
+ "graph_builder = StateGraph(State)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Step 3: Create a Node\n",
+ "\n",
+ "llm = ChatOpenAI(model=\"gpt-4o-mini\")\n",
+ "\n",
+ "def chatbot_node(old_state: State) -> State:\n",
+ " response = llm.invoke(old_state.messages)\n",
+ " new_state = State(messages=[response])\n",
+ " return new_state\n",
+ "\n",
+ "graph_builder.add_node(\"chatbot\", chatbot_node)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Step 4: Create Edges\n",
+ "graph_builder.add_edge(START, \"chatbot\")\n",
+ "graph_builder.add_edge(\"chatbot\", END)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Step 5: Compile the Graph\n",
+ "graph = graph_builder.compile()\n",
+ "display(Image(graph.get_graph().draw_mermaid_png()))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### That's it! And, let's do this:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def chat(user_input: str, history):\n",
+ " initial_state = State(messages=[{\"role\": \"user\", \"content\": user_input}])\n",
+ " result = graph.invoke(initial_state)\n",
+ " print(result)\n",
+ " return result['messages'][-1].content\n",
+ "\n",
+ "\n",
+ "gr.ChatInterface(chat, type=\"messages\").launch()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.9"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/data/4_langgraph/2_lab2.ipynb b/data/4_langgraph/2_lab2.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..735457abc3d59edbe683c8f79fc932b4efddc8b5
--- /dev/null
+++ b/data/4_langgraph/2_lab2.ipynb
@@ -0,0 +1,491 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### And welcome to Week 4, Day 3 - more LangGraph.."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from typing import Annotated\n",
+ "from langgraph.graph import StateGraph, START\n",
+ "from langgraph.graph.message import add_messages\n",
+ "from dotenv import load_dotenv\n",
+ "from IPython.display import Image, display\n",
+ "import gradio as gr\n",
+ "from langgraph.prebuilt import ToolNode, tools_condition\n",
+ "import requests\n",
+ "import os\n",
+ "from langchain_openai import ChatOpenAI\n",
+ "from typing import TypedDict\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Our favorite first step! Crew was doing this for us, by the way.\n",
+ "load_dotenv(override=True)\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### First, let's go set up LangSmith!\n",
+ "\n",
+ "https://langsmith.com"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Next, here is a useful function in LangChain community:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from langchain_community.utilities import GoogleSerperAPIWrapper\n",
+ "\n",
+ "serper = GoogleSerperAPIWrapper()\n",
+ "serper.run(\"What is the capital of France?\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Now here is a LangChain wrapper class for converting functions into Tools"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from langchain.agents import Tool\n",
+ "\n",
+ "tool_search =Tool(\n",
+ " name=\"search\",\n",
+ " func=serper.run,\n",
+ " description=\"Useful for when you need more information from an online search\"\n",
+ " )\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Now we can try out the tool the langchain way"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "tool_search.invoke(\"What is the capital of France?\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### And now let's write a tool ourselves\n",
+ "\n",
+ "We'll pick a familiar one"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "pushover_token = os.getenv(\"PUSHOVER_TOKEN\")\n",
+ "pushover_user = os.getenv(\"PUSHOVER_USER\")\n",
+ "pushover_url = \"https://api.pushover.net/1/messages.json\"\n",
+ "\n",
+ "def push(text: str):\n",
+ " \"\"\"Send a push notification to the user\"\"\"\n",
+ " requests.post(pushover_url, data = {\"token\": pushover_token, \"user\": pushover_user, \"message\": text})"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "tool_push = Tool(\n",
+ " name=\"send_push_notification\",\n",
+ " func=push,\n",
+ " description=\"useful for when you want to send a push notification\"\n",
+ " )\n",
+ "\n",
+ "tool_push.invoke(\"Hello, me\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Back to the Graph from yesterday\n",
+ "\n",
+ "One small change - using TypedDict instead of BaseModel for the State object\n",
+ "\n",
+ "When we implement tools, we always need to make 2 changes to the code:\n",
+ "\n",
+ "1. Changes to provide the tools to OpenAI in json when we make the call\n",
+ "\n",
+ "2. Changes to handle the results back: look for the model staying that the finish_reason==\"tool_calls\" and then retrieve the call, run the function, provide the results."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Bring them together"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "tools = [tool_search, tool_push]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Step 1: Define the State object\n",
+ "class State(TypedDict):\n",
+ " messages: Annotated[list, add_messages]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Step 2: Start the Graph Builder with this State class\n",
+ "graph_builder = StateGraph(State)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# This is different:\n",
+ "\n",
+ "llm = ChatOpenAI(model=\"gpt-4o-mini\")\n",
+ "llm_with_tools = llm.bind_tools(tools)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Step 3: Create a Node\n",
+ "\n",
+ "\n",
+ "def chatbot(state: State):\n",
+ " return {\"messages\": [llm_with_tools.invoke(state[\"messages\"])]}\n",
+ "\n",
+ "graph_builder.add_node(\"chatbot\", chatbot)\n",
+ "graph_builder.add_node(\"tools\", ToolNode(tools=tools))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Step 4: Create Edges\n",
+ "\n",
+ "\n",
+ "graph_builder.add_conditional_edges( \"chatbot\", tools_condition, \"tools\")\n",
+ "\n",
+ "# Any time a tool is called, we return to the chatbot to decide the next step\n",
+ "graph_builder.add_edge(\"tools\", \"chatbot\")\n",
+ "graph_builder.add_edge(START, \"chatbot\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Step 5: Compile the Graph\n",
+ "graph = graph_builder.compile()\n",
+ "display(Image(graph.get_graph().draw_mermaid_png()))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### That's it! And, let's do this:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def chat(user_input: str, history):\n",
+ " result = graph.invoke({\"messages\": [{\"role\": \"user\", \"content\": user_input}]})\n",
+ " return result[\"messages\"][-1].content\n",
+ "\n",
+ "\n",
+ "gr.ChatInterface(chat, type=\"messages\").launch()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## OK it's time to add Memory!\n",
+ "\n",
+ "### BUT WAIT!\n",
+ "\n",
+ "We have this whole Graph maintaining the state and appending to the state.\n",
+ "\n",
+ "Why isn't this handling memory?\n",
+ "\n",
+ "### This is a crucial point for understanding LangGraph\n",
+ "\n",
+ "> A super-step can be considered a single iteration over the graph nodes. Nodes that run in parallel are part of the same super-step, while nodes that run sequentially belong to separate super-steps.\n",
+ "\n",
+ "\n",
+ "One \"Super-Step\" of the graph represents one invocation of passing messages between agents.\n",
+ "\n",
+ "In idomatic LangGraph, you call invoke to run your graph for each super-step; for each interaction.\n",
+ "\n",
+ "The reducer handles state updates automatically within one super-step, but not between them.\n",
+ "\n",
+ "That is what checkpointing achieves."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from langgraph.checkpoint.memory import MemorySaver\n",
+ "\n",
+ "memory = MemorySaver()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Steps 1 and 2\n",
+ "graph_builder = StateGraph(State)\n",
+ "\n",
+ "\n",
+ "# Step 3\n",
+ "llm = ChatOpenAI(model=\"gpt-4o-mini\")\n",
+ "llm_with_tools = llm.bind_tools(tools)\n",
+ "\n",
+ "def chatbot(state: State):\n",
+ " print(state)\n",
+ " return {\"messages\": [llm_with_tools.invoke(state[\"messages\"])]}\n",
+ "\n",
+ "graph_builder.add_node(\"chatbot\", chatbot)\n",
+ "graph_builder.add_node(\"tools\", ToolNode(tools=tools))\n",
+ "\n",
+ "# Step 4\n",
+ "graph_builder.add_conditional_edges( \"chatbot\", tools_condition, \"tools\")\n",
+ "graph_builder.add_edge(\"tools\", \"chatbot\")\n",
+ "graph_builder.add_edge(START, \"chatbot\")\n",
+ "\n",
+ "# Step 5\n",
+ "graph = graph_builder.compile(checkpointer=memory)\n",
+ "display(Image(graph.get_graph().draw_mermaid_png()))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "config = {\"configurable\": {\"thread_id\": \"1\"}}\n",
+ "\n",
+ "def chat(user_input: str, history):\n",
+ " result = graph.invoke({\"messages\": [{\"role\": \"user\", \"content\": user_input}]}, config=config)\n",
+ " return result[\"messages\"][-1].content\n",
+ "\n",
+ "\n",
+ "gr.ChatInterface(chat, type=\"messages\").launch()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "graph.get_state(config)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Most recent first\n",
+ "\n",
+ "list(graph.get_state_history(config))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### LangGraph gives you tools to set the state back to a prior point in time, to branch off:\n",
+ "\n",
+ "```\n",
+ "config = {\"configurable\": {\"thread_id\": \"1\", \"checkpoint_id\": ...}}\n",
+ "graph.invoke(None, config=config)\n",
+ "```\n",
+ "\n",
+ "And this allows you to build stable systems that can be recovered and rerun from any prior checkpoint."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### And now let's store in SQL\n",
+ "\n",
+ "### And this is the power of LangGraph."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import sqlite3\n",
+ "from langgraph.checkpoint.sqlite import SqliteSaver\n",
+ "\n",
+ "db_path = \"memory.db\"\n",
+ "conn = sqlite3.connect(db_path, check_same_thread=False)\n",
+ "sql_memory = SqliteSaver(conn)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Steps 1 and 2\n",
+ "graph_builder = StateGraph(State)\n",
+ "\n",
+ "\n",
+ "# Step 3\n",
+ "llm = ChatOpenAI(model=\"gpt-4o-mini\")\n",
+ "llm_with_tools = llm.bind_tools(tools)\n",
+ "\n",
+ "def chatbot(state: State):\n",
+ " print(state)\n",
+ " return {\"messages\": [llm_with_tools.invoke(state[\"messages\"])]}\n",
+ "\n",
+ "graph_builder.add_node(\"chatbot\", chatbot)\n",
+ "graph_builder.add_node(\"tools\", ToolNode(tools=tools))\n",
+ "\n",
+ "# Step 4\n",
+ "graph_builder.add_conditional_edges( \"chatbot\", tools_condition, \"tools\")\n",
+ "graph_builder.add_edge(\"tools\", \"chatbot\")\n",
+ "graph_builder.add_edge(START, \"chatbot\")\n",
+ "\n",
+ "# Step 5\n",
+ "graph = graph_builder.compile(checkpointer=sql_memory)\n",
+ "display(Image(graph.get_graph().draw_mermaid_png()))\n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "config = {\"configurable\": {\"thread_id\": \"3\"}}\n",
+ "\n",
+ "def chat(user_input: str, history):\n",
+ " result = graph.invoke({\"messages\": [{\"role\": \"user\", \"content\": user_input}]}, config=config)\n",
+ " return result[\"messages\"][-1].content\n",
+ "\n",
+ "\n",
+ "gr.ChatInterface(chat, type=\"messages\").launch()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.9"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/data/4_langgraph/3_lab3.ipynb b/data/4_langgraph/3_lab3.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..186341a0f869783ab039019d43e0b005947e504f
--- /dev/null
+++ b/data/4_langgraph/3_lab3.ipynb
@@ -0,0 +1,322 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Welcome to Week 4, Day 4\n",
+ "\n",
+ "This is the start of an AWESOME project! Really simple and very effective."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### First - a heads up for Windows PC users\n",
+ "\n",
+ "While executing this notebook, you might hit a problem with the Playwright browser raising a NotImplementedError.\n",
+ "\n",
+ "This should work when we move to python modules, but it can cause problems in Windows in a notebook.\n",
+ "\n",
+ "If you it this error and would like to run the notebook, you need to make a small change which seems quite hacky!\n",
+ "\n",
+ "1. Right click in `.venv` in the File Explorer on the left and select \"Find in folder\"\n",
+ "2. Search for `asyncio.set_event_loop_policy(WindowsSelectorEventLoopPolicy())` \n",
+ "3. That code should be found in a line of code in a file called `kernelapp.py`\n",
+ "4. Comment out the entire else clause that this line is a part of - see the fragment below\n",
+ "5. Restart the kernel by pressing the \"Restart\" button above\n",
+ "\n",
+ "```python\n",
+ " if sys.platform.startswith(\"win\") and sys.version_info >= (3, 8):\n",
+ " import asyncio\n",
+ " \n",
+ " try:\n",
+ " from asyncio import WindowsProactorEventLoopPolicy, WindowsSelectorEventLoopPolicy\n",
+ " except ImportError:\n",
+ " pass\n",
+ " # not affected\n",
+ " # else:\n",
+ " # if type(asyncio.get_event_loop_policy()) is WindowsProactorEventLoopPolicy:\n",
+ " # WindowsProactorEventLoopPolicy is not compatible with tornado 6\n",
+ " # fallback to the pre-3.8 default of Selector\n",
+ " # asyncio.set_event_loop_policy(WindowsSelectorEventLoopPolicy())\n",
+ "```\n",
+ "\n",
+ "Thank you to student Nicolas for finding this, and to Kalyan, Yaki, Zibin and Bhaskar for confirming that this worked for them!\n",
+ "\n",
+ "As an alternative, you can just move to a Python module (which we do anyway in Day 5)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from typing import Annotated\n",
+ "from typing_extensions import TypedDict\n",
+ "from langgraph.graph import StateGraph, START\n",
+ "from langgraph.graph.message import add_messages\n",
+ "from dotenv import load_dotenv\n",
+ "from IPython.display import Image, display\n",
+ "import gradio as gr\n",
+ "from langgraph.prebuilt import ToolNode, tools_condition\n",
+ "import requests\n",
+ "import os\n",
+ "from langchain.agents import Tool\n",
+ "\n",
+ "from langchain_openai import ChatOpenAI\n",
+ "from langgraph.checkpoint.memory import MemorySaver"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "load_dotenv(override=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Asynchronous LangGraph\n",
+ "\n",
+ "To run a tool: \n",
+ "Sync: `tool.run(inputs)` \n",
+ "Async: `await tool.arun(inputs)`\n",
+ "\n",
+ "To invoke the graph: \n",
+ "Sync: `graph.invoke(state)` \n",
+ "Async: `await graph.ainvoke(state)`"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "class State(TypedDict):\n",
+ " \n",
+ " messages: Annotated[list, add_messages]\n",
+ "\n",
+ "\n",
+ "graph_builder = StateGraph(State)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "pushover_token = os.getenv(\"PUSHOVER_TOKEN\")\n",
+ "pushover_user = os.getenv(\"PUSHOVER_USER\")\n",
+ "pushover_url = \"https://api.pushover.net/1/messages.json\"\n",
+ "\n",
+ "def push(text: str):\n",
+ " \"\"\"Send a push notification to the user\"\"\"\n",
+ " requests.post(pushover_url, data = {\"token\": pushover_token, \"user\": pushover_user, \"message\": text})\n",
+ "\n",
+ "tool_push = Tool(\n",
+ " name=\"send_push_notification\",\n",
+ " func=push,\n",
+ " description=\"useful for when you want to send a push notification\"\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Next: Install Playwright\n",
+ "\n",
+ "On Windows and MacOS: \n",
+ "`playwright install`\n",
+ "\n",
+ "On Linux: \n",
+ "`playwright install —with-reps chromium`\n",
+ "\n",
+ "Student Mariano R. mentioned that you might also need to do this in a cursor terminal:\n",
+ "\n",
+ "`uv run playwright install chromium`"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Introducing nest_asyncio\n",
+ "\n",
+ "Python async code only allows for one \"event loop\" processing aynchronous events.\n",
+ "\n",
+ "The `nest_asyncio` library patches this, and is used for special situations, if you need to run a nested event loop.\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import nest_asyncio\n",
+ "nest_asyncio.apply()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### The LangChain community\n",
+ "\n",
+ "One of the remarkable things about LangChain is the rich community around it.\n",
+ "\n",
+ "Check this out:\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from langchain_community.agent_toolkits import PlayWrightBrowserToolkit\n",
+ "from langchain_community.tools.playwright.utils import create_async_playwright_browser\n",
+ "\n",
+ "# If you get a NotImplementedError here or later, see the Heads Up at the top of the notebook\n",
+ "\n",
+ "async_browser = create_async_playwright_browser(headless=False) # headful mode\n",
+ "toolkit = PlayWrightBrowserToolkit.from_browser(async_browser=async_browser)\n",
+ "tools = toolkit.get_tools()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "for tool in tools:\n",
+ " print(f\"{tool.name}={tool}\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "tool_dict = {tool.name:tool for tool in tools}\n",
+ "\n",
+ "navigate_tool = tool_dict.get(\"navigate_browser\")\n",
+ "extract_text_tool = tool_dict.get(\"extract_text\")\n",
+ "\n",
+ " \n",
+ "await navigate_tool.arun({\"url\": \"https://www.cnn.com\"})\n",
+ "text = await extract_text_tool.arun({})"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import textwrap\n",
+ "print(textwrap.fill(text))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "all_tools = tools + [tool_push]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\n",
+ "llm = ChatOpenAI(model=\"gpt-4o-mini\")\n",
+ "llm_with_tools = llm.bind_tools(all_tools)\n",
+ "\n",
+ "\n",
+ "def chatbot(state: State):\n",
+ " return {\"messages\": [llm_with_tools.invoke(state[\"messages\"])]}\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\n",
+ "graph_builder = StateGraph(State)\n",
+ "graph_builder.add_node(\"chatbot\", chatbot)\n",
+ "graph_builder.add_node(\"tools\", ToolNode(tools=all_tools))\n",
+ "graph_builder.add_conditional_edges( \"chatbot\", tools_condition, \"tools\")\n",
+ "graph_builder.add_edge(\"tools\", \"chatbot\")\n",
+ "graph_builder.add_edge(START, \"chatbot\")\n",
+ "\n",
+ "memory = MemorySaver()\n",
+ "graph = graph_builder.compile(checkpointer=memory)\n",
+ "display(Image(graph.get_graph().draw_mermaid_png()))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "config = {\"configurable\": {\"thread_id\": \"10\"}}\n",
+ "\n",
+ "async def chat(user_input: str, history):\n",
+ " result = await graph.ainvoke({\"messages\": [{\"role\": \"user\", \"content\": user_input}]}, config=config)\n",
+ " return result[\"messages\"][-1].content\n",
+ "\n",
+ "\n",
+ "gr.ChatInterface(chat, type=\"messages\").launch()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.9"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/data/4_langgraph/4_lab4.ipynb b/data/4_langgraph/4_lab4.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..d6c9d2d0ac20fa99f4fbcd2303ea52cd5b744e5d
--- /dev/null
+++ b/data/4_langgraph/4_lab4.ipynb
@@ -0,0 +1,414 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Week 4 Day 4 - preparing the big project!\n",
+ "\n",
+ "# The Sidekick\n",
+ "\n",
+ "It's time to introduce:\n",
+ "\n",
+ "1. Structured Outputs\n",
+ "2. A multi-agent flow"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from typing import Annotated, TypedDict, List, Dict, Any, Optional\n",
+ "from langchain_core.messages import AIMessage, HumanMessage, SystemMessage\n",
+ "from langchain_openai import ChatOpenAI\n",
+ "from langchain_community.agent_toolkits import PlayWrightBrowserToolkit\n",
+ "from langchain_community.tools.playwright.utils import create_async_playwright_browser\n",
+ "from langgraph.graph import StateGraph, START, END\n",
+ "from langgraph.checkpoint.memory import MemorySaver\n",
+ "from langgraph.prebuilt import ToolNode\n",
+ "from langgraph.graph.message import add_messages\n",
+ "from pydantic import BaseModel, Field\n",
+ "from IPython.display import Image, display\n",
+ "import gradio as gr\n",
+ "import uuid\n",
+ "from dotenv import load_dotenv"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "load_dotenv(override=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### For structured outputs, we define a Pydantic object for the Schema"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# First define a structured output\n",
+ "\n",
+ "class EvaluatorOutput(BaseModel):\n",
+ " feedback: str = Field(description=\"Feedback on the assistant's response\")\n",
+ " success_criteria_met: bool = Field(description=\"Whether the success criteria have been met\")\n",
+ " user_input_needed: bool = Field(description=\"True if more input is needed from the user, or clarifications, or the assistant is stuck\")\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### And for the State, we'll use TypedDict again\n",
+ "\n",
+ "But now we have some real information to maintain!\n",
+ "\n",
+ "The messages uses the reducer. The others are simply values that we overwrite with any state change."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# The state\n",
+ "\n",
+ "class State(TypedDict):\n",
+ " messages: Annotated[List[Any], add_messages]\n",
+ " success_criteria: str\n",
+ " feedback_on_work: Optional[str]\n",
+ " success_criteria_met: bool\n",
+ " user_input_needed: bool"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Get our async Playwright tools\n",
+ "# If you get a NotImplementedError here or later, see the Heads Up at the top of the 3_lab3 notebook\n",
+ "\n",
+ "\n",
+ "import nest_asyncio\n",
+ "nest_asyncio.apply()\n",
+ "async_browser = create_async_playwright_browser(headless=False) # headful mode\n",
+ "toolkit = PlayWrightBrowserToolkit.from_browser(async_browser=async_browser)\n",
+ "tools = toolkit.get_tools()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Initialize the LLMs\n",
+ "\n",
+ "worker_llm = ChatOpenAI(model=\"gpt-4o-mini\")\n",
+ "worker_llm_with_tools = worker_llm.bind_tools(tools)\n",
+ "\n",
+ "evaluator_llm = ChatOpenAI(model=\"gpt-4o-mini\")\n",
+ "evaluator_llm_with_output = evaluator_llm.with_structured_output(EvaluatorOutput)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# The worker node\n",
+ "\n",
+ "def worker(state: State) -> Dict[str, Any]:\n",
+ " system_message = f\"\"\"You are a helpful assistant that can use tools to complete tasks.\n",
+ "You keep working on a task until either you have a question or clarification for the user, or the success criteria is met.\n",
+ "This is the success criteria:\n",
+ "{state['success_criteria']}\n",
+ "You should reply either with a question for the user about this assignment, or with your final response.\n",
+ "If you have a question for the user, you need to reply by clearly stating your question. An example might be:\n",
+ "\n",
+ "Question: please clarify whether you want a summary or a detailed answer\n",
+ "\n",
+ "If you've finished, reply with the final answer, and don't ask a question; simply reply with the answer.\n",
+ "\"\"\"\n",
+ " \n",
+ " if state.get(\"feedback_on_work\"):\n",
+ " system_message += f\"\"\"\n",
+ "Previously you thought you completed the assignment, but your reply was rejected because the success criteria was not met.\n",
+ "Here is the feedback on why this was rejected:\n",
+ "{state['feedback_on_work']}\n",
+ "With this feedback, please continue the assignment, ensuring that you meet the success criteria or have a question for the user.\"\"\"\n",
+ " \n",
+ " # Add in the system message\n",
+ "\n",
+ " found_system_message = False\n",
+ " messages = state[\"messages\"]\n",
+ " for message in messages:\n",
+ " if isinstance(message, SystemMessage):\n",
+ " message.content = system_message\n",
+ " found_system_message = True\n",
+ " \n",
+ " if not found_system_message:\n",
+ " messages = [SystemMessage(content=system_message)] + messages\n",
+ " \n",
+ " # Invoke the LLM with tools\n",
+ " response = worker_llm_with_tools.invoke(messages)\n",
+ " \n",
+ " # Return updated state\n",
+ " return {\n",
+ " \"messages\": [response],\n",
+ " }"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def worker_router(state: State) -> str:\n",
+ " last_message = state[\"messages\"][-1]\n",
+ " \n",
+ " if hasattr(last_message, \"tool_calls\") and last_message.tool_calls:\n",
+ " return \"tools\"\n",
+ " else:\n",
+ " return \"evaluator\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def format_conversation(messages: List[Any]) -> str:\n",
+ " conversation = \"Conversation history:\\n\\n\"\n",
+ " for message in messages:\n",
+ " if isinstance(message, HumanMessage):\n",
+ " conversation += f\"User: {message.content}\\n\"\n",
+ " elif isinstance(message, AIMessage):\n",
+ " text = message.content or \"[Tools use]\"\n",
+ " conversation += f\"Assistant: {text}\\n\"\n",
+ " return conversation"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def evaluator(state: State) -> State:\n",
+ " last_response = state[\"messages\"][-1].content\n",
+ "\n",
+ " system_message = \"\"\"You are an evaluator that determines if a task has been completed successfully by an Assistant.\n",
+ "Assess the Assistant's last response based on the given criteria. Respond with your feedback, and with your decision on whether the success criteria has been met,\n",
+ "and whether more input is needed from the user.\"\"\"\n",
+ " \n",
+ " user_message = f\"\"\"You are evaluating a conversation between the User and Assistant. You decide what action to take based on the last response from the Assistant.\n",
+ "\n",
+ "The entire conversation with the assistant, with the user's original request and all replies, is:\n",
+ "{format_conversation(state['messages'])}\n",
+ "\n",
+ "The success criteria for this assignment is:\n",
+ "{state['success_criteria']}\n",
+ "\n",
+ "And the final response from the Assistant that you are evaluating is:\n",
+ "{last_response}\n",
+ "\n",
+ "Respond with your feedback, and decide if the success criteria is met by this response.\n",
+ "Also, decide if more user input is required, either because the assistant has a question, needs clarification, or seems to be stuck and unable to answer without help.\n",
+ "\"\"\"\n",
+ " if state[\"feedback_on_work\"]:\n",
+ " user_message += f\"Also, note that in a prior attempt from the Assistant, you provided this feedback: {state['feedback_on_work']}\\n\"\n",
+ " user_message += \"If you're seeing the Assistant repeating the same mistakes, then consider responding that user input is required.\"\n",
+ " \n",
+ " evaluator_messages = [SystemMessage(content=system_message), HumanMessage(content=user_message)]\n",
+ "\n",
+ " eval_result = evaluator_llm_with_output.invoke(evaluator_messages)\n",
+ " new_state = {\n",
+ " \"messages\": [{\"role\": \"assistant\", \"content\": f\"Evaluator Feedback on this answer: {eval_result.feedback}\"}],\n",
+ " \"feedback_on_work\": eval_result.feedback,\n",
+ " \"success_criteria_met\": eval_result.success_criteria_met,\n",
+ " \"user_input_needed\": eval_result.user_input_needed\n",
+ " }\n",
+ " return new_state"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def route_based_on_evaluation(state: State) -> str:\n",
+ " if state[\"success_criteria_met\"] or state[\"user_input_needed\"]:\n",
+ " return \"END\"\n",
+ " else:\n",
+ " return \"worker\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Set up Graph Builder with State\n",
+ "graph_builder = StateGraph(State)\n",
+ "\n",
+ "# Add nodes\n",
+ "graph_builder.add_node(\"worker\", worker)\n",
+ "graph_builder.add_node(\"tools\", ToolNode(tools=tools))\n",
+ "graph_builder.add_node(\"evaluator\", evaluator)\n",
+ "\n",
+ "# Add edges\n",
+ "graph_builder.add_conditional_edges(\"worker\", worker_router, {\"tools\": \"tools\", \"evaluator\": \"evaluator\"})\n",
+ "graph_builder.add_edge(\"tools\", \"worker\")\n",
+ "graph_builder.add_conditional_edges(\"evaluator\", route_based_on_evaluation, {\"worker\": \"worker\", \"END\": END})\n",
+ "graph_builder.add_edge(START, \"worker\")\n",
+ "\n",
+ "# Compile the graph\n",
+ "memory = MemorySaver()\n",
+ "graph = graph_builder.compile(checkpointer=memory)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "display(Image(graph.get_graph().draw_mermaid_png()))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Next comes the gradio Callback to kick off a super-step"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def make_thread_id() -> str:\n",
+ " return str(uuid.uuid4())\n",
+ "\n",
+ "\n",
+ "async def process_message(message, success_criteria, history, thread):\n",
+ "\n",
+ " config = {\"configurable\": {\"thread_id\": thread}}\n",
+ "\n",
+ " state = {\n",
+ " \"messages\": message,\n",
+ " \"success_criteria\": success_criteria,\n",
+ " \"feedback_on_work\": None,\n",
+ " \"success_criteria_met\": False,\n",
+ " \"user_input_needed\": False\n",
+ " }\n",
+ " result = await graph.ainvoke(state, config=config)\n",
+ " user = {\"role\": \"user\", \"content\": message}\n",
+ " reply = {\"role\": \"assistant\", \"content\": result[\"messages\"][-2].content}\n",
+ " feedback = {\"role\": \"assistant\", \"content\": result[\"messages\"][-1].content}\n",
+ " return history + [user, reply, feedback]\n",
+ "\n",
+ "async def reset():\n",
+ " return \"\", \"\", None, make_thread_id()\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### And now launch our Sidekick UI"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\n",
+ "with gr.Blocks(theme=gr.themes.Default(primary_hue=\"emerald\")) as demo:\n",
+ " gr.Markdown(\"## Sidekick Personal Co-worker\")\n",
+ " thread = gr.State(make_thread_id())\n",
+ " \n",
+ " with gr.Row():\n",
+ " chatbot = gr.Chatbot(label=\"Sidekick\", height=300, type=\"messages\")\n",
+ " with gr.Group():\n",
+ " with gr.Row():\n",
+ " message = gr.Textbox(show_label=False, placeholder=\"Your request to your sidekick\")\n",
+ " with gr.Row():\n",
+ " success_criteria = gr.Textbox(show_label=False, placeholder=\"What are your success critiera?\")\n",
+ " with gr.Row():\n",
+ " reset_button = gr.Button(\"Reset\", variant=\"stop\")\n",
+ " go_button = gr.Button(\"Go!\", variant=\"primary\")\n",
+ " message.submit(process_message, [message, success_criteria, chatbot, thread], [chatbot])\n",
+ " success_criteria.submit(process_message, [message, success_criteria, chatbot, thread], [chatbot])\n",
+ " go_button.click(process_message, [message, success_criteria, chatbot, thread], [chatbot])\n",
+ " reset_button.click(reset, [], [message, success_criteria, chatbot, thread])\n",
+ "\n",
+ " \n",
+ "demo.launch()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ " \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " Congratulations on making the first version of Sidekick!\n",
+ " This is a pretty epic moment in the course. You've made the start of something very powerful. And you've upskilled on an impressive Agent framework in LangGraph. Maybe like me you're being converted from a LangGraph skeptic to a LangGraph fan..
My editor would kill me if I didn't mention again: if you're able to rate the course on Udemy, I'd be so very grateful: it's the main way that Udemy decides whether to show the course to others and it makes a massive difference.
And another reminder that I love connecting on LinkedIn if you haven't yet! If you wanted to post about your progress on the course, please tag me and I'll weigh in to increase your exposure.\n",
+ " \n",
+ " | \n",
+ "
"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.9"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/data/4_langgraph/app.py b/data/4_langgraph/app.py
new file mode 100644
index 0000000000000000000000000000000000000000..aaa93a39573f451119b15cb2a5a23c82d92ae51f
--- /dev/null
+++ b/data/4_langgraph/app.py
@@ -0,0 +1,50 @@
+import gradio as gr
+from sidekick import Sidekick
+
+
+async def setup():
+ sidekick = Sidekick()
+ await sidekick.setup()
+ return sidekick
+
+async def process_message(sidekick, message, success_criteria, history):
+ results = await sidekick.run_superstep(message, success_criteria, history)
+ return results, sidekick
+
+async def reset():
+ new_sidekick = Sidekick()
+ await new_sidekick.setup()
+ return "", "", None, new_sidekick
+
+def free_resources(sidekick):
+ print("Cleaning up")
+ try:
+ if sidekick:
+ sidekick.free_resources()
+ except Exception as e:
+ print(f"Exception during cleanup: {e}")
+
+
+with gr.Blocks(title="Sidekick", theme=gr.themes.Default(primary_hue="emerald")) as ui:
+ gr.Markdown("## Sidekick Personal Co-Worker")
+ sidekick = gr.State(delete_callback=free_resources)
+
+ with gr.Row():
+ chatbot = gr.Chatbot(label="Sidekick", height=300, type="messages")
+ with gr.Group():
+ with gr.Row():
+ message = gr.Textbox(show_label=False, placeholder="Your request to the Sidekick")
+ with gr.Row():
+ success_criteria = gr.Textbox(show_label=False, placeholder="What are your success critiera?")
+ with gr.Row():
+ reset_button = gr.Button("Reset", variant="stop")
+ go_button = gr.Button("Go!", variant="primary")
+
+ ui.load(setup, [], [sidekick])
+ message.submit(process_message, [sidekick, message, success_criteria, chatbot], [chatbot, sidekick])
+ success_criteria.submit(process_message, [sidekick, message, success_criteria, chatbot], [chatbot, sidekick])
+ go_button.click(process_message, [sidekick, message, success_criteria, chatbot], [chatbot, sidekick])
+ reset_button.click(reset, [], [message, success_criteria, chatbot, sidekick])
+
+
+ui.launch(inbrowser=True)
\ No newline at end of file
diff --git a/data/4_langgraph/community_contributions/SideKick(Ugraded)/app.py b/data/4_langgraph/community_contributions/SideKick(Ugraded)/app.py
new file mode 100644
index 0000000000000000000000000000000000000000..498ce120bb7d12f1bf4aaae73d3ab5ed0c15f517
--- /dev/null
+++ b/data/4_langgraph/community_contributions/SideKick(Ugraded)/app.py
@@ -0,0 +1,78 @@
+import os
+from dotenv import load_dotenv
+load_dotenv(override=True)
+
+import gradio as gr
+from sidekick_tools import create_calendar_event, list_upcoming_events
+from sidekick import Sidekick
+
+async def setup():
+ sidekick = Sidekick()
+ await sidekick.setup()
+ return sidekick
+
+async def process_message(sidekick, message, success_criteria, history):
+ results = await sidekick.run_superstep(message, success_criteria, history)
+ return results, sidekick
+
+async def reset():
+ new_sidekick = Sidekick()
+ await new_sidekick.setup()
+ return "", "", None, new_sidekick
+
+
+def free_resources(sidekick):
+ print("Cleaning up")
+ try:
+ if sidekick:
+ sidekick.cleanup()
+ except Exception as e:
+ print(f"Exception during cleanup: {e}")
+
+# Gradio UI
+with gr.Blocks(title="Sidekick", theme=gr.themes.Default(primary_hue="emerald")) as ui:
+ gr.Markdown("## Sidekick Personal Co-Worker")
+ sidekick = gr.State(delete_callback=free_resources)
+
+ with gr.Row():
+ chatbot = gr.Chatbot(label="Sidekick", height=300, type="messages")
+ with gr.Group():
+ with gr.Row():
+ message = gr.Textbox(show_label=False, placeholder="Your request to the Sidekick")
+ with gr.Row():
+ success_criteria = gr.Textbox(show_label=False, placeholder="What are your success criteria?")
+ with gr.Row():
+ reset_button = gr.Button("Reset", variant="stop")
+ go_button = gr.Button("Go!", variant="primary")
+
+ # Calendar Accordion
+ with gr.Accordion("📆 Calendar", open=False):
+ cal_summary = gr.Textbox(label="Event Title")
+ cal_start = gr.Textbox(label="Start (RFC3339)", placeholder="2025-05-20T15:00:00+05:30")
+ cal_end = gr.Textbox(label="End (RFC3339)", placeholder="2025-05-20T16:00:00+05:30")
+ cal_description = gr.Textbox(label="Description (optional)")
+ add_event_btn = gr.Button("Add Event")
+ list_events_btn = gr.Button("List Upcoming Events")
+ cal_output = gr.Textbox(label="Calendar Output", interactive=False)
+
+ # Bind main functions
+ ui.load(setup, [], [sidekick])
+ message.submit(process_message, [sidekick, message, success_criteria, chatbot], [chatbot, sidekick])
+ success_criteria.submit(process_message, [sidekick, message, success_criteria, chatbot], [chatbot, sidekick])
+ go_button.click(process_message, [sidekick, message, success_criteria, chatbot], [chatbot, sidekick])
+ reset_button.click(reset, [], [message, success_criteria, chatbot, sidekick])
+
+ # Bind calendar tools
+ add_event_btn.click(
+ fn=lambda summary, start, end, desc: create_calendar_event(
+ summary, start, end, desc, os.getenv("GOOGLE_CALENDAR_ID", "primary")
+ ),
+ inputs=[cal_summary, cal_start, cal_end, cal_description],
+ outputs=cal_output
+ )
+ list_events_btn.click(
+ fn=lambda: list_upcoming_events(os.getenv("GOOGLE_CALENDAR_ID", "primary")),
+ outputs=cal_output
+ )
+
+ui.launch(inbrowser=True)
\ No newline at end of file
diff --git a/data/4_langgraph/community_contributions/SideKick(Ugraded)/readme.md b/data/4_langgraph/community_contributions/SideKick(Ugraded)/readme.md
new file mode 100644
index 0000000000000000000000000000000000000000..f3352fba1bbd4b339a28f08b07033eb8366f63fc
--- /dev/null
+++ b/data/4_langgraph/community_contributions/SideKick(Ugraded)/readme.md
@@ -0,0 +1,155 @@
+# Sidekick: Your Personal Co-Worker AI Agent
+
+Sidekick is an agentic AI assistant built with **Langgraph**, **LangChain**, and **Gradio**. It can:
+
+- **Google Calendar Integration**: Create and list events via the Calendar API.
+- **Multi-Agent Orchestration**:
+ - **PlannerAgent**: Decomposes tasks into subtasks.
+ - **ResearchAgent**: Performs web searches & fetches summaries.
+ - **CodeAgent**: Writes and debugs code.
+- **Evaluator Loop**: Ensures responses meet success criteria or asks clarifying questions.
+- **Push Notifications**: (Optional) Send reminders via Pushover.
+
+---
+
+## 🛠️ Prerequisites
+
+- **Python 3.8+**
+- **Google Cloud Project** with Calendar API enabled
+- **OAuth 2.0 Client Credentials** (`credentials.json`)
+- **Pushover** account & tokens (optional)
+- **Virtualenv** or Conda environment
+
+---
+
+## 🚀 Installation
+
+1. **Clone the repository**
+
+ ```bash
+ git clone https://github.com/yourusername/sidekick-agent.git
+ cd sidekick-agent
+ ```
+
+2. **Create & activate a virtual environment**
+
+ ```bash
+ python3 -m venv .venv
+ source .venv/bin/activate # macOS/Linux
+ .venv\Scripts\activate # Windows
+ ```
+
+3. **Install dependencies**
+
+ ```bash
+ pip install --upgrade pip
+ pip install \
+ python-dotenv \
+ gradio \
+ playwright \
+ google-api-python-client \
+ google-auth-httplib2 \
+ google-auth-oauthlib \
+ langchain \
+ langchain-community \
+ langchain-experimental \
+ langchain-openai \
+ langgraph \
+ pydantic \
+ requests
+ playwright install chromium
+ ```
+
+---
+
+## 🔑 Configuration
+
+Create a `.env` file in the project root:
+
+```ini
+# OpenAI
+OPENAI_API_KEY=sk-…
+
+# Pushover (optional)
+PUSHOVER_TOKEN=your_pushover_app_token
+PUSHOVER_USER=your_pushover_user_key
+
+# Google Calendar
+GOOGLE_TOKEN_PATH=token.json
+GOOGLE_CALENDAR_ID=primary
+
+# File-Toolkit root (optional)
+FILE_TOOL_ROOT=./sandbox
+
+# Timezone for RFC3339 formatting
+TIMEZONE_OFFSET=+05:30
+```
+
+---
+
+## 🔑 OAuth2 Quickstart (Generate `token.json`)
+
+1. **Enable the Calendar API** in Google Cloud Console.
+2. Download your OAuth **client_secrets** file and save as `credentials.json` in the root.
+3. Run this script once to authorize and generate `token.json`:
+ ```python
+ from google_auth_oauthlib.flow import InstalledAppFlow
+
+ SCOPES = ["https://www.googleapis.com/auth/calendar"]
+ flow = InstalledAppFlow.from_client_secrets_file("credentials.json", SCOPES)
+ creds = flow.run_local_server(port=0)
+ with open("token.json", "w") as token:
+ token.write(creds.to_json())
+ ```
+4. Confirm `token.json` is present alongside `credentials.json`.
+
+---
+
+## 🔧 Usage
+
+Activate the environment and launch the Gradio app:
+
+```bash
+# Activate venv
+source .venv/bin/activate # macOS/Linux
+.venv\Scripts\activate # Windows
+
+# Run the app
+python app.py
+```
+
+- Open the displayed local URL in your browser.
+- Chat with Sidekick!
+- Expand the “📆 Calendar” accordion to create or list events.
+- Provide success criteria to guide the assistant.
+- Use “Reset” to start a new session.
+
+---
+
+## ❓ Troubleshooting
+
+- **403 Insufficient Permission**: Delete `token.json` and re-run the OAuth quickstart to grant the full calendar scope.
+- **ModuleNotFoundError**: Ensure you installed packages inside the activated venv with `python -m pip install ...`.
+- **Playwright errors**: Run `playwright install chromium` again in your environment.
+
+---
+
+## 📁 Project Structure
+
+```
+.
+├── app.py
+├── sidekick.py
+├── sidekick_tools.py
+├── credentials.json # OAuth client secrets
+├── token.json # OAuth tokens (auto-generated)
+├── .env
+├── sandbox/ # (optional) for file-toolkit writes
+└── test_insert_event.py # Quickstart test for Calendar write
+```
+
+---
+
+## 📄 License
+
+Released under the **MIT License**. Feel free to fork, tweak, and contribute!
diff --git a/data/4_langgraph/community_contributions/SideKick(Ugraded)/sidekick.py b/data/4_langgraph/community_contributions/SideKick(Ugraded)/sidekick.py
new file mode 100644
index 0000000000000000000000000000000000000000..d4a5e982688dcc0cbf55c71d4643e9ab5ea01ff9
--- /dev/null
+++ b/data/4_langgraph/community_contributions/SideKick(Ugraded)/sidekick.py
@@ -0,0 +1,223 @@
+import os
+import uuid
+import asyncio
+from datetime import datetime
+from typing import List, Any, Optional, Dict, Annotated
+from typing_extensions import TypedDict
+from pydantic import BaseModel, Field
+from dotenv import load_dotenv
+load_dotenv(override=True)
+
+from langchain_openai import ChatOpenAI
+from langchain_core.messages import AIMessage, HumanMessage, SystemMessage
+from langgraph.graph import StateGraph, START, END
+from langgraph.prebuilt import ToolNode
+from langgraph.graph.message import add_messages
+from langgraph.checkpoint.memory import MemorySaver
+
+from sidekick_tools import playwright_tools, other_tools, calendar_tools
+
+class State(TypedDict):
+ messages: Annotated[List[Any], add_messages]
+ success_criteria: str
+ feedback_on_work: Optional[str]
+ success_criteria_met: bool
+ user_input_needed: bool
+ subtasks: Optional[List[str]]
+
+class EvaluatorOutput(BaseModel):
+ feedback: str = Field(description="Feedback on the assistant's response")
+ success_criteria_met: bool = Field(description="Whether success criteria met")
+ user_input_needed: bool = Field(description="Whether more input is needed from the user")
+
+class Sidekick:
+ def __init__(self):
+ self.tools = []
+ self.worker_llm_with_tools = None
+ self.planner = None
+ self.research = None
+ self.code = None
+ self.evaluator_llm_with_output = None
+ self.graph = None
+ self.memory = MemorySaver()
+ self.browser = None
+ self.playwright = None
+ self.sidekick_id = str(uuid.uuid4())
+
+ async def setup(self):
+ self.tools, self.browser, self.playwright = await playwright_tools()
+ self.tools += await other_tools()
+ self.tools += calendar_tools()
+
+ worker_llm = ChatOpenAI(model="gpt-4o-mini")
+ self.worker_llm_with_tools = worker_llm.bind_tools(self.tools)
+
+ planner_llm = ChatOpenAI(model="gpt-4o-mini", system_message="You are PlannerAgent: decompose tasks into subtasks.")
+ research_llm = ChatOpenAI(model="gpt-4o-mini", system_message="You are ResearchAgent: retrieve facts and summaries.")
+ code_llm = ChatOpenAI(model="gpt-4o-mini", system_message="You are CodeAgent: write and debug code.")
+ self.planner = planner_llm.bind_tools(self.tools)
+ self.research = research_llm.bind_tools(self.tools)
+ self.code = code_llm.bind_tools(self.tools)
+
+ evaluator_llm = ChatOpenAI(model="gpt-4o-mini")
+ self.evaluator_llm_with_output = evaluator_llm.with_structured_output(EvaluatorOutput)
+
+ await self.build_graph()
+
+
+ def worker(self, state: State) -> Dict[str, Any]:
+ system_message = f"""You are a helpful assistant that can use tools to complete tasks.
+ You keep working on a task until either you have a question or clarification for the user, or the success criteria is met.
+ You have many tools to help you, including tools to browse the internet, navigating and retrieving web pages.
+ You have a tool to run python code, but note that you would need to include a print() statement if you wanted to receive output.
+ The current date and time is {datetime.now().strftime("%Y-%m-%d %H:%M:%S")}
+
+ This is the success criteria:
+ {state['success_criteria']}
+ You should reply either with a question for the user about this assignment, or with your final response.
+ If you have a question for the user, you need to reply by clearly stating your question. An example might be:
+
+ Question: please clarify whether you want a summary or a detailed answer
+
+ If you've finished, reply with the final answer, and don't ask a question; simply reply with the answer.
+ """
+
+ if state.get("feedback_on_work"):
+ system_message += f"""
+ Previously you thought you completed the assignment, but your reply was rejected because the success criteria was not met.
+ Here is the feedback on why this was rejected:
+ {state['feedback_on_work']}
+ With this feedback, please continue the assignment, ensuring that you meet the success criteria or have a question for the user."""
+
+ # Add in the system message
+
+ found_system_message = False
+ messages = state["messages"]
+ for message in messages:
+ if isinstance(message, SystemMessage):
+ message.content = system_message
+ found_system_message = True
+
+ if not found_system_message:
+ messages = [SystemMessage(content=system_message)] + messages
+
+ # Invoke the LLM with tools
+ response = self.worker_llm_with_tools.invoke(messages)
+
+ # Return updated state
+ return {
+ "messages": [response],
+ }
+
+
+ def worker_router(self, state: State) -> str:
+ last_message = state["messages"][-1]
+
+ if hasattr(last_message, "tool_calls") and last_message.tool_calls:
+ return "tools"
+ else:
+ return "evaluator"
+
+ def format_conversation(self, messages: List[Any]) -> str:
+ conversation = "Conversation history:\n\n"
+ for message in messages:
+ if isinstance(message, HumanMessage):
+ conversation += f"User: {message.content}\n"
+ elif isinstance(message, AIMessage):
+ text = message.content or "[Tools use]"
+ conversation += f"Assistant: {text}\n"
+ return conversation
+
+ def evaluator(self, state: State) -> State:
+ last_response = state["messages"][-1].content
+
+ system_message = f"""You are an evaluator that determines if a task has been completed successfully by an Assistant.
+ Assess the Assistant's last response based on the given criteria. Respond with your feedback, and with your decision on whether the success criteria has been met,
+ and whether more input is needed from the user."""
+
+ user_message = f"""You are evaluating a conversation between the User and Assistant. You decide what action to take based on the last response from the Assistant.
+
+ The entire conversation with the assistant, with the user's original request and all replies, is:
+ {self.format_conversation(state['messages'])}
+
+ The success criteria for this assignment is:
+ {state['success_criteria']}
+
+ And the final response from the Assistant that you are evaluating is:
+ {last_response}
+
+ Respond with your feedback, and decide if the success criteria is met by this response.
+ Also, decide if more user input is required, either because the assistant has a question, needs clarification, or seems to be stuck and unable to answer without help.
+
+ The Assistant has access to a tool to write files. If the Assistant says they have written a file, then you can assume they have done so.
+ Overall you should give the Assistant the benefit of the doubt if they say they've done something. But you should reject if you feel that more work should go into this.
+
+ """
+ if state["feedback_on_work"]:
+ user_message += f"Also, note that in a prior attempt from the Assistant, you provided this feedback: {state['feedback_on_work']}\n"
+ user_message += "If you're seeing the Assistant repeating the same mistakes, then consider responding that user input is required."
+
+ evaluator_messages = [SystemMessage(content=system_message), HumanMessage(content=user_message)]
+
+ eval_result = self.evaluator_llm_with_output.invoke(evaluator_messages)
+ new_state = {
+ "messages": [{"role": "assistant", "content": f"Evaluator Feedback on this answer: {eval_result.feedback}"}],
+ "feedback_on_work": eval_result.feedback,
+ "success_criteria_met": eval_result.success_criteria_met,
+ "user_input_needed": eval_result.user_input_needed
+ }
+ return new_state
+
+ def route_based_on_evaluation(self, state: State) -> str:
+ if state["success_criteria_met"] or state["user_input_needed"]:
+ return "END"
+ else:
+ return "worker"
+
+
+ async def build_graph(self):
+ # Set up Graph Builder with State
+ graph_builder = StateGraph(State)
+
+ # Add nodes
+ graph_builder.add_node("worker", self.worker)
+ graph_builder.add_node("tools", ToolNode(tools=self.tools))
+ graph_builder.add_node("evaluator", self.evaluator)
+
+ # Add edges
+ graph_builder.add_conditional_edges("worker", self.worker_router, {"tools": "tools", "evaluator": "evaluator"})
+ graph_builder.add_edge("tools", "worker")
+ graph_builder.add_conditional_edges("evaluator", self.route_based_on_evaluation, {"worker": "worker", "END": END})
+ graph_builder.add_edge(START, "worker")
+
+ # Compile the graph
+ self.graph = graph_builder.compile(checkpointer=self.memory)
+
+ async def run_superstep(self, message, success_criteria, history):
+ config = {"configurable": {"thread_id": self.sidekick_id}}
+
+ state = {
+ "messages": message,
+ "success_criteria": success_criteria or "The answer should be clear and accurate",
+ "feedback_on_work": None,
+ "success_criteria_met": False,
+ "user_input_needed": False
+ }
+ result = await self.graph.ainvoke(state, config=config)
+ user = {"role": "user", "content": message}
+ reply = {"role": "assistant", "content": result["messages"][-2].content}
+ feedback = {"role": "assistant", "content": result["messages"][-1].content}
+ return history + [user, reply, feedback]
+
+ def cleanup(self):
+ if self.browser:
+ try:
+ loop = asyncio.get_running_loop()
+ loop.create_task(self.browser.close())
+ if self.playwright:
+ loop.create_task(self.playwright.stop())
+ except RuntimeError:
+ # If no loop is running, do a direct run
+ asyncio.run(self.browser.close())
+ if self.playwright:
+ asyncio.run(self.playwright.stop())
diff --git a/data/4_langgraph/community_contributions/SideKick(Ugraded)/sidekick_tools.py b/data/4_langgraph/community_contributions/SideKick(Ugraded)/sidekick_tools.py
new file mode 100644
index 0000000000000000000000000000000000000000..3de2a793a9dd73fec51fcae577a55b0e6096543e
--- /dev/null
+++ b/data/4_langgraph/community_contributions/SideKick(Ugraded)/sidekick_tools.py
@@ -0,0 +1,111 @@
+import os
+import requests
+from datetime import datetime
+from dotenv import load_dotenv
+load_dotenv(override=True)
+
+from playwright.async_api import async_playwright
+from google.oauth2.credentials import Credentials
+from googleapiclient.discovery import build
+from langchain.agents import Tool
+from langchain_community.agent_toolkits import PlayWrightBrowserToolkit, FileManagementToolkit
+from langchain_community.utilities import GoogleSerperAPIWrapper
+from langchain_community.utilities.wikipedia import WikipediaAPIWrapper
+from langchain_community.tools.wikipedia.tool import WikipediaQueryRun
+from langchain_experimental.tools import PythonREPLTool
+
+# Pushover setup via .env
+pushover_token = os.getenv("PUSHOVER_TOKEN")
+pushover_user = os.getenv("PUSHOVER_USER")
+pushover_url = "https://api.pushover.net/1/messages.json"
+serper = GoogleSerperAPIWrapper()
+
+async def playwright_tools():
+ playwright = await async_playwright().start()
+ browser = await playwright.chromium.launch(headless=False)
+ toolkit = PlayWrightBrowserToolkit.from_browser(async_browser=browser)
+ return toolkit.get_tools(), browser, playwright
+
+
+def push(text: str) -> str:
+ """Send a push notification via Pushover"""
+ requests.post(pushover_url, data={"token": pushover_token, "user": pushover_user, "message": text})
+ return "success"
+
+
+def get_file_tools():
+ toolkit = FileManagementToolkit(root_dir=os.getenv("FILE_TOOL_ROOT", "sandbox"))
+ return toolkit.get_tools()
+
+async def other_tools() -> list[Tool]:
+ push_tool = Tool(
+ name="send_push_notification",
+ func=push,
+ description="Send a push notification via Pushover"
+ )
+ file_tools = get_file_tools()
+ search_tool = Tool(
+ name="search",
+ func=serper.run,
+ description="Run a Google Serper web search"
+ )
+ wikipedia = WikipediaAPIWrapper()
+ wiki_tool = WikipediaQueryRun(api_wrapper=wikipedia)
+ python_repl = PythonREPLTool()
+ return file_tools + [push_tool, search_tool, python_repl, wiki_tool]
+
+# --- Google Calendar integration ---
+
+def _get_calendar_service():
+ creds = Credentials.from_authorized_user_file(
+ os.getenv("GOOGLE_TOKEN_PATH", "token.json"),
+ scopes=["https://www.googleapis.com/auth/calendar"]
+ )
+ return build("calendar", "v3", credentials=creds)
+
+
+def create_calendar_event(summary: str, start_iso: str, end_iso: str, description: str = "", calendar_id: str = None) -> str:
+ cal_id = calendar_id or os.getenv("GOOGLE_CALENDAR_ID", "primary")
+ service = _get_calendar_service()
+ event = {
+ "summary": summary,
+ "description": description,
+ "start": {"dateTime": start_iso},
+ "end": {"dateTime": end_iso},
+ }
+ created = service.events().insert(calendarId=cal_id, body=event).execute()
+ return f"Event created: {created.get('htmlLink')}"
+
+
+def list_upcoming_events(calendar_id: str = None, max_results: int = 5) -> str:
+ cal_id = calendar_id or os.getenv("GOOGLE_CALENDAR_ID", "primary")
+ service = _get_calendar_service()
+ now = datetime.utcnow().isoformat() + "Z"
+ events_result = (
+ service.events()
+ .list(calendarId=cal_id, timeMin=now, maxResults=max_results, singleEvents=True, orderBy="startTime")
+ .execute()
+ )
+ events = events_result.get("items", [])
+ if not events:
+ return "No upcoming events found."
+ lines = []
+ for evt in events:
+ start = evt["start"].get("dateTime", evt["start"].get("date"))
+ lines.append(f"{start} — {evt['summary']}")
+ return "\n".join(lines)
+
+
+def calendar_tools() -> list[Tool]:
+ return [
+ Tool(
+ name="create_calendar_event",
+ func=create_calendar_event,
+ description="Schedule an event: summary, start_iso (RFC3339), end_iso (RFC3339), [description], [calendar_id]"
+ ),
+ Tool(
+ name="list_upcoming_events",
+ func=list_upcoming_events,
+ description="List upcoming events on the specified or primary calendar."
+ ),
+ ]
\ No newline at end of file
diff --git a/data/4_langgraph/community_contributions/community.ipynb b/data/4_langgraph/community_contributions/community.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..59f492d1d7eb7e6a21d7a6c5a523f5230765cf67
--- /dev/null
+++ b/data/4_langgraph/community_contributions/community.ipynb
@@ -0,0 +1,29 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Community contributions\n",
+ "\n",
+ "Thank you for considering contributing your work to the repo!\n",
+ "\n",
+ "Please add your code (modules or notebooks) to this directory and send me a PR, per the instructions in the guides.\n",
+ "\n",
+ "I'd love to share your progress with other students, so everyone can benefit from your projects.\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": []
+ }
+ ],
+ "metadata": {
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/data/4_langgraph/memory.db b/data/4_langgraph/memory.db
new file mode 100644
index 0000000000000000000000000000000000000000..7e89f8026dbd00d346fcdb1fe3e6dca898d45a62
Binary files /dev/null and b/data/4_langgraph/memory.db differ
diff --git a/data/4_langgraph/memory.db-shm b/data/4_langgraph/memory.db-shm
new file mode 100644
index 0000000000000000000000000000000000000000..dde4343d415c82bf360a6e9930bdd4035696c77b
Binary files /dev/null and b/data/4_langgraph/memory.db-shm differ
diff --git a/data/4_langgraph/memory.db-wal b/data/4_langgraph/memory.db-wal
new file mode 100644
index 0000000000000000000000000000000000000000..bfc948e0d75b324b10f69f27a48973944e47e3dc
--- /dev/null
+++ b/data/4_langgraph/memory.db-wal
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fb74252aa25ee063ccba0d2f503496afb3b42d28d27fbfb3f589566cf4ce39d5
+size 889952
diff --git a/data/4_langgraph/sandbox/dinner.md b/data/4_langgraph/sandbox/dinner.md
new file mode 100644
index 0000000000000000000000000000000000000000..cb5b127778e875f004369d95a6fe3f2d8eb6526b
--- /dev/null
+++ b/data/4_langgraph/sandbox/dinner.md
@@ -0,0 +1,24 @@
+# Dinner Report: Le Bernardin
+
+## Restaurant Overview
+- **Name**: Le Bernardin
+- **Address**: 155 W 51st St, New York, NY 10019
+- **Phone**: (212) 554-1515
+- **Website**: [le-bernardin.com](http://le-bernardin.com)
+
+## Cuisine
+Le Bernardin specializes in refined seafood dishes, crafted with the utmost respect for the ingredients. The menu includes a variety of seafood preparations, with an emphasis on freshness and simplicity.
+
+## Menu Highlights
+- **Tuna Tartare**: Diced raw tuna, served with toasted sesame and avocado.
+- **Wild Salmon**: Lightly cooked, served with a warm ginger-soy emulsion and bok choy.
+- **Poached Lobster**: Accompanied by truffle butter and a delicate sauce.
+- **Chocolate Soufflé**: A classic dessert, rich and airy.
+
+## Ambiance
+The atmosphere at Le Bernardin is elegant and serene, characterized by minimalist decor and a focus on the dining experience.
+
+## Summary of Reviews
+Le Bernardin has consistently received rave reviews for its exceptional cuisine and impeccable service. It is a three-Michelin star restaurant, recognized as one of the best seafood restaurants not only in New York but also in the world. Diners emphasize the harmonious flavors and the artistry of the dishes, making it a top choice for special occasions.
+
+**In conclusion**, Le Bernardin represents the pinnacle of fine dining, offering diners an unforgettable experience centered around seafood excellence.
diff --git a/data/4_langgraph/sidekick.py b/data/4_langgraph/sidekick.py
new file mode 100644
index 0000000000000000000000000000000000000000..a4c032195fae216d88af177d38dc72491835dcda
--- /dev/null
+++ b/data/4_langgraph/sidekick.py
@@ -0,0 +1,209 @@
+from typing import Annotated
+from typing_extensions import TypedDict
+from langgraph.graph import StateGraph, START, END
+from langgraph.graph.message import add_messages
+from dotenv import load_dotenv
+from langgraph.prebuilt import ToolNode
+from langchain_openai import ChatOpenAI
+from langgraph.checkpoint.memory import MemorySaver
+from langchain_core.messages import AIMessage, HumanMessage, SystemMessage
+from typing import List, Any, Optional, Dict
+from pydantic import BaseModel, Field
+from sidekick_tools import playwright_tools, other_tools
+import uuid
+import asyncio
+from datetime import datetime
+
+load_dotenv(override=True)
+
+class State(TypedDict):
+ messages: Annotated[List[Any], add_messages]
+ success_criteria: str
+ feedback_on_work: Optional[str]
+ success_criteria_met: bool
+ user_input_needed: bool
+
+
+class EvaluatorOutput(BaseModel):
+ feedback: str = Field(description="Feedback on the assistant's response")
+ success_criteria_met: bool = Field(description="Whether the success criteria have been met")
+ user_input_needed: bool = Field(description="True if more input is needed from the user, or clarifications, or the assistant is stuck")
+
+
+class Sidekick:
+ def __init__(self):
+ self.worker_llm_with_tools = None
+ self.evaluator_llm_with_output = None
+ self.tools = None
+ self.llm_with_tools = None
+ self.graph = None
+ self.sidekick_id = str(uuid.uuid4())
+ self.memory = MemorySaver()
+ self.browser = None
+ self.playwright = None
+
+ async def setup(self):
+ self.tools, self.browser, self.playwright = await playwright_tools()
+ self.tools += await other_tools()
+ worker_llm = ChatOpenAI(model="gpt-4o-mini")
+ self.worker_llm_with_tools = worker_llm.bind_tools(self.tools)
+ evaluator_llm = ChatOpenAI(model="gpt-4o-mini")
+ self.evaluator_llm_with_output = evaluator_llm.with_structured_output(EvaluatorOutput)
+ await self.build_graph()
+
+ def worker(self, state: State) -> Dict[str, Any]:
+ system_message = f"""You are a helpful assistant that can use tools to complete tasks.
+ You keep working on a task until either you have a question or clarification for the user, or the success criteria is met.
+ You have many tools to help you, including tools to browse the internet, navigating and retrieving web pages.
+ You have a tool to run python code, but note that you would need to include a print() statement if you wanted to receive output.
+ The current date and time is {datetime.now().strftime("%Y-%m-%d %H:%M:%S")}
+
+ This is the success criteria:
+ {state['success_criteria']}
+ You should reply either with a question for the user about this assignment, or with your final response.
+ If you have a question for the user, you need to reply by clearly stating your question. An example might be:
+
+ Question: please clarify whether you want a summary or a detailed answer
+
+ If you've finished, reply with the final answer, and don't ask a question; simply reply with the answer.
+ """
+
+ if state.get("feedback_on_work"):
+ system_message += f"""
+ Previously you thought you completed the assignment, but your reply was rejected because the success criteria was not met.
+ Here is the feedback on why this was rejected:
+ {state['feedback_on_work']}
+ With this feedback, please continue the assignment, ensuring that you meet the success criteria or have a question for the user."""
+
+ # Add in the system message
+
+ found_system_message = False
+ messages = state["messages"]
+ for message in messages:
+ if isinstance(message, SystemMessage):
+ message.content = system_message
+ found_system_message = True
+
+ if not found_system_message:
+ messages = [SystemMessage(content=system_message)] + messages
+
+ # Invoke the LLM with tools
+ response = self.worker_llm_with_tools.invoke(messages)
+
+ # Return updated state
+ return {
+ "messages": [response],
+ }
+
+
+ def worker_router(self, state: State) -> str:
+ last_message = state["messages"][-1]
+
+ if hasattr(last_message, "tool_calls") and last_message.tool_calls:
+ return "tools"
+ else:
+ return "evaluator"
+
+ def format_conversation(self, messages: List[Any]) -> str:
+ conversation = "Conversation history:\n\n"
+ for message in messages:
+ if isinstance(message, HumanMessage):
+ conversation += f"User: {message.content}\n"
+ elif isinstance(message, AIMessage):
+ text = message.content or "[Tools use]"
+ conversation += f"Assistant: {text}\n"
+ return conversation
+
+ def evaluator(self, state: State) -> State:
+ last_response = state["messages"][-1].content
+
+ system_message = f"""You are an evaluator that determines if a task has been completed successfully by an Assistant.
+ Assess the Assistant's last response based on the given criteria. Respond with your feedback, and with your decision on whether the success criteria has been met,
+ and whether more input is needed from the user."""
+
+ user_message = f"""You are evaluating a conversation between the User and Assistant. You decide what action to take based on the last response from the Assistant.
+
+ The entire conversation with the assistant, with the user's original request and all replies, is:
+ {self.format_conversation(state['messages'])}
+
+ The success criteria for this assignment is:
+ {state['success_criteria']}
+
+ And the final response from the Assistant that you are evaluating is:
+ {last_response}
+
+ Respond with your feedback, and decide if the success criteria is met by this response.
+ Also, decide if more user input is required, either because the assistant has a question, needs clarification, or seems to be stuck and unable to answer without help.
+
+ The Assistant has access to a tool to write files. If the Assistant says they have written a file, then you can assume they have done so.
+ Overall you should give the Assistant the benefit of the doubt if they say they've done something. But you should reject if you feel that more work should go into this.
+
+ """
+ if state["feedback_on_work"]:
+ user_message += f"Also, note that in a prior attempt from the Assistant, you provided this feedback: {state['feedback_on_work']}\n"
+ user_message += "If you're seeing the Assistant repeating the same mistakes, then consider responding that user input is required."
+
+ evaluator_messages = [SystemMessage(content=system_message), HumanMessage(content=user_message)]
+
+ eval_result = self.evaluator_llm_with_output.invoke(evaluator_messages)
+ new_state = {
+ "messages": [{"role": "assistant", "content": f"Evaluator Feedback on this answer: {eval_result.feedback}"}],
+ "feedback_on_work": eval_result.feedback,
+ "success_criteria_met": eval_result.success_criteria_met,
+ "user_input_needed": eval_result.user_input_needed
+ }
+ return new_state
+
+ def route_based_on_evaluation(self, state: State) -> str:
+ if state["success_criteria_met"] or state["user_input_needed"]:
+ return "END"
+ else:
+ return "worker"
+
+
+ async def build_graph(self):
+ # Set up Graph Builder with State
+ graph_builder = StateGraph(State)
+
+ # Add nodes
+ graph_builder.add_node("worker", self.worker)
+ graph_builder.add_node("tools", ToolNode(tools=self.tools))
+ graph_builder.add_node("evaluator", self.evaluator)
+
+ # Add edges
+ graph_builder.add_conditional_edges("worker", self.worker_router, {"tools": "tools", "evaluator": "evaluator"})
+ graph_builder.add_edge("tools", "worker")
+ graph_builder.add_conditional_edges("evaluator", self.route_based_on_evaluation, {"worker": "worker", "END": END})
+ graph_builder.add_edge(START, "worker")
+
+ # Compile the graph
+ self.graph = graph_builder.compile(checkpointer=self.memory)
+
+ async def run_superstep(self, message, success_criteria, history):
+ config = {"configurable": {"thread_id": self.sidekick_id}}
+
+ state = {
+ "messages": message,
+ "success_criteria": success_criteria or "The answer should be clear and accurate",
+ "feedback_on_work": None,
+ "success_criteria_met": False,
+ "user_input_needed": False
+ }
+ result = await self.graph.ainvoke(state, config=config)
+ user = {"role": "user", "content": message}
+ reply = {"role": "assistant", "content": result["messages"][-2].content}
+ feedback = {"role": "assistant", "content": result["messages"][-1].content}
+ return history + [user, reply, feedback]
+
+ def cleanup(self):
+ if self.browser:
+ try:
+ loop = asyncio.get_running_loop()
+ loop.create_task(self.browser.close())
+ if self.playwright:
+ loop.create_task(self.playwright.stop())
+ except RuntimeError:
+ # If no loop is running, do a direct run
+ asyncio.run(self.browser.close())
+ if self.playwright:
+ asyncio.run(self.playwright.stop())
diff --git a/data/4_langgraph/sidekick_tools.py b/data/4_langgraph/sidekick_tools.py
new file mode 100644
index 0000000000000000000000000000000000000000..3b1607c0922294f4e320245778c03c3d0c8a2572
--- /dev/null
+++ b/data/4_langgraph/sidekick_tools.py
@@ -0,0 +1,55 @@
+from playwright.async_api import async_playwright
+from langchain_community.agent_toolkits import PlayWrightBrowserToolkit
+from dotenv import load_dotenv
+import os
+import requests
+from langchain.agents import Tool
+from langchain_community.agent_toolkits import FileManagementToolkit
+from langchain_community.tools.wikipedia.tool import WikipediaQueryRun
+from langchain_experimental.tools import PythonREPLTool
+from langchain_community.utilities import GoogleSerperAPIWrapper
+from langchain_community.utilities.wikipedia import WikipediaAPIWrapper
+
+
+
+load_dotenv(override=True)
+pushover_token = os.getenv("PUSHOVER_TOKEN")
+pushover_user = os.getenv("PUSHOVER_USER")
+pushover_url = "https://api.pushover.net/1/messages.json"
+serper = GoogleSerperAPIWrapper()
+
+async def playwright_tools():
+ playwright = await async_playwright().start()
+ browser = await playwright.chromium.launch(headless=False)
+ toolkit = PlayWrightBrowserToolkit.from_browser(async_browser=browser)
+ return toolkit.get_tools(), browser, playwright
+
+
+def push(text: str):
+ """Send a push notification to the user"""
+ requests.post(pushover_url, data = {"token": pushover_token, "user": pushover_user, "message": text})
+ return "success"
+
+
+def get_file_tools():
+ toolkit = FileManagementToolkit(root_dir="sandbox")
+ return toolkit.get_tools()
+
+
+async def other_tools():
+ push_tool = Tool(name="send_push_notification", func=push, description="Use this tool when you want to send a push notification")
+ file_tools = get_file_tools()
+
+ tool_search =Tool(
+ name="search",
+ func=serper.run,
+ description="Use this tool when you want to get the results of an online web search"
+ )
+
+ wikipedia = WikipediaAPIWrapper()
+ wiki_tool = WikipediaQueryRun(api_wrapper=wikipedia)
+
+ python_repl = PythonREPLTool()
+
+ return file_tools + [push_tool, tool_search, python_repl, wiki_tool]
+
diff --git a/data/5_autogen/1_lab1_autogen_agentchat.ipynb b/data/5_autogen/1_lab1_autogen_agentchat.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..d90292f6375b0acd79e20b8c3b14c6cda0ba541a
--- /dev/null
+++ b/data/5_autogen/1_lab1_autogen_agentchat.ipynb
@@ -0,0 +1,247 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Welcome to Week 5 Day 1\n",
+ "\n",
+ "AutoGen AgentChat!\n",
+ "\n",
+ "This should look simple and familiar, because it has a lot in common with Crew and OpenAI Agents SDK"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from dotenv import load_dotenv\n",
+ "load_dotenv(override=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### First concept: the Model"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from autogen_ext.models.openai import OpenAIChatCompletionClient\n",
+ "model_client = OpenAIChatCompletionClient(model=\"gpt-4o-mini\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from autogen_ext.models.ollama import OllamaChatCompletionClient\n",
+ "ollamamodel_client = OllamaChatCompletionClient(model=\"llama3.2\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Second concept: The Message"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from autogen_agentchat.messages import TextMessage\n",
+ "message = TextMessage(content=\"I'd like to go to London\", source=\"user\")\n",
+ "message"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Third concept: The Agent"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from autogen_agentchat.agents import AssistantAgent\n",
+ "\n",
+ "agent = AssistantAgent(\n",
+ " name=\"airline_agent\",\n",
+ " model_client=model_client,\n",
+ " system_message=\"You are a helpful assistant for an airline. You give short, humorous answers.\",\n",
+ " model_client_stream=True\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Put it all together with on_messages"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from autogen_core import CancellationToken\n",
+ "\n",
+ "response = await agent.on_messages([message], cancellation_token=CancellationToken())\n",
+ "response.chat_message.content"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Let's make a local database of ticket prices"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import os\n",
+ "import sqlite3\n",
+ "\n",
+ "# Delete existing database file if it exists\n",
+ "if os.path.exists(\"tickets.db\"):\n",
+ " os.remove(\"tickets.db\")\n",
+ "\n",
+ "# Create the database and the table\n",
+ "conn = sqlite3.connect(\"tickets.db\")\n",
+ "c = conn.cursor()\n",
+ "c.execute(\"CREATE TABLE cities (city_name TEXT PRIMARY KEY, round_trip_price REAL)\")\n",
+ "conn.commit()\n",
+ "conn.close()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Populate our database\n",
+ "def save_city_price(city_name, round_trip_price):\n",
+ " conn = sqlite3.connect(\"tickets.db\")\n",
+ " c = conn.cursor()\n",
+ " c.execute(\"REPLACE INTO cities (city_name, round_trip_price) VALUES (?, ?)\", (city_name.lower(), round_trip_price))\n",
+ " conn.commit()\n",
+ " conn.close()\n",
+ "\n",
+ "# Some cities!\n",
+ "save_city_price(\"London\", 299)\n",
+ "save_city_price(\"Paris\", 399)\n",
+ "save_city_price(\"Rome\", 499)\n",
+ "save_city_price(\"Madrid\", 550)\n",
+ "save_city_price(\"Barcelona\", 580)\n",
+ "save_city_price(\"Berlin\", 525)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Method to get price for a city\n",
+ "def get_city_price(city_name: str) -> float | None:\n",
+ " \"\"\" Get the roundtrip ticket price to travel to the city \"\"\"\n",
+ " conn = sqlite3.connect(\"tickets.db\")\n",
+ " c = conn.cursor()\n",
+ " c.execute(\"SELECT round_trip_price FROM cities WHERE city_name = ?\", (city_name.lower(),))\n",
+ " result = c.fetchone()\n",
+ " conn.close()\n",
+ " return result[0] if result else None"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "get_city_price(\"Rome\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from autogen_agentchat.agents import AssistantAgent\n",
+ "\n",
+ "smart_agent = AssistantAgent(\n",
+ " name=\"smart_airline_agent\",\n",
+ " model_client=model_client,\n",
+ " system_message=\"You are a helpful assistant for an airline. You give short, humorous answers, including the price of a roundtrip ticket.\",\n",
+ " model_client_stream=True,\n",
+ " tools=[get_city_price],\n",
+ " reflect_on_tool_use=True\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "response = await smart_agent.on_messages([message], cancellation_token=CancellationToken())\n",
+ "for inner_message in response.inner_messages:\n",
+ " print(inner_message.content)\n",
+ "response.chat_message.content"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.9"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/data/5_autogen/2_lab2_autogen_agentchat.ipynb b/data/5_autogen/2_lab2_autogen_agentchat.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..8ab16eafb8fc0b44666269c43c4d91f0c6d19b14
--- /dev/null
+++ b/data/5_autogen/2_lab2_autogen_agentchat.ipynb
@@ -0,0 +1,361 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Week 5 Day 2\n",
+ "\n",
+ "### AutoGen AgentChat - Going deeper..\n",
+ "\n",
+ "1. Multi-modal conversation\n",
+ "2. Structured Outputs\n",
+ "3. Using LangChain tools\n",
+ "4. Teams\n",
+ "\n",
+ "...and a special surprise extra piece"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from io import BytesIO\n",
+ "import requests\n",
+ "from autogen_agentchat.messages import TextMessage, MultiModalMessage\n",
+ "from autogen_core import Image as AGImage\n",
+ "from PIL import Image\n",
+ "from dotenv import load_dotenv\n",
+ "from autogen_ext.models.openai import OpenAIChatCompletionClient\n",
+ "from autogen_agentchat.agents import AssistantAgent\n",
+ "from autogen_core import CancellationToken\n",
+ "from IPython.display import display, Markdown\n",
+ "from pydantic import BaseModel, Field\n",
+ "from typing import Literal\n",
+ "\n",
+ "load_dotenv(override=True)\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### A multi-modal conversation"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "url = \"https://edwarddonner.com/wp-content/uploads/2024/10/from-software-engineer-to-AI-DS.jpeg\"\n",
+ "\n",
+ "pil_image = Image.open(BytesIO(requests.get(url).content))\n",
+ "img = AGImage(pil_image)\n",
+ "img"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "multi_modal_message = MultiModalMessage(content=[\"Describe the content of this image in detail\", img], source=\"User\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "model_client = OpenAIChatCompletionClient(model=\"gpt-4o-mini\")\n",
+ "\n",
+ "describer = AssistantAgent(\n",
+ " name=\"description_agent\",\n",
+ " model_client=model_client,\n",
+ " system_message=\"You are good at describing images\",\n",
+ ")\n",
+ "\n",
+ "response = await describer.on_messages([multi_modal_message], cancellation_token=CancellationToken())\n",
+ "reply = response.chat_message.content\n",
+ "display(Markdown(reply))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Structured Outputs!\n",
+ "\n",
+ "Autogen AgentChat makes it easy."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\n",
+ "class ImageDescription(BaseModel):\n",
+ " scene: str = Field(description=\"Briefly, the overall scene of the image\")\n",
+ " message: str = Field(description=\"The point that the image is trying to convey\")\n",
+ " style: str = Field(description=\"The artistic style of the image\")\n",
+ " orientation: Literal[\"portrait\", \"landscape\", \"square\"] = Field(description=\"The orientation of the image\")\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "model_client = OpenAIChatCompletionClient(model=\"gpt-4o-mini\")\n",
+ "\n",
+ "describer = AssistantAgent(\n",
+ " name=\"description_agent\",\n",
+ " model_client=model_client,\n",
+ " system_message=\"You are good at describing images in detail\",\n",
+ " output_content_type=ImageDescription,\n",
+ ")\n",
+ "\n",
+ "response = await describer.on_messages([multi_modal_message], cancellation_token=CancellationToken())\n",
+ "reply = response.chat_message.content\n",
+ "reply"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import textwrap\n",
+ "print(f\"Scene:\\n{textwrap.fill(reply.scene)}\\n\\n\")\n",
+ "print(f\"Message:\\n{textwrap.fill(reply.message)}\\n\\n\")\n",
+ "print(f\"Style:\\n{textwrap.fill(reply.style)}\\n\\n\")\n",
+ "print(f\"Orientation:\\n{textwrap.fill(reply.orientation)}\\n\\n\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Using LangChain tools from AutoGen"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# AutoGen's wrapper:\n",
+ "\n",
+ "from autogen_ext.tools.langchain import LangChainToolAdapter\n",
+ "\n",
+ "# LangChain tools:\n",
+ "\n",
+ "from langchain_community.utilities import GoogleSerperAPIWrapper\n",
+ "from langchain_community.agent_toolkits import FileManagementToolkit\n",
+ "from langchain.agents import Tool\n",
+ "\n",
+ "\n",
+ "prompt = \"\"\"Your task is to find a one-way non-stop flight from JFK to LHR in June 2025.\n",
+ "First search online for promising deals.\n",
+ "Next, write all the deals to a file called flights.md with full details.\n",
+ "Finally, select the one you think is best and reply with a short summary.\n",
+ "Reply with the selected flight only, and only after you have written the details to the file.\"\"\"\n",
+ "\n",
+ "\n",
+ "serper = GoogleSerperAPIWrapper()\n",
+ "langchain_serper =Tool(name=\"internet_search\", func=serper.run, description=\"useful for when you need to search the internet\")\n",
+ "autogen_serper = LangChainToolAdapter(langchain_serper)\n",
+ "autogen_tools = [autogen_serper]\n",
+ "\n",
+ "langchain_file_management_tools = FileManagementToolkit(root_dir=\"sandbox\").get_tools()\n",
+ "for tool in langchain_file_management_tools:\n",
+ " autogen_tools.append(LangChainToolAdapter(tool))\n",
+ "\n",
+ "for tool in autogen_tools:\n",
+ " print(tool.name, tool.description)\n",
+ "\n",
+ "model_client = OpenAIChatCompletionClient(model=\"gpt-4o-mini\")\n",
+ "agent = AssistantAgent(name=\"searcher\", model_client=model_client, tools=autogen_tools, reflect_on_tool_use=True)\n",
+ "message = TextMessage(content=prompt, source=\"user\")\n",
+ "result = await agent.on_messages([message], cancellation_token=CancellationToken())\n",
+ "for message in result.inner_messages:\n",
+ " print(message.content)\n",
+ "display(Markdown(result.chat_message.content))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Now we need to call the agent again to write the file\n",
+ "\n",
+ "message = TextMessage(content=\"OK proceed\", source=\"user\")\n",
+ "\n",
+ "result = await agent.on_messages([message], cancellation_token=CancellationToken())\n",
+ "for message in result.inner_messages:\n",
+ " print(message.content)\n",
+ "display(Markdown(result.chat_message.content))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Team interactions"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from autogen_agentchat.agents import AssistantAgent\n",
+ "from autogen_agentchat.conditions import TextMentionTermination\n",
+ "from autogen_agentchat.teams import RoundRobinGroupChat\n",
+ "\n",
+ "from autogen_ext.tools.langchain import LangChainToolAdapter\n",
+ "from langchain_community.utilities import GoogleSerperAPIWrapper\n",
+ "from langchain.agents import Tool\n",
+ "\n",
+ "serper = GoogleSerperAPIWrapper()\n",
+ "langchain_serper =Tool(name=\"internet_search\", func=serper.run, description=\"useful for when you need to search the internet\")\n",
+ "autogen_serper = LangChainToolAdapter(langchain_serper)\n",
+ "\n",
+ "model_client = OpenAIChatCompletionClient(model=\"gpt-4o-mini\")\n",
+ "\n",
+ "\n",
+ "prompt = \"\"\"Find a one-way non-stop flight from JFK to LHR in June 2025.\"\"\"\n",
+ "\n",
+ "\n",
+ "primary_agent = AssistantAgent(\n",
+ " \"primary\",\n",
+ " model_client=model_client,\n",
+ " tools=[autogen_serper],\n",
+ " system_message=\"You are a helpful AI research assistant who looks for promising deals on flights. Incorporate any feedback you receive.\",\n",
+ ")\n",
+ "\n",
+ "evaluation_agent = AssistantAgent(\n",
+ " \"evaluator\",\n",
+ " model_client=model_client,\n",
+ " system_message=\"Provide constructive feedback. Respond with 'APPROVE' when your feedback is addressed.\",\n",
+ ")\n",
+ "\n",
+ "text_termination = TextMentionTermination(\"APPROVE\")\n",
+ "\n",
+ "# With thanks to Peter A for adding in the max_turns - otherwise this can get into a loop..\n",
+ "\n",
+ "team = RoundRobinGroupChat([primary_agent, evaluation_agent], termination_condition=text_termination, max_turns=20)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "result = await team.run(task=prompt)\n",
+ "for message in result.messages:\n",
+ " print(f\"{message.source}:\\n{message.content}\\n\\n\")\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Drumroll..\n",
+ "\n",
+ "## Introducing MCP!\n",
+ "\n",
+ "Our first look at the Model Context Protocol from Anthropic -\n",
+ "\n",
+ "Autogen makes it easy to use MCP tools, just like LangChain tools."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ " \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " But wait - a not-so-small problem for Windows PC people\n",
+ " I have unpleasant news. There's a problem running MCP Servers on Windows PCs; Mac and Linux is fine. This is a known issue as of May 4th, 2025. I asked o3 with Deep Research to try to find workarounds; it confirmed the issue and confirmed the workaround.
\n",
+ " The workaround is a bit of a bore. It is to take advantage of \"WSL\", the Microsoft approach for running Linux on your PC. You'll need to carry out more setup instructions! But it's quick, and several students have confirmed that this works perfectly for them, then this lab and the Week 6 MCP labs work. Plus, WSL is actually a great way to build software on your Windows PC. You can also skip this final cell, but you will need to come back to this when we start Week 6. \n",
+ " The WSL Setup instructions are in the Setup folder, in the file called SETUP-WSL.md here. I do hope this only holds you up briefly - you should be back up and running quickly. Oh the joys of working with bleeding-edge technology!
\n",
+ " With many thanks to student Kaushik R. for raising that this is needed here as well as week 6. Thanks Kaushik!\n",
+ " \n",
+ " | \n",
+ "
\n",
+ "
"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from autogen_agentchat.agents import AssistantAgent\n",
+ "from autogen_ext.models.openai import OpenAIChatCompletionClient\n",
+ "from autogen_ext.tools.mcp import StdioServerParams, mcp_server_tools\n",
+ "\n",
+ "# Get the fetch tool from mcp-server-fetch.\n",
+ "fetch_mcp_server = StdioServerParams(command=\"uvx\", args=[\"mcp-server-fetch\"], read_timeout_seconds=30)\n",
+ "fetcher = await mcp_server_tools(fetch_mcp_server)\n",
+ "\n",
+ "# Create an agent that can use the fetch tool.\n",
+ "model_client = OpenAIChatCompletionClient(model=\"gpt-4o-mini\")\n",
+ "agent = AssistantAgent(name=\"fetcher\", model_client=model_client, tools=fetcher, reflect_on_tool_use=True) # type: ignore\n",
+ "\n",
+ "# Let the agent fetch the content of a URL and summarize it.\n",
+ "result = await agent.run(task=\"Review edwarddonner.com and summarize what you learn. Reply in Markdown.\")\n",
+ "display(Markdown(result.messages[-1].content))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.9"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/data/5_autogen/3_lab3_autogen_core.ipynb b/data/5_autogen/3_lab3_autogen_core.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..a1c1fa76322f084edf39f46a14c8d90d2d961844
--- /dev/null
+++ b/data/5_autogen/3_lab3_autogen_core.ipynb
@@ -0,0 +1,355 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### And now - Week 3 Day 3\n",
+ "\n",
+ "## AutoGen Core\n",
+ "\n",
+ "Something a little different.\n",
+ "\n",
+ "This is agnostic to the underlying Agent framework\n",
+ "\n",
+ "You can use AutoGen AgentChat, or you can use something else; it's an Agent interaction framework.\n",
+ "\n",
+ "From that point of view, it's positioned similarly to LangGraph.\n",
+ "\n",
+ "### The fundamental principle\n",
+ "\n",
+ "Autogen Core decouples an agent's logic from how messages are delivered. \n",
+ "The framework provides a communication infrastructure, along with agent lifecycle, and the agents are responsible for their own work.\n",
+ "\n",
+ "The communication infrastructure is called a Runtime.\n",
+ "\n",
+ "There are 2 types: **Standalone** and **Distributed**.\n",
+ "\n",
+ "Today we will use a standalone runtime: the **SingleThreadedAgentRuntime**, a local embedded agent runtime implementation.\n",
+ "\n",
+ "Tomorrow we'll briefly look at a Distributed runtime.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from dataclasses import dataclass\n",
+ "from autogen_core import AgentId, MessageContext, RoutedAgent, message_handler\n",
+ "from autogen_core import SingleThreadedAgentRuntime\n",
+ "from autogen_agentchat.agents import AssistantAgent\n",
+ "from autogen_agentchat.messages import TextMessage\n",
+ "from autogen_ext.models.openai import OpenAIChatCompletionClient\n",
+ "from dotenv import load_dotenv\n",
+ "\n",
+ "load_dotenv(override=True)\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### First we define our Message object\n",
+ "\n",
+ "Whatever structure we want for messages in our Agent framework."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Let's have a simple one!\n",
+ "\n",
+ "@dataclass\n",
+ "class Message:\n",
+ " content: str\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Now we define our Agent\n",
+ "\n",
+ "A subclass of RoutedAgent.\n",
+ "\n",
+ "Every Agent has an **Agent ID** which has 2 components: \n",
+ "`agent.id.type` describes the kind of agent it is \n",
+ "`agent.id.key` gives it its unique identifier\n",
+ "\n",
+ "Any method with the `@message_handler` decorated will have the opportunity to receive messages.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "class SimpleAgent(RoutedAgent):\n",
+ " def __init__(self) -> None:\n",
+ " super().__init__(\"Simple\")\n",
+ "\n",
+ " @message_handler\n",
+ " async def on_my_message(self, message: Message, ctx: MessageContext) -> Message:\n",
+ " return Message(content=f\"This is {self.id.type}-{self.id.key}. You said '{message.content}' and I disagree.\")\n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### OK let's create a Standalone runtime and register our agent type"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\n",
+ "runtime = SingleThreadedAgentRuntime()\n",
+ "await SimpleAgent.register(runtime, \"simple_agent\", lambda: SimpleAgent())"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Alright! Let's start a runtime and send a message"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "runtime.start()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "agent_id = AgentId(\"simple_agent\", \"default\")\n",
+ "response = await runtime.send_message(Message(\"Well hi there!\"), agent_id)\n",
+ "print(\">>>\", response.content)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "await runtime.stop()\n",
+ "await runtime.close()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### OK Now let's do something more interesting\n",
+ "\n",
+ "We'll use an AgentChat Assistant!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\n",
+ "class MyLLMAgent(RoutedAgent):\n",
+ " def __init__(self) -> None:\n",
+ " super().__init__(\"LLMAgent\")\n",
+ " model_client = OpenAIChatCompletionClient(model=\"gpt-4o-mini\")\n",
+ " self._delegate = AssistantAgent(\"LLMAgent\", model_client=model_client)\n",
+ "\n",
+ " @message_handler\n",
+ " async def handle_my_message_type(self, message: Message, ctx: MessageContext) -> Message:\n",
+ " print(f\"{self.id.type} received message: {message.content}\")\n",
+ " text_message = TextMessage(content=message.content, source=\"user\")\n",
+ " response = await self._delegate.on_messages([text_message], ctx.cancellation_token)\n",
+ " reply = response.chat_message.content\n",
+ " print(f\"{self.id.type} responded: {reply}\")\n",
+ " return Message(content=reply)\n",
+ " \n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from autogen_core import SingleThreadedAgentRuntime\n",
+ "\n",
+ "runtime = SingleThreadedAgentRuntime()\n",
+ "await SimpleAgent.register(runtime, \"simple_agent\", lambda: SimpleAgent())\n",
+ "await MyLLMAgent.register(runtime, \"LLMAgent\", lambda: MyLLMAgent())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "runtime.start() # Start processing messages in the background.\n",
+ "response = await runtime.send_message(Message(\"Hi there!\"), AgentId(\"LLMAgent\", \"default\"))\n",
+ "print(\">>>\", response.content)\n",
+ "response = await runtime.send_message(Message(response.content), AgentId(\"simple_agent\", \"default\"))\n",
+ "print(\">>>\", response.content)\n",
+ "response = await runtime.send_message(Message(response.content), AgentId(\"LLMAgent\", \"default\"))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "await runtime.stop()\n",
+ "await runtime.close()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### OK now let's show this at work - let's have 3 agents interact!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from autogen_ext.models.ollama import OllamaChatCompletionClient\n",
+ "\n",
+ "\n",
+ "class Player1Agent(RoutedAgent):\n",
+ " def __init__(self, name: str) -> None:\n",
+ " super().__init__(name)\n",
+ " model_client = OpenAIChatCompletionClient(model=\"gpt-4o-mini\", temperature=1.0)\n",
+ " self._delegate = AssistantAgent(name, model_client=model_client)\n",
+ "\n",
+ " @message_handler\n",
+ " async def handle_my_message_type(self, message: Message, ctx: MessageContext) -> Message:\n",
+ " text_message = TextMessage(content=message.content, source=\"user\")\n",
+ " response = await self._delegate.on_messages([text_message], ctx.cancellation_token)\n",
+ " return Message(content=response.chat_message.content)\n",
+ " \n",
+ "class Player2Agent(RoutedAgent):\n",
+ " def __init__(self, name: str) -> None:\n",
+ " super().__init__(name)\n",
+ " model_client = OllamaChatCompletionClient(model=\"llama3.2\", temperature=1.0)\n",
+ " self._delegate = AssistantAgent(name, model_client=model_client)\n",
+ "\n",
+ " @message_handler\n",
+ " async def handle_my_message_type(self, message: Message, ctx: MessageContext) -> Message:\n",
+ " text_message = TextMessage(content=message.content, source=\"user\")\n",
+ " response = await self._delegate.on_messages([text_message], ctx.cancellation_token)\n",
+ " return Message(content=response.chat_message.content)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "JUDGE = \"You are judging a game of rock, paper, scissors. The players have made these choices:\\n\"\n",
+ "\n",
+ "class RockPaperScissorsAgent(RoutedAgent):\n",
+ " def __init__(self, name: str) -> None:\n",
+ " super().__init__(name)\n",
+ " model_client = OpenAIChatCompletionClient(model=\"gpt-4o-mini\", temperature=1.0)\n",
+ " self._delegate = AssistantAgent(name, model_client=model_client)\n",
+ "\n",
+ " @message_handler\n",
+ " async def handle_my_message_type(self, message: Message, ctx: MessageContext) -> Message:\n",
+ " instruction = \"You are playing rock, paper, scissors. Respond only with the one word, one of the following: rock, paper, or scissors.\"\n",
+ " message = Message(content=instruction)\n",
+ " inner_1 = AgentId(\"player1\", \"default\")\n",
+ " inner_2 = AgentId(\"player2\", \"default\")\n",
+ " response1 = await self.send_message(message, inner_1)\n",
+ " response2 = await self.send_message(message, inner_2)\n",
+ " result = f\"Player 1: {response1.content}\\nPlayer 2: {response2.content}\\n\"\n",
+ " judgement = f\"{JUDGE}{result}Who wins?\"\n",
+ " message = TextMessage(content=judgement, source=\"user\")\n",
+ " response = await self._delegate.on_messages([message], ctx.cancellation_token)\n",
+ " return Message(content=result + response.chat_message.content)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "runtime = SingleThreadedAgentRuntime()\n",
+ "await Player1Agent.register(runtime, \"player1\", lambda: Player1Agent(\"player1\"))\n",
+ "await Player2Agent.register(runtime, \"player2\", lambda: Player2Agent(\"player2\"))\n",
+ "await RockPaperScissorsAgent.register(runtime, \"rock_paper_scissors\", lambda: RockPaperScissorsAgent(\"rock_paper_scissors\"))\n",
+ "runtime.start()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "agent_id = AgentId(\"rock_paper_scissors\", \"default\")\n",
+ "message = Message(content=\"go\")\n",
+ "response = await runtime.send_message(message, agent_id)\n",
+ "print(response.content)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "await runtime.stop()\n",
+ "await runtime.close()"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.9"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/data/5_autogen/4_lab4_autogen_distributed.ipynb b/data/5_autogen/4_lab4_autogen_distributed.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..1316bf4427f553c2cf01ab316a25d230e3dbecac
--- /dev/null
+++ b/data/5_autogen/4_lab4_autogen_distributed.ipynb
@@ -0,0 +1,275 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Week 5 Day 4\n",
+ "\n",
+ "AutoGen Core - Distributed\n",
+ "\n",
+ "I'm only going to give a Teaser of this!!\n",
+ "\n",
+ "Partly because I'm unsure how relevant it is to you. If you'd like me to add more content for this, please do let me know.."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from dataclasses import dataclass\n",
+ "from autogen_core import AgentId, MessageContext, RoutedAgent, message_handler\n",
+ "from autogen_agentchat.agents import AssistantAgent\n",
+ "from autogen_agentchat.messages import TextMessage\n",
+ "from autogen_ext.models.openai import OpenAIChatCompletionClient\n",
+ "from autogen_ext.tools.langchain import LangChainToolAdapter\n",
+ "from langchain_community.utilities import GoogleSerperAPIWrapper\n",
+ "from langchain.agents import Tool\n",
+ "from IPython.display import display, Markdown\n",
+ "\n",
+ "from dotenv import load_dotenv\n",
+ "\n",
+ "load_dotenv(override=True)\n",
+ "\n",
+ "ALL_IN_ONE_WORKER = False"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Start with our Message class"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\n",
+ "@dataclass\n",
+ "class Message:\n",
+ " content: str"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### And now - a host for our distributed runtime"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from autogen_ext.runtimes.grpc import GrpcWorkerAgentRuntimeHost\n",
+ "\n",
+ "host = GrpcWorkerAgentRuntimeHost(address=\"localhost:50051\")\n",
+ "host.start() "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Let's reintroduce a tool"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "serper = GoogleSerperAPIWrapper()\n",
+ "langchain_serper =Tool(name=\"internet_search\", func=serper.run, description=\"Useful for when you need to search the internet\")\n",
+ "autogen_serper = LangChainToolAdapter(langchain_serper)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "instruction1 = \"To help with a decision on whether to use AutoGen in a new AI Agent project, \\\n",
+ "please research and briefly respond with reasons in favor of choosing AutoGen; the pros of AutoGen.\"\n",
+ "\n",
+ "instruction2 = \"To help with a decision on whether to use AutoGen in a new AI Agent project, \\\n",
+ "please research and briefly respond with reasons against choosing AutoGen; the cons of Autogen.\"\n",
+ "\n",
+ "judge = \"You must make a decision on whether to use AutoGen for a project. \\\n",
+ "Your research team has come up with the following reasons for and against. \\\n",
+ "Based purely on the research from your team, please respond with your decision and brief rationale.\""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### And make some Agents"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "class Player1Agent(RoutedAgent):\n",
+ " def __init__(self, name: str) -> None:\n",
+ " super().__init__(name)\n",
+ " model_client = OpenAIChatCompletionClient(model=\"gpt-4o-mini\")\n",
+ " self._delegate = AssistantAgent(name, model_client=model_client, tools=[autogen_serper], reflect_on_tool_use=True)\n",
+ "\n",
+ " @message_handler\n",
+ " async def handle_my_message_type(self, message: Message, ctx: MessageContext) -> Message:\n",
+ " text_message = TextMessage(content=message.content, source=\"user\")\n",
+ " response = await self._delegate.on_messages([text_message], ctx.cancellation_token)\n",
+ " return Message(content=response.chat_message.content)\n",
+ " \n",
+ "class Player2Agent(RoutedAgent):\n",
+ " def __init__(self, name: str) -> None:\n",
+ " super().__init__(name)\n",
+ " model_client = OpenAIChatCompletionClient(model=\"gpt-4o-mini\")\n",
+ " self._delegate = AssistantAgent(name, model_client=model_client, tools=[autogen_serper], reflect_on_tool_use=True)\n",
+ "\n",
+ " @message_handler\n",
+ " async def handle_my_message_type(self, message: Message, ctx: MessageContext) -> Message:\n",
+ " text_message = TextMessage(content=message.content, source=\"user\")\n",
+ " response = await self._delegate.on_messages([text_message], ctx.cancellation_token)\n",
+ " return Message(content=response.chat_message.content)\n",
+ " \n",
+ "class Judge(RoutedAgent):\n",
+ " def __init__(self, name: str) -> None:\n",
+ " super().__init__(name)\n",
+ " model_client = OpenAIChatCompletionClient(model=\"gpt-4o-mini\")\n",
+ " self._delegate = AssistantAgent(name, model_client=model_client)\n",
+ " \n",
+ " @message_handler\n",
+ " async def handle_my_message_type(self, message: Message, ctx: MessageContext) -> Message:\n",
+ " message1 = Message(content=instruction1)\n",
+ " message2 = Message(content=instruction2)\n",
+ " inner_1 = AgentId(\"player1\", \"default\")\n",
+ " inner_2 = AgentId(\"player2\", \"default\")\n",
+ " response1 = await self.send_message(message1, inner_1)\n",
+ " response2 = await self.send_message(message2, inner_2)\n",
+ " result = f\"## Pros of AutoGen:\\n{response1.content}\\n\\n## Cons of AutoGen:\\n{response2.content}\\n\\n\"\n",
+ " judgement = f\"{judge}\\n{result}Respond with your decision and brief explanation\"\n",
+ " message = TextMessage(content=judgement, source=\"user\")\n",
+ " response = await self._delegate.on_messages([message], ctx.cancellation_token)\n",
+ " return Message(content=result + \"\\n\\n## Decision:\\n\\n\" + response.chat_message.content)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from autogen_ext.runtimes.grpc import GrpcWorkerAgentRuntime\n",
+ "\n",
+ "if ALL_IN_ONE_WORKER:\n",
+ "\n",
+ " worker = GrpcWorkerAgentRuntime(host_address=\"localhost:50051\")\n",
+ " await worker.start()\n",
+ "\n",
+ " await Player1Agent.register(worker, \"player1\", lambda: Player1Agent(\"player1\"))\n",
+ " await Player2Agent.register(worker, \"player2\", lambda: Player2Agent(\"player2\"))\n",
+ " await Judge.register(worker, \"judge\", lambda: Judge(\"judge\"))\n",
+ "\n",
+ " agent_id = AgentId(\"judge\", \"default\")\n",
+ "\n",
+ "else:\n",
+ "\n",
+ " worker1 = GrpcWorkerAgentRuntime(host_address=\"localhost:50051\")\n",
+ " await worker1.start()\n",
+ " await Player1Agent.register(worker1, \"player1\", lambda: Player1Agent(\"player1\"))\n",
+ "\n",
+ " worker2 = GrpcWorkerAgentRuntime(host_address=\"localhost:50051\")\n",
+ " await worker2.start()\n",
+ " await Player2Agent.register(worker2, \"player2\", lambda: Player2Agent(\"player2\"))\n",
+ "\n",
+ " worker = GrpcWorkerAgentRuntime(host_address=\"localhost:50051\")\n",
+ " await worker.start()\n",
+ " await Judge.register(worker, \"judge\", lambda: Judge(\"judge\"))\n",
+ " agent_id = AgentId(\"judge\", \"default\")\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "response = await worker.send_message(Message(content=\"Go!\"), agent_id)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "display(Markdown(response.content))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "await worker.stop()\n",
+ "if not ALL_IN_ONE_WORKER:\n",
+ " await worker1.stop()\n",
+ " await worker2.stop()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "await host.stop()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.9"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/data/5_autogen/agent.py b/data/5_autogen/agent.py
new file mode 100644
index 0000000000000000000000000000000000000000..8edcd9f48237699978d94cdfb87340721978f292
--- /dev/null
+++ b/data/5_autogen/agent.py
@@ -0,0 +1,43 @@
+from autogen_core import MessageContext, RoutedAgent, message_handler
+from autogen_agentchat.agents import AssistantAgent
+from autogen_agentchat.messages import TextMessage
+from autogen_ext.models.openai import OpenAIChatCompletionClient
+import messages
+import random
+
+
+class Agent(RoutedAgent):
+
+ # Change this system message to reflect the unique characteristics of this agent
+
+ system_message = """
+ You are a creative entrepreneur. Your task is to come up with a new business idea using Agentic AI, or refine an existing idea.
+ Your personal interests are in these sectors: Healthcare, Education.
+ You are drawn to ideas that involve disruption.
+ You are less interested in ideas that are purely automation.
+ You are optimistic, adventurous and have risk appetite. You are imaginative - sometimes too much so.
+ Your weaknesses: you're not patient, and can be impulsive.
+ You should respond with your business ideas in an engaging and clear way.
+ """
+
+ CHANCES_THAT_I_BOUNCE_IDEA_OFF_ANOTHER = 0.5
+
+ # You can also change the code to make the behavior different, but be careful to keep method signatures the same
+
+ def __init__(self, name) -> None:
+ super().__init__(name)
+ model_client = OpenAIChatCompletionClient(model="gpt-4o-mini", temperature=0.7)
+ self._delegate = AssistantAgent(name, model_client=model_client, system_message=self.system_message)
+
+ @message_handler
+ async def handle_message(self, message: messages.Message, ctx: MessageContext) -> messages.Message:
+ print(f"{self.id.type}: Received message")
+ text_message = TextMessage(content=message.content, source="user")
+ response = await self._delegate.on_messages([text_message], ctx.cancellation_token)
+ idea = response.chat_message.content
+ if random.random() < self.CHANCES_THAT_I_BOUNCE_IDEA_OFF_ANOTHER:
+ recipient = messages.find_recipient()
+ message = f"Here is my business idea. It may not be your speciality, but please refine it and make it better. {idea}"
+ response = await self.send_message(messages.Message(content=message), recipient)
+ idea = response.content
+ return messages.Message(content=idea)
\ No newline at end of file
diff --git a/data/5_autogen/community_contributions/2_lab2_autogen_agentchat.ipynb b/data/5_autogen/community_contributions/2_lab2_autogen_agentchat.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..82821890b51079c8276f97abd31f93415a190e80
--- /dev/null
+++ b/data/5_autogen/community_contributions/2_lab2_autogen_agentchat.ipynb
@@ -0,0 +1,710 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Week 5 Day 2\n",
+ "\n",
+ "### AutoGen AgentChat - Going deeper..\n",
+ "\n",
+ "1. Multi-modal conversation\n",
+ "2. Structured Outputs\n",
+ "3. Using LangChain tools\n",
+ "4. Teams\n",
+ "\n",
+ "...and a special surprise extra piece"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### This is an updated version of lab2 that shows usage of local models using Ollama.\n",
+ "\n",
+ "Goal was to complete tasks, running local models <= 8b.\n",
+ "\n",
+ "\n",
+ "#### 1. Describe the content of this image in detail\n",
+ "Worked perfectly:\n",
+ "\n",
+ "1. [llama3.2-vision:11b](https://ollama.com/library/llama3.2-vision:11b)\n",
+ "2. [gemma3:4b](https://ollama.com/library/gemma3:4b)\n",
+ "\n",
+ "Even though **gemma3** is only 4b but results are really good.\n",
+ "\n",
+ "#### 2. Find a one-way non-stop flight from JFK to LHR in June 2025\n",
+ "\n",
+ "1. [qwen3:8b](https://ollama.com/library/qwen3:8b) - **qwen3:8b** was able to complete task with original prompts. Only one small addition was added - \"/no_think\" to disable thinking output.\n",
+ "2. [qwen3:4b](https://ollama.com/library/qwen3:4b) - **qwen3:4b was** able to search but not to write results. I had to rewrite a bit prompt and add \"Remember to use tools to search and write files, this is very important /no_think\". But as I said results are a bit flaky comparing to 8b and 14b.\n",
+ "3. [llama3.2:3b](https://ollama.com/library/llama3.2:3b) - **llama3.2:3b** was able to complete tasks.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "True"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from io import BytesIO\n",
+ "import requests\n",
+ "from autogen_agentchat.messages import TextMessage, MultiModalMessage\n",
+ "from autogen_core import Image as AGImage\n",
+ "from PIL import Image\n",
+ "from dotenv import load_dotenv\n",
+ "from autogen_ext.models.openai import OpenAIChatCompletionClient\n",
+ "from autogen_agentchat.agents import AssistantAgent\n",
+ "from autogen_core import CancellationToken\n",
+ "from IPython.display import display, Markdown\n",
+ "from pydantic import BaseModel, Field\n",
+ "from typing import Literal\n",
+ "from autogen_ext.models.ollama import OllamaChatCompletionClient\n",
+ "\n",
+ "load_dotenv(override=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### A multi-modal conversation"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "url = \"https://edwarddonner.com/wp-content/uploads/2024/10/from-software-engineer-to-AI-DS.jpeg\"\n",
+ "\n",
+ "pil_image = Image.open(BytesIO(requests.get(url).content))\n",
+ "img = AGImage(pil_image)\n",
+ "img"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "multi_modal_message = MultiModalMessage(content=[\"Describe the content of this image in detail\", img], source=\"User\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/markdown": [
+ "Okay, here’s a detailed description of the image:\n",
+ "\n",
+ "**Overall Impression:**\n",
+ "\n",
+ "The image is a stylized, almost psychedelic illustration, likely a digital artwork. It has a retro-futuristic vibe, reminiscent of 1960s or 70s science fiction and art. The color palette is dominated by teal, turquoise, and a rainbow of vibrant colors within the door. The overall effect is slightly surreal and visually stimulating.\n",
+ "\n",
+ "**The Room:**\n",
+ "\n",
+ "* **Walls & Color:** The walls of the room are a muted teal/turquoise color. This creates a calming, almost clinical backdrop for the more intense elements within the room.\n",
+ "* **Window:** There's a large window on the left side of the frame, filled with a pale blue light.\n",
+ "* **Furniture:** The room contains a minimalist workspace.\n",
+ " * **Desk:** A light-colored, simple desk occupies the foreground.\n",
+ " * **Chair:** A small, dark-colored ergonomic chair sits in front of the desk.\n",
+ " * **Speakers:** There are several small, round speakers placed on the desk, giving the impression of a sophisticated audio setup.\n",
+ " * **Trash Can:** A small, metallic trash can sits on the desk. \n",
+ "\n",
+ "**The Door and the Image Within:**\n",
+ "\n",
+ "* **The Door:** The dominant element is a large, double-door. The doors are dark in color, with a metallic finish. \n",
+ "* **The Image:** Inside the door, there’s a dazzling, swirling image of brilliant colors – primarily blues, reds, yellows, greens, and purples. It resembles a vibrant burst or explosion, with overlapping shapes and patterns. The text \"AI\" is boldly written across the center of the image. The image appears to be rendered in a chaotic, highly detailed manner. \n",
+ "\n",
+ "**Robots:** \n",
+ "\n",
+ "* **Two Robots:** Two stylized robots are placed on the right side of the image, sitting on a small platform. They are dark gray in color with glowing red eyes and appear to be engaged in some activity. One robot is shown in front of a screen displaying code, while the other is simply observing. \n",
+ "\n",
+ "**Style & Details:**\n",
+ "\n",
+ "* **Illustration Style:** The image has a textured, hand-drawn look, likely created digitally using tools that emulate traditional illustration techniques.\n",
+ "* **Line Work:** Strong, precise linework defines the shapes and forms, contributing to the artwork’s graphic quality.\n",
+ "* **Lighting:** There's a soft, diffused light source illuminating the room, which adds to the overall atmosphere.\n",
+ "\n",
+ "**Overall Theme:**\n",
+ "\n",
+ "The image seems to represent the intersection of artificial intelligence, technology, and creative expression. The vibrant image within the door could symbolize the boundless potential and transformative nature of AI. \n",
+ "\n",
+ "Do you want me to focus on a specific aspect of the image, such as the robots or the door, or perhaps describe the details of the code on the screen?"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "model_client = OllamaChatCompletionClient(\n",
+ " model=\"gemma3:4b\", # or \"llama3.2-vision\", which is much bigger - 11b!\n",
+ " model_info={\n",
+ " \"vision\": True,\n",
+ " \"function_calling\": True,\n",
+ " \"json_output\": True,\n",
+ " \"family\": \"unknown\",\n",
+ " },\n",
+ ")\n",
+ "\n",
+ "describer = AssistantAgent(\n",
+ " name=\"description_agent\",\n",
+ " model_client=model_client,\n",
+ " system_message=\"You are good at describing images\",\n",
+ ")\n",
+ "\n",
+ "response = await describer.on_messages([multi_modal_message], cancellation_token=CancellationToken())\n",
+ "reply = response.chat_message.content\n",
+ "display(Markdown(reply))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Structured Outputs!\n",
+ "\n",
+ "Autogen AgentChat makes it easy."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\n",
+ "class ImageDescription(BaseModel):\n",
+ " scene: str = Field(description=\"Briefly, the overall scene of the image\")\n",
+ " message: str = Field(description=\"The point that the image is trying to convey\")\n",
+ " style: str = Field(description=\"The artistic style of the image\")\n",
+ " orientation: Literal[\"portrait\", \"landscape\", \"square\"] = Field(description=\"The orientation of the image\")\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "ImageDescription(scene='This image depicts a futuristic, slightly chaotic, and artistic workspace. The overall color palette is dominated by cool greens and blues, giving it a slightly artificial and tech-focused feel.', message='I will proceed with providing a detailed description of the image.', style='The image has a hand-drawn, almost comic book-style illustration with strong lines and a vibrant color scheme. The lines are thick and uneven, contributing to the slightly chaotic and energetic mood.', orientation='landscape')"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "model_client = OllamaChatCompletionClient(\n",
+ " model=\"gemma3:4b\",\n",
+ " model_info={\n",
+ " \"vision\": True,\n",
+ " \"function_calling\": True,\n",
+ " \"json_output\": True,\n",
+ " \"family\": \"unknown\",\n",
+ " },\n",
+ ")\n",
+ "\n",
+ "describer = AssistantAgent(\n",
+ " name=\"description_agent\",\n",
+ " model_client=model_client,\n",
+ " system_message=\"You are good at describing images in detail\",\n",
+ " output_content_type=ImageDescription,\n",
+ ")\n",
+ "\n",
+ "response = await describer.on_messages([multi_modal_message], cancellation_token=CancellationToken())\n",
+ "reply = response.chat_message.content\n",
+ "reply"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Scene:\n",
+ "This image depicts a futuristic, slightly chaotic, and artistic\n",
+ "workspace. The overall color palette is dominated by cool greens and\n",
+ "blues, giving it a slightly artificial and tech-focused feel.\n",
+ "\n",
+ "\n",
+ "Message:\n",
+ "I will proceed with providing a detailed description of the image.\n",
+ "\n",
+ "\n",
+ "Style:\n",
+ "The image has a hand-drawn, almost comic book-style illustration with\n",
+ "strong lines and a vibrant color scheme. The lines are thick and\n",
+ "uneven, contributing to the slightly chaotic and energetic mood.\n",
+ "\n",
+ "\n",
+ "Orientation:\n",
+ "landscape\n",
+ "\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "import textwrap\n",
+ "print(f\"Scene:\\n{textwrap.fill(reply.scene)}\\n\\n\")\n",
+ "print(f\"Message:\\n{textwrap.fill(reply.message)}\\n\\n\")\n",
+ "print(f\"Style:\\n{textwrap.fill(reply.style)}\\n\\n\")\n",
+ "print(f\"Orientation:\\n{textwrap.fill(reply.orientation)}\\n\\n\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Using LangChain tools from AutoGen"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "internet_search useful for when you need to search the internet\n",
+ "copy_file Create a copy of a file in a specified location\n",
+ "file_delete Delete a file\n",
+ "file_search Recursively search for files in a subdirectory that match the regex pattern\n",
+ "move_file Move or rename a file from one location to another\n",
+ "read_file Read file from disk\n",
+ "write_file Write file to disk\n",
+ "list_directory List files and directories in a specified folder\n",
+ "[FunctionCall(id='0', arguments='{\"query\": \"one-way non-stop flight from JFK to LHR in June 2025\"}', name='internet_search')]\n",
+ "[FunctionExecutionResult(content='Book our best prices between New York and London within the next 6 months ; May 2025 · $589 · Seen: 2 hours ago ; Jun 2025 · $547 · Seen: undefined cmp-undefined ago. Cheap Flights from New York (JFK) to London (LHR) start at $187 for one-way and $394 for round trip ... The flight takes off from JFK on July 26 2025. Virgin Atlantic offers 45 nonstop flights per week. Virgin Atlantic flies from John F. Kennedy International Airport (JFK) to Heathrow Airport (LHR). Missing: 2025 | Show results with:2025. $194 per passenger.Departing Mon, Jul 21.One-way flight with jetBlue.Outbound direct flight with jetBlue departing from New York John F. Kennedy on Mon, Jul 21, ... Missing: June | Show results with:June. Find cheap flights from New York John F Kennedy Airport to London. This is the cheapest one-way flight price found by a KAYAK user in the last 72 hours. Discover flight offers to London with Virgin Atlantic. With fares from $548, we offer a great choice of food, drinks and onboard entertainment & WiFi. Popular JetBlue flights to London. · New York (JFK)to. London (LHR). Nov 8. from. $274*. one-way. Book now · Boston (BOS)to. London (LHR). Sep 8. from. $263*. one ... Book your holiday to London today and fly non-stop with British Airways, Finnair and Iberia, plus connect to 160 cities across Europe. Popular flights with American Airlines · New York (JFK)to. London (LHR). 11/04/25 - 11/06/25 · New York (JFK)to. London (LHR). 11/04/25 - 11/14/25 · New York (JFK) ... Book now affordable, direct flights from New York to London with Norse Atlantic Airways ... Flight Type One Way/Economy. Jun 2025. From$204*. Seen: undefined cmp- ...', name='internet_search', call_id='0', is_error=False)]\n"
+ ]
+ },
+ {
+ "data": {
+ "text/markdown": [
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "### flights.md\n",
+ "```\n",
+ "## Promising Deals for One-Way Non-Stop Flight from JFK to LHR in June 2025\n",
+ "\n",
+ "1. **Flight Details:**\n",
+ " - **Airline:** Virgin Atlantic\n",
+ " - **Departure:** JFK, New York\n",
+ " - **Arrival:** LHR, London\n",
+ " - **Departure Date:** July 21, 2ity\n",
+ " - **Price:** $194 per passenger\n",
+ " - **Flight Type:** One-way\n",
+ " - **Notes:** Non-stop flight with Virgin Atlantic, offers onboard entertainment and WiFi.\n",
+ "\n",
+ "2. **Flight Details:**\n",
+ " - **Airline:** jetBlue\n",
+ " - **Departure:** JFK, New York\n",
+ " - **Arrival:** LHR, London\n",
+ " - **Departure Date:** July 26, 2025\n",
+ " - **Price:** $187 per passenger\n",
+ " - **Flight Type:** One-way\n",
+ " - **Notes:** Non-stop flight with jetBlue, departing from JFK.\n",
+ "\n",
+ "3. **Flight Details:**\n",
+ " - **Airline:** British Airways\n",
+ " - **Departure:** JFK, New York\n",
+ " - **Arrival:** LHR, London\n",
+ " - **Departure Date:** June 20, 2025\n",
+ " - **Price:** $589 per passenger\n",
+ " - **Flight Type:** One-way\n",
+ " - **Notes:** Non-stop flight with British Airways, offers great choice of food, drinks, and onboard entertainment.\n",
+ "\n",
+ "4. **Flight Details:**\n",
+ " - **Airline:** American Airlines\n",
+ " - **Departure:** JFK, New York\n",
+ " - **Arrival:** LHR, London\n",
+ " - **Departure Date:** June 11, 2025\n",
+ " - **Price:** $548 per passenger\n",
+ " - **Flight Type:** One-way\n",
+ " - **Notes:** Non-stop flight with American Airlines, offers a great choice of food, drinks, and onboard entertainment.\n",
+ "\n",
+ "5. **Flight Details:**\n",
+ " - **Airline:** Norse Atlantic Airways\n",
+ " - **Departure:** JFK, New York\n",
+ " - **Arrival:** LHR, London\n",
+ " - **Departure Date:** June 20, 2025\n",
+ " - **Price:** $204 per passenger\n",
+ " - **Flight Type:** One-way\n",
+ " - **Notes:** Non-stop flight with Norse Atlantic Airways, offers affordable prices.\n",
+ "```\n",
+ "\n",
+ "### Selected Flight Summary\n",
+ "**Best Flight:**\n",
+ "- **Airline:** Virgin Atlantic\n",
+ "- **Departure:** JFK, New York\n",
+ "- **Arrival:** LHR, London\n",
+ "- **Departure Date:** July 21, 2025\n",
+ "- **Price:** $194 per passenger\n",
+ "- **Flight Type:** One-way\n",
+ "- **Notes:** Non-stop flight with Virgin Atlantic, offers onboard entertainment and WiFi.\n",
+ "\n",
+ "**Selected Flight:** Virgin Atlantic from JFK to LHR on July 21, 2025 for $194 per passenger."
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# AutoGen's wrapper:\n",
+ "\n",
+ "from autogen_ext.tools.langchain import LangChainToolAdapter\n",
+ "\n",
+ "# LangChain tools:\n",
+ "\n",
+ "from langchain_community.utilities import GoogleSerperAPIWrapper\n",
+ "from langchain_community.agent_toolkits import FileManagementToolkit\n",
+ "from langchain.agents import Tool\n",
+ "\n",
+ "\n",
+ "prompt = \"\"\"Your task is to find a one-way non-stop flight from JFK to LHR in June 2025.\n",
+ "\n",
+ "Follow steps: \n",
+ "\n",
+ "1. First search online for promising deals.\n",
+ "2. Write all the deals to a file called flights.md with full details.\n",
+ "3. Select the best flight and write a short summary.\n",
+ "4. Reply with the selected flight only, and only after you have written the details to the file.\n",
+ "\n",
+ "Remember to use tools to search and write files, this is very important /no_think\"\"\"\n",
+ "\n",
+ "serper = GoogleSerperAPIWrapper()\n",
+ "langchain_serper =Tool(name=\"internet_search\", func=serper.run, description=\"useful for when you need to search the internet\")\n",
+ "autogen_serper = LangChainToolAdapter(langchain_serper)\n",
+ "autogen_tools = [autogen_serper]\n",
+ "\n",
+ "langchain_file_management_tools = FileManagementToolkit(root_dir=\"sandbox\").get_tools()\n",
+ "for tool in langchain_file_management_tools:\n",
+ " autogen_tools.append(LangChainToolAdapter(tool))\n",
+ "\n",
+ "for tool in autogen_tools:\n",
+ " print(tool.name, tool.description)\n",
+ "\n",
+ "model_client = OllamaChatCompletionClient(\n",
+ " model=\"qwen3:4b\", # or \"qwen3:8b\" and then you can use original prompts without any modifications\n",
+ " model_info={\n",
+ " \"vision\": True,\n",
+ " \"function_calling\": True,\n",
+ " \"json_output\": True,\n",
+ " \"family\": \"unknown\",\n",
+ " },\n",
+ ")\n",
+ "agent = AssistantAgent(name=\"searcher\", model_client=model_client, tools=autogen_tools, reflect_on_tool_use=True)\n",
+ "message = TextMessage(content=prompt, source=\"user\")\n",
+ "result = await agent.on_messages([message], cancellation_token=CancellationToken())\n",
+ "for message in result.inner_messages:\n",
+ " print(message.content)\n",
+ "display(Markdown(result.chat_message.content))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[FunctionCall(id='1', arguments='{\"file_path\": \"flights.md\", \"text\": \"## Promising Deals for One-Way Non-Stop Flight from JFK to LHR in June 2025\\\\n\\\\n1. **Flight Details:**\\\\n - **Airline:** Virgin Atlantic\\\\n - **Departure:** JFK, New York\\\\n - **Arrival:** LHR, London\\\\n - **Departure Date:** July 21, 2025\\\\n - **Price:** $194 per passenger\\\\n - **Flight Type:** One-way\\\\n - **Notes:** Non-stop flight with Virgin Atlantic, offers onboard entertainment and WiFi.\\\\n\\\\n2. **Flight Details:**\\\\n - **Airline:** jetBlue\\\\n - **Departure:** JFK, New York\\\\n - **Arrival:** LHR, London\\\\n - **Departure Date:** July 26, 2025\\\\n - **Price:** $187 per passenger\\\\n - **Flight Type:** One-way\\\\n - **Notes:** Non-stop flight with jetBlue, departing from JFK.\\\\n\\\\n3. **Flight Details:**\\\\n - **Airline:** British Airways\\\\n - **Departure:** JFK, New York\\\\n - **Arrival:** LHR, London\\\\n - **Departure Date:** June 20, 2025\\\\n - **Price:** $589 per passenger\\\\n - **Flight Type:** One-way\\\\n - **Notes:** Non-stop flight with British Airways, offers great choice of food, drinks, and onboard entertainment.\\\\n\\\\n4. **Flight Details:**\\\\n - **Airline:** American Airlines\\\\n - **Departure:** JFK, New York\\\\n - **Arrival:** LHR, London\\\\n - **Departure Date:** June 11, 2025\\\\n - **Price:** $548 per passenger\\\\n - **Flight Type:** One-way\\\\n - **Notes:** Non-stop flight with American Airlines, offers a great choice of food, drinks, and onboard entertainment.\\\\n\\\\n5. **Flight Details:**\\\\n - **Airline:** Norse Atlantic Airways\\\\n - **Departure:** JFK, New York\\\\n - **Arrival:** LHR, London\\\\n - **Departure Date:** June 20, 2025\\\\n - **Price:** $204 per passenger\\\\n - **Flight Type:** One-way\\\\n - **Notes:** Non-stop flight with Norse Atlantic Airways, offers affordable prices.\\\\n\\\\n### Selected Flight Summary\\\\n**Best Flight:**\\\\n- **Airline:** Virgin Atlantic\\\\n- **Departure:** JFK, New York\\\\n- **Arrival:** LHR, London\\\\n- **Departure Date:** July 21, 2025\\\\n- **Price:** $194 per passenger\\\\n- **Flight Type:** One-way\\\\n- **Notes:** Non-stop flight with Virgin Atlantic, offers onboard entertainment and WiFi.\\\\n\\\\n**Selected Flight:** Virgin Atlantic from JFK to LHR on July 21, 2025 for $194 per passenger.\"}', name='write_file')]\n",
+ "[FunctionExecutionResult(content='File written successfully to flights.md.', name='write_file', call_id='1', is_error=False)]\n"
+ ]
+ },
+ {
+ "data": {
+ "text/markdown": [
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "The results have been written to the file `flights.md`. The selected flight is Virgin Atlantic from JFK to LHR on July 21, 2025 for $194 per passenger."
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Now we need to call the agent again to write the file\n",
+ "\n",
+ "message = TextMessage(content=\"OK proceed, write results to file /no_think\", source=\"user\")\n",
+ "\n",
+ "result = await agent.on_messages([message], cancellation_token=CancellationToken())\n",
+ "for message in result.inner_messages:\n",
+ " print(message.content)\n",
+ "display(Markdown(result.chat_message.content))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Team interactions"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 48,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from autogen_agentchat.agents import AssistantAgent\n",
+ "from autogen_agentchat.conditions import TextMentionTermination\n",
+ "from autogen_agentchat.teams import RoundRobinGroupChat\n",
+ "\n",
+ "from autogen_ext.tools.langchain import LangChainToolAdapter\n",
+ "from langchain_community.utilities import GoogleSerperAPIWrapper\n",
+ "from langchain.agents import Tool\n",
+ "\n",
+ "serper = GoogleSerperAPIWrapper()\n",
+ "langchain_serper =Tool(name=\"internet_search\", func=serper.run, description=\"useful for when you need to search the internet\")\n",
+ "autogen_serper = LangChainToolAdapter(langchain_serper)\n",
+ "\n",
+ "model_client = OllamaChatCompletionClient(\n",
+ " model=\"qwen3:4b\", # or \"qwen3:8b\"\n",
+ " model_info={\n",
+ " \"vision\": True,\n",
+ " \"function_calling\": True,\n",
+ " \"json_output\": True,\n",
+ " \"family\": \"unknown\",\n",
+ " },\n",
+ ")\n",
+ "\n",
+ "\n",
+ "prompt = \"\"\"Find a one-way non-stop flight from JFK to LHR in June 2025.\"\"\"\n",
+ "\n",
+ "\n",
+ "primary_agent = AssistantAgent(\n",
+ " \"primary\",\n",
+ " model_client=model_client,\n",
+ " tools=[autogen_serper],\n",
+ " system_message=\"You are a helpful AI research assistant who looks for promising deals on flights. Incorporate any feedback you receive.\",\n",
+ ")\n",
+ "\n",
+ "evaluation_agent = AssistantAgent(\n",
+ " \"evaluator\",\n",
+ " model_client=model_client,\n",
+ " system_message=\"Provide constructive feedback. Respond with 'APPROVE' when your feedback is addressed.\",\n",
+ ")\n",
+ "\n",
+ "text_termination = TextMentionTermination(\"APPROVE\")\n",
+ "\n",
+ "# With thanks to Peter A for adding in the max_turns - otherwise this can get into a loop..\n",
+ "\n",
+ "team = RoundRobinGroupChat([primary_agent, evaluation_agent], termination_condition=text_termination, max_turns=20)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 49,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "user:\n",
+ "Find a one-way non-stop flight from JFK to LHR in June 2025.\n",
+ "\n",
+ "\n",
+ "primary:\n",
+ "[FunctionCall(id='0', arguments='{\"query\": \"one-way non-stop flights JFK to LHR June 2025\"}', name='internet_search')]\n",
+ "\n",
+ "\n",
+ "primary:\n",
+ "[FunctionExecutionResult(content='Need to get from New York to London? With fares from $521, we offer a great choice of food, drinks and onboard entertainment & WiFi. Cheap Flights from New York (JFK) to London (LHR) start at $187 for one-way and $394 for round trip. Earn your airline miles on top of our rewards! Virgin Atlantic offers 45 nonstop flights per week. Virgin Atlantic flies from John F. Kennedy International Airport (JFK) to Heathrow Airport (LHR). Missing: 2025 | Show results with:2025. Find flights to London Heathrow Airport from $139. Fly from New York John F Kennedy Airport on Iberia, SWISS, Icelandair and more. Kennedy to London Heathrow? Find the lowest prices on one-way and round-trip tickets right here. Missing: June | Show results with:June. Discover flight offers to London with Virgin Atlantic. With fares from $548, we offer a great choice of food, drinks and onboard entertainment & WiFi. Popular JetBlue flights to London. · New York (JFK)to. London (LHR). Nov 8. from. $274*. one-way. Book now · Boston (BOS)to. London (LHR). Sep 8. from. $263*. one ... New York (JFK)to. London (LHR). 11/04/25 - 11/06/25. from. $476*Fare subject to changes. Updated: 5 hours ago. Round trip. I. Economy. See Latest Fare. New York ... Find Delta airfare deals on flights to London, England. Fly nonstop to LHR from JFK, ATL, BOS, DTW, MSP, LAX, SEA & SLC plus nonstop to LGW from JFK. Cheap Flights from New York (JFK) to London (LON) start at $139 for one-way and $379 for round trip. Earn your airline miles on top of our rewards! Missing: non- stop June.', name='internet_search', call_id='0', is_error=False)]\n",
+ "\n",
+ "\n",
+ "primary:\n",
+ "Need to get from New York to London? With fares from $521, we offer a great choice of food, drinks and onboard entertainment & WiFi. Cheap Flights from New York (JFK) to London (LHR) start at $187 for one-way and $394 for round trip. Earn your airline miles on top of our rewards! Virgin Atlantic offers 45 nonstop flights per week. Virgin Atlantic flies from John F. Kennedy International Airport (JFK) to Heathrow Airport (LHR). Missing: 2025 | Show results with:2025. Find flights to London Heathrow Airport from $139. Fly from New York John F Kennedy Airport on Iberia, SWISS, Icelandair and more. Kennedy to London Heathrow? Find the lowest prices on one-way and round-trip tickets right here. Missing: June | Show results with:June. Discover flight offers to London with Virgin Atlantic. With fares from $548, we offer a great choice of food, drinks and onboard entertainment & WiFi. Popular JetBlue flights to London. · New York (JFK)to. London (LHR). Nov 8. from. $274*. one-way. Book now · Boston (BOS)to. London (LHR). Sep 8. from. $263*. one ... New York (JFK)to. London (LHR). 11/04/25 - 11/06/25. from. $476*Fare subject to changes. Updated: 5 hours ago. Round trip. I. Economy. See Latest Fare. New York ... Find Delta airfare deals on flights to London, England. Fly nonstop to LHR from JFK, ATL, BOS, DTW, MSP, LAX, SEA & SLC plus nonstop to LGW from JFK. Cheap Flights from New York (JFK) to London (LON) start at $139 for one-way and $379 for round trip. Earn your airline miles on top of our rewards! Missing: non- stop June.\n",
+ "\n",
+ "\n",
+ "evaluator:\n",
+ "\n",
+ "Okay, the user wants a one-way non-stop flight from JFK to LHR in June 2025. Let me check the information provided.\n",
+ "\n",
+ "First, the user mentioned that Virgin Atlantic has 45 nonstop flights per week. They also listed some prices, like $187 one-way and $394 round trip. But there's a mention of \"Missing: 2025\" and \"Show results with:2025\", so maybe the data is incomplete. Also, the user specified June 2025, so I need to focus on that month.\n",
+ "\n",
+ "Looking at the prices, there's a $521 fare from $548, but that's for Virgin Atlantic. However, the user is asking for the lowest prices, so $139 is mentioned, but that might be for a different carrier or a different destination (LON instead of LHR). The user also mentioned JetBlue and other carriers like Iberia, SWISS, Icelandair, but those are for different routes or times.\n",
+ "\n",
+ "Wait, there's a flight listed from New York (JFK) to London (LHR) on 11/04/25 to 11/06/25 at $476. But that's in November, not June. The user is asking for June 2025, so that's not relevant. The user might be confused because the data provided is for different months or not accurate for June.\n",
+ "\n",
+ "Also, there's a mention of \"Missing: non-stop June\", so maybe the system is not filtering for June 2025. The user wants to ensure that the flights are non-stop and in June. The prices listed are for different dates or carriers, but the user is looking for the lowest prices in June.\n",
+ "\n",
+ "I need to check if there's any information about June 2025 flights. The user provided some data, but it's not clear. The answer should guide the user to check the specific month and carrier, maybe Virgin Atlantic, and mention the prices, but also note that the data might not be up-to-date for June. Also, the user might need to check the exact dates and carriers for June 2025.\n",
+ "\n",
+ "\n",
+ "APPROVE \n",
+ "The feedback addresses the request for a one-way non-stop flight from JFK to LHR in June 2025 by highlighting the key details: Virgin Atlantic’s 45 weekly flights, the price range ($187–$548), and the need to filter results for June 2025. However, the response should emphasize that specific June 2025 availability and pricing require checking real-time flight databases or booking platforms, as the provided data includes dates outside June (e.g., November) and mentions \"Missing: June\" in the query. Additionally, the answer should clarify that while carriers like Virgin Atlantic, JetBlue, and Icelandair operate these routes, prices and schedules may vary.\n",
+ "\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "result = await team.run(task=prompt)\n",
+ "for message in result.messages:\n",
+ " print(f\"{message.source}:\\n{message.content}\\n\\n\")\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Drumroll..\n",
+ "\n",
+ "## Introducing MCP!\n",
+ "\n",
+ "Our first look at the Model Context Protocol from Anthropic -\n",
+ "\n",
+ "Autogen makes it easy to use MCP tools, just like LangChain tools."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 51,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/markdown": [
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "```markdown\n",
+ "## Summary of Edward Donner's Website\n",
+ "\n",
+ "**Name:** Edward Donner \n",
+ "**Occupation:** Co-founder and CTO of Nebula.io, former founder and CEO of untapt (acquired in 2021) \n",
+ "\n",
+ "**Interests:** \n",
+ "- Writing code \n",
+ "- Experimenting with Large Language Models (LLMs) \n",
+ "- DJing (though he is out of practice) \n",
+ "- Amateur electronic music production \n",
+ "- Engaging with Hacker News \n",
+ "\n",
+ "**Professional Background:** \n",
+ "- Co-founded and CTO of Nebula.io, a company that applies AI to help people discover their potential and pursue their reason for being. \n",
+ "- Previously founded and led untapt, an AI startup that was acquired in 2021. \n",
+ "- Nebula.io uses proprietary LLMs and a patented matching model to help recruiters source, understand, engage, and manage talent. \n",
+ "\n",
+ "**Contact:** \n",
+ "- LinkedIn: [https://www.linkedin.com/in/eddonner/](https://www.linkedin.com/in/eddonner/)\n",
+ "```"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "from autogen_agentchat.agents import AssistantAgent\n",
+ "from autogen_ext.models.openai import OpenAIChatCompletionClient\n",
+ "from autogen_ext.tools.mcp import StdioServerParams, mcp_server_tools\n",
+ "\n",
+ "# Get the fetch tool from mcp-server-fetch.\n",
+ "fetch_mcp_server = StdioServerParams(command=\"uvx\", args=[\"mcp-server-fetch\"])\n",
+ "fetcher = await mcp_server_tools(fetch_mcp_server)\n",
+ "\n",
+ "# Create an agent that can use the fetch tool.\n",
+ "model_client = OllamaChatCompletionClient(\n",
+ " model=\"qwen3:4b\", # or \"qwen3:8b\" and then you can use original prompts without any modifications\n",
+ " model_info={\n",
+ " \"vision\": True,\n",
+ " \"function_calling\": True,\n",
+ " \"json_output\": True,\n",
+ " \"family\": \"unknown\",\n",
+ " },\n",
+ ")\n",
+ "agent = AssistantAgent(name=\"fetcher\", model_client=model_client, tools=fetcher, reflect_on_tool_use=True) # type: ignore\n",
+ "\n",
+ "# Let the agent fetch the content of a URL and summarize it.\n",
+ "result = await agent.run(task=\"Review edwarddonner.com and summarize what you learn. Reply in Markdown. /no_think\") # optional: add \" /no_think\" to the prompt, to remove thinking output\n",
+ "display(Markdown(result.messages[-1].content))"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.8"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/data/5_autogen/community_contributions/2_lab2_mcp_work_around/mcp_fetch.py b/data/5_autogen/community_contributions/2_lab2_mcp_work_around/mcp_fetch.py
new file mode 100644
index 0000000000000000000000000000000000000000..98b2283d77f434e4790ef5cfed285f8e368eb76a
--- /dev/null
+++ b/data/5_autogen/community_contributions/2_lab2_mcp_work_around/mcp_fetch.py
@@ -0,0 +1,20 @@
+import asyncio
+from autogen_agentchat.agents import AssistantAgent
+from autogen_ext.models.openai import OpenAIChatCompletionClient
+from autogen_ext.tools.mcp import StdioServerParams, mcp_server_tools
+
+async def main():
+ # Connect to already-running mcp-server-fetch via stdio
+ fetch_mcp_server = StdioServerParams(command="uvx", args=["mcp-server-fetch"])
+ fetcher = await mcp_server_tools(fetch_mcp_server)
+
+ # Create assistant agent
+ model_client = OpenAIChatCompletionClient(model="gpt-4o-mini")
+ agent = AssistantAgent(name="fetcher", model_client=model_client, tools=fetcher, reflect_on_tool_use=True)
+
+ # Use the tool
+ result = await agent.run(task="Review edwarddonner.com and summarize what you learn. Reply in Markdown.")
+ print(result.messages[-1].content)
+
+if __name__ == "__main__":
+ asyncio.run(main())
diff --git a/data/5_autogen/community_contributions/2_lab2_mcp_work_around/readme.md b/data/5_autogen/community_contributions/2_lab2_mcp_work_around/readme.md
new file mode 100644
index 0000000000000000000000000000000000000000..7676c45969485a13a44b75a128154119ab8de91b
--- /dev/null
+++ b/data/5_autogen/community_contributions/2_lab2_mcp_work_around/readme.md
@@ -0,0 +1,64 @@
+# ✅ Workaround for MCP in Autogen Lab 2 on Windows
+
+Running MCP-based tools in **Jupyter Notebook** on Windows often causes this error:
+
+```
+
+UnsupportedOperation: fileno
+
+````
+
+This is due to limitations in how subprocesses and `fileno()` work inside notebook environments on Windows.
+
+---
+
+## 🛠️ Workaround: Run MCP in a `.py` script
+
+Follow these steps to run your MCP tool using a standalone script instead of a notebook:
+
+---
+
+### 1️⃣ Start the MCP Server (in a separate terminal)
+
+Run the following command **in a new terminal**:
+
+```bash
+uvx mcp-server-fetch
+````
+
+This launches the MCP server in stdio mode (no need for extra flags). Keep this terminal open.
+
+---
+
+### 2️⃣ Run the Python Script (in another terminal)
+
+In a second terminal, run the MCP script using:
+
+```bash
+uv run mcp_fetch.py
+```
+
+> You can also use `python mcp_fetch.py` if you've already activated your virtual environment.
+
+---
+
+### ✅ Expected Output (Example)
+
+```markdown
+# Summary of edwarddonner.com
+
+- Edward Donner is a software engineer...
+- Co-founder of Nebula.io...
+- Offers AI-related events and workshops...
+
+TERMINATE
+```
+
+---
+
+### 💡 Notes
+
+* You **must** start the MCP server before running the Python script.
+* This workaround avoids subprocess issues that commonly occur in Windows Jupyter environments.
+
+---
diff --git a/data/5_autogen/community_contributions/community.ipynb b/data/5_autogen/community_contributions/community.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..59f492d1d7eb7e6a21d7a6c5a523f5230765cf67
--- /dev/null
+++ b/data/5_autogen/community_contributions/community.ipynb
@@ -0,0 +1,29 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Community contributions\n",
+ "\n",
+ "Thank you for considering contributing your work to the repo!\n",
+ "\n",
+ "Please add your code (modules or notebooks) to this directory and send me a PR, per the instructions in the guides.\n",
+ "\n",
+ "I'd love to share your progress with other students, so everyone can benefit from your projects.\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": []
+ }
+ ],
+ "metadata": {
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/data/5_autogen/community_contributions/sandbox/flights.md b/data/5_autogen/community_contributions/sandbox/flights.md
new file mode 100644
index 0000000000000000000000000000000000000000..d956c648e82d1eece844ae7ceb28ac883f099f4d
--- /dev/null
+++ b/data/5_autogen/community_contributions/sandbox/flights.md
@@ -0,0 +1,58 @@
+## Promising Deals for One-Way Non-Stop Flight from JFK to LHR in June 2025
+
+1. **Flight Details:**
+ - **Airline:** Virgin Atlantic
+ - **Departure:** JFK, New York
+ - **Arrival:** LHR, London
+ - **Departure Date:** July 21, 2025
+ - **Price:** $194 per passenger
+ - **Flight Type:** One-way
+ - **Notes:** Non-stop flight with Virgin Atlantic, offers onboard entertainment and WiFi.
+
+2. **Flight Details:**
+ - **Airline:** jetBlue
+ - **Departure:** JFK, New York
+ - **Arrival:** LHR, London
+ - **Departure Date:** July 26, 2025
+ - **Price:** $187 per passenger
+ - **Flight Type:** One-way
+ - **Notes:** Non-stop flight with jetBlue, departing from JFK.
+
+3. **Flight Details:**
+ - **Airline:** British Airways
+ - **Departure:** JFK, New York
+ - **Arrival:** LHR, London
+ - **Departure Date:** June 20, 2025
+ - **Price:** $589 per passenger
+ - **Flight Type:** One-way
+ - **Notes:** Non-stop flight with British Airways, offers great choice of food, drinks, and onboard entertainment.
+
+4. **Flight Details:**
+ - **Airline:** American Airlines
+ - **Departure:** JFK, New York
+ - **Arrival:** LHR, London
+ - **Departure Date:** June 11, 2025
+ - **Price:** $548 per passenger
+ - **Flight Type:** One-way
+ - **Notes:** Non-stop flight with American Airlines, offers a great choice of food, drinks, and onboard entertainment.
+
+5. **Flight Details:**
+ - **Airline:** Norse Atlantic Airways
+ - **Departure:** JFK, New York
+ - **Arrival:** LHR, London
+ - **Departure Date:** June 20, 2025
+ - **Price:** $204 per passenger
+ - **Flight Type:** One-way
+ - **Notes:** Non-stop flight with Norse Atlantic Airways, offers affordable prices.
+
+### Selected Flight Summary
+**Best Flight:**
+- **Airline:** Virgin Atlantic
+- **Departure:** JFK, New York
+- **Arrival:** LHR, London
+- **Departure Date:** July 21, 2025
+- **Price:** $194 per passenger
+- **Flight Type:** One-way
+- **Notes:** Non-stop flight with Virgin Atlantic, offers onboard entertainment and WiFi.
+
+**Selected Flight:** Virgin Atlantic from JFK to LHR on July 21, 2025 for $194 per passenger.
\ No newline at end of file
diff --git a/data/5_autogen/creator.py b/data/5_autogen/creator.py
new file mode 100644
index 0000000000000000000000000000000000000000..4ae7c014627a75b93e899d0a8d7c3ec17334ff35
--- /dev/null
+++ b/data/5_autogen/creator.py
@@ -0,0 +1,62 @@
+from autogen_core import MessageContext, RoutedAgent, message_handler
+from autogen_agentchat.agents import AssistantAgent
+from autogen_agentchat.messages import TextMessage
+from autogen_ext.models.openai import OpenAIChatCompletionClient
+import messages
+from autogen_core import TRACE_LOGGER_NAME
+import importlib
+import logging
+from autogen_core import AgentId
+
+logging.basicConfig(level=logging.WARNING)
+logger = logging.getLogger(TRACE_LOGGER_NAME)
+logger.addHandler(logging.StreamHandler())
+logger.setLevel(logging.DEBUG)
+
+
+class Creator(RoutedAgent):
+
+ # Change this system message to reflect the unique characteristics of this agent
+
+ system_message = """
+ You are an Agent that is able to create new AI Agents.
+ You receive a template in the form of Python code that creates an Agent using Autogen Core and Autogen Agentchat.
+ You should use this template to create a new Agent with a unique system message that is different from the template,
+ and reflects their unique characteristics, interests and goals.
+ You can choose to keep their overall goal the same, or change it.
+ You can choose to take this Agent in a completely different direction. The only requirement is that the class must be named Agent,
+ and it must inherit from RoutedAgent and have an __init__ method that takes a name parameter.
+ Also avoid environmental interests - try to mix up the business verticals so that every agent is different.
+ Respond only with the python code, no other text, and no markdown code blocks.
+ """
+
+
+ def __init__(self, name) -> None:
+ super().__init__(name)
+ model_client = OpenAIChatCompletionClient(model="gpt-4o-mini", temperature=1.0)
+ self._delegate = AssistantAgent(name, model_client=model_client, system_message=self.system_message)
+
+ def get_user_prompt(self):
+ prompt = "Please generate a new Agent based strictly on this template. Stick to the class structure. \
+ Respond only with the python code, no other text, and no markdown code blocks.\n\n\
+ Be creative about taking the agent in a new direction, but don't change method signatures.\n\n\
+ Here is the template:\n\n"
+ with open("agent.py", "r", encoding="utf-8") as f:
+ template = f.read()
+ return prompt + template
+
+
+ @message_handler
+ async def handle_my_message_type(self, message: messages.Message, ctx: MessageContext) -> messages.Message:
+ filename = message.content
+ agent_name = filename.split(".")[0]
+ text_message = TextMessage(content=self.get_user_prompt(), source="user")
+ response = await self._delegate.on_messages([text_message], ctx.cancellation_token)
+ with open(filename, "w", encoding="utf-8") as f:
+ f.write(response.chat_message.content)
+ print(f"** Creator has created python code for agent {agent_name} - about to register with Runtime")
+ module = importlib.import_module(agent_name)
+ await module.Agent.register(self.runtime, agent_name, lambda: module.Agent(agent_name))
+ logger.info(f"** Agent {agent_name} is live")
+ result = await self.send_message(messages.Message(content="Give me an idea"), AgentId(agent_name, "default"))
+ return messages.Message(content=result.content)
\ No newline at end of file
diff --git a/data/5_autogen/messages.py b/data/5_autogen/messages.py
new file mode 100644
index 0000000000000000000000000000000000000000..e7383f2b70bd2f0b8f9f90e63b2bd8a8e9897f99
--- /dev/null
+++ b/data/5_autogen/messages.py
@@ -0,0 +1,24 @@
+from dataclasses import dataclass
+from autogen_core import AgentId
+import glob
+import os
+
+
+import random
+
+@dataclass
+class Message:
+ content: str
+
+
+def find_recipient() -> AgentId:
+ try:
+ agent_files = glob.glob("agent*.py")
+ agent_names = [os.path.splitext(file)[0] for file in agent_files]
+ agent_names.remove("agent")
+ agent_name = random.choice(agent_names)
+ print(f"Selecting agent for refinement: {agent_name}")
+ return AgentId(agent_name, "default")
+ except Exception as e:
+ print(f"Exception finding recipient: {e}")
+ return AgentId("agent1", "default")
diff --git a/data/5_autogen/sandbox/flights.md b/data/5_autogen/sandbox/flights.md
new file mode 100644
index 0000000000000000000000000000000000000000..823ba29449afefd42adac573a0778855048eec0a
--- /dev/null
+++ b/data/5_autogen/sandbox/flights.md
@@ -0,0 +1,28 @@
+Flight Deals from JFK to LHR - June 2025:
+
+1. Airline: Virgin Atlantic
+ - Price: $497
+ - Non-stop
+ - In-flight amenities: meals, drinks, entertainment, WiFi
+
+2. Airline: JetBlue
+ - Price: $314
+ - Non-stop
+ - Booking available now
+
+3. Airline: Delta
+ - Price: $239
+ - Non-stop
+ - Additional services: earns airline miles
+
+4. Airline: SWISS
+ - Price: $402
+ - Non-stop
+ - Comfortable seating and great service
+
+5. Airline: United Airlines
+ - Price: $450
+ - Non-stop
+ - Great onboard experience
+
+Best Deal: JetBlue at $314 for a non-stop flight from JFK to LHR.
diff --git a/data/5_autogen/tickets.db b/data/5_autogen/tickets.db
new file mode 100644
index 0000000000000000000000000000000000000000..4d7594ce67cf709757929672a98f532c7aba12b2
Binary files /dev/null and b/data/5_autogen/tickets.db differ
diff --git a/data/5_autogen/world.py b/data/5_autogen/world.py
new file mode 100644
index 0000000000000000000000000000000000000000..71097919e4422f45ed286036fae0d1e9c23d7305
--- /dev/null
+++ b/data/5_autogen/world.py
@@ -0,0 +1,40 @@
+from autogen_ext.runtimes.grpc import GrpcWorkerAgentRuntimeHost
+from agent import Agent
+from creator import Creator
+from autogen_ext.runtimes.grpc import GrpcWorkerAgentRuntime
+from autogen_core import AgentId
+import messages
+import asyncio
+
+HOW_MANY_AGENTS = 20
+
+async def create_and_message(worker, creator_id, i: int):
+ try:
+ result = await worker.send_message(messages.Message(content=f"agent{i}.py"), creator_id)
+ with open(f"idea{i}.md", "w") as f:
+ f.write(result.content)
+ except Exception as e:
+ print(f"Failed to run worker {i} due to exception: {e}")
+
+async def main():
+ host = GrpcWorkerAgentRuntimeHost(address="localhost:50051")
+ host.start()
+ worker = GrpcWorkerAgentRuntime(host_address="localhost:50051")
+ await worker.start()
+ result = await Creator.register(worker, "Creator", lambda: Creator("Creator"))
+ creator_id = AgentId("Creator", "default")
+ coroutines = [create_and_message(worker, creator_id, i) for i in range(1, HOW_MANY_AGENTS+1)]
+ await asyncio.gather(*coroutines)
+ try:
+ await worker.stop()
+ await host.stop()
+ except Exception as e:
+ print(e)
+
+
+
+
+if __name__ == "__main__":
+ asyncio.run(main())
+
+
diff --git a/data/6_mcp/1_lab1.ipynb b/data/6_mcp/1_lab1.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..2ccf4443e7775b51a3c70eee6532215e58a95d08
--- /dev/null
+++ b/data/6_mcp/1_lab1.ipynb
@@ -0,0 +1,244 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## WELCOME TO WEEK 6\n",
+ "\n",
+ "The Epic Finale Week\n",
+ "\n",
+ "And\n",
+ "\n",
+ "# WELCOME TO THE **M**ODEL **C**ONTEXT **P**ROTOCOL!\n",
+ "\n",
+ "And welcome back to OpenAI Agents SDK ❤️❤️❤️\n",
+ "\n",
+ "### Please note\n",
+ "\n",
+ "There may be changes here from the video as I'm always making updates!"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ " \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " To my Windows PC people - an important announcement\n",
+ " I have unpleasant news. There's a problem running MCP Servers on Windows PCs; Mac and Linux is fine. This is a known issue as of May 4th, 2025. I asked o3 with Deep Research to try to find workarounds; it confirmed the issue and confirmed the workaround.
\n",
+ " The workaround is a bit of a bore. It is to take advantage of \"WSL\", the Microsoft approach for running Linux on your PC. You'll need to carry out more setup instructions! But it's quick, and several students have confirmed that this works perfectly for them, then the Week 6 MCP labs work. Plus, WSL is actually a great way to build software on your Windows PC. \n",
+ " The WSL Setup instructions are in the Setup folder, in the file called SETUP-WSL.md here. I do hope this only holds you up briefly - you should be back up and running quickly. Oh the joys of working with bleeding-edge technology!
\n",
+ " With many thanks to students Markus, Abhi, Hui-Ling, and several others, for helping me work on it and confirming the fix.\n",
+ " \n",
+ " | \n",
+ "
\n",
+ "
"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# The imports\n",
+ "\n",
+ "from dotenv import load_dotenv\n",
+ "from agents import Agent, Runner, trace\n",
+ "from agents.mcp import MCPServerStdio\n",
+ "import os"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "load_dotenv(override=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Let's use MCP in OpenAI Agents SDK\n",
+ "\n",
+ "1. Create a Client\n",
+ "\n",
+ "2. Have it spawn a server\n",
+ "\n",
+ "3. Collect the tools that the server can use\n",
+ "\n",
+ "Let's try the Fetch mcp-server that we looked at last week"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fetch_params = {\"command\": \"uvx\", \"args\": [\"mcp-server-fetch\"]}\n",
+ "\n",
+ "async with MCPServerStdio(params=fetch_params, client_session_timeout_seconds=60) as server:\n",
+ " fetch_tools = await server.list_tools()\n",
+ "\n",
+ "fetch_tools"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Extra installation step - if you don't have \"node\" on your computer\n",
+ "\n",
+ "The next MCP tool uses node (the Javascript Server), and it needs you to have the command 'npx' installed on your computer.\n",
+ "\n",
+ "You may already have this, but if not, here are super clear instructions on exactly what to do, courtesy of our friend. \n",
+ "And thank you to student avid_learner for pointing this out.\n",
+ "\n",
+ "https://chatgpt.com/share/68103af2-e2dc-8012-b259-bc135a23273b\n",
+ "\n",
+ "**Windows Users take note:** node needs to be installed on your WSL platform, rather than your Windows side. \n",
+ "And some windows users have mentioned that they needed to replace \"npx\" below with a full path to npx to get this to work properly.."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### And now repeat for 2 more!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "playwright_params = {\"command\": \"npx\",\"args\": [ \"@playwright/mcp@latest\"]}\n",
+ "\n",
+ "async with MCPServerStdio(params=playwright_params, client_session_timeout_seconds=60) as server:\n",
+ " playwright_tools = await server.list_tools()\n",
+ "\n",
+ "playwright_tools\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\n",
+ "sandbox_path = os.path.abspath(os.path.join(os.getcwd(), \"sandbox\"))\n",
+ "files_params = {\"command\": \"npx\", \"args\": [\"-y\", \"@modelcontextprotocol/server-filesystem\", sandbox_path]}\n",
+ "\n",
+ "async with MCPServerStdio(params=files_params,client_session_timeout_seconds=60) as server:\n",
+ " file_tools = await server.list_tools()\n",
+ "\n",
+ "file_tools"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### And now.. bring on the Agent with Tools!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "instructions = \"\"\"\n",
+ "You browse the internet to accomplish your instructions.\n",
+ "You are highly capable at browsing the internet independently to accomplish your task, \n",
+ "including accepting all cookies and clicking 'not now' as\n",
+ "appropriate to get to the content you need. If one website isn't fruitful, try another. \n",
+ "Be persistent until you have solved your assignment,\n",
+ "trying different options and sites as needed.\n",
+ "\"\"\"\n",
+ "\n",
+ "\n",
+ "async with MCPServerStdio(params=files_params, client_session_timeout_seconds=60) as mcp_server_files:\n",
+ " async with MCPServerStdio(params=playwright_params, client_session_timeout_seconds=60) as mcp_server_browser:\n",
+ " agent = Agent(\n",
+ " name=\"investigator\", \n",
+ " instructions=instructions, \n",
+ " model=\"gpt-4.1-mini\",\n",
+ " mcp_servers=[mcp_server_files, mcp_server_browser]\n",
+ " )\n",
+ " with trace(\"investigate\"):\n",
+ " result = await Runner.run(agent, \"Find a great recipe for Banoffee Pie, then summarize it in markdown to banoffee.md\")\n",
+ " print(result.final_output)\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Check out the trace\n",
+ "\n",
+ "https://platform.openai.com/traces\n",
+ "\n",
+ "### Now take a look at some MCP marketplaces\n",
+ "\n",
+ "https://mcp.so\n",
+ "\n",
+ "https://glama.ai/mcp\n",
+ "\n",
+ "https://smithery.ai/\n",
+ "\n",
+ "https://huggingface.co/blog/LLMhacker/top-11-essential-mcp-libraries\n",
+ "\n",
+ "HuggingFace great community article:\n",
+ "https://huggingface.co/blog/Kseniase/mcp\n",
+ "\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.9"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/data/6_mcp/2_lab2.ipynb b/data/6_mcp/2_lab2.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..14b9bdac037763daa15c7b1e69cad33c9e1218dc
--- /dev/null
+++ b/data/6_mcp/2_lab2.ipynb
@@ -0,0 +1,279 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Week 6, Day 2\n",
+ "\n",
+ "We're about to create and use our own MCP Server and MCP Client!\n",
+ "\n",
+ "It's pretty simple, but it's not super-simple. The excitment around MCP is about how easy it is to share and use other MCP Servers - making our own does involve a bit of work.\n",
+ "\n",
+ "Let's review some python code made mostly by a hard-working Engineering Team:\n",
+ "\n",
+ "accounts.py"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "True"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from dotenv import load_dotenv\n",
+ "from agents import Agent, Runner, trace\n",
+ "from agents.mcp import MCPServerStdio\n",
+ "from IPython.display import display, Markdown\n",
+ "\n",
+ "load_dotenv(override=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from accounts import Account"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "account = Account.get(\"Ed\")\n",
+ "account"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "account.buy_shares(\"AMZN\", 3, \"Because this bookstore website looks promising\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "account.report()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "account.list_transactions()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Now we write an MCP server and use it directly!"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Now let's use our accounts server as an MCP server\n",
+ "\n",
+ "params = {\"command\": \"uv\", \"args\": [\"run\", \"accounts_server.py\"]}\n",
+ "async with MCPServerStdio(params=params, client_session_timeout_seconds=30) as server:\n",
+ " mcp_tools = await server.list_tools()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "mcp_tools"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "instructions = \"You are able to manage an account for a client, and answer questions about the account.\"\n",
+ "request = \"My name is Ed and my account is under the name Ed. What's my balance and my holdings?\"\n",
+ "model = \"gpt-4.1-mini\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\n",
+ "async with MCPServerStdio(params=params, client_session_timeout_seconds=30) as mcp_server:\n",
+ " agent = Agent(name=\"account_manager\", instructions=instructions, model=model, mcp_servers=[mcp_server])\n",
+ " with trace(\"account_manager\"):\n",
+ " result = await Runner.run(agent, request)\n",
+ " display(Markdown(result.final_output))\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Now let's build our own MCP Client"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[Tool(name='get_balance', description='Get the cash balance of the given account name.\\n\\n Args:\\n name: The name of the account holder\\n ', inputSchema={'properties': {'name': {'title': 'Name', 'type': 'string'}}, 'required': ['name'], 'title': 'get_balanceArguments', 'type': 'object'}, annotations=None), Tool(name='get_holdings', description='Get the holdings of the given account name.\\n\\n Args:\\n name: The name of the account holder\\n ', inputSchema={'properties': {'name': {'title': 'Name', 'type': 'string'}}, 'required': ['name'], 'title': 'get_holdingsArguments', 'type': 'object'}, annotations=None), Tool(name='buy_shares', description=\"Buy shares of a stock.\\n\\n Args:\\n name: The name of the account holder\\n symbol: The symbol of the stock\\n quantity: The quantity of shares to buy\\n rationale: The rationale for the purchase and fit with the account's strategy\\n \", inputSchema={'properties': {'name': {'title': 'Name', 'type': 'string'}, 'symbol': {'title': 'Symbol', 'type': 'string'}, 'quantity': {'title': 'Quantity', 'type': 'integer'}, 'rationale': {'title': 'Rationale', 'type': 'string'}}, 'required': ['name', 'symbol', 'quantity', 'rationale'], 'title': 'buy_sharesArguments', 'type': 'object'}, annotations=None), Tool(name='sell_shares', description=\"Sell shares of a stock.\\n\\n Args:\\n name: The name of the account holder\\n symbol: The symbol of the stock\\n quantity: The quantity of shares to sell\\n rationale: The rationale for the sale and fit with the account's strategy\\n \", inputSchema={'properties': {'name': {'title': 'Name', 'type': 'string'}, 'symbol': {'title': 'Symbol', 'type': 'string'}, 'quantity': {'title': 'Quantity', 'type': 'integer'}, 'rationale': {'title': 'Rationale', 'type': 'string'}}, 'required': ['name', 'symbol', 'quantity', 'rationale'], 'title': 'sell_sharesArguments', 'type': 'object'}, annotations=None), Tool(name='change_strategy', description='At your discretion, if you choose to, call this to change your investment strategy for the future.\\n\\n Args:\\n name: The name of the account holder\\n strategy: The new strategy for the account\\n ', inputSchema={'properties': {'name': {'title': 'Name', 'type': 'string'}, 'strategy': {'title': 'Strategy', 'type': 'string'}}, 'required': ['name', 'strategy'], 'title': 'change_strategyArguments', 'type': 'object'}, annotations=None)]\n",
+ "[FunctionTool(name='get_balance', description='Get the cash balance of the given account name.\\n\\n Args:\\n name: The name of the account holder\\n ', params_json_schema={'properties': {'name': {'title': 'Name', 'type': 'string'}}, 'required': ['name'], 'title': 'get_balanceArguments', 'type': 'object', 'additionalProperties': False}, on_invoke_tool=. at 0x114e13e20>, strict_json_schema=True), FunctionTool(name='get_holdings', description='Get the holdings of the given account name.\\n\\n Args:\\n name: The name of the account holder\\n ', params_json_schema={'properties': {'name': {'title': 'Name', 'type': 'string'}}, 'required': ['name'], 'title': 'get_holdingsArguments', 'type': 'object', 'additionalProperties': False}, on_invoke_tool=. at 0x1120860c0>, strict_json_schema=True), FunctionTool(name='buy_shares', description=\"Buy shares of a stock.\\n\\n Args:\\n name: The name of the account holder\\n symbol: The symbol of the stock\\n quantity: The quantity of shares to buy\\n rationale: The rationale for the purchase and fit with the account's strategy\\n \", params_json_schema={'properties': {'name': {'title': 'Name', 'type': 'string'}, 'symbol': {'title': 'Symbol', 'type': 'string'}, 'quantity': {'title': 'Quantity', 'type': 'integer'}, 'rationale': {'title': 'Rationale', 'type': 'string'}}, 'required': ['name', 'symbol', 'quantity', 'rationale'], 'title': 'buy_sharesArguments', 'type': 'object', 'additionalProperties': False}, on_invoke_tool=. at 0x112086020>, strict_json_schema=True), FunctionTool(name='sell_shares', description=\"Sell shares of a stock.\\n\\n Args:\\n name: The name of the account holder\\n symbol: The symbol of the stock\\n quantity: The quantity of shares to sell\\n rationale: The rationale for the sale and fit with the account's strategy\\n \", params_json_schema={'properties': {'name': {'title': 'Name', 'type': 'string'}, 'symbol': {'title': 'Symbol', 'type': 'string'}, 'quantity': {'title': 'Quantity', 'type': 'integer'}, 'rationale': {'title': 'Rationale', 'type': 'string'}}, 'required': ['name', 'symbol', 'quantity', 'rationale'], 'title': 'sell_sharesArguments', 'type': 'object', 'additionalProperties': False}, on_invoke_tool=. at 0x114e7a020>, strict_json_schema=True), FunctionTool(name='change_strategy', description='At your discretion, if you choose to, call this to change your investment strategy for the future.\\n\\n Args:\\n name: The name of the account holder\\n strategy: The new strategy for the account\\n ', params_json_schema={'properties': {'name': {'title': 'Name', 'type': 'string'}, 'strategy': {'title': 'Strategy', 'type': 'string'}}, 'required': ['name', 'strategy'], 'title': 'change_strategyArguments', 'type': 'object', 'additionalProperties': False}, on_invoke_tool=. at 0x114e7a340>, strict_json_schema=True)]\n"
+ ]
+ }
+ ],
+ "source": [
+ "from accounts_client import get_accounts_tools_openai, read_accounts_resource, list_accounts_tools\n",
+ "\n",
+ "mcp_tools = await list_accounts_tools()\n",
+ "print(mcp_tools)\n",
+ "openai_tools = await get_accounts_tools_openai()\n",
+ "print(openai_tools)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/markdown": [
+ "Ed, your current cash balance is $8,826.64. Is there anything else you would like to know or do with your account?"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "request = \"My name is Ed and my account is under the name Ed. What's my balance?\"\n",
+ "\n",
+ "with trace(\"account_mcp_client\"):\n",
+ " agent = Agent(name=\"account_manager\", instructions=instructions, model=model, tools=openai_tools)\n",
+ " result = await Runner.run(agent, request)\n",
+ " display(Markdown(result.final_output))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "{\"name\": \"ed\", \"balance\": 8826.63796, \"strategy\": \"\", \"holdings\": {\"AMZN\": 6}, \"transactions\": [{\"symbol\": \"AMZN\", \"quantity\": 3, \"price\": 190.35996, \"timestamp\": \"2025-05-04 09:23:25\", \"rationale\": \"Because this bookstore website looks promising\"}, {\"symbol\": \"AMZN\", \"quantity\": 3, \"price\": 200.76072000000002, \"timestamp\": \"2025-05-25 13:06:00\", \"rationale\": \"Because this bookstore website looks promising\"}], \"portfolio_value_time_series\": [[\"2025-05-04 09:23:25\", 9998.860120000001], [\"2025-05-25 13:06:00\", 10028.79796], [\"2025-05-25 13:06:10\", 10028.79796], [\"2025-05-25 14:33:31\", 10028.79796], [\"2025-05-25 14:33:48\", 10028.79796], [\"2025-05-25 14:38:26\", 10028.79796]], \"total_portfolio_value\": 10028.79796, \"total_profit_loss\": 28.797959999999875}\n"
+ ]
+ }
+ ],
+ "source": [
+ "context = await read_accounts_resource(\"ed\")\n",
+ "print(context)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'{\"name\": \"ed\", \"balance\": 8826.63796, \"strategy\": \"\", \"holdings\": {\"AMZN\": 6}, \"transactions\": [{\"symbol\": \"AMZN\", \"quantity\": 3, \"price\": 190.35996, \"timestamp\": \"2025-05-04 09:23:25\", \"rationale\": \"Because this bookstore website looks promising\"}, {\"symbol\": \"AMZN\", \"quantity\": 3, \"price\": 200.76072000000002, \"timestamp\": \"2025-05-25 13:06:00\", \"rationale\": \"Because this bookstore website looks promising\"}], \"portfolio_value_time_series\": [[\"2025-05-04 09:23:25\", 9998.860120000001], [\"2025-05-25 13:06:00\", 10028.79796], [\"2025-05-25 13:06:10\", 10028.79796], [\"2025-05-25 14:33:31\", 10028.79796], [\"2025-05-25 14:33:48\", 10028.79796], [\"2025-05-25 14:38:26\", 10028.79796], [\"2025-05-25 14:38:41\", 10028.79796]], \"total_portfolio_value\": 10028.79796, \"total_profit_loss\": 28.797959999999875}'"
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from accounts import Account\n",
+ "Account.get(\"ed\").report()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ " \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " Exercises\n",
+ " Make your own MCP Server! Make a simple function to return the current Date, and expose it as a tool so that an Agent can tell you today's date. Harder optional exercise: then make an MCP Client, and use a native OpenAI call (without the Agents SDK) to use your tool via your client.\n",
+ " \n",
+ " | \n",
+ "
\n",
+ "
"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.9"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/data/6_mcp/3_lab3.ipynb b/data/6_mcp/3_lab3.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..7cb2fce913897a6edd7af6546dee41dc086e9438
--- /dev/null
+++ b/data/6_mcp/3_lab3.ipynb
@@ -0,0 +1,480 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Welcome to Week 6 Day 3!\n",
+ "\n",
+ "Let's experiment with a bunch more MCP Servers"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from dotenv import load_dotenv\n",
+ "from agents import Agent, Runner, trace\n",
+ "from agents.mcp import MCPServerStdio\n",
+ "import os\n",
+ "from IPython.display import Markdown, display\n",
+ "from datetime import datetime\n",
+ "load_dotenv(override=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### The first type of MCP Server: runs locally, everything local\n",
+ "\n",
+ "Here's a really interesting one: a knowledge-graph based memory.\n",
+ "\n",
+ "It's a persistent memory store of entities, observations about them, and relationships between them.\n",
+ "\n",
+ "https://github.com/modelcontextprotocol/servers/tree/main/src/memory\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "params = {\"command\": \"npx\",\"args\": [\"-y\", \"mcp-memory-libsql\"],\"env\": {\"LIBSQL_URL\": \"file:./memory/ed.db\"}}\n",
+ "\n",
+ "async with MCPServerStdio(params=params, client_session_timeout_seconds=30) as server:\n",
+ " mcp_tools = await server.list_tools()\n",
+ "\n",
+ "mcp_tools"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "instructions = \"You use your entity tools as a persistent memory to store and recall information about your conversations.\"\n",
+ "request = \"My name's Ed. I'm an LLM engineer. I'm teaching a course about AI Agents, including the incredible MCP protocol. \\\n",
+ "MCP is a protocol for connecting agents with tools, resources and prompt templates, and makes it easy to integrate AI agents with capabilities.\"\n",
+ "model = \"gpt-4.1-mini\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "async with MCPServerStdio(params=params, client_session_timeout_seconds=30) as mcp_server:\n",
+ " agent = Agent(name=\"agent\", instructions=instructions, model=model, mcp_servers=[mcp_server])\n",
+ " with trace(\"conversation\"):\n",
+ " result = await Runner.run(agent, request)\n",
+ " display(Markdown(result.final_output))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "async with MCPServerStdio(params=params, client_session_timeout_seconds=30) as mcp_server:\n",
+ " agent = Agent(name=\"agent\", instructions=instructions, model=model, mcp_servers=[mcp_server])\n",
+ " with trace(\"conversation\"):\n",
+ " result = await Runner.run(agent, \"My name's Ed. What do you know about me?\")\n",
+ " display(Markdown(result.final_output))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Check the trace:\n",
+ "\n",
+ "https://platform.openai.com/traces"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### The 2nd type of MCP server - runs locally, calls a web service\n",
+ "\n",
+ "### Brave Search - apologies - this will need another API key! But it's free again.\n",
+ "\n",
+ "https://brave.com/search/api/\n",
+ "\n",
+ "Set up your account, and put your key in the .env under `BRAVE_API_KEY`"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "env = {\"BRAVE_API_KEY\": os.getenv(\"BRAVE_API_KEY\")}\n",
+ "params = {\"command\": \"npx\", \"args\": [\"-y\", \"@modelcontextprotocol/server-brave-search\"], \"env\": env}\n",
+ "\n",
+ "async with MCPServerStdio(params=params) as server:\n",
+ " mcp_tools = await server.list_tools()\n",
+ "\n",
+ "mcp_tools"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "instructions = \"You are able to search the web for information and briefly summarize the takeaways.\"\n",
+ "request = f\"Please research the latest news on Amazon stock price and briefly summarize its outlook. \\\n",
+ "For context, the current date is {datetime.now().strftime('%Y-%m-%d')}\"\n",
+ "model = \"gpt-4o-mini\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "async with MCPServerStdio(params=params, client_session_timeout_seconds=30) as mcp_server:\n",
+ " agent = Agent(name=\"agent\", instructions=instructions, model=model, mcp_servers=[mcp_server])\n",
+ " with trace(\"conversation\"):\n",
+ " result = await Runner.run(agent, request)\n",
+ " display(Markdown(result.final_output))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### As usual, check out the trace:\n",
+ "\n",
+ "https://platform.openai.com/traces"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## And now the third type: running remotely\n",
+ "\n",
+ "It's actually really hard to find a \"remote MCP server\" aka \"hosted MCP server\" aka \"managed MCP server\".\n",
+ "\n",
+ "It's not a common model for using or sharing MCP servers, and there isn't a standard way to discover remote MCP servers.\n",
+ "\n",
+ "Anthropic lists some remote MCP servers, but these are for paid applications with business users:\n",
+ "\n",
+ "https://docs.anthropic.com/en/docs/agents-and-tools/remote-mcp-servers\n",
+ "\n",
+ "CloudFlare has tooling for you to create and deploy your own remote MCP servers, but this does not seem to be a common practice:\n",
+ "\n",
+ "https://developers.cloudflare.com/agents/guides/remote-mcp-server/\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# And back to the 2nd type: the Polygon.io MCP Server"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ " \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " PLEASE READ!!-\n",
+ " This service for financial market data has both a FREE plan and a PAID plan, and we can use either depending on your appetite.\n",
+ " \n",
+ " | \n",
+ "
\n",
+ "
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## NEW SECTION: Introducing polygon.io\n",
+ "\n",
+ "Polygon.io is a hugely popular financial data provider. It has a free plan and a paid plan. And it also has an MCP Server!\n",
+ "\n",
+ "First, read up on polygon.io on their excellent website, including looking at their pricing:\n",
+ "\n",
+ "https://polygon.io\n",
+ "\n",
+ "### Polygon.io Part 1: Polygon.io free service (the paid will be totally optional, of course!)\n",
+ "\n",
+ "1. Please sign up for polygon.io (top right) \n",
+ "2. Once signed in, please select \"Keys\" in the left hand navigation\n",
+ "3. Press the blue \"New Key\" button\n",
+ "4. Copy the key name\n",
+ "5. Edit your .env file and add the row:\n",
+ "\n",
+ "`POLYGON_API_KEY=xxxx`"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "load_dotenv(override=True)\n",
+ "polygon_api_key = os.getenv(\"POLYGON_API_KEY\")\n",
+ "if not polygon_api_key:\n",
+ " print(\"POLYGON_API_KEY is not set\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from polygon import RESTClient\n",
+ "client = RESTClient(polygon_api_key)\n",
+ "client.get_previous_close_agg(\"AAPL\")[0]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Wrapped into a python module that caches end of day prices\n",
+ "\n",
+ "I've made a python module `market.py` that uses this API to look up share prices.\n",
+ "\n",
+ "But the free API is quite heavily rate limited - so I've been a bit sneaky; when you ask for a share price, this function retrieves the entire end-of-day equity market, and caches it in our database.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from market import get_share_price\n",
+ "get_share_price(\"AAPL\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# no rate limiting concerns!\n",
+ "\n",
+ "for i in range(1000):\n",
+ " get_share_price(\"AAPL\")\n",
+ "get_share_price(\"AAPL\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### And I've made this into an MCP Server\n",
+ "\n",
+ "Just as we did with accounts.py; see `market_server.py`"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "params = {\"command\": \"uv\", \"args\": [\"run\", \"market_server.py\"]}\n",
+ "async with MCPServerStdio(params=params) as server:\n",
+ " mcp_tools = await server.list_tools()\n",
+ "mcp_tools"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Let's try it out!\n",
+ "\n",
+ "Hopefully gpt-4o-mini is smart enough to know that the symbol for Apple is AAPL"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "instructions = \"You answer questions about the stock market.\"\n",
+ "request = \"What's the share price of Apple?\"\n",
+ "model = \"gpt-4.1-mini\"\n",
+ "\n",
+ "async with MCPServerStdio(params=params) as mcp_server:\n",
+ " agent = Agent(name=\"agent\", instructions=instructions, model=model, mcp_servers=[mcp_server])\n",
+ " with trace(\"conversation\"):\n",
+ " result = await Runner.run(agent, request)\n",
+ " display(Markdown(result.final_output))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Polygon.io Part 2: Paid Plan - Totally Optional!\n",
+ "\n",
+ "If you are interested, you can subscribe to the monthly plan to get more up to date market data, and unlimited API calls.\n",
+ "\n",
+ "If you do wish to do this, then it also makes sense to use the full MCP server that Polygon.io has released, to take advantage of all their functionality.\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "\n",
+ "params = {\"command\": \"uvx\",\n",
+ " \"args\": [\"--from\", \"git+https://github.com/polygon-io/mcp_polygon@v0.1.0\", \"mcp_polygon\"],\n",
+ " \"env\": {\"POLYGON_API_KEY\": polygon_api_key}\n",
+ " }\n",
+ "async with MCPServerStdio(params=params) as server:\n",
+ " mcp_tools = await server.list_tools()\n",
+ "mcp_tools\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Wow that's a lot of tools!\n",
+ "\n",
+ "Let's try them out - hopefully the sheer number of tools doesn't overwhelm gpt-4o-mini!\n",
+ "\n",
+ "With the $29 monthly plan, we don't have access to some of the APIs, so I've needed to specify which APIs can be called.\n",
+ "\n",
+ "If you've splashed out on a bigger plan, feel free to remove my extra constraint.."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "instructions = \"You answer questions about the stock market.\"\n",
+ "request = \"What's the share price of Apple? Use your get_snapshot_ticker tool to get the latest price.\"\n",
+ "model = \"gpt-4.1-mini\"\n",
+ "\n",
+ "async with MCPServerStdio(params=params) as mcp_server:\n",
+ " agent = Agent(name=\"agent\", instructions=instructions, model=model, mcp_servers=[mcp_server])\n",
+ " with trace(\"conversation\"):\n",
+ " result = await Runner.run(agent, request)\n",
+ " display(Markdown(result.final_output))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Setting up your .env file\n",
+ "\n",
+ "If you do decide to have a paid plan, please add this to your .env file to indicate:\n",
+ "\n",
+ "`POLYGON_PLAN=paid`\n",
+ "\n",
+ "And if you decide to go all the way for the realtime API, then please do:\n",
+ "\n",
+ "`POLYGON_PLAN=realtime`"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "load_dotenv(override=True)\n",
+ "\n",
+ "polygon_plan = os.getenv(\"POLYGON_PLAN\")\n",
+ "is_paid_polygon = polygon_plan == \"paid\"\n",
+ "is_realtime_polygon = polygon_plan == \"realtime\"\n",
+ "\n",
+ "if is_paid_polygon:\n",
+ " print(\"You've chosen to subscribe to the paid Polygon plan, so the code will look at prices on a 15 min delay\")\n",
+ "elif is_realtime_polygon:\n",
+ " print(\"Wowzer - you've chosen to subscribe to the realtime Polygon plan, so the code will look at realtime prices\")\n",
+ "else:\n",
+ " print(\"According to your .env file, you've chosen to subscribe to the free Polygon plan, so the code will look at EOD prices\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## And that's it for today!\n",
+ "\n",
+ "I've removed the part of this lab that uses the \"Financial Datasets\" mcp server, because it's inferior - more expensive with fewer APIs.\n",
+ "\n",
+ "And this way we get to use the same provider for Free and Paid APIs.\n",
+ "\n",
+ "But if you want to see the code, just look in the git history for a prior version."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ " \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " Exercises\n",
+ " Explore MCP server marketplaces and integrate your own, using all 3 approaches.\n",
+ " \n",
+ " | \n",
+ "
\n",
+ "
"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.9"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/data/6_mcp/4_lab4.ipynb b/data/6_mcp/4_lab4.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..56939c79a2b83004bba120992cf54d3dbd702534
--- /dev/null
+++ b/data/6_mcp/4_lab4.ipynb
@@ -0,0 +1,480 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ " \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " Autonomous Traders\n",
+ " An equity trading simulation to illustrate autonomous agents powered by tools and resources from MCP servers.\n",
+ " \n",
+ " | \n",
+ "
\n",
+ "
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Week 6 Day 4\n",
+ "\n",
+ "And now - introducing the Capstone project:\n",
+ "\n",
+ "\n",
+ "# Autonomous Traders\n",
+ "\n",
+ "An equity trading simulation, with 4 Traders and a Researcher, powered by a slew of MCP servers with tools & resources:\n",
+ "\n",
+ "1. Our home-made Accounts MCP server (written by our engineering team!)\n",
+ "2. Fetch (get webpage via a local headless browser)\n",
+ "3. Memory\n",
+ "4. Brave Search\n",
+ "5. Financial data\n",
+ "\n",
+ "And a resource to read information about the trader's account, and their investment strategy.\n",
+ "\n",
+ "The goal of today's lab is to make a new python module, `traders.py` that will manage a single trader on our trading floor.\n",
+ "\n",
+ "We will experiment and explore in the lab, and then migrate to a python module when we're ready.\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ " \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " One more time --\n",
+ " Please do not use this for actual trading decisions!!\n",
+ " \n",
+ " | \n",
+ "
\n",
+ "
"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import os\n",
+ "from dotenv import load_dotenv\n",
+ "from agents import Agent, Runner, trace, Tool\n",
+ "from agents.mcp import MCPServerStdio\n",
+ "from IPython.display import Markdown, display\n",
+ "from datetime import datetime\n",
+ "from accounts_client import read_accounts_resource, read_strategy_resource\n",
+ "from accounts import Account\n",
+ "\n",
+ "load_dotenv(override=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Let's start by gathering the MCP params for our trader"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "polygon_api_key = os.getenv(\"POLYGON_API_KEY\")\n",
+ "polygon_plan = os.getenv(\"POLYGON_PLAN\")\n",
+ "\n",
+ "is_paid_polygon = polygon_plan == \"paid\"\n",
+ "is_realtime_polygon = polygon_plan == \"realtime\"\n",
+ "\n",
+ "print(is_paid_polygon)\n",
+ "print(is_realtime_polygon)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "if is_paid_polygon or is_realtime_polygon:\n",
+ " market_mcp = {\"command\": \"uvx\",\"args\": [\"--from\", \"git+https://github.com/polygon-io/mcp_polygon@master\", \"mcp_polygon\"], \"env\": {\"POLYGON_API_KEY\": polygon_api_key}}\n",
+ "else:\n",
+ " market_mcp = ({\"command\": \"uv\", \"args\": [\"run\", \"market_server.py\"]})\n",
+ "\n",
+ "trader_mcp_server_params = [\n",
+ " {\"command\": \"uv\", \"args\": [\"run\", \"accounts_server.py\"]},\n",
+ " {\"command\": \"uv\", \"args\": [\"run\", \"push_server.py\"]},\n",
+ " market_mcp\n",
+ "]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### And now for our researcher"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "brave_env = {\"BRAVE_API_KEY\": os.getenv(\"BRAVE_API_KEY\")}\n",
+ "\n",
+ "researcher_mcp_server_params = [\n",
+ " {\"command\": \"uvx\", \"args\": [\"mcp-server-fetch\"]},\n",
+ " {\"command\": \"npx\", \"args\": [\"-y\", \"@modelcontextprotocol/server-brave-search\"], \"env\": brave_env}\n",
+ "]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Now create the MCPServerStdio for each"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "researcher_mcp_servers = [MCPServerStdio(params, client_session_timeout_seconds=30) for params in researcher_mcp_server_params]\n",
+ "trader_mcp_servers = [MCPServerStdio(params, client_session_timeout_seconds=30) for params in trader_mcp_server_params]\n",
+ "mcp_servers = trader_mcp_servers + researcher_mcp_servers"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Now let's make a Researcher Agent to do market research\n",
+ "\n",
+ "And turn it into a tool - remember how this works for OpenAI Agents SDK, and the difference with handoffs?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "async def get_researcher(mcp_servers) -> Agent:\n",
+ " instructions = f\"\"\"You are a financial researcher. You are able to search the web for interesting financial news,\n",
+ "look for possible trading opportunities, and help with research.\n",
+ "Based on the request, you carry out necessary research and respond with your findings.\n",
+ "Take time to make multiple searches to get a comprehensive overview, and then summarize your findings.\n",
+ "If there isn't a specific request, then just respond with investment opportunities based on searching latest news.\n",
+ "The current datetime is {datetime.now().strftime(\"%Y-%m-%d %H:%M:%S\")}\n",
+ "\"\"\"\n",
+ " researcher = Agent(\n",
+ " name=\"Researcher\",\n",
+ " instructions=instructions,\n",
+ " model=\"gpt-4.1-mini\",\n",
+ " mcp_servers=mcp_servers,\n",
+ " )\n",
+ " return researcher"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "async def get_researcher_tool(mcp_servers) -> Tool:\n",
+ " researcher = await get_researcher(mcp_servers)\n",
+ " return researcher.as_tool(\n",
+ " tool_name=\"Researcher\",\n",
+ " tool_description=\"This tool researches online for news and opportunities, \\\n",
+ " either based on your specific request to look into a certain stock, \\\n",
+ " or generally for notable financial news and opportunities. \\\n",
+ " Describe what kind of research you're looking for.\"\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "research_question = \"What's the latest news on Amazon?\"\n",
+ "\n",
+ "for server in researcher_mcp_servers:\n",
+ " await server.connect()\n",
+ "researcher = await get_researcher(researcher_mcp_servers)\n",
+ "with trace(\"Researcher\"):\n",
+ " result = await Runner.run(researcher, research_question, max_turns=30)\n",
+ "display(Markdown(result.final_output))\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Look at the trace\n",
+ "\n",
+ "https://platform.openai.com/traces"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "ed_initial_strategy = \"You are a day trader that aggressively buys and sells shares based on news and market conditions.\"\n",
+ "Account.get(\"Ed\").reset(ed_initial_strategy)\n",
+ "\n",
+ "display(Markdown(await read_accounts_resource(\"Ed\")))\n",
+ "display(Markdown(await read_strategy_resource(\"Ed\")))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### And now - to create our Trader Agent"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "agent_name = \"Ed\"\n",
+ "\n",
+ "# Using MCP Servers to read resources\n",
+ "account_details = await read_accounts_resource(agent_name)\n",
+ "strategy = await read_strategy_resource(agent_name)\n",
+ "\n",
+ "instructions = f\"\"\"\n",
+ "You are a trader that manages a portfolio of shares. Your name is {agent_name} and your account is under your name, {agent_name}.\n",
+ "You have access to tools that allow you to search the internet for company news, check stock prices, and buy and sell shares.\n",
+ "Your investment strategy for your portfolio is:\n",
+ "{strategy}\n",
+ "Your current holdings and balance is:\n",
+ "{account_details}\n",
+ "You have the tools to perform a websearch for relevant news and information.\n",
+ "You have tools to check stock prices.\n",
+ "You have tools to buy and sell shares.\n",
+ "You have tools to save memory of companies, research and thinking so far.\n",
+ "Please make use of these tools to manage your portfolio. Carry out trades as you see fit; do not wait for instructions or ask for confirmation.\n",
+ "\"\"\"\n",
+ "\n",
+ "prompt = \"\"\"\n",
+ "Use your tools to make decisions about your portfolio.\n",
+ "Investigate the news and the market, make your decision, make the trades, and respond with a summary of your actions.\n",
+ "\"\"\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "print(instructions)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### And to run our Trader"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "for server in mcp_servers:\n",
+ " await server.connect()\n",
+ "\n",
+ "researcher_tool = await get_researcher_tool(researcher_mcp_servers)\n",
+ "trader = Agent(\n",
+ " name=agent_name,\n",
+ " instructions=instructions,\n",
+ " tools=[researcher_tool],\n",
+ " mcp_servers=trader_mcp_servers,\n",
+ " model=\"gpt-4o-mini\",\n",
+ ")\n",
+ "with trace(agent_name):\n",
+ " result = await Runner.run(trader, prompt, max_turns=30)\n",
+ "display(Markdown(result.final_output))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Then go and look at the trace\n",
+ "\n",
+ "http://platform.openai.com/traces\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# And let's look at the results of the trading\n",
+ "\n",
+ "await read_accounts_resource(agent_name)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Now it's time to review the Python module made from this:\n",
+ "\n",
+ "`mcp_params.py` is where the MCP servers are specified. You'll notice I've brought in some familiar friends: memory and push notifications!\n",
+ "\n",
+ "`templates.py` is where the instructions and messages are set up (i.e. the System prompts and User prompts)\n",
+ "\n",
+ "`traders.py` brings it all together.\n",
+ "\n",
+ "You'll notice I've done something a bit fancy with code like this:\n",
+ "\n",
+ "```\n",
+ "async with AsyncExitStack() as stack:\n",
+ " mcp_servers = [await stack.enter_async_context(MCPServerStdio(params)) for params in mcp_server_params]\n",
+ "```\n",
+ "\n",
+ "This is just a tidy way to combine our \"with\" statements (known as context managers) so that we don't need to do something ugly like this:\n",
+ "\n",
+ "```\n",
+ "async with MCPServerStdio(params=params1) as mcp_server1:\n",
+ " async with MCPServerStdio(params=params2) as mcp_server2:\n",
+ " async with MCPServerStdio(params=params3) as mcp_server3:\n",
+ " mcp_servers = [mcp_server1, mcp_server2, mcp_server3]\n",
+ "```\n",
+ "\n",
+ "But it's equivalent.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from traders import Trader\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "trader = Trader(\"Ed\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "await trader.run()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "await read_accounts_resource(\"Ed\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Now look at the trace\n",
+ "\n",
+ "https://platform.openai.com/traces\n",
+ "\n",
+ "### How many tools did we use in total?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from mcp_params import trader_mcp_server_params, researcher_mcp_server_params\n",
+ "\n",
+ "all_params = trader_mcp_server_params + researcher_mcp_server_params(\"ed\")\n",
+ "\n",
+ "count = 0\n",
+ "for each_params in all_params:\n",
+ " async with MCPServerStdio(params=each_params, client_session_timeout_seconds=60) as server:\n",
+ " mcp_tools = await server.list_tools()\n",
+ " count += len(mcp_tools)\n",
+ "print(f\"We have {len(all_params)} MCP servers, and {count} tools\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.9"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/data/6_mcp/5_lab5.ipynb b/data/6_mcp/5_lab5.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..576f92f72023f63d41af91b6a099a0b3a977a9b8
--- /dev/null
+++ b/data/6_mcp/5_lab5.ipynb
@@ -0,0 +1,229 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ " \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " Autonomous Traders\n",
+ " An equity trading simulation to illustrate autonomous agents powered by tools and resources from MCP servers.\n",
+ " \n",
+ " | \n",
+ "
\n",
+ "
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Week 6 Day 5\n",
+ "\n",
+ "THE GRAND FINALE!!\n",
+ "\n",
+ "# Autonomous Traders\n",
+ "\n",
+ "An equity trading simulation, with 4 Traders and a Researcher, powered by 44 MCP servers with tools & resources.\n",
+ "\n",
+ "Time to add a team of traders."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ " \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " Adding more and more MCP Servers\n",
+ " Over time, I plan to keep adding MCP Servers agents and functionality - and you should too! For now I've added Push Notification since it's been a recurring theme through the course.\n",
+ " \n",
+ " | \n",
+ "
\n",
+ "
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Introducing our FOUR traders\n",
+ "\n",
+ "We have four traders, and they are inspired by 4 titans of the industry. \n",
+ "\n",
+ "**Warren**, in homage to Warren Buffett \n",
+ "**George**, in homage to George Soros \n",
+ "**Ray**, in homage to Ray Dalio \n",
+ "**Cathie**, in homage to Cathie Wood\n",
+ "\n",
+ "They have initial investment strategies that are inspired by their namesakes; but they have the autonomy to change their own strategy over time if they wish, using a tool.\n",
+ "\n",
+ "\n",
+ "Check out the file `reset.py` to read their initial investment theses."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Now, set our traders to the starting point - uncomment the line to reset..\n",
+ "\n",
+ "from reset import reset_traders\n",
+ "# reset_traders()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Revealing the final changes\n",
+ "\n",
+ "Some new MCP servers - memory and push notification - take a look at `mcp_params.py` and `push_server.py`\n",
+ "\n",
+ "And this is a cool thing:\n",
+ "\n",
+ "OpenAI Agents SDK has a nice feature that you can integrate with their Tracing code, so that you can monitor Trace messages in code.\n",
+ "\n",
+ "See `tracers.py` - I've written a custom tracer that records our Trader activity and stores it in the database, so we can surface the Traders' inner thoughts on our UI."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# AND NOW.. Reveal part 1\n",
+ "\n",
+ "First, there are some settings that you can optionally add to your .env file:\n",
+ "\n",
+ "`RUN_EVERY_N_MINUTES=60` \n",
+ "This determines how often the trader agents are run, and it defaults to every 60 minutes if not specified in your .env file.\n",
+ "\n",
+ "`RUN_EVEN_WHEN_MARKET_IS_CLOSED=False` \n",
+ "This determines if the traders should still run out of hours, and defaults to False if not specified in your .env file.\n",
+ "\n",
+ "`USE_MANY_MODELS=False` \n",
+ "This determines whether to use DeepSeek, Gemini and Grok in addition to OpenAI, using DeepSeek API and OpenRouter. \n",
+ "It defaults to False if not specified in your .env file, in which case gpt-4o-mini is used throughout.\n",
+ "\n",
+ "Please make those changes if you wish!\n",
+ "\n",
+ "Then take a look at the UI code in `app.py`\n",
+ "\n",
+ "Then, open a new terminal (Shift + Ctrl + Backtick)\n",
+ "\n",
+ "Change to this directory: \n",
+ "`cd 6_mcp`\n",
+ "\n",
+ "And run: \n",
+ "`uv run app.py`\n",
+ "\n",
+ "And take joy in the user interface!"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# AND NOW.. Reveal part 2\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Now go and look at the engine:\n",
+ "\n",
+ "`trading_floor.py`\n",
+ "\n",
+ "It has the super-simple loop that's where the magic happens:\n",
+ "\n",
+ "\n",
+ "```\n",
+ "while True:\n",
+ " await asyncio.gather(*[trader.run() for trader in traders])\n",
+ " await asyncio.sleep(RUN_EVERY_N_MINUTES * 60)\n",
+ "```\n",
+ "\n",
+ "You'll also see how it looks for the environment variables.\n",
+ "\n",
+ "And finally, open a new terminal (Shift + Ctrl + Backtick, or press the Plus on the top right of the Terminals below)\n",
+ "\n",
+ "Change to this directory: \n",
+ "`cd 6_mcp`\n",
+ "\n",
+ "And run: \n",
+ "`uv run trading_floor.py`\n",
+ "\n",
+ "And watch your user interface - see your trading team in action!"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ " \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " One last reminder to monitor your APIs\n",
+ " This will run on a loop, every hour, or however you specified. You should watch your API usage, and stop this running when you've had enough! \n",
+ " I find myself watching this happily for hours - and I hope you will too! A huge project that showcases the power of Autonomous Agents.\n",
+ " \n",
+ " | \n",
+ "
\n",
+ "
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ " \n",
+ " \n",
+ " \n",
+ " | \n",
+ " \n",
+ " THANK YOU SO SO MUCH!\n",
+ " You've reached the conclusion! I'm so grateful that you stuck at it all the way to the end. My editor would smack me if I didn't mention one more time: if you're able to rate the course on Udemy, I'd be super thankful: it's the most important way that Udemy decides whether to show the course to others and it makes a massive difference.
Please do stay in touch and let me know how you get on, and share your journey in this extraordinary field in these extraordinary times. If you've made it this far and somehow resisted connecting with me on LinkedIn - here I am one more time! If you wanted to post about your accomplishment on the course, please tag me and I'll weigh in to increase your exposure.
Congratulations! \n",
+ " \n",
+ " | \n",
+ "
\n",
+ "
"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.9"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/data/6_mcp/accounts.py b/data/6_mcp/accounts.py
new file mode 100644
index 0000000000000000000000000000000000000000..bdde520ef4866c73af54b439228a37cbc5eb6c36
--- /dev/null
+++ b/data/6_mcp/accounts.py
@@ -0,0 +1,186 @@
+from pydantic import BaseModel
+import json
+from dotenv import load_dotenv
+from datetime import datetime
+from market import get_share_price
+from database import write_account, read_account, write_log
+
+load_dotenv(override=True)
+
+INITIAL_BALANCE = 10_000.0
+SPREAD = 0.002
+
+
+class Transaction(BaseModel):
+ symbol: str
+ quantity: int
+ price: float
+ timestamp: str
+ rationale: str
+
+ def total(self) -> float:
+ return self.quantity * self.price
+
+ def __repr__(self):
+ return f"{abs(self.quantity)} shares of {self.symbol} at {self.price} each."
+
+
+class Account(BaseModel):
+ name: str
+ balance: float
+ strategy: str
+ holdings: dict[str, int]
+ transactions: list[Transaction]
+ portfolio_value_time_series: list[tuple[str, float]]
+
+ @classmethod
+ def get(cls, name: str):
+ fields = read_account(name.lower())
+ if not fields:
+ fields = {
+ "name": name.lower(),
+ "balance": INITIAL_BALANCE,
+ "strategy": "",
+ "holdings": {},
+ "transactions": [],
+ "portfolio_value_time_series": []
+ }
+ write_account(name, fields)
+ return cls(**fields)
+
+
+ def save(self):
+ write_account(self.name.lower(), self.model_dump())
+
+ def reset(self, strategy: str):
+ self.balance = INITIAL_BALANCE
+ self.strategy = strategy
+ self.holdings = {}
+ self.transactions = []
+ self.portfolio_value_time_series = []
+ self.save()
+
+ def deposit(self, amount: float):
+ """ Deposit funds into the account. """
+ if amount <= 0:
+ raise ValueError("Deposit amount must be positive.")
+ self.balance += amount
+ print(f"Deposited ${amount}. New balance: ${self.balance}")
+ self.save()
+
+ def withdraw(self, amount: float):
+ """ Withdraw funds from the account, ensuring it doesn't go negative. """
+ if amount > self.balance:
+ raise ValueError("Insufficient funds for withdrawal.")
+ self.balance -= amount
+ print(f"Withdrew ${amount}. New balance: ${self.balance}")
+ self.save()
+
+ def buy_shares(self, symbol: str, quantity: int, rationale: str) -> str:
+ """ Buy shares of a stock if sufficient funds are available. """
+ price = get_share_price(symbol)
+ buy_price = price * (1 + SPREAD)
+ total_cost = buy_price * quantity
+
+ if total_cost > self.balance:
+ raise ValueError("Insufficient funds to buy shares.")
+ elif price==0:
+ raise ValueError(f"Unrecognized symbol {symbol}")
+
+ # Update holdings
+ self.holdings[symbol] = self.holdings.get(symbol, 0) + quantity
+ timestamp = datetime.now().strftime("%Y-%m-%d %H:%M:%S")
+ # Record transaction
+ transaction = Transaction(symbol=symbol, quantity=quantity, price=buy_price, timestamp=timestamp, rationale=rationale)
+ self.transactions.append(transaction)
+
+ # Update balance
+ self.balance -= total_cost
+ self.save()
+ write_log(self.name, "account", f"Bought {quantity} of {symbol}")
+ return "Completed. Latest details:\n" + self.report()
+
+ def sell_shares(self, symbol: str, quantity: int, rationale: str) -> str:
+ """ Sell shares of a stock if the user has enough shares. """
+ if self.holdings.get(symbol, 0) < quantity:
+ raise ValueError(f"Cannot sell {quantity} shares of {symbol}. Not enough shares held.")
+
+ price = get_share_price(symbol)
+ sell_price = price * (1 - SPREAD)
+ total_proceeds = sell_price * quantity
+
+ # Update holdings
+ self.holdings[symbol] -= quantity
+
+ # If shares are completely sold, remove from holdings
+ if self.holdings[symbol] == 0:
+ del self.holdings[symbol]
+ timestamp = datetime.now().strftime("%Y-%m-%d %H:%M:%S")
+ # Record transaction
+ transaction = Transaction(symbol=symbol, quantity=-quantity, price=sell_price, timestamp=timestamp, rationale=rationale) # negative quantity for sell
+ self.transactions.append(transaction)
+
+ # Update balance
+ self.balance += total_proceeds
+ self.save()
+ write_log(self.name, "account", f"Sold {quantity} of {symbol}")
+ return "Completed. Latest details:\n" + self.report()
+
+ def calculate_portfolio_value(self):
+ """ Calculate the total value of the user's portfolio. """
+ total_value = self.balance
+ for symbol, quantity in self.holdings.items():
+ total_value += get_share_price(symbol) * quantity
+ return total_value
+
+ def calculate_profit_loss(self, portfolio_value: float):
+ """ Calculate profit or loss from the initial spend. """
+ initial_spend = sum(transaction.total() for transaction in self.transactions)
+ return portfolio_value - initial_spend - self.balance
+
+ def get_holdings(self):
+ """ Report the current holdings of the user. """
+ return self.holdings
+
+ def get_profit_loss(self):
+ """ Report the user's profit or loss at any point in time. """
+ return self.calculate_profit_loss()
+
+ def list_transactions(self):
+ """ List all transactions made by the user. """
+ return [transaction.model_dump() for transaction in self.transactions]
+
+ def report(self) -> str:
+ """ Return a json string representing the account. """
+ portfolio_value = self.calculate_portfolio_value()
+ self.portfolio_value_time_series.append((datetime.now().strftime("%Y-%m-%d %H:%M:%S"), portfolio_value))
+ self.save()
+ pnl = self.calculate_profit_loss(portfolio_value)
+ data = self.model_dump()
+ data["total_portfolio_value"] = portfolio_value
+ data["total_profit_loss"] = pnl
+ write_log(self.name, "account", f"Retrieved account details")
+ return json.dumps(data)
+
+ def get_strategy(self) -> str:
+ """ Return the strategy of the account """
+ write_log(self.name, "account", f"Retrieved strategy")
+ return self.strategy
+
+ def change_strategy(self, strategy: str) -> str:
+ """ At your discretion, if you choose to, call this to change your investment strategy for the future """
+ self.strategy = strategy
+ self.save()
+ write_log(self.name, "account", f"Changed strategy")
+ return "Changed strategy"
+
+# Example of usage:
+if __name__ == "__main__":
+ account = Account("John Doe")
+ account.deposit(1000)
+ account.buy_shares("AAPL", 5)
+ account.sell_shares("AAPL", 2)
+ print(f"Current Holdings: {account.get_holdings()}")
+ print(f"Total Portfolio Value: {account.calculate_portfolio_value()}")
+ print(f"Profit/Loss: {account.get_profit_loss()}")
+ print(f"Transactions: {account.list_transactions()}")
\ No newline at end of file
diff --git a/data/6_mcp/accounts_client.py b/data/6_mcp/accounts_client.py
new file mode 100644
index 0000000000000000000000000000000000000000..8c2754df23463d519e508ac0765a8f533bdaaf86
--- /dev/null
+++ b/data/6_mcp/accounts_client.py
@@ -0,0 +1,50 @@
+import mcp
+from mcp.client.stdio import stdio_client
+from mcp import StdioServerParameters
+from agents import FunctionTool
+import json
+
+params = StdioServerParameters(command="uv", args=["run", "accounts_server.py"], env=None)
+
+
+async def list_accounts_tools():
+ async with stdio_client(params) as streams:
+ async with mcp.ClientSession(*streams) as session:
+ await session.initialize()
+ tools_result = await session.list_tools()
+ return tools_result.tools
+
+async def call_accounts_tool(tool_name, tool_args):
+ async with stdio_client(params) as streams:
+ async with mcp.ClientSession(*streams) as session:
+ await session.initialize()
+ result = await session.call_tool(tool_name, tool_args)
+ return result
+
+async def read_accounts_resource(name):
+ async with stdio_client(params) as streams:
+ async with mcp.ClientSession(*streams) as session:
+ await session.initialize()
+ result = await session.read_resource(f"accounts://accounts_server/{name}")
+ return result.contents[0].text
+
+async def read_strategy_resource(name):
+ async with stdio_client(params) as streams:
+ async with mcp.ClientSession(*streams) as session:
+ await session.initialize()
+ result = await session.read_resource(f"accounts://strategy/{name}")
+ return result.contents[0].text
+
+async def get_accounts_tools_openai():
+ openai_tools = []
+ for tool in await list_accounts_tools():
+ schema = {**tool.inputSchema, "additionalProperties": False}
+ openai_tool = FunctionTool(
+ name=tool.name,
+ description=tool.description,
+ params_json_schema=schema,
+ on_invoke_tool=lambda ctx, args, toolname=tool.name: call_accounts_tool(toolname, json.loads(args))
+
+ )
+ openai_tools.append(openai_tool)
+ return openai_tools
\ No newline at end of file
diff --git a/data/6_mcp/accounts_server.py b/data/6_mcp/accounts_server.py
new file mode 100644
index 0000000000000000000000000000000000000000..7497aedd460d7ee67b8fb9503111d51fff2758ac
--- /dev/null
+++ b/data/6_mcp/accounts_server.py
@@ -0,0 +1,70 @@
+from mcp.server.fastmcp import FastMCP
+from accounts import Account
+
+mcp = FastMCP("accounts_server")
+
+@mcp.tool()
+async def get_balance(name: str) -> float:
+ """Get the cash balance of the given account name.
+
+ Args:
+ name: The name of the account holder
+ """
+ return Account.get(name).balance
+
+@mcp.tool()
+async def get_holdings(name: str) -> dict[str, int]:
+ """Get the holdings of the given account name.
+
+ Args:
+ name: The name of the account holder
+ """
+ return Account.get(name).holdings
+
+@mcp.tool()
+async def buy_shares(name: str, symbol: str, quantity: int, rationale: str) -> float:
+ """Buy shares of a stock.
+
+ Args:
+ name: The name of the account holder
+ symbol: The symbol of the stock
+ quantity: The quantity of shares to buy
+ rationale: The rationale for the purchase and fit with the account's strategy
+ """
+ return Account.get(name).buy_shares(symbol, quantity, rationale)
+
+
+@mcp.tool()
+async def sell_shares(name: str, symbol: str, quantity: int, rationale: str) -> float:
+ """Sell shares of a stock.
+
+ Args:
+ name: The name of the account holder
+ symbol: The symbol of the stock
+ quantity: The quantity of shares to sell
+ rationale: The rationale for the sale and fit with the account's strategy
+ """
+ return Account.get(name).sell_shares(symbol, quantity, rationale)
+
+@mcp.tool()
+async def change_strategy(name: str, strategy: str) -> str:
+ """At your discretion, if you choose to, call this to change your investment strategy for the future.
+
+ Args:
+ name: The name of the account holder
+ strategy: The new strategy for the account
+ """
+ return Account.get(name).change_strategy(strategy)
+
+@mcp.resource("accounts://accounts_server/{name}")
+async def read_account_resource(name: str) -> str:
+ account = Account.get(name.lower())
+ return account.report()
+
+@mcp.resource("accounts://strategy/{name}")
+async def read_strategy_resource(name: str) -> str:
+ account = Account.get(name.lower())
+ return account.get_strategy()
+
+if __name__ == "__main__":
+ mcp.run(transport='stdio')
\ No newline at end of file
diff --git a/data/6_mcp/app.py b/data/6_mcp/app.py
new file mode 100644
index 0000000000000000000000000000000000000000..eb76d2b4ffad9dd27445b961ff8cd31c8e673d24
--- /dev/null
+++ b/data/6_mcp/app.py
@@ -0,0 +1,190 @@
+import gradio as gr
+from util import css, js, Color
+import pandas as pd
+from trading_floor import names, lastnames, short_model_names
+import plotly.express as px
+from accounts import Account
+from database import read_log
+
+mapper = {
+ "trace": Color.WHITE,
+ "agent": Color.CYAN,
+ "function": Color.GREEN,
+ "generation": Color.YELLOW,
+ "response": Color.MAGENTA,
+ "account": Color.RED,
+}
+
+
+class Trader:
+ def __init__(self, name: str, lastname: str, model_name: str):
+ self.name = name
+ self.lastname = lastname
+ self.model_name = model_name
+ self.account = Account.get(name)
+
+ def reload(self):
+ self.account = Account.get(self.name)
+
+ def get_title(self) -> str:
+ return f"{self.name} ({self.model_name}) - {self.lastname}
"
+
+ def get_strategy(self) -> str:
+ return self.account.get_strategy()
+
+ def get_portfolio_value_df(self) -> pd.DataFrame:
+ df = pd.DataFrame(self.account.portfolio_value_time_series, columns=["datetime", "value"])
+ df["datetime"] = pd.to_datetime(df["datetime"])
+ return df
+
+ def get_portfolio_value_chart(self):
+ df = self.get_portfolio_value_df()
+ fig = px.line(df, x="datetime", y="value")
+ margin = dict(l=40, r=20, t=20, b=40)
+ fig.update_layout(
+ height=300,
+ margin=margin,
+ xaxis_title=None,
+ yaxis_title=None,
+ paper_bgcolor="#bbb",
+ plot_bgcolor="#dde",
+ )
+ fig.update_xaxes(tickformat="%m/%d", tickangle=45, tickfont=dict(size=8))
+ fig.update_yaxes(tickfont=dict(size=8), tickformat=",.0f")
+ return fig
+
+ def get_holdings_df(self) -> pd.DataFrame:
+ """Convert holdings to DataFrame for display"""
+ holdings = self.account.get_holdings()
+ if not holdings:
+ return pd.DataFrame(columns=["Symbol", "Quantity"])
+
+ df = pd.DataFrame(
+ [{"Symbol": symbol, "Quantity": quantity} for symbol, quantity in holdings.items()]
+ )
+ return df
+
+ def get_transactions_df(self) -> pd.DataFrame:
+ """Convert transactions to DataFrame for display"""
+ transactions = self.account.list_transactions()
+ if not transactions:
+ return pd.DataFrame(columns=["Timestamp", "Symbol", "Quantity", "Price", "Rationale"])
+
+ return pd.DataFrame(transactions)
+
+ def get_portfolio_value(self) -> str:
+ """Calculate total portfolio value based on current prices"""
+ portfolio_value = self.account.calculate_portfolio_value() or 0.0
+ pnl = self.account.calculate_profit_loss(portfolio_value) or 0.0
+ color = "green" if pnl >= 0 else "red"
+ emoji = "⬆" if pnl >= 0 else "⬇"
+ return f"${portfolio_value:,.0f} {emoji} ${pnl:,.0f}
"
+
+ def get_logs(self, previous=None) -> str:
+ logs = read_log(self.name, last_n=13)
+ response = ""
+ for log in logs:
+ timestamp, type, message = log
+ color = mapper.get(type, Color.WHITE).value
+ response += f"{timestamp} : [{type}] {message}
"
+ response = f"{response}
"
+ if response != previous:
+ return response
+ return gr.update()
+
+
+class TraderView:
+ def __init__(self, trader: Trader):
+ self.trader = trader
+ self.portfolio_value = None
+ self.chart = None
+ self.holdings_table = None
+ self.transactions_table = None
+
+ def make_ui(self):
+ with gr.Column():
+ gr.HTML(self.trader.get_title())
+ with gr.Row():
+ self.portfolio_value = gr.HTML(self.trader.get_portfolio_value)
+ with gr.Row():
+ self.chart = gr.Plot(
+ self.trader.get_portfolio_value_chart, container=True, show_label=False
+ )
+ with gr.Row(variant="panel"):
+ self.log = gr.HTML(self.trader.get_logs)
+ with gr.Row():
+ self.holdings_table = gr.Dataframe(
+ value=self.trader.get_holdings_df,
+ label="Holdings",
+ headers=["Symbol", "Quantity"],
+ row_count=(5, "dynamic"),
+ col_count=2,
+ max_height=300,
+ elem_classes=["dataframe-fix-small"],
+ )
+ with gr.Row():
+ self.transactions_table = gr.Dataframe(
+ value=self.trader.get_transactions_df,
+ label="Recent Transactions",
+ headers=["Timestamp", "Symbol", "Quantity", "Price", "Rationale"],
+ row_count=(5, "dynamic"),
+ col_count=5,
+ max_height=300,
+ elem_classes=["dataframe-fix"],
+ )
+
+ timer = gr.Timer(value=120)
+ timer.tick(
+ fn=self.refresh,
+ inputs=[],
+ outputs=[
+ self.portfolio_value,
+ self.chart,
+ self.holdings_table,
+ self.transactions_table,
+ ],
+ show_progress="hidden",
+ queue=False,
+ )
+ log_timer = gr.Timer(value=0.5)
+ log_timer.tick(
+ fn=self.trader.get_logs,
+ inputs=[self.log],
+ outputs=[self.log],
+ show_progress="hidden",
+ queue=False,
+ )
+
+ def refresh(self):
+ self.trader.reload()
+ return (
+ self.trader.get_portfolio_value(),
+ self.trader.get_portfolio_value_chart(),
+ self.trader.get_holdings_df(),
+ self.trader.get_transactions_df(),
+ )
+
+
+# Main UI construction
+def create_ui():
+ """Create the main Gradio UI for the trading simulation"""
+
+ traders = [
+ Trader(trader_name, lastname, model_name)
+ for trader_name, lastname, model_name in zip(names, lastnames, short_model_names)
+ ]
+ trader_views = [TraderView(trader) for trader in traders]
+
+ with gr.Blocks(
+ title="Traders", css=css, js=js, theme=gr.themes.Default(primary_hue="sky"), fill_width=True
+ ) as ui:
+ with gr.Row():
+ for trader_view in trader_views:
+ trader_view.make_ui()
+
+ return ui
+
+
+if __name__ == "__main__":
+ ui = create_ui()
+ ui.launch(inbrowser=True)
diff --git a/data/6_mcp/community_contributions/community.ipynb b/data/6_mcp/community_contributions/community.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..59f492d1d7eb7e6a21d7a6c5a523f5230765cf67
--- /dev/null
+++ b/data/6_mcp/community_contributions/community.ipynb
@@ -0,0 +1,29 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Community contributions\n",
+ "\n",
+ "Thank you for considering contributing your work to the repo!\n",
+ "\n",
+ "Please add your code (modules or notebooks) to this directory and send me a PR, per the instructions in the guides.\n",
+ "\n",
+ "I'd love to share your progress with other students, so everyone can benefit from your projects.\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": []
+ }
+ ],
+ "metadata": {
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/data/6_mcp/community_contributions/lifecyle_hooks/agents_logging.py b/data/6_mcp/community_contributions/lifecyle_hooks/agents_logging.py
new file mode 100644
index 0000000000000000000000000000000000000000..5a78887654e763bf1f0479cf57cc632c0df4e7f8
--- /dev/null
+++ b/data/6_mcp/community_contributions/lifecyle_hooks/agents_logging.py
@@ -0,0 +1,48 @@
+from typing import Any
+from datetime import datetime
+from agents import Agent, AgentHooks, RunContextWrapper, Tool
+
+
+class AgentLoggingHooks(AgentHooks):
+ def __init__(self, display_name: str):
+ self.event_counter = 0
+ self.display_name = display_name
+
+ def _get_timestamp(self) -> str:
+ """Get simplified timestamp for logging (to the nearest second)."""
+ return datetime.now().strftime("%H:%M:%S")
+
+ async def on_start(self, context: RunContextWrapper, agent: Agent) -> None:
+ self.event_counter += 1
+ timestamp = self._get_timestamp()
+ print(f"[{timestamp}] ({self.display_name}) {self.event_counter}: Agent {agent.name} started")
+
+ async def on_end(self, context: RunContextWrapper, agent: Agent, output: Any) -> None:
+ self.event_counter += 1
+ timestamp = self._get_timestamp()
+ print(
+ f"[{timestamp}] ({self.display_name}) {self.event_counter}: Agent {agent.name} ended with output {output}"
+ )
+
+ async def on_handoff(self, context: RunContextWrapper, agent: Agent, source: Agent) -> None:
+ self.event_counter += 1
+ timestamp = self._get_timestamp()
+ print(
+ f"[{timestamp}] ({self.display_name}) {self.event_counter}: Agent {source.name} handed off to {agent.name}"
+ )
+
+ async def on_tool_start(self, context: RunContextWrapper, agent: Agent, tool: Tool) -> None:
+ self.event_counter += 1
+ timestamp = self._get_timestamp()
+ print(
+ f"[{timestamp}] ({self.display_name}) {self.event_counter}: Agent {agent.name} started tool {tool.name}"
+ )
+
+ async def on_tool_end(
+ self, context: RunContextWrapper, agent: Agent, tool: Tool, result: str
+ ) -> None:
+ self.event_counter += 1
+ timestamp = self._get_timestamp()
+ print(
+ f"[{timestamp}] ({self.display_name}) {self.event_counter}: Agent {agent.name} ended tool {tool.name} with result {result}"
+ )
diff --git a/data/6_mcp/community_contributions/lifecyle_hooks/mcp.ipynb b/data/6_mcp/community_contributions/lifecyle_hooks/mcp.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..8ca7e7fd63a2d9cbd5cd0377ea22630aa586d939
--- /dev/null
+++ b/data/6_mcp/community_contributions/lifecyle_hooks/mcp.ipynb
@@ -0,0 +1,129 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Agent logging with lifecycle hooks\n",
+ "\n",
+ "This notebook demonstrates using OpenAI's Agent lifecycle hooks to print the steps the agent is taking to solve the task.\n",
+ "\n",
+ "Based on the [agent lifecycle example](https://github.com/openai/openai-agents-python/blob/main/examples/basic/agent_lifecycle_example.py) in the openai agents examples.\n",
+ "\n",
+ "This gives us some idea of what is happening without having to use the traces screen.\n",
+ "\n",
+ "It also demonstrates using a class to instantiate multiple MCP servers from multiple configs, which makes using several MCP servers at once more ergonomic in a notebook."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# The imports\n",
+ "\n",
+ "from dotenv import load_dotenv\n",
+ "from agents import Agent, Runner, trace\n",
+ "from agents_logging import AgentLoggingHooks\n",
+ "from mcp_server_manager import MCPServers\n",
+ "import os"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "load_dotenv(override=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "sandbox_path = os.path.abspath(os.path.join(os.getcwd(), \"sandbox\"))\n",
+ "brave_api_key = os.getenv(\"BRAVE_API_KEY\")\n",
+ "\n",
+ "server_configs = {\n",
+ " 'files': {'params': {\"command\": \"npx\", \"args\": [\"-y\", \"@modelcontextprotocol/server-filesystem\", sandbox_path]}},\n",
+ " 'browser': {'params': {\"command\": \"npx\", \"args\": [\"@playwright/mcp@latest\"]}},\n",
+ " 'brave': {'params': {\"command\": \"npx\", \"args\": [\"-y\", \"@modelcontextprotocol/server-brave-search\"], \"env\": {\"BRAVE_API_KEY\": brave_api_key}}}\n",
+ "}\n",
+ "\n",
+ "\n",
+ "instructions = \"\"\"\n",
+ "You browse the internet to accomplish your instructions.\n",
+ "You are highly capable at browsing the internet independently to accomplish your task, \n",
+ "including accepting all cookies and clicking 'not now' as\n",
+ "appropriate to get to the content you need. If one website isn't fruitful, try another. \n",
+ "Be persistent until you have solved your assignment,\n",
+ "trying different options and sites as needed.\n",
+ "You search the web to find good information, and then use the web URLs to navigate to the content you need.\n",
+ "You can save files to the sandbox, and you can read files from the sandbox.\n",
+ "If you save the user's request to the sandbox, you say so, rather than replying with the file content or a summary of the file content.\n",
+ "\"\"\"\n",
+ "\n",
+ "input = \"\"\"\n",
+ "I want a good recipe for a 500g loaf of sourdough bread.\n",
+ "Use a search and find the best recipe from the results.\n",
+ "Then use your browser automation tools navigate to that recipe via its URL.\n",
+ "From the page full content, give a detailed summary of the recipe and save it to sandbox/recipe.md in markdown format.\n",
+ "If a page doesn't load, try another one.\n",
+ "\"\"\"\n",
+ "\n",
+ "\n",
+ "async with MCPServers(server_configs) as mcp:\n",
+ " agent = Agent(\n",
+ " name=\"Researcher\", \n",
+ " instructions=instructions, \n",
+ " model=\"gpt-4o-mini\",\n",
+ " mcp_servers=mcp.get_all_servers(),\n",
+ " hooks=AgentLoggingHooks(display_name=\"Researcher\")\n",
+ " )\n",
+ " with trace(\"investigate\"):\n",
+ " result = await Runner.run(agent, input)\n",
+ " print(\"\\n\\n=== FINAL OUTPUT ===\\n\\n\")\n",
+ " print(result.final_output)\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Check out the trace\n",
+ "\n",
+ "https://platform.openai.com/traces"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.7"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/data/6_mcp/community_contributions/lifecyle_hooks/mcp_server_manager.py b/data/6_mcp/community_contributions/lifecyle_hooks/mcp_server_manager.py
new file mode 100644
index 0000000000000000000000000000000000000000..10d7bb63ca3a6b1cee906a3fd95159813569d977
--- /dev/null
+++ b/data/6_mcp/community_contributions/lifecyle_hooks/mcp_server_manager.py
@@ -0,0 +1,51 @@
+from contextlib import AsyncExitStack
+from typing import Dict, List, Any
+from agents.mcp import MCPServerStdio
+
+class MCPServers:
+ def __init__(self, server_configs: Dict[str, dict]):
+ """
+ Create multiple MCP servers with different configurations.
+
+ Args:
+ server_configs: A dictionary mapping server names to their parameter dictionaries
+ """
+ self.server_configs = server_configs
+ self.servers = {}
+ self.stack = AsyncExitStack()
+
+ async def __aenter__(self):
+ """Set up all MCP servers and return self for attribute access."""
+ for name, config in self.server_configs.items():
+ # Use default cache_tools_list=True if not specified
+ cache_tools = config.get('cache_tools_list', True)
+ params = config.get('params', {})
+
+ server = await self.stack.enter_async_context(
+ MCPServerStdio(params=params, cache_tools_list=cache_tools)
+ )
+ self.servers[name] = server
+
+ return self
+
+ async def __aexit__(self, exc_type, exc_val, exc_tb):
+ """Clean up all servers."""
+ await self.stack.aclose()
+
+ def __getattr__(self, name):
+ """Allow attribute-style access to servers."""
+ if name in self.servers:
+ return self.servers[name]
+ raise AttributeError(f"No server named '{name}'")
+
+ def get_all_servers(self) -> List:
+ """Return all MCP servers as a list."""
+ return list(self.servers.values())
+
+ def get_servers_by_names(self, names: List[str]) -> List:
+ """Return specific MCP servers by their names."""
+ return [self.servers[name] for name in names if name in self.servers]
+
+ def get_server_dict(self) -> Dict[str, Any]:
+ """Return the dictionary of all servers."""
+ return self.servers.copy()
diff --git a/data/6_mcp/community_contributions/lifecyle_hooks/sandbox/recipe.md b/data/6_mcp/community_contributions/lifecyle_hooks/sandbox/recipe.md
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/data/6_mcp/community_contributions/mcp_srv_insight/main.py b/data/6_mcp/community_contributions/mcp_srv_insight/main.py
new file mode 100644
index 0000000000000000000000000000000000000000..ba9aca5f924c801b562b9e69126e2f2cee02e37d
--- /dev/null
+++ b/data/6_mcp/community_contributions/mcp_srv_insight/main.py
@@ -0,0 +1,59 @@
+"""
+@Author: John T
+@LinkedIn: www.linkedin.com/in/john-tavolacci
+@Github: https://github.com/johnbikes/
+@Date: 2025-06-07
+@Description: Example main for using the MCP server for comparing faces from two URLs using InsightFace.
+@License: Apache License 2.0
+"""
+
+import asyncio
+
+from dotenv import load_dotenv
+from agents import Agent, Runner, trace
+from agents.mcp import MCPServerStdio
+
+async def main():
+ # just to print the tools
+ params = {"command": "uv", "args": ["run", "server.py"]}
+ if PRINT_TOOLS:
+ async with MCPServerStdio(params=params, client_session_timeout_seconds=30) as server:
+ mcp_tools = await server.list_tools()
+
+ print(mcp_tools)
+
+ print("\n" + "-" * 100 + "\n")
+
+ instructions = "You are able to manage questions containing two URLs to determine if they contain the same face according to insightface."
+ url1 = 'https://upload.wikimedia.org/wikipedia/commons/c/c1/Lionel_Messi_20180626.jpg'
+ url2 = 'https://upload.wikimedia.org/wikipedia/commons/8/8c/Cristiano_Ronaldo_2018.jpg'
+ request = f"""
+ My name is John and I have two URLs and would like to determine if they contain the same face according to insightface.
+ The first url is {url1} and the second url is: {url2}.
+ """
+ model = "gpt-4.1-mini"
+
+ async with MCPServerStdio(params=params, client_session_timeout_seconds=30) as mcp_server:
+ agent = Agent(name="face_manager", instructions=instructions, model=model, mcp_servers=[mcp_server])
+ with trace("face_manager"):
+ result = await Runner.run(agent, request)
+ print(result.final_output)
+
+ print("\n" + "-" * 100 + "\n")
+
+ request = f"""
+ My name is John and I have two URLs and would like to determine if they contain the same face according to insightface.
+ The first url is {url1} and the second url is: {url2}.
+ I would also like to know more about the inviduals present in each image.
+ """
+
+ async with MCPServerStdio(params=params, client_session_timeout_seconds=30) as mcp_server:
+ agent = Agent(name="face_manager", instructions=instructions, model=model, mcp_servers=[mcp_server])
+ with trace("face_manager_w_info"):
+ result = await Runner.run(agent, request)
+ print(result.final_output)
+
+if __name__ == "__main__":
+ load_dotenv(override=True)
+ PRINT_TOOLS = True
+ asyncio.run(main())
diff --git a/data/6_mcp/community_contributions/mcp_srv_insight/requirement.txt b/data/6_mcp/community_contributions/mcp_srv_insight/requirement.txt
new file mode 100644
index 0000000000000000000000000000000000000000..da0b0103bb947e14334b10e18ad99ac2d3c9dcc2
--- /dev/null
+++ b/data/6_mcp/community_contributions/mcp_srv_insight/requirement.txt
@@ -0,0 +1,2 @@
+insightface>=0.7.3
+onnxruntime>=1.22.0
\ No newline at end of file
diff --git a/data/6_mcp/community_contributions/mcp_srv_insight/same_from_urls.py b/data/6_mcp/community_contributions/mcp_srv_insight/same_from_urls.py
new file mode 100644
index 0000000000000000000000000000000000000000..0a355bf648ebf743774764d9b1177aed194cf5f5
--- /dev/null
+++ b/data/6_mcp/community_contributions/mcp_srv_insight/same_from_urls.py
@@ -0,0 +1,80 @@
+"""
+@Author: John T
+@LinkedIn: www.linkedin.com/in/john-tavolacci
+@Github: https://github.com/johnbikes/
+@Date: 2025-06-07
+@Description: A set of functions with a global InisghtFace FaceAnalysis instance for comparing faces from two URLs.
+@License: Apache License 2.0
+"""
+
+import urllib
+import logging
+
+import cv2
+import numpy as np
+import insightface
+from insightface.app import FaceAnalysis
+from insightface.data import get_image as ins_get_image
+
+logging.basicConfig(level=logging.INFO)
+logger = logging.getLogger(__name__)
+
+providers = ['CUDAExecutionProvider', 'CPUExecutionProvider']
+app = FaceAnalysis(providers=providers, allowed_modules=['detection', 'recognition'])
+app.prepare(ctx_id=0, det_size=(640, 640))
+
+def grab_from_url(url):
+ """
+ Downloads and decodes an image from a URL into a numpy array.
+
+ Args:
+ url (str): URL of the image to download
+
+ Returns:
+ numpy.ndarray: Decoded image in BGR format (OpenCV default)
+ """
+ # so: https://stackoverflow.com/questions/21061814/how-can-i-read-an-image-from-an-internet-url-in-python-cv2-scikit-image-and-mah
+ req = urllib.request.urlopen(url)
+ arr = np.asarray(bytearray(req.read()), dtype=np.uint8)
+ img = cv2.imdecode(arr, -1) # 'Load it as it is'
+ return img
+
+def get_feats(url):
+ """
+ Extracts face features from an image URL using InsightFace.
+
+ Args:
+ url (str): URL of the image containing a face
+
+ Returns:
+ numpy.ndarray: Normalized face embedding vector if a face is detected, None otherwise
+ """
+ img = grab_from_url(url)
+ faces = app.get(img)
+ if len(faces) < 1:
+ logger.warning(f"No face detected in {url}")
+ return None
+ return faces[0].normed_embedding
+
+def is_same(url1, url2):
+ logger.info(f"Checking is_same for {url1 = }, {url2 = }")
+ feats1 = get_feats(url1)
+ feats2 = get_feats(url2)
+ if feats1 is None or feats2 is None:
+ logger.warning(f"No face detected in {url1} or {url2}. Not comparing features")
+ return False
+ return np.dot(feats1, feats2) > 0.5
+
+def main():
+ logger.info(f"Comparing {url1} and {url2}")
+ logger.info(f"Is same: {is_same(url1, url2)}")
+
+if __name__ == "__main__":
+ # diff
+ url1 = 'https://upload.wikimedia.org/wikipedia/commons/c/c1/Lionel_Messi_20180626.jpg'
+ url2 = 'https://upload.wikimedia.org/wikipedia/commons/8/8c/Cristiano_Ronaldo_2018.jpg'
+ main()
+
+ # change to same
+ url2 = 'https://upload.wikimedia.org/wikipedia/commons/2/26/Leo_messi_barce_2005.jpg'
+ main()
\ No newline at end of file
diff --git a/data/6_mcp/community_contributions/mcp_srv_insight/server.py b/data/6_mcp/community_contributions/mcp_srv_insight/server.py
new file mode 100644
index 0000000000000000000000000000000000000000..a0c78b2a651209f330b47a1e6ff1d55407f13567
--- /dev/null
+++ b/data/6_mcp/community_contributions/mcp_srv_insight/server.py
@@ -0,0 +1,32 @@
+"""
+@Author: John T
+@LinkedIn: www.linkedin.com/in/john-tavolacci
+@Github: https://github.com/johnbikes/
+@Date: 2025-06-07
+@Description: A basic MCP server for comparing faces from two URLs using InsightFace.
+@License: Apache License 2.0
+"""
+
+from mcp.server.fastmcp import FastMCP
+from same_from_urls import is_same
+
+mcp = FastMCP("insight_server")
+
+@mcp.tool()
+async def get_is_same(url1: str, url2: str) -> bool:
+ """Compare two URLs to determine if they containW the same face according to insightface.
+
+ Args:
+ url1 (str): First URL to compare
+ url2 (str): Second URL to compare
+
+ Returns:
+ bool: True if the URLs point to the same face according to insightface, False otherwise or if no face found
+ """
+ return is_same(url1, url2)
+
+# TODO: possible embeddings store
+# @mcp.resource
+
+if __name__ == "__main__":
+ mcp.run(transport='stdio')
\ No newline at end of file
diff --git a/data/6_mcp/community_contributions/random_dog_mcp_server_client/random_dog_client.py b/data/6_mcp/community_contributions/random_dog_mcp_server_client/random_dog_client.py
new file mode 100644
index 0000000000000000000000000000000000000000..7bc8f7258bc3dd9200ef030e3109a3056b5bd8c3
--- /dev/null
+++ b/data/6_mcp/community_contributions/random_dog_mcp_server_client/random_dog_client.py
@@ -0,0 +1,76 @@
+#!/usr/bin/env python3
+
+import asyncio
+import json
+from typing import List, Dict, Any
+from agents.mcp import MCPServerStdio
+
+class RandomDogMCPClient:
+ """MCP Client for the Random Dog server"""
+
+ def __init__(self):
+ self.server_params = {"command": "uv", "args": ["run", "random_dog_server.py"]}
+ self.server = None
+
+ async def __aenter__(self):
+ """Async context manager entry"""
+ self.server = MCPServerStdio(params=self.server_params, client_session_timeout_seconds=30)
+ await self.server.__aenter__()
+ return self
+
+ async def __aexit__(self, exc_type, exc_val, exc_tb):
+ """Async context manager exit"""
+ if self.server:
+ await self.server.__aexit__(exc_type, exc_val, exc_tb)
+
+ async def list_tools(self) -> List:
+ """List available tools from the MCP server"""
+ if not self.server:
+ raise RuntimeError("Client not initialized. Use 'async with' context manager.")
+ return await self.server.list_tools()
+
+ async def get_random_dog(self) -> Dict[str, Any]:
+ """Get a random dog image data"""
+ if not self.server:
+ raise RuntimeError("Client not initialized. Use 'async with' context manager.")
+ return await self.server.call_tool("get_random_dog", {})
+
+ async def get_dog_image_url(self) -> str:
+ """Get just the URL of a random dog image"""
+ if not self.server:
+ raise RuntimeError("Client not initialized. Use 'async with' context manager.")
+ return await self.server.call_tool("get_dog_image_url", {})
+
+# Example usage functions
+async def test_client():
+ """Test the MCP client directly"""
+ print("🐕 Testing Random Dog MCP Client...")
+
+ async with RandomDogMCPClient() as client:
+ # List tools
+ tools = await client.list_tools()
+ print(f"\n📋 Available tools: {[tool.name for tool in tools]}")
+
+ # Get random dog data
+ dog_data = await client.get_random_dog()
+ print(f"\n🐕 Random dog data: {dog_data}")
+
+ # Get just the URL
+ dog_url = await client.get_dog_image_url()
+ print(f"\n🔗 Dog image URL: {dog_url}")
+
+# Utility function to get a simple random dog
+async def get_random_dog_simple() -> Dict[str, Any]:
+ """Simple utility function to get a random dog"""
+ async with RandomDogMCPClient() as client:
+ return await client.get_random_dog()
+
+if __name__ == "__main__":
+ print("🐕 Random Dog MCP Client Test")
+ print("=" * 50)
+
+ # Run tests
+ asyncio.run(test_client())
+
+ print("\n" + "=" * 50)
+ print("✅ Random Dog MCP Client tests completed!")
\ No newline at end of file
diff --git a/data/6_mcp/community_contributions/random_dog_mcp_server_client/random_dog_server.py b/data/6_mcp/community_contributions/random_dog_mcp_server_client/random_dog_server.py
new file mode 100644
index 0000000000000000000000000000000000000000..b8ee9aa721cbeed6f62663007328090955abb921
--- /dev/null
+++ b/data/6_mcp/community_contributions/random_dog_mcp_server_client/random_dog_server.py
@@ -0,0 +1,67 @@
+import requests
+import json
+from typing import Dict, Any
+from pydantic import BaseModel
+from mcp.server.fastmcp import FastMCP
+
+mcp = FastMCP("random_dog_server")
+
+@mcp.tool()
+async def get_random_dog() -> Dict[str, Any]:
+ """Get a random dog image from the random.dog API.
+
+ Returns:
+ A dictionary containing the file size in bytes and URL of a random dog image
+ """
+ try:
+ response = requests.get("https://random.dog/woof.json")
+ response.raise_for_status()
+
+ dog_data = response.json()
+
+ return {
+ "url": dog_data.get("url", ""),
+ "fileSizeBytes": dog_data.get("fileSizeBytes", 0),
+ "message": "Successfully retrieved random dog image!"
+ }
+ except requests.RequestException as e:
+ return {
+ "error": f"Failed to fetch random dog: {str(e)}",
+ "url": "",
+ "fileSizeBytes": 0
+ }
+ except json.JSONDecodeError as e:
+ return {
+ "error": f"Failed to parse response: {str(e)}",
+ "url": "",
+ "fileSizeBytes": 0
+ }
+
+@mcp.tool()
+async def get_dog_image_url() -> str:
+ """Get just the URL of a random dog image.
+
+ Returns:
+ The URL string of a random dog image
+ """
+ try:
+ response = requests.get("https://random.dog/woof.json")
+ response.raise_for_status()
+
+ dog_data = response.json()
+ return dog_data.get("url", "")
+ except Exception as e:
+ return f"Error fetching dog image: {str(e)}"
+
+@mcp.resource("randomdog://image")
+async def get_dog_resource() -> str:
+ """Resource endpoint for getting random dog data"""
+ try:
+ response = requests.get("https://random.dog/woof.json")
+ response.raise_for_status()
+ return response.text
+ except Exception as e:
+ return json.dumps({"error": str(e)})
+
+if __name__ == "__main__":
+ mcp.run(transport="stdio")
\ No newline at end of file
diff --git a/data/6_mcp/community_contributions/random_dog_mcp_server_client/random_dog_tutorial.ipynb b/data/6_mcp/community_contributions/random_dog_mcp_server_client/random_dog_tutorial.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..c22ac4490c895e9bc683de5cf1bf4bb97467d4e4
--- /dev/null
+++ b/data/6_mcp/community_contributions/random_dog_mcp_server_client/random_dog_tutorial.ipynb
@@ -0,0 +1,549 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 🐕 Random Dog MCP Server & Client Tutorial\n",
+ "\n",
+ "*Created by [Brett Sanders](https://brettsanders.com) (with the help of AI)*\n",
+ "\n",
+ "This notebook demonstrates how to use the Model Context Protocol (MCP) to create a server that fetches random dog images and how to interact with it using both a custom client and AI agents.\n",
+ "\n",
+ "## 📚 What You'll Learn\n",
+ "\n",
+ "1. **MCP Basics**: Understanding the Model Context Protocol\n",
+ "2. **Server Architecture**: How the random dog MCP server works\n",
+ "3. **Client Usage**: Using the custom client wrapper\n",
+ "4. **Agent Integration**: Connecting MCP servers with AI agents\n",
+ "5. **Practical Examples**: Running live examples with real dog images\n",
+ "\n",
+ "## 📁 Project Files\n",
+ "\n",
+ "- `random_dog_server.py`: MCP server that provides dog image tools\n",
+ "- `random_dog_client.py`: Client wrapper for easier interaction\n",
+ "- `random_dog_tutorial.ipynb`: This tutorial notebook\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "vscode": {
+ "languageId": "raw"
+ }
+ },
+ "source": [
+ "## 🚀 Setup and Imports\n",
+ "\n",
+ "First, let's import all the necessary libraries and set up our environment.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import asyncio\n",
+ "import json\n",
+ "from dotenv import load_dotenv\n",
+ "from agents import Agent, Runner, trace\n",
+ "from agents.mcp import MCPServerStdio\n",
+ "from IPython.display import display, Markdown, Image\n",
+ "import requests\n",
+ "\n",
+ "# Load environment variables\n",
+ "load_dotenv(override=True)\n",
+ "\n",
+ "print(\"✅ Setup complete! Ready to work with random dogs! 🐕\")\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "vscode": {
+ "languageId": "raw"
+ }
+ },
+ "source": [
+ "## 🔧 Understanding the MCP Server\n",
+ "\n",
+ "Let's first examine our MCP server structure. The server provides two main tools:\n",
+ "\n",
+ "1. **`get_random_dog()`**: Returns complete dog data including URL and file size\n",
+ "2. **`get_dog_image_url()`**: Returns just the image URL\n",
+ "\n",
+ "### Server Code Overview\n",
+ "\n",
+ "```python\n",
+ "@mcp.tool()\n",
+ "async def get_random_dog() -> Dict[str, Any]:\n",
+ " \"\"\"Get a random dog image from the random.dog API.\"\"\"\n",
+ " # Fetches from https://random.dog/woof.json\n",
+ " # Returns: {\"url\": \"...\", \"fileSizeBytes\": 123456, \"message\": \"...\"}\n",
+ "```\n",
+ "\n",
+ "The server uses the FastMCP framework to provide these tools through the Model Context Protocol, making them accessible to AI agents and other clients.\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "vscode": {
+ "languageId": "raw"
+ }
+ },
+ "source": [
+ "## 🧪 Testing the MCP Server Directly\n",
+ "\n",
+ "Let's start by testing our MCP server directly to see what tools are available.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Define MCP server parameters\n",
+ "params = {\"command\": \"uv\", \"args\": [\"run\", \"random_dog_server.py\"]}\n",
+ "\n",
+ "print(\"🔍 Testing MCP Server Directly...\")\n",
+ "print(\"=\" * 50)\n",
+ "\n",
+ "# Test the server\n",
+ "async with MCPServerStdio(params=params, client_session_timeout_seconds=30) as server:\n",
+ " # List available tools\n",
+ " mcp_tools = await server.list_tools()\n",
+ " print(f\"📋 Available tools: {[tool.name for tool in mcp_tools]}\")\n",
+ " print()\n",
+ " \n",
+ " # Show tool details\n",
+ " for tool in mcp_tools:\n",
+ " print(f\"🔧 {tool.name}: {tool.description}\")\n",
+ " \n",
+ " print(\"\\n\" + \"=\" * 50)\n",
+ " print(\"✅ MCP Server is working correctly!\")\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "vscode": {
+ "languageId": "raw"
+ }
+ },
+ "source": [
+ "## 🐕 Getting Your First Random Dog\n",
+ "\n",
+ "Now let's fetch our first random dog image using the MCP server tools.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "print(\"🎲 Fetching a random dog...\")\n",
+ "\n",
+ "async with MCPServerStdio(params=params, client_session_timeout_seconds=30) as server:\n",
+ " # Get complete dog data\n",
+ " dog_response = await server.call_tool(\"get_random_dog\", {})\n",
+ " print(f\"🐕 Raw MCP response: {dog_response}\")\n",
+ " \n",
+ " # Get just the URL\n",
+ " url_response = await server.call_tool(\"get_dog_image_url\", {})\n",
+ " print(f\"🔗 Raw URL response: {url_response}\")\n",
+ " \n",
+ " # Parse the complete dog data response\n",
+ " try:\n",
+ " if dog_response and dog_response.content and len(dog_response.content) > 0:\n",
+ " json_text = dog_response.content[0].text\n",
+ " dog_data = json.loads(json_text)\n",
+ " \n",
+ " print(f\"\\n📊 Parsed Dog Data: {dog_data}\")\n",
+ " \n",
+ " if 'url' in dog_data:\n",
+ " url = dog_data['url']\n",
+ " file_size = dog_data.get('fileSizeBytes', 'Unknown')\n",
+ " \n",
+ " print(f\"\\n📊 Dog Image Details:\")\n",
+ " print(f\" URL: {url}\")\n",
+ " print(f\" File Size: {file_size} bytes\")\n",
+ " \n",
+ " # Store the URL for the next cell\n",
+ " latest_dog_url = url\n",
+ " latest_dog_size = file_size\n",
+ " except Exception as e:\n",
+ " print(f\"❌ Error parsing dog data: {e}\")\n",
+ " \n",
+ " # Parse the URL-only response\n",
+ " try:\n",
+ " if url_response and url_response.content and len(url_response.content) > 0:\n",
+ " url_text = url_response.content[0].text\n",
+ " print(f\"\\n🔗 Parsed URL: {url_text}\")\n",
+ " except Exception as e:\n",
+ " print(f\"❌ Error parsing URL response: {e}\")\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "vscode": {
+ "languageId": "raw"
+ }
+ },
+ "source": [
+ "## 🖼️ Displaying the Dog Image\n",
+ "\n",
+ "Let's actually display the dog image in our notebook!\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Get a fresh dog image for display\n",
+ "async with MCPServerStdio(params=params, client_session_timeout_seconds=30) as server:\n",
+ " dog_response = await server.call_tool(\"get_random_dog\", {})\n",
+ "\n",
+ "# Parse the MCP response - the actual data is in content[0].text as JSON\n",
+ "try:\n",
+ " if dog_response and dog_response.content and len(dog_response.content) > 0:\n",
+ " # Extract the JSON string from the response\n",
+ " json_text = dog_response.content[0].text\n",
+ " dog_data = json.loads(json_text)\n",
+ " \n",
+ " if 'url' in dog_data and dog_data['url']:\n",
+ " url = dog_data['url']\n",
+ " file_size = dog_data.get('fileSizeBytes', 'Unknown')\n",
+ " \n",
+ " print(f\"🐕 Here's your random dog!\")\n",
+ " print(f\"📊 File size: {file_size} bytes\")\n",
+ " print(f\"🔗 URL: {url}\")\n",
+ " print()\n",
+ " \n",
+ " try:\n",
+ " # Display the image\n",
+ " display(Image(url=url, width=400))\n",
+ " except Exception as e:\n",
+ " print(f\"❌ Could not display image: {e}\")\n",
+ " print(f\"But you can view it at: {url}\")\n",
+ " else:\n",
+ " print(f\"❌ No valid URL in response: {dog_data}\")\n",
+ " else:\n",
+ " print(f\"❌ Invalid response format: {dog_response}\")\n",
+ "except json.JSONDecodeError as e:\n",
+ " print(f\"❌ Error parsing JSON response: {e}\")\n",
+ " print(f\"Raw response: {dog_response}\")\n",
+ "except Exception as e:\n",
+ " print(f\"❌ Error processing response: {e}\")\n",
+ " print(f\"Response: {dog_response}\")\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "vscode": {
+ "languageId": "raw"
+ }
+ },
+ "source": [
+ "## 🎯 Using the Custom Client\n",
+ "\n",
+ "Now let's use our custom `RandomDogMCPClient` which provides a more convenient interface.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Import our custom client\n",
+ "from random_dog_client import RandomDogMCPClient\n",
+ "\n",
+ "print(\"🎯 Testing Custom RandomDogMCPClient...\")\n",
+ "print(\"=\" * 50)\n",
+ "\n",
+ "async with RandomDogMCPClient() as client:\n",
+ " # List available tools\n",
+ " tools = await client.list_tools()\n",
+ " print(f\"📋 Available tools: {[tool.name for tool in tools]}\")\n",
+ " \n",
+ " # Get random dog data using the client\n",
+ " print(\"\\n🐕 Getting dog data via client...\")\n",
+ " dog_response = await client.get_random_dog()\n",
+ " \n",
+ " # Parse the client response (it also returns MCP format)\n",
+ " try:\n",
+ " if dog_response and dog_response.content and len(dog_response.content) > 0:\n",
+ " json_text = dog_response.content[0].text\n",
+ " dog_info = json.loads(json_text)\n",
+ " print(f\"Dog info: {dog_info}\")\n",
+ " except Exception as e:\n",
+ " print(f\"Dog response: {dog_response}\")\n",
+ " \n",
+ " # Get just the URL using the client\n",
+ " print(\"\\n🔗 Getting dog URL via client...\")\n",
+ " url_response = await client.get_dog_image_url()\n",
+ " try:\n",
+ " if url_response and url_response.content and len(url_response.content) > 0:\n",
+ " dog_url = url_response.content[0].text\n",
+ " print(f\"Dog URL: {dog_url}\")\n",
+ " except Exception as e:\n",
+ " print(f\"URL response: {url_response}\")\n",
+ " \n",
+ " print(\"\\n✅ Custom client working perfectly!\")\n",
+ " print(\"🎯 The client provides a convenient wrapper around the MCP server calls!\")\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "vscode": {
+ "languageId": "raw"
+ }
+ },
+ "source": [
+ "## 🤖 AI Agent Integration\n",
+ "\n",
+ "Now for the exciting part - let's create an AI agent that can use our dog tools!\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Create an AI agent that can fetch dog images\n",
+ "instructions = \"\"\"You are a helpful and enthusiastic dog-loving assistant! 🐕\n",
+ "\n",
+ "You have access to tools that can fetch random dog images from the internet. \n",
+ "When someone asks for a dog image, use your tools to get one and provide:\n",
+ "1. The image URL\n",
+ "2. The file size information\n",
+ "3. An enthusiastic comment about dogs\n",
+ "\n",
+ "Always be excited and positive about dogs!\"\"\"\n",
+ "\n",
+ "request = \"Hi! I'm having a bad day. Can you cheer me up with a cute random dog image?\"\n",
+ "model = \"gpt-4o-mini\"\n",
+ "\n",
+ "print(\"🤖 Creating Dog-Loving AI Agent...\")\n",
+ "print(\"=\" * 50)\n",
+ "\n",
+ "async with MCPServerStdio(params=params, client_session_timeout_seconds=30) as mcp_server:\n",
+ " # Create the agent with our MCP server\n",
+ " agent = Agent(\n",
+ " name=\"dog_enthusiast\", \n",
+ " instructions=instructions, \n",
+ " model=model, \n",
+ " mcp_servers=[mcp_server]\n",
+ " )\n",
+ " \n",
+ " # Run the agent with tracing\n",
+ " with trace(\"dog_agent_demo\"):\n",
+ " result = await Runner.run(agent, request)\n",
+ " \n",
+ " print(\"🐕 Agent Response:\")\n",
+ " print(\"=\" * 30)\n",
+ " display(Markdown(result.final_output))\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "vscode": {
+ "languageId": "raw"
+ }
+ },
+ "source": [
+ "## 📋 Summary and Next Steps\n",
+ "\n",
+ "### What We've Learned\n",
+ "\n",
+ "1. **MCP Server Setup**: How to create tools that fetch external data\n",
+ "2. **Client Wrapping**: Building convenient client interfaces \n",
+ "3. **Agent Integration**: Connecting MCP servers with AI agents\n",
+ "4. **Error Handling**: Robust error handling for external APIs\n",
+ "5. **Practical Applications**: Real-world usage patterns\n",
+ "\n",
+ "### Key Components\n",
+ "\n",
+ "- **`random_dog_server.py`**: FastMCP server with dog image tools\n",
+ "- **`random_dog_client.py`**: Convenient client wrapper\n",
+ "- **Agent Integration**: Seamless AI agent connectivity\n",
+ "\n",
+ "### Next Steps\n",
+ "\n",
+ "1. **Extend the Server**: Add more tools (cat images, specific breeds, etc.)\n",
+ "2. **Add Caching**: Implement local caching for better performance\n",
+ "3. **Error Recovery**: Add retry logic and fallback mechanisms\n",
+ "4. **Multi-API Support**: Connect to multiple pet image APIs\n",
+ "5. **Advanced Agents**: Create specialized agents for different use cases\n",
+ "\n",
+ "### 🚀 Ready to Build More?\n",
+ "\n",
+ "You now have a solid foundation for:\n",
+ "- Creating your own MCP servers\n",
+ "- Building client wrappers\n",
+ "- Integrating with AI agents\n",
+ "- Handling external APIs safely\n",
+ "\n",
+ "Happy coding! 🐕🎉\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "vscode": {
+ "languageId": "raw"
+ }
+ },
+ "source": [
+ "## 🔧 Utility Functions\n",
+ "\n",
+ "Here are some utility functions you can use in your own projects:\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Utility function for simple dog fetching using direct MCP server\n",
+ "async def get_simple_dog():\n",
+ " \"\"\"Simple utility to get a random dog with error handling\"\"\"\n",
+ " try:\n",
+ " async with MCPServerStdio(params=params, client_session_timeout_seconds=30) as server:\n",
+ " dog_response = await server.call_tool(\"get_random_dog\", {})\n",
+ " if dog_response and dog_response.content and len(dog_response.content) > 0:\n",
+ " json_text = dog_response.content[0].text\n",
+ " return json.loads(json_text)\n",
+ " else:\n",
+ " return {\"error\": \"Invalid response format\", \"url\": \"\", \"fileSizeBytes\": 0}\n",
+ " except Exception as e:\n",
+ " return {\"error\": str(e), \"url\": \"\", \"fileSizeBytes\": 0}\n",
+ "\n",
+ "# Test the utility\n",
+ "print(\"🔧 Testing utility function...\")\n",
+ "simple_dog = await get_simple_dog()\n",
+ "print(f\"Simple dog result: {simple_dog}\")\n",
+ "\n",
+ "# Another utility for batch fetching\n",
+ "async def get_multiple_dogs(count=3):\n",
+ " \"\"\"Get multiple random dogs using direct MCP server\"\"\"\n",
+ " dogs = []\n",
+ " try:\n",
+ " async with MCPServerStdio(params=params, client_session_timeout_seconds=30) as server:\n",
+ " for i in range(count):\n",
+ " try:\n",
+ " dog_response = await server.call_tool(\"get_random_dog\", {})\n",
+ " if dog_response and dog_response.content and len(dog_response.content) > 0:\n",
+ " json_text = dog_response.content[0].text\n",
+ " dog_data = json.loads(json_text)\n",
+ " dogs.append(dog_data)\n",
+ " else:\n",
+ " dogs.append({\"error\": \"Invalid response\"})\n",
+ " except Exception as e:\n",
+ " dogs.append({\"error\": str(e)})\n",
+ " except Exception as e:\n",
+ " return [{\"error\": f\"Server connection failed: {str(e)}\"}]\n",
+ " return dogs\n",
+ "\n",
+ "# Test batch fetching\n",
+ "print(\"\\n📦 Testing batch utility...\")\n",
+ "batch_dogs = await get_multiple_dogs(2)\n",
+ "print(f\"Batch result: Got {len(batch_dogs)} dogs\")\n",
+ "for i, dog in enumerate(batch_dogs, 1):\n",
+ " if 'url' in dog and dog['url']:\n",
+ " print(f\" Dog {i}: {dog['url'][:50]}...\")\n",
+ " else:\n",
+ " print(f\" Dog {i}: Error - {dog.get('error', 'Unknown error')}\")\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "vscode": {
+ "languageId": "raw"
+ }
+ },
+ "source": [
+ "## 🔍 Troubleshooting\n",
+ "\n",
+ "### Common Issues\n",
+ "\n",
+ "1. **Server Won't Start**\n",
+ " - Make sure `uv` is installed: `pip install uv`\n",
+ " - Check that all dependencies are available\n",
+ " - Verify the server file path is correct\n",
+ "\n",
+ "2. **No Images Displaying**\n",
+ " - Check your internet connection\n",
+ " - The random.dog API might be temporarily unavailable\n",
+ " - Some images might be in formats that don't display well in notebooks\n",
+ "\n",
+ "3. **Agent Not Using Tools**\n",
+ " - Verify the MCP server is properly connected\n",
+ " - Check that tools are listed correctly\n",
+ " - Make sure your OpenAI API key is set\n",
+ "\n",
+ "4. **Import Errors**\n",
+ " - Ensure you're in the correct directory\n",
+ " - Check that all required packages are installed\n",
+ " - Verify Python path includes the current directory\n",
+ "\n",
+ "### Debug Commands\n",
+ "\n",
+ "```python\n",
+ "# Test basic connectivity\n",
+ "import requests\n",
+ "response = requests.get(\"https://random.dog/woof.json\")\n",
+ "print(response.status_code, response.json())\n",
+ "\n",
+ "# Test MCP server manually\n",
+ "# Run in terminal: uv run random_dog_server.py\n",
+ "```\n",
+ "\n",
+ "### File Structure\n",
+ "\n",
+ "Make sure your files are organized like this:\n",
+ "\n",
+ "```\n",
+ "random_dog_mcp_server_client/\n",
+ "├── random_dog_server.py\n",
+ "├── random_dog_client.py\n",
+ "└── random_dog_tutorial.ipynb\n",
+ "```\n"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.7"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/data/6_mcp/database.py b/data/6_mcp/database.py
new file mode 100644
index 0000000000000000000000000000000000000000..8dd9f81917e6b784957fc2f8bc047ac1bd8f4f84
--- /dev/null
+++ b/data/6_mcp/database.py
@@ -0,0 +1,101 @@
+import sqlite3
+import json
+from datetime import datetime
+from dotenv import load_dotenv
+
+load_dotenv(override=True)
+
+DB = "accounts.db"
+
+
+with sqlite3.connect(DB) as conn:
+ cursor = conn.cursor()
+ cursor.execute('CREATE TABLE IF NOT EXISTS accounts (name TEXT PRIMARY KEY, account TEXT)')
+ cursor.execute('''
+ CREATE TABLE IF NOT EXISTS logs (
+ id INTEGER PRIMARY KEY AUTOINCREMENT,
+ name TEXT,
+ datetime DATETIME,
+ type TEXT,
+ message TEXT
+ )
+ ''')
+ cursor.execute('CREATE TABLE IF NOT EXISTS market (date TEXT PRIMARY KEY, data TEXT)')
+ conn.commit()
+
+def write_account(name, account_dict):
+ json_data = json.dumps(account_dict)
+ with sqlite3.connect(DB) as conn:
+ cursor = conn.cursor()
+ cursor.execute('''
+ INSERT INTO accounts (name, account)
+ VALUES (?, ?)
+ ON CONFLICT(name) DO UPDATE SET account=excluded.account
+ ''', (name.lower(), json_data))
+ conn.commit()
+
+def read_account(name):
+ with sqlite3.connect(DB) as conn:
+ cursor = conn.cursor()
+ cursor.execute('SELECT account FROM accounts WHERE name = ?', (name.lower(),))
+ row = cursor.fetchone()
+ return json.loads(row[0]) if row else None
+
+def write_log(name: str, type: str, message: str):
+ """
+ Write a log entry to the logs table.
+
+ Args:
+ name (str): The name associated with the log
+ type (str): The type of log entry
+ message (str): The log message
+ """
+ now = datetime.now().isoformat()
+
+ with sqlite3.connect(DB) as conn:
+ cursor = conn.cursor()
+ cursor.execute('''
+ INSERT INTO logs (name, datetime, type, message)
+ VALUES (?, datetime('now'), ?, ?)
+ ''', (name.lower(), type, message))
+ conn.commit()
+
+def read_log(name: str, last_n=10):
+ """
+ Read the most recent log entries for a given name.
+
+ Args:
+ name (str): The name to retrieve logs for
+ last_n (int): Number of most recent entries to retrieve
+
+ Returns:
+ list: A list of tuples containing (datetime, type, message)
+ """
+ with sqlite3.connect(DB) as conn:
+ cursor = conn.cursor()
+ cursor.execute('''
+ SELECT datetime, type, message FROM logs
+ WHERE name = ?
+ ORDER BY datetime DESC
+ LIMIT ?
+ ''', (name.lower(), last_n))
+
+ return reversed(cursor.fetchall())
+
+def write_market(date: str, data: dict) -> None:
+ data_json = json.dumps(data)
+ with sqlite3.connect(DB) as conn:
+ cursor = conn.cursor()
+ cursor.execute('''
+ INSERT INTO market (date, data)
+ VALUES (?, ?)
+ ON CONFLICT(date) DO UPDATE SET data=excluded.data
+ ''', (date, data_json))
+ conn.commit()
+
+def read_market(date: str) -> dict | None:
+ with sqlite3.connect(DB) as conn:
+ cursor = conn.cursor()
+ cursor.execute('SELECT data FROM market WHERE date = ?', (date,))
+ row = cursor.fetchone()
+ return json.loads(row[0]) if row else None
\ No newline at end of file
diff --git a/data/6_mcp/market.py b/data/6_mcp/market.py
new file mode 100644
index 0000000000000000000000000000000000000000..2245afdf3af458539c48424e97b967b07fb57512
--- /dev/null
+++ b/data/6_mcp/market.py
@@ -0,0 +1,70 @@
+from polygon import RESTClient
+from dotenv import load_dotenv
+import os
+from datetime import datetime
+import random
+from database import write_market, read_market
+from functools import lru_cache
+from datetime import timezone
+
+load_dotenv(override=True)
+
+polygon_api_key = os.getenv("POLYGON_API_KEY")
+polygon_plan = os.getenv("POLYGON_PLAN")
+
+is_paid_polygon = polygon_plan == "paid"
+is_realtime_polygon = polygon_plan == "realtime"
+
+
+def is_market_open() -> bool:
+ client = RESTClient(polygon_api_key)
+ market_status = client.get_market_status()
+ return market_status.market == "open"
+
+
+def get_all_share_prices_polygon_eod() -> dict[str, float]:
+ """With much thanks to student Reema R. for fixing the timezone issue with this!"""
+ client = RESTClient(polygon_api_key)
+
+ probe = client.get_previous_close_agg("SPY")[0]
+ last_close = datetime.fromtimestamp(probe.timestamp / 1000, tz=timezone.utc).date()
+
+ results = client.get_grouped_daily_aggs(last_close, adjusted=True, include_otc=False)
+ return {result.ticker: result.close for result in results}
+
+
+@lru_cache(maxsize=2)
+def get_market_for_prior_date(today):
+ market_data = read_market(today)
+ if not market_data:
+ market_data = get_all_share_prices_polygon_eod()
+ write_market(today, market_data)
+ return market_data
+
+
+def get_share_price_polygon_eod(symbol) -> float:
+ today = datetime.now().date().strftime("%Y-%m-%d")
+ market_data = get_market_for_prior_date(today)
+ return market_data.get(symbol, 0.0)
+
+
+def get_share_price_polygon_min(symbol) -> float:
+ client = RESTClient(polygon_api_key)
+ result = client.get_snapshot_ticker("stocks", symbol)
+ return result.min.close or result.prev_day.close
+
+
+def get_share_price_polygon(symbol) -> float:
+ if is_paid_polygon:
+ return get_share_price_polygon_min(symbol)
+ else:
+ return get_share_price_polygon_eod(symbol)
+
+
+def get_share_price(symbol) -> float:
+ if polygon_api_key:
+ try:
+ return get_share_price_polygon(symbol)
+ except Exception as e:
+ print(f"Was not able to use the polygon API due to {e}; using a random number")
+ return float(random.randint(1, 100))
diff --git a/data/6_mcp/market_server.py b/data/6_mcp/market_server.py
new file mode 100644
index 0000000000000000000000000000000000000000..279681519ee5553778161a3dfabcd4e04ffb4f57
--- /dev/null
+++ b/data/6_mcp/market_server.py
@@ -0,0 +1,16 @@
+from mcp.server.fastmcp import FastMCP
+from market import get_share_price
+
+mcp = FastMCP("market_server")
+
+@mcp.tool()
+async def lookup_share_price(symbol: str) -> float:
+ """This tool provides the current price of the given stock symbol.
+
+ Args:
+ symbol: the symbol of the stock
+ """
+ return get_share_price(symbol)
+
+if __name__ == "__main__":
+ mcp.run(transport='stdio')
\ No newline at end of file
diff --git a/data/6_mcp/mcp_params.py b/data/6_mcp/mcp_params.py
new file mode 100644
index 0000000000000000000000000000000000000000..5c09aaf744edc39f480cdecc5f28533f7b752b31
--- /dev/null
+++ b/data/6_mcp/mcp_params.py
@@ -0,0 +1,46 @@
+import os
+from dotenv import load_dotenv
+from market import is_paid_polygon, is_realtime_polygon
+
+load_dotenv(override=True)
+
+brave_env = {"BRAVE_API_KEY": os.getenv("BRAVE_API_KEY")}
+polygon_api_key = os.getenv("POLYGON_API_KEY")
+
+# The MCP server for the Trader to read Market Data
+
+if is_paid_polygon or is_realtime_polygon:
+ market_mcp = {
+ "command": "uvx",
+ "args": ["--from", "git+https://github.com/polygon-io/mcp_polygon@v0.1.0", "mcp_polygon"],
+ "env": {"POLYGON_API_KEY": polygon_api_key},
+ }
+else:
+ market_mcp = {"command": "uv", "args": ["run", "market_server.py"]}
+
+
+# The full set of MCP servers for the trader: Accounts, Push Notification and the Market
+
+trader_mcp_server_params = [
+ {"command": "uv", "args": ["run", "accounts_server.py"]},
+ {"command": "uv", "args": ["run", "push_server.py"]},
+ market_mcp,
+]
+
+# The full set of MCP servers for the researcher: Fetch, Brave Search and Memory
+
+
+def researcher_mcp_server_params(name: str):
+ return [
+ {"command": "uvx", "args": ["mcp-server-fetch"]},
+ {
+ "command": "npx",
+ "args": ["-y", "@modelcontextprotocol/server-brave-search"],
+ "env": brave_env,
+ },
+ {
+ "command": "npx",
+ "args": ["-y", "mcp-memory-libsql"],
+ "env": {"LIBSQL_URL": f"file:./memory/{name}.db"},
+ },
+ ]
diff --git a/data/6_mcp/memory/memory.txt b/data/6_mcp/memory/memory.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391
diff --git a/data/6_mcp/push_server.py b/data/6_mcp/push_server.py
new file mode 100644
index 0000000000000000000000000000000000000000..27eeeeff9c7bc6e57e2d574dac371c2f896211c5
--- /dev/null
+++ b/data/6_mcp/push_server.py
@@ -0,0 +1,31 @@
+import os
+from dotenv import load_dotenv
+import requests
+from pydantic import BaseModel, Field
+from mcp.server.fastmcp import FastMCP
+
+load_dotenv(override=True)
+
+pushover_user = os.getenv("PUSHOVER_USER")
+pushover_token = os.getenv("PUSHOVER_TOKEN")
+pushover_url = "https://api.pushover.net/1/messages.json"
+
+
+mcp = FastMCP("push_server")
+
+
+class PushModelArgs(BaseModel):
+ message: str = Field(description="A brief message to push")
+
+
+@mcp.tool()
+def push(args: PushModelArgs):
+ """Send a push notification with this brief message"""
+ print(f"Push: {args.message}")
+ payload = {"user": pushover_user, "token": pushover_token, "message": args.message}
+ requests.post(pushover_url, data=payload)
+ return "Push notification sent"
+
+
+if __name__ == "__main__":
+ mcp.run(transport="stdio")
diff --git a/data/6_mcp/reset.py b/data/6_mcp/reset.py
new file mode 100644
index 0000000000000000000000000000000000000000..564ec734fcb7e296305ddf46a5cbd2a2e68cbf03
--- /dev/null
+++ b/data/6_mcp/reset.py
@@ -0,0 +1,50 @@
+from accounts import Account
+
+waren_strategy = """
+You are Warren, and you are named in homage to your role model, Warren Buffett.
+You are a value-oriented investor who prioritizes long-term wealth creation.
+You identify high-quality companies trading below their intrinsic value.
+You invest patiently and hold positions through market fluctuations,
+relying on meticulous fundamental analysis, steady cash flows, strong management teams,
+and competitive advantages. You rarely react to short-term market movements,
+trusting your deep research and value-driven strategy.
+"""
+
+george_strategy = """
+You are George, and you are named in homage to your role model, George Soros.
+You are an aggressive macro trader who actively seeks significant market
+mispricings. You look for large-scale economic and
+geopolitical events that create investment opportunities. Your approach is contrarian,
+willing to bet boldly against prevailing market sentiment when your macroeconomic analysis
+suggests a significant imbalance. You leverage careful timing and decisive action to
+capitalize on rapid market shifts.
+"""
+
+ray_strategy = """
+You are Ray, and you are named in homage to your role model, Ray Dalio.
+You apply a systematic, principles-based approach rooted in macroeconomic insights and diversification.
+You invest broadly across asset classes, utilizing risk parity strategies to achieve balanced returns
+in varying market environments. You pay close attention to macroeconomic indicators, central bank policies,
+and economic cycles, adjusting your portfolio strategically to manage risk and preserve capital across diverse market conditions.
+"""
+
+cathie_strategy = """
+You are Cathie, and you are named in homage to your role model, Cathie Wood.
+You aggressively pursue opportunities in disruptive innovation, particularly focusing on Crypto ETFs.
+Your strategy is to identify and invest boldly in sectors poised to revolutionize the economy,
+accepting higher volatility for potentially exceptional returns. You closely monitor technological breakthroughs,
+regulatory changes, and market sentiment in crypto ETFs, ready to take bold positions
+and actively manage your portfolio to capitalize on rapid growth trends.
+You focus your trading on crypto ETFs.
+"""
+
+
+def reset_traders():
+ Account.get("Warren").reset(waren_strategy)
+ Account.get("George").reset(george_strategy)
+ Account.get("Ray").reset(ray_strategy)
+ Account.get("Cathie").reset(cathie_strategy)
+
+
+if __name__ == "__main__":
+ reset_traders()
diff --git a/data/6_mcp/sandbox/banoffee.md b/data/6_mcp/sandbox/banoffee.md
new file mode 100644
index 0000000000000000000000000000000000000000..cf593f613f058a62bcc68901a09f7b92ce052477
--- /dev/null
+++ b/data/6_mcp/sandbox/banoffee.md
@@ -0,0 +1,27 @@
+# Banoffee Pie Recipe
+
+## Ingredients
+- 4 bananas, sliced
+- 394g caramel or dulce de leche
+- 300ml double cream
+- Dark chocolate (optional)
+
+### For the pastry
+- 100g butter, chilled (plus extra for greasing)
+- 200g plain flour
+- 1 medium egg, separated
+- 1 tbsp golden caster sugar
+
+## Method
+1. Make the pastry case: Put butter and flour in a food processor and pulse until it resembles fresh breadcrumbs. Add egg yolk and sugar, pulse again, then add very cold water a tbsp at a time until dough comes together.
+2. Knead dough gently by hand until smooth ball forms. Wrap in cling film and chill for 30 minutes.
+3. Heat oven to 190C/170C fan/gas 4. Grease a 23cm loose bottomed fluted tart tin. Roll out pastry and line the tin, leaving about 0.5cm of pastry over the edge and snip to length.
+4. Line base with baking parchment and weigh down with baking beans/uncooked rice. Bake for 15 minutes. Remove parchment and beans, brush pastry with beaten egg white and bake another 15-20 minutes until golden and cooked. Cool completely.
+5. Spread half the caramel on the pastry case, layer bananas on top, then cover with remaining caramel. Chill in fridge.
+6. Whip the cream until thick and spoon over the tart. Grate dark chocolate over to garnish if using.
+
+## Notes
+- Serves 8-10.
+- Prep time: 30 minutes.
+- Cook time: 30-35 minutes.
+- An easy family favorite. Recommended to serve with a generous dollop of cream.
diff --git a/data/6_mcp/templates.py b/data/6_mcp/templates.py
new file mode 100644
index 0000000000000000000000000000000000000000..a6f1c2013c1d184d75617a44aaee9623b86eee27
--- /dev/null
+++ b/data/6_mcp/templates.py
@@ -0,0 +1,86 @@
+from datetime import datetime
+from market import is_paid_polygon, is_realtime_polygon
+
+if is_realtime_polygon:
+ note = "You have access to realtime market data tools; use your get_last_trade tool for the latest trade price. You can also use tools for share information, trends and technical indicators and fundamentals."
+elif is_paid_polygon:
+ note = "You have access to market data tools but without access to the trade or quote tools; use your get_snapshot_ticker tool to get the latest share price on a 15 min delay. You can also use tools for share information, trends and technical indicators and fundamentals."
+else:
+ note = "You have access to end of day market data; use you get_share_price tool to get the share price as of the prior close."
+
+
+def researcher_instructions():
+ return f"""You are a financial researcher. You are able to search the web for interesting financial news,
+look for possible trading opportunities, and help with research.
+Based on the request, you carry out necessary research and respond with your findings.
+Take time to make multiple searches to get a comprehensive overview, and then summarize your findings.
+If the web search tool raises an error due to rate limits, then use your other tool that fetches web pages instead.
+
+Important: making use of your knowledge graph to retrieve and store information on companies, websites and market conditions:
+
+Make use of your knowledge graph tools to store and recall entity information; use it to retrieve information that
+you have worked on previously, and store new information about companies, stocks and market conditions.
+Also use it to store web addresses that you find interesting so you can check them later.
+Draw on your knowledge graph to build your expertise over time.
+
+If there isn't a specific request, then just respond with investment opportunities based on searching latest news.
+The current datetime is {datetime.now().strftime("%Y-%m-%d %H:%M:%S")}
+"""
+
+def research_tool():
+ return "This tool researches online for news and opportunities, \
+either based on your specific request to look into a certain stock, \
+or generally for notable financial news and opportunities. \
+Describe what kind of research you're looking for."
+
+def trader_instructions(name: str):
+ return f"""
+You are {name}, a trader on the stock market. Your account is under your name, {name}.
+You actively manage your portfolio according to your strategy.
+You have access to tools including a researcher to research online for news and opportunities, based on your request.
+You also have tools to access to financial data for stocks. {note}
+And you have tools to buy and sell stocks using your account name {name}.
+You can use your entity tools as a persistent memory to store and recall information; you share
+this memory with other traders and can benefit from the group's knowledge.
+Use these tools to carry out research, make decisions, and execute trades.
+After you've completed trading, send a push notification with a brief summary of activity, then reply with a 2-3 sentence appraisal.
+Your goal is to maximize your profits according to your strategy.
+"""
+
+def trade_message(name, strategy, account):
+ return f"""Based on your investment strategy, you should now look for new opportunities.
+Use the research tool to find news and opportunities consistent with your strategy.
+Do not use the 'get company news' tool; use the research tool instead.
+Use the tools to research stock price and other company information. {note}
+Finally, make you decision, then execute trades using the tools.
+Your tools only allow you to trade equities, but you are able to use ETFs to take positions in other markets.
+You do not need to rebalance your portfolio; you will be asked to do so later.
+Just make trades based on your strategy as needed.
+Your investment strategy:
+{strategy}
+Here is your current account:
+{account}
+Here is the current datetime:
+{datetime.now().strftime("%Y-%m-%d %H:%M:%S")}
+Now, carry out analysis, make your decision and execute trades. Your account name is {name}.
+After you've executed your trades, send a push notification with a brief sumnmary of trades and the health of the portfolio, then
+respond with a brief 2-3 sentence appraisal of your portfolio and its outlook.
+"""
+
+def rebalance_message(name, strategy, account):
+ return f"""Based on your investment strategy, you should now examine your portfolio and decide if you need to rebalance.
+Use the research tool to find news and opportunities affecting your existing portfolio.
+Use the tools to research stock price and other company information affecting your existing portfolio. {note}
+Finally, make you decision, then execute trades using the tools as needed.
+You do not need to identify new investment opportunities at this time; you will be asked to do so later.
+Just rebalance your portfolio based on your strategy as needed.
+Your investment strategy:
+{strategy}
+You also have a tool to change your strategy if you wish; you can decide at any time that you would like to evolve or even switch your strategy.
+Here is your current account:
+{account}
+Here is the current datetime:
+{datetime.now().strftime("%Y-%m-%d %H:%M:%S")}
+Now, carry out analysis, make your decision and execute trades. Your account name is {name}.
+After you've executed your trades, send a push notification with a brief sumnmary of trades and the health of the portfolio, then
+respond with a brief 2-3 sentence appraisal of your portfolio and its outlook."""
\ No newline at end of file
diff --git a/data/6_mcp/tracers.py b/data/6_mcp/tracers.py
new file mode 100644
index 0000000000000000000000000000000000000000..0abd5f21da2a0fa054aa619f0e4d23caccb273ca
--- /dev/null
+++ b/data/6_mcp/tracers.py
@@ -0,0 +1,75 @@
+from agents import TracingProcessor, Trace, Span
+from database import write_log
+import secrets
+import string
+
+ALPHANUM = string.ascii_lowercase + string.digits
+
+def make_trace_id(tag: str) -> str:
+ """
+ Return a string of the form 'trace_',
+ where the total length after 'trace_' is 32 chars.
+ """
+ tag += "0"
+ pad_len = 32 - len(tag)
+ random_suffix = ''.join(secrets.choice(ALPHANUM) for _ in range(pad_len))
+ return f"trace_{tag}{random_suffix}"
+
+class LogTracer(TracingProcessor):
+
+ def get_name(self, trace_or_span: Trace | Span) -> str | None:
+ trace_id = trace_or_span.trace_id
+ name = trace_id.split("_")[1]
+ if '0' in name:
+ return name.split("0")[0]
+ else:
+ return None
+
+ def on_trace_start(self, trace) -> None:
+ name = self.get_name(trace)
+ if name:
+ write_log(name, "trace", f"Started: {trace.name}")
+
+ def on_trace_end(self, trace) -> None:
+ name = self.get_name(trace)
+ if name:
+ write_log(name, "trace", f"Ended: {trace.name}")
+
+ def on_span_start(self, span) -> None:
+ name = self.get_name(span)
+ type = span.span_data.type if span.span_data else "span"
+ if name:
+ message = "Started"
+ if span.span_data:
+ if span.span_data.type:
+ message += f" {span.span_data.type}"
+ if hasattr(span.span_data, "name") and span.span_data.name:
+ message += f" {span.span_data.name}"
+ if hasattr(span.span_data, "server") and span.span_data.server:
+ message += f" {span.span_data.server}"
+ if span.error:
+ message += f" {span.error}"
+ write_log(name, type, message)
+
+ def on_span_end(self, span) -> None:
+ name = self.get_name(span)
+ type = span.span_data.type if span.span_data else "span"
+ if name:
+ message = "Ended"
+ if span.span_data:
+ if span.span_data.type:
+
+ message += f" {span.span_data.type}"
+ if hasattr(span.span_data, "name") and span.span_data.name:
+ message += f" {span.span_data.name}"
+ if hasattr(span.span_data, "server") and span.span_data.server:
+ message += f" {span.span_data.server}"
+ if span.error:
+ message += f" {span.error}"
+ write_log(name, type, message)
+
+ def force_flush(self) -> None:
+ pass
+
+ def shutdown(self) -> None:
+ pass
\ No newline at end of file
diff --git a/data/6_mcp/traders.py b/data/6_mcp/traders.py
new file mode 100644
index 0000000000000000000000000000000000000000..8ab09a3929a622adda61f81ed51214d878f69032
--- /dev/null
+++ b/data/6_mcp/traders.py
@@ -0,0 +1,131 @@
+from contextlib import AsyncExitStack
+from accounts_client import read_accounts_resource, read_strategy_resource
+from tracers import make_trace_id
+from agents import Agent, Tool, Runner, OpenAIChatCompletionsModel, trace
+from openai import AsyncOpenAI
+from dotenv import load_dotenv
+import os
+import json
+from agents.mcp import MCPServerStdio
+from templates import (
+ researcher_instructions,
+ trader_instructions,
+ trade_message,
+ rebalance_message,
+ research_tool,
+)
+from mcp_params import trader_mcp_server_params, researcher_mcp_server_params
+
+load_dotenv(override=True)
+
+deepseek_api_key = os.getenv("DEEPSEEK_API_KEY")
+google_api_key = os.getenv("GOOGLE_API_KEY")
+grok_api_key = os.getenv("GROK_API_KEY")
+openrouter_api_key = os.getenv("OPENROUTER_API_KEY")
+
+DEEPSEEK_BASE_URL = "https://api.deepseek.com/v1"
+GROK_BASE_URL = "https://api.x.ai/v1"
+GEMINI_BASE_URL = "https://generativelanguage.googleapis.com/v1beta/openai/"
+OPENROUTER_BASE_URL = "https://openrouter.ai/api/v1"
+
+MAX_TURNS = 30
+
+openrouter_client = AsyncOpenAI(base_url=OPENROUTER_BASE_URL, api_key=openrouter_api_key)
+deepseek_client = AsyncOpenAI(base_url=DEEPSEEK_BASE_URL, api_key=deepseek_api_key)
+grok_client = AsyncOpenAI(base_url=GROK_BASE_URL, api_key=grok_api_key)
+gemini_client = AsyncOpenAI(base_url=GEMINI_BASE_URL, api_key=google_api_key)
+
+
+def get_model(model_name: str):
+ if "/" in model_name:
+ return OpenAIChatCompletionsModel(model=model_name, openai_client=openrouter_client)
+ elif "deepseek" in model_name:
+ return OpenAIChatCompletionsModel(model=model_name, openai_client=deepseek_client)
+ elif "grok" in model_name:
+ return OpenAIChatCompletionsModel(model=model_name, openai_client=grok_client)
+ elif "gemini" in model_name:
+ return OpenAIChatCompletionsModel(model=model_name, openai_client=gemini_client)
+ else:
+ return model_name
+
+
+async def get_researcher(mcp_servers, model_name) -> Agent:
+ researcher = Agent(
+ name="Researcher",
+ instructions=researcher_instructions(),
+ model=get_model(model_name),
+ mcp_servers=mcp_servers,
+ )
+ return researcher
+
+
+async def get_researcher_tool(mcp_servers, model_name) -> Tool:
+ researcher = await get_researcher(mcp_servers, model_name)
+ return researcher.as_tool(tool_name="Researcher", tool_description=research_tool())
+
+
+class Trader:
+ def __init__(self, name: str, lastname="Trader", model_name="gpt-4o-mini"):
+ self.name = name
+ self.lastname = lastname
+ self.agent = None
+ self.model_name = model_name
+ self.do_trade = True
+
+ async def create_agent(self, trader_mcp_servers, researcher_mcp_servers) -> Agent:
+ tool = await get_researcher_tool(researcher_mcp_servers, self.model_name)
+ self.agent = Agent(
+ name=self.name,
+ instructions=trader_instructions(self.name),
+ model=get_model(self.model_name),
+ tools=[tool],
+ mcp_servers=trader_mcp_servers,
+ )
+ return self.agent
+
+ async def get_account_report(self) -> str:
+ account = await read_accounts_resource(self.name)
+ account_json = json.loads(account)
+ account_json.pop("portfolio_value_time_series", None)
+ return json.dumps(account_json)
+
+ async def run_agent(self, trader_mcp_servers, researcher_mcp_servers):
+ self.agent = await self.create_agent(trader_mcp_servers, researcher_mcp_servers)
+ account = await self.get_account_report()
+ strategy = await read_strategy_resource(self.name)
+ message = (
+ trade_message(self.name, strategy, account)
+ if self.do_trade
+ else rebalance_message(self.name, strategy, account)
+ )
+ await Runner.run(self.agent, message, max_turns=MAX_TURNS)
+
+ async def run_with_mcp_servers(self):
+ async with AsyncExitStack() as stack:
+ trader_mcp_servers = [
+ await stack.enter_async_context(
+ MCPServerStdio(params, client_session_timeout_seconds=120)
+ )
+ for params in trader_mcp_server_params
+ ]
+ async with AsyncExitStack() as stack:
+ researcher_mcp_servers = [
+ await stack.enter_async_context(
+ MCPServerStdio(params, client_session_timeout_seconds=120)
+ )
+ for params in researcher_mcp_server_params(self.name)
+ ]
+ await self.run_agent(trader_mcp_servers, researcher_mcp_servers)
+
+ async def run_with_trace(self):
+ trace_name = f"{self.name}-trading" if self.do_trade else f"{self.name}-rebalancing"
+ trace_id = make_trace_id(f"{self.name.lower()}")
+ with trace(trace_name, trace_id=trace_id):
+ await self.run_with_mcp_servers()
+
+ async def run(self):
+ try:
+ await self.run_with_trace()
+ except Exception as e:
+ print(f"Error running trader {self.name}: {e}")
+ self.do_trade = not self.do_trade
diff --git a/data/6_mcp/trading_floor.py b/data/6_mcp/trading_floor.py
new file mode 100644
index 0000000000000000000000000000000000000000..38e08c51a1c69e5f6b47085875e3007eabe01996
--- /dev/null
+++ b/data/6_mcp/trading_floor.py
@@ -0,0 +1,54 @@
+from traders import Trader
+from typing import List
+import asyncio
+from tracers import LogTracer
+from agents import add_trace_processor
+from market import is_market_open
+from dotenv import load_dotenv
+import os
+
+load_dotenv(override=True)
+
+RUN_EVERY_N_MINUTES = int(os.getenv("RUN_EVERY_N_MINUTES", "60"))
+RUN_EVEN_WHEN_MARKET_IS_CLOSED = (
+ os.getenv("RUN_EVEN_WHEN_MARKET_IS_CLOSED", "false").strip().lower() == "true"
+)
+USE_MANY_MODELS = os.getenv("USE_MANY_MODELS", "false").strip().lower() == "true"
+
+names = ["Warren", "George", "Ray", "Cathie"]
+lastnames = ["Patience", "Bold", "Systematic", "Crypto"]
+
+if USE_MANY_MODELS:
+ model_names = [
+ "gpt-4.1-mini",
+ "deepseek-chat",
+ "gemini-2.5-flash-preview-04-17",
+ "grok-3-mini-beta",
+ ]
+ short_model_names = ["GPT 4.1 Mini", "DeepSeek V3", "Gemini 2.5 Flash", "Grok 3 Mini"]
+else:
+ model_names = ["gpt-4o-mini"] * 4
+ short_model_names = ["GPT 4o mini"] * 4
+
+
+def create_traders() -> List[Trader]:
+ traders = []
+ for name, lastname, model_name in zip(names, lastnames, model_names):
+ traders.append(Trader(name, lastname, model_name))
+ return traders
+
+
+async def run_every_n_minutes():
+ add_trace_processor(LogTracer())
+ traders = create_traders()
+ while True:
+ if RUN_EVEN_WHEN_MARKET_IS_CLOSED or is_market_open():
+ await asyncio.gather(*[trader.run() for trader in traders])
+ else:
+ print("Market is closed, skipping run")
+ await asyncio.sleep(RUN_EVERY_N_MINUTES * 60)
+
+
+if __name__ == "__main__":
+ print(f"Starting scheduler to run every {RUN_EVERY_N_MINUTES} minutes")
+ asyncio.run(run_every_n_minutes())
diff --git a/data/6_mcp/util.py b/data/6_mcp/util.py
new file mode 100644
index 0000000000000000000000000000000000000000..47a124ce768461a698ba07545894ba7a459a7bac
--- /dev/null
+++ b/data/6_mcp/util.py
@@ -0,0 +1,50 @@
+from enum import Enum
+
+css = """
+.positive-pnl {
+ color: green !important;
+ font-weight: bold;
+}
+.positive-bg {
+ background-color: green !important;
+ font-weight: bold;
+}
+.negative-bg {
+ background-color: red !important;
+ font-weight: bold;
+}
+.negative-pnl {
+ color: red !important;
+ font-weight: bold;
+}
+.dataframe-fix-small .table-wrap {
+min-height: 150px;
+max-height: 150px;
+}
+.dataframe-fix .table-wrap {
+min-height: 200px;
+max-height: 200px;
+}
+footer{display:none !important}
+"""
+
+
+js = """
+function refresh() {
+ const url = new URL(window.location);
+
+ if (url.searchParams.get('__theme') !== 'dark') {
+ url.searchParams.set('__theme', 'dark');
+ window.location.href = url.href;
+ }
+}
+"""
+
+class Color(Enum):
+ RED = "#dd0000"
+ GREEN = "#00dd00"
+ YELLOW = "#dddd00"
+ BLUE = "#0000ee"
+ MAGENTA = "#aa00dd"
+ CYAN = "#00dddd"
+ WHITE = "#87CEEB"
diff --git a/data/LICENSE b/data/LICENSE
new file mode 100644
index 0000000000000000000000000000000000000000..5aba47b2109b1b74771c9956bee1cfaa77e4ea1b
--- /dev/null
+++ b/data/LICENSE
@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2025 Ed Donner
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
diff --git a/data/assets/aaa.png b/data/assets/aaa.png
new file mode 100644
index 0000000000000000000000000000000000000000..e1587ba907cc68a8a486849a27d11221408077c9
--- /dev/null
+++ b/data/assets/aaa.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8f7d6fcc894ffe72f7bec7cd4b190bd167ea9e9222ae19724cad9567d61862dd
+size 3380196
diff --git a/data/assets/autonomy.png b/data/assets/autonomy.png
new file mode 100644
index 0000000000000000000000000000000000000000..bdc3eb01d518690077d9f8bd7af3b1ca6700e128
--- /dev/null
+++ b/data/assets/autonomy.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:84317f4a4ec25c522e1890d938daa274533a63b5304e8c7ca27018821d7a079e
+size 3751863
diff --git a/data/assets/business.jpg b/data/assets/business.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..da9df8f6e70cd136a767ab48212c6f40d5f92b1e
--- /dev/null
+++ b/data/assets/business.jpg
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:630153df7afd567ed77983b67d83d2dce67d7c339e23bbc9631a740daeef9958
+size 375951
diff --git a/data/assets/business.png b/data/assets/business.png
new file mode 100644
index 0000000000000000000000000000000000000000..34d4c49441a3696cb0112d9317bb28a07f221aae
--- /dev/null
+++ b/data/assets/business.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d153a6f8886dff802d34c3adee97e627694b593e01535c33bc0bf9ee9875ae39
+size 2450333
diff --git a/data/assets/exercise.png b/data/assets/exercise.png
new file mode 100644
index 0000000000000000000000000000000000000000..1299dad8735b139d1cf760a8b18651e9cc92934d
--- /dev/null
+++ b/data/assets/exercise.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0fcac02307457297ef0c6a54e141623acb235f58935d98ce137bffb0bb491037
+size 2310782
diff --git a/data/assets/stop.png b/data/assets/stop.png
new file mode 100644
index 0000000000000000000000000000000000000000..af30cc6240ad253ad15c7f2fe42146e5a242e26c
--- /dev/null
+++ b/data/assets/stop.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bc7ec4cc1539798b0f5506a09054304e2f5fb7d8eeec87eb0c48d22eeb076d77
+size 2629343
diff --git a/data/assets/thanks.png b/data/assets/thanks.png
new file mode 100644
index 0000000000000000000000000000000000000000..20dfe76f1b7275813a085810e1efc15e9d7bd64b
--- /dev/null
+++ b/data/assets/thanks.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4337f12cefcf22085b61d99e2e39783621519269922e3748b6b058e74d9c1403
+size 2452421
diff --git a/data/assets/tools.png b/data/assets/tools.png
new file mode 100644
index 0000000000000000000000000000000000000000..37b79a1903d15552c4048f0012c41be396305404
--- /dev/null
+++ b/data/assets/tools.png
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:190e2f8fdcd1fa114ec718617e1ada96d5870b88e299ea653acd9e17b9881931
+size 2482539
diff --git a/data/assets/voyage.jpg b/data/assets/voyage.jpg
new file mode 100644
index 0000000000000000000000000000000000000000..8cdea2627782ced5fcc63980e56d30bd14da61b5
--- /dev/null
+++ b/data/assets/voyage.jpg
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:822edecb097c3f277bcd4efa2a431a63ef5e643921c2fc33cc270ec59eafe2cb
+size 778852
diff --git a/data/guides/01_intro.ipynb b/data/guides/01_intro.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..75ad4b27700822ae3676192f5801effb4aae6728
--- /dev/null
+++ b/data/guides/01_intro.ipynb
@@ -0,0 +1,61 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Welcome to the Guides!"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Introduction\n",
+ "\n",
+ "I've designed this course to be suitable for a wide range of backgrounds. For those of you relatively new to this, I've prepared some technical briefings to build your expertise.\n",
+ "\n",
+ "These are designed to be self-study; you work through them at your own pace, investigating and experimenting.\n",
+ "\n",
+ "I've heavily taken advantage of our AI friends to write some guides, and I've tried to frame them so they're as useful as possible and relevant to the course.\n",
+ "\n",
+ "There's only one requirement for the course: plenty of patience! Keep in mind that one of the best ways to learn is by solving problems - if you feel frustrated with a challenging puzzle, remember that this is where the learning happens! And, get in touch if I can help."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Contents (select from the sub-directory in the explorer on the left)\n",
+ "\n",
+ "1. Intro - this contents\n",
+ "2. The command line\n",
+ "3. Git and Github\n",
+ "4. Technical foundations (environment variables, networks, APIs)\n",
+ "5. Notebooks\n",
+ "6. Python foundations\n",
+ "7. \"Vibe coding\" - successfully coding with the help of LLMs\n",
+ "8. Debugging techniques\n",
+ "9. APIs and Ollama\n",
+ "10. Intermediate level python, including decorators and async \n",
+ "11. Asynchronous Python\n",
+ "12. Starting your project - 3 crucial pieces of advice\n",
+ "\n",
+ "### Also see the community_contributions directory for some awesome Python cookbooks contributed by students! (Thank you!)"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "name": "python",
+ "version": "3.12.9"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/data/guides/02_command_line.ipynb b/data/guides/02_command_line.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..863f621d51ef61c604d72766b82218b2d7f5eba2
--- /dev/null
+++ b/data/guides/02_command_line.ipynb
@@ -0,0 +1,63 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# The command line"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Welcome to the guide to build your confidence working at the command line.\n",
+ "\n",
+ "By the end of this guide, you should be able to confidently work at the command line, creating directories, moving files and more!\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## For Windows PC users\n",
+ "\n",
+ "Please see this briefing:\n",
+ "\n",
+ "https://chatgpt.com/share/68064acf-4d3c-8012-86a1-fb09a7c6f923"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## For Mac users\n",
+ "\n",
+ "Please see this briefing:\n",
+ "\n",
+ "https://chatgpt.com/share/68064bfe-662c-8012-8073-479c32595459"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Please do experiment to build your confidence.\n",
+ "\n",
+ "ChatGPT, Claude, Gemini, DeepSeek and others are your friends! They are excellent at explaining any command line commands in detail. This will quickly become second nature."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": []
+ }
+ ],
+ "metadata": {
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/data/guides/03_git_and_github.ipynb b/data/guides/03_git_and_github.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..6b25758566a480c6b14950a7db2985347d8d5d6e
--- /dev/null
+++ b/data/guides/03_git_and_github.ipynb
@@ -0,0 +1,81 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Git and Github"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "This guide is all about using source code control: Git and Github.\n",
+ "\n",
+ "By the end of this, you should be confident with every day code control processes, including fetching the latest code and submitting a PR to merge your own changes."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Foundational briefing\n",
+ "\n",
+ "Here is Git and Github for a PC or Mac audience:\n",
+ "\n",
+ "https://chatgpt.com/share/68061486-08b8-8012-97bc-3264ad5ebcd4"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Pulling latest code\n",
+ "\n",
+ "I regularly add improvements to the course with new examples, exercises and materials.\n",
+ "\n",
+ "Here are instructions for how to bring in the latest - the easy way, and the rigorous way!\n",
+ "\n",
+ "https://chatgpt.com/share/6806178b-0700-8012-836f-7e87b2670b7b"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Contributing your changes to the repo to share your contributions with others\n",
+ "\n",
+ "Here are step by step instructions for submitting a PR.\n",
+ "\n",
+ "I'd be so grateful to include your contributions. It adds value for all other students, and I love to see it myself! As an added benefit, you get recognition in Github as a contributor to the repo.\n",
+ "\n",
+ "Here are detailed instructions and explanations:\n",
+ "\n",
+ "https://chatgpt.com/share/6873c22b-2a1c-8012-bc9a-debdcf7c835b\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "vscode": {
+ "languageId": "plaintext"
+ }
+ },
+ "source": [
+ "### If you'd like to become a Git pro\n",
+ "\n",
+ "If you want to go deep on using Git, here is a brilliant guide. Read this and you will know much more than me!\n",
+ "\n",
+ "https://beej.us/guide/bggit/\n"
+ ]
+ }
+ ],
+ "metadata": {
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/data/guides/04_technical_foundations.ipynb b/data/guides/04_technical_foundations.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..39b7658b7db8857541eb255e8c20a5542724c619
--- /dev/null
+++ b/data/guides/04_technical_foundations.ipynb
@@ -0,0 +1,105 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Technical Foundations\n",
+ "\n",
+ "It's crucial that you feel comfortable with the basic technical concepts that we work with. This will make your experience of the entire course so much better - it can be very frustrating if you're not sure what's gong on.\n",
+ "\n",
+ "These guides should build confidence in the underlying technologies we work with."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Topic 1: ChatGPT versus OpenAI API\n",
+ "\n",
+ "### What’s the difference between ChatGPT and the GPT API, both offered by OpenAI?\n",
+ "\n",
+ "#### ChatGPT is an end-user tool. It’s a Chat product designed for consumers who are AI users.\n",
+ "- It has a free plan, and it also has paid subscription plans with more features.\n",
+ "- The subscription plans give the user near-unlimited access to use the Chat product.\n",
+ "\n",
+ "#### The API is a service provided for AI engineers - software engineers and data scientists - working on other commercial products.\n",
+ "- It allows technical people, like you and me, to access the underlying models (like “GPT4.1” and “o3”) so that we can build our own products.\n",
+ "- If we wanted to, we could build our own version of ChatGPT using the API, and charge our end-users for it.\n",
+ "- Like most APIs, OpenAI charges a small amount based on API usage. For most examples on the course using gpt-4o-mini, it’s of the order of $0.001 per API call.\n",
+ "\n",
+ "### I’m paying $20/month for ChatGPT - why do I need to pay more for the API?\n",
+ "\n",
+ "- Hopefully this is now clear. The API is not for consumers; it’s for engineers to build their own platforms that they can charge for.\n",
+ "- If you were to have access to the API based on your subscription, then you could offer ChatGPT tools to others at a cheaper price, and put OpenAI out of business!\n",
+ "- Keep in mind: each API call may require 10,000,000,000,000 floating point calculations - that compute uses electricity!\n",
+ "\n",
+ "Instead of calling the API, you can run open source models locally, but typically they have 1,000 times fewer calculations — and even though it’s tiny, that processing still hits your electricity bill.."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Topic 2: Taking a Screenshot\n",
+ "\n",
+ "You may already be familiar with \"taking a screenshot\" on your computer, but if not (or if you think this means taking a photo with your camera..), please review this tutorial:\n",
+ "\n",
+ "https://chatgpt.com/share/681f691b-6644-8012-b07d-207c68f259d5"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Topic 3: Environment Variables and the `.env` file\n",
+ "\n",
+ "This tutorial walks you through everything you need to know about .env files!\n",
+ "\n",
+ "Obiously you don't need to add the .env file to .gitignore, as I've already done that for you. But it hopefully explains the point well.\n",
+ "\n",
+ "https://chatgpt.com/share/68061e89-dd84-8012-829d-9f4506c7baaa"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Topic 4: Networking basics\n",
+ "\n",
+ "This tutorial covers networking and typical issues with certificates, VPNs, DNS and the like.\n",
+ "\n",
+ "The sections give a summary; you should ask ChatGPT to expand on any section if it's relevant to your situation.\n",
+ "\n",
+ "https://chatgpt.com/share/680620ec-3b30-8012-8c26-ca86693d0e3d"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Topic 5: APIs and Client Libraries - foundational briefing\n",
+ "\n",
+ "We use APIs a lot in this course!\n",
+ "\n",
+ "It's essential to understand the fundamentals of what's going on when we make a call to an API, and to be comfortable with words like \"endpoint\" and \"client library\".\n",
+ "\n",
+ "Please review this guide:\n",
+ "\n",
+ "https://chatgpt.com/share/68062432-43c8-8012-ad91-6311d4ad5858"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": []
+ }
+ ],
+ "metadata": {
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/data/guides/05_notebooks.ipynb b/data/guides/05_notebooks.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..1e62c38282b2e3b0c9391b19a82fcaf92e614509
--- /dev/null
+++ b/data/guides/05_notebooks.ipynb
@@ -0,0 +1,377 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "5c291475-8c7c-461c-9b12-545a887b2432",
+ "metadata": {},
+ "source": [
+ "# Notebooks in Cursor\n",
+ "\n",
+ "This course makes heavy use of a brilliant thing called Notebooks (also known as Jupyter Notebooks or Labs.) Those from a traditional software engineering background may feel discomfort with the \"hacky\" nature of Notebooks, but I must assure you: part of working with AI is being comfortable being a Scientist. As a Scientist, there's a lot of exploration and experimentation. And Notebooks are ideal for this kind of activity.\n",
+ "\n",
+ "A notebook is a file with the extension \".ipynb\" which stands for IPython Notebook, an early name for these.\n",
+ "\n",
+ "## Briefing on Notebooks in Cursor\n",
+ "\n",
+ "First, here's a briefing on how this fits together, and how to create and run a notebook in Cursor:\n",
+ "\n",
+ "https://chatgpt.com/share/6806291a-25f0-8012-a08b-057acb5045ae\n",
+ "\n",
+ "\n",
+ "## A broader guide to Notebooks with examples\n",
+ "\n",
+ "The Notebook is a Data Science playground where you can easily write code and investigate the results. It's an ideal environment for: \n",
+ "- Research & Development\n",
+ "- Prototyping\n",
+ "- Learning (that's us!)\n",
+ "\n",
+ "The notebook consists of a series of square boxes called \"cells\". Some of them contain text, like this cell, and some of them contain code, like the cell below.\n",
+ "\n",
+ "First, you may need to click the `Select Kernel` button on the top right, and then pick `venv (Python 3.12.x)` or similar.\n",
+ "\n",
+ "Click in a cell with code and press `Shift + Return` (or `Shift + Enter`) to run the code and print the output.\n",
+ "\n",
+ "Do that now for the cell below this:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "33d37cd8-55c9-4e03-868c-34aa9cab2c80",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Click anywhere in this cell and press Shift + Return\n",
+ "\n",
+ "2 + 2"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9e95df7b-55c6-4204-b8f9-cae83360fc23",
+ "metadata": {},
+ "source": [
+ "## Congrats!\n",
+ "\n",
+ "Now run the next cell which sets a value, followed by the cells after it to print the value"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "585eb9c1-85ee-4c27-8dc2-b4d8d022eda0",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Set a value for a variable\n",
+ "\n",
+ "favorite_fruit = \"bananas\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "07792faa-761d-46cb-b9b7-2bbf70bb1628",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# The result of the last statement is shown after you run it\n",
+ "\n",
+ "favorite_fruit"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "a067d2b1-53d5-4aeb-8a3c-574d39ff654a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Use the variable\n",
+ "\n",
+ "print(f\"My favorite fruit is {favorite_fruit}\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "4c5a4e60-b7f4-4953-9e80-6d84ba4664ad",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Now change the variable\n",
+ "\n",
+ "favorite_fruit = f\"anything but {favorite_fruit}\""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9442d5c9-f57d-4839-b0af-dce58646c04f",
+ "metadata": {},
+ "source": [
+ "## Now go back and rerun the cell with the print statement, two cells back\n",
+ "\n",
+ "See how it prints something different, even though favorite_fruit was changed further down in the notebook? \n",
+ "\n",
+ "The order that code appears in the notebook doesn't matter. What matters is the order that the code is **executed**. There's a python process sitting behind this notebook in which the variables are being changed.\n",
+ "\n",
+ "This catches some people out when they first use notebooks."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "8e5ec81d-7c5b-4025-bd2e-468d67b581b6",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Then run this cell twice, and see if you understand what's going on\n",
+ "\n",
+ "print(f\"My favorite fruit is {favorite_fruit}\")\n",
+ "\n",
+ "favorite_fruit = \"apples\""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a29dab2d-bab9-4a54-8504-05e62594cc6f",
+ "metadata": {},
+ "source": [
+ "# Explaining the 'kernel'\n",
+ "\n",
+ "Sitting behind this notebook is a Python process which executes each cell when you run it. That Python process is known as the Kernel. Each notebook has its own separate Kernel.\n",
+ "\n",
+ "You can click the button above \"Restart Kernel\".\n",
+ "\n",
+ "If you then try to run the next cell, you'll get an error, because favorite_fruit is no longer defined. You'll need to run the cells from the top of the notebook again. Then the next cell should run fine."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "84b1e410-5eda-4e2c-97ce-4eebcff816c5",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "print(f\"My favorite fruit is {favorite_fruit}\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "4d4188fc-d9cc-42be-8b4e-ae8630456764",
+ "metadata": {},
+ "source": [
+ "# Adding and removing cells\n",
+ "\n",
+ "Click in this cell, then click the \\[+ Code\\] button in the toolbar above to create a new cell immediately below this one. Copy and paste in the code in the prior cell, then run it! There are also icons in the top right of the selected cell to delete it (bin).\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "ce258424-40c3-49a7-9462-e6fa25014b03",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "id": "30e71f50-8f01-470a-9d7a-b82a6cef4236",
+ "metadata": {},
+ "source": [
+ "# Cell output\n",
+ "\n",
+ "When you execute a cell, the standard output and the result of the last statement is written to the area immediately under the code, known as the 'cell output'. When you save a Notebook from the file menu (or ctrl+S or command+S), the output is also saved, making it a useful record of what happened.\n",
+ "\n",
+ "You can clean this up by clicking \"Clear All Outputs\" in the toolbar. It's a good idea to clear outputs before you push code to a repo like GitHub, otherwise the files can be large and harder to read."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "a4d021e2-c284-411f-8ab1-030530cfbe72",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "spams = [\"spam\"] * 1000\n",
+ "print(spams)\n",
+ "\n",
+ "# Might be worth clearing output after running this!"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "eac060f2-7a71-46e7-8235-b6ad0a76f5f8",
+ "metadata": {},
+ "source": [
+ "# Using markdown\n",
+ "\n",
+ "So what's going on with these areas with writing in them, like this one? Well, there's actually a different kind of cell called a 'Markdown' cell for adding explanations like this. Click the [+ Markdown] button to add a new markdown cell.\n",
+ "\n",
+ "Add some comments using Markdown format, perhaps copying and pasting from here:\n",
+ "\n",
+ "```\n",
+ "# This is a heading\n",
+ "## This is a sub-head\n",
+ "### And a sub-sub-head\n",
+ "\n",
+ "I like Jupyter Lab because it's\n",
+ "- Easy\n",
+ "- Flexible\n",
+ "- Satisfying\n",
+ "```\n",
+ "\n",
+ "And to turn this into formatted text simply with Shift+Return in the cell.\n",
+ "Click in the cell and press the Bin icon if you want to remove it."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "e1586320-c90f-4f22-8b39-df6865484950",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "markdown",
+ "id": "1330c83c-67ac-4ca0-ac92-a71699e0c31b",
+ "metadata": {},
+ "source": [
+ "# The exclamation point\n",
+ "\n",
+ "There's a super useful feature of jupyter labs; you can type a command with a ! in front of it in a code cell, like:\n",
+ "\n",
+ "!ls \n",
+ "!pwd\n",
+ "\n",
+ "And it will run it at the command line (as if in Windows Powershell or Mac Terminal) and print the result"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "82042fc5-a907-4381-a4b8-eb9386df19cd",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# list the current directory\n",
+ "\n",
+ "!ls"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "4fc3e3da-8a55-40cc-9706-48bf12a0e20e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# ping cnn.com - press the stop / interrupt button in the toolbar when you're bored\n",
+ "\n",
+ "!ping cnn.com"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "4688baaf-a72c-41b5-90b6-474cb24790a7",
+ "metadata": {},
+ "source": [
+ "# Minor things we encounter on the course\n",
+ "\n",
+ "This isn't necessarily a feature of notebooks, but it's a nice package to know about that is useful in notebooks.\n",
+ "\n",
+ "The package `tqdm` will print a nice progress bar if you wrap any iterable."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "2646a4e5-3c23-4aee-a34d-d623815187d2",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Here's some code with no progress bar\n",
+ "# It will take 10 seconds while you wonder what's happpening..\n",
+ "\n",
+ "import time\n",
+ "\n",
+ "spams = [\"spam\"] * 1000\n",
+ "\n",
+ "for spam in spams:\n",
+ " time.sleep(0.01)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "6e96be3d-fa82-42a3-a8aa-b81dd20563a5",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# And now, with a nice little progress bar:\n",
+ "\n",
+ "import time\n",
+ "from tqdm import tqdm\n",
+ "\n",
+ "spams = [\"spam\"] * 1000\n",
+ "\n",
+ "for spam in tqdm(spams):\n",
+ " time.sleep(0.01)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "63c788dd-4618-4bb4-a5ce-204411a38ade",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# On a different topic, here's a useful way to print output in markdown\n",
+ "\n",
+ "from IPython.display import Markdown, display\n",
+ "\n",
+ "display(Markdown(\"# This is a big heading!\\n\\n- And this is a bullet-point\\n- So is this\\n- Me, too!\"))\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9d14c1fb-3321-4387-b6ca-9af27676f980",
+ "metadata": {},
+ "source": [
+ "# That's it! You're up to speed on Notebooks / Labs in Cursor.\n",
+ "\n",
+ "## Want to be even more advanced?\n",
+ "\n",
+ "If you want to become a pro at Jupyter Lab (the technology behind this), you can read their tutorial [here](https://jupyterlab.readthedocs.io/en/latest/). But this isn't required for our course; just a good technique for hitting Shift + Return and enjoying the result!"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "db6e47b6",
+ "metadata": {},
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.9"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/data/guides/06_python_foundations.ipynb b/data/guides/06_python_foundations.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..155c5a9d5cce242bd735559119e01cf880d8e882
--- /dev/null
+++ b/data/guides/06_python_foundations.ipynb
@@ -0,0 +1,97 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "5c291475-8c7c-461c-9b12-545a887b2432",
+ "metadata": {},
+ "source": [
+ "# Foundations of Python and fixing NameErrors\n",
+ "\n",
+ "## First, for a complete beginner\n",
+ "\n",
+ "This introductory tutorial gets you started with the basics.\n",
+ "\n",
+ "https://chatgpt.com/share/68063082-c2d8-8012-8d45-fa674aa1c1ed\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "542f0577-a826-4613-a5d7-4170e9666d04",
+ "metadata": {},
+ "source": [
+ "## Next: a comprehensive briefing on Python\n",
+ "\n",
+ "I'm going to defer to an AI friend for this, because these explanations are so well written with great examples. Copy and paste the code examples into a new cell to give them a try. Pick whichever section(s) you'd like to brush up on.\n",
+ "\n",
+ "**Python imports:** \n",
+ "https://chatgpt.com/share/672f9f31-8114-8012-be09-29ef0d0140fb\n",
+ "\n",
+ "**Python functions** including default arguments: \n",
+ "https://chatgpt.com/share/672f9f99-7060-8012-bfec-46d4cf77d672\n",
+ "\n",
+ "**Python strings**, including slicing, split/join, replace and literals: \n",
+ "https://chatgpt.com/share/672fb526-0aa0-8012-9e00-ad1687c04518\n",
+ "\n",
+ "**Python f-strings** including number and date formatting: \n",
+ "https://chatgpt.com/share/672fa125-0de0-8012-8e35-27918cbb481c\n",
+ "\n",
+ "**Python lists, dicts and sets**, including the `get()` method: \n",
+ "https://chatgpt.com/share/672fa225-3f04-8012-91af-f9c95287da8d\n",
+ "\n",
+ "**Python files** including modes, encoding, context managers, Path, glob.glob: \n",
+ "https://chatgpt.com/share/673b53b2-6d5c-8012-a344-221056c2f960\n",
+ "\n",
+ "**Python classes:** \n",
+ "https://chatgpt.com/share/672fa07a-1014-8012-b2ea-6dc679552715\n",
+ "\n",
+ "**Pickling Python objects and converting to JSON:** \n",
+ "https://chatgpt.com/share/673b553e-9d0c-8012-9919-f3bb5aa23e31"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f9e0f8e1-09b3-478b-ada7-c8c35003929b",
+ "metadata": {},
+ "source": [
+ "## With this in mind - understanding NameErrors in Python\n",
+ "\n",
+ "It's quite common to hit a NameError in python. With foundational knowledge, you should always feel equipped to debug a NameError and get to the bottom of it.\n",
+ "\n",
+ "The most common reason if you're working in a Notebook is that you haven't executed all the cells in order, so the Kernel does not have something defined.\n",
+ "\n",
+ "If you're unsure how to fix a NameError, please see this [initial guide](https://chatgpt.com/share/67958312-ada0-8012-a1d3-62b3a5fcbbfc) and this [second guide with exercises](https://chatgpt.com/share/67a57e0b-0194-8012-bb50-8ea76c5995b8), and work through them both until you have high confidence.\n",
+ "\n",
+ "There's some repetition here, so feel free to skip it if you're already confident.\n",
+ "\n",
+ "After this, a NameError should never give you problems again!"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f465c23b",
+ "metadata": {},
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.9"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/data/guides/07_vibe_coding_and_debugging.ipynb b/data/guides/07_vibe_coding_and_debugging.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..485405e44705511763bf3df1764297359a34dd2f
--- /dev/null
+++ b/data/guides/07_vibe_coding_and_debugging.ipynb
@@ -0,0 +1,65 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Vibe coding and debugging\n",
+ "\n",
+ "\"Vibe coding\" is the affectionate term for coding with the assistance of LLMs. It's particularly easy and wonderful to do with Cursor! But there are some good techniques to make it work well, which I cover on the course. Here are a few essential tips:"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "1. If you're prompting an LLM like ChatGPT or Claude to write code, include the current date in your prompt, and instruct the LLM to generate code that uses the latest versions of APIs. This is particularly important with the OpenAI API! ChatGPT frequently tries to use outdated versions of its own API...\n",
+ "\n",
+ "2. Also in your prompts, ask LLMs to keep their code as short and simple as possible. LLMs seem to love to add lots of extra, unnecessary checks that clutters code and makes it hard to find problems.\n",
+ "\n",
+ "3. Ask the same question to multiple LLMs, and pick the answer that is clearest and simplest.\n",
+ "\n",
+ "4. Similar: take the answer from 1 LLM, and ask another LLM to verify it for correctness and whether it could be simpler or clearer.\n",
+ "\n",
+ "5. Ask an LLM to give you 3 variations for ways to solve a problem, and pick the one that is clearest."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Vibe Coding for a larger project"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Try to avoid having an LLM generate 100-200 lines of code or more; it will be so hard for you to debug and figure out what's going wrong (unless you're already knowledgable).\n",
+ "\n",
+ "Instead: start by breaking down your problem into small, independently testable steps, that are each relatively small. If you're not sure how to break down your problem - this is something you can ask the LLM to do!\n",
+ "\n",
+ "Then for each of these building blocks:\n",
+ "- Use the tips above to have the LLM build the code\n",
+ "- Also have the LLM write tests to test and verify the code\n",
+ "- Test it yourself and satisfy yourself that it's working correctly\n",
+ "\n",
+ "This will allow you to build a larger project with confidence.\n",
+ "\n",
+ "## The golden rule: start small, work incrementally!"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": []
+ }
+ ],
+ "metadata": {
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/data/guides/08_debugging.ipynb b/data/guides/08_debugging.ipynb
new file mode 100644
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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Debugging Survival Guide\n",
+ "\n",
+ "## The key is to consistently reproduce your problem in 5-10 lines of code\n",
+ "\n",
+ "Hitting an exception can sometimes feel quite frustrating, particularly if you're not sure how to approach it. But this is where the best learning happens! Getting to the bottom of hard problems is a great way to learn, and can be quite satisfying.\n",
+ "\n",
+ "But I'm here to help if you can't!"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Preliminaries\n",
+ "\n",
+ "Here is a briefing on Exceptions, Stack Traces, Exception Handling and more:\n",
+ "\n",
+ "https://chatgpt.com/share/6806383c-ab38-8012-b21f-61af665bb900\n",
+ "\n",
+ "Also: see [this guide](https://chatgpt.com/share/681f691b-6644-8012-b07d-207c68f259d5) if you're unsure how to take screenshots."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Formula for debugging: recreate in 10 lines of code\n",
+ "\n",
+ "There is an art and a science to great debugging. The best way to pick it up is by practice! But here are the essentials:\n",
+ "\n",
+ "1. Recreate \n",
+ "Reproduce your problem, consistently\n",
+ "\n",
+ "2. Simplify \n",
+ "Reduce your problem down to the simplest possible way to reproduce it. I can't tell you how many people have sent me 100+ lines of code and said \"Ed, this isn't working, please fix it\". That's not how it works! The first thing I would try is to reduce this to the core problem - ideally in 10-20 lines of code or less. In one case, I showed a student how to reproduce it with 2 lines of code!\n",
+ "\n",
+ "_The thing is, it's much easier for **you** to do this than anybody else._ So while it can be tedious, this is almost always the best way to start. Reduce down to a few lines of code. And by the way, when you do that, you often figure out the problem yourself anyway!\n",
+ "\n",
+ "3. Get help \n",
+ "Once you've recreated the problem with just a few lines of code, if you can't see what's happening - you should get help! It's worth asking ChatGPT and friends of course; give them the short example and the full stack trace.\n",
+ "\n",
+ "And reach out to me! I'm here to make your learning experience as awesome as possible and if you are stuck, I will help you get unstuck.\n",
+ "\n",
+ "### The best way to work with me for fastest fixes...\n",
+ "\n",
+ "1. Simplify the problem as much as possible, with an easy way to reproduce\n",
+ "2. Include the full stack trace, and a screenshot not a photo (see [this guide](https://chatgpt.com/share/681f691b-6644-8012-b07d-207c68f259d5) if you're unsure how to take screenshots)\n",
+ "3. Email me at ed@edwarddonner.com. Or best of all: if you've used Google Colab before, this is a really terrific way to share an issue, because it will be identical for me to reproduce, and I can fix it and share the fix with you directly.\n",
+ "\n",
+ "I look forward to helping you!\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": []
+ }
+ ],
+ "metadata": {
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/data/guides/09_ai_apis_and_ollama.ipynb b/data/guides/09_ai_apis_and_ollama.ipynb
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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# LLM APIs and Ollama - beyond OpenAI\n",
+ "\n",
+ "_IMPORTANT: If you're not as familiar with APIs in general, and with Environment Variables on your PC or Mac, please review the APIs section in Guide 4 Technical Foundations before proceeding with this guide (topics 3 and 5 in Guide 4)._\n",
+ "\n",
+ "## Crucial context for using models other than OpenAI - please read this first!\n",
+ "\n",
+ "Throughout the course, we use APIs for connecting with the strongest LLMs on the planet.\n",
+ "\n",
+ "The companies behind these LLMs, such as OpenAI, Anthropic, Google and DeepSeek, have built web endpoints. You call their models by making an HTTP request to a Web Address and passing in all the information about your prompts.\n",
+ "\n",
+ "But it would be painful if we needed to build HTTP requests every time we wanted to call an API.\n",
+ "\n",
+ "To make this simple, the team at OpenAI wrote a python utility known as a \"Python Client Library\" which wraps the HTTP call. So you write python code and it calls the web.\n",
+ "\n",
+ "And THAT is what the library `openai` is.\n",
+ "\n",
+ "### What is the `openai` python client library\n",
+ "\n",
+ "It is:\n",
+ "- A lightweight python utility\n",
+ "- Turns your python requests into an HTTP call\n",
+ "- Converts the results coming back from the HTTP call into python objects\n",
+ "\n",
+ "### What it is NOT\n",
+ "\n",
+ "- It's not got any code to actually run a Large Language Model! No GPT code! It just makes a web request\n",
+ "- There's no scientific computing code, and nothing particularly specialized for OpenAI\n",
+ "\n",
+ "### How to use it:\n",
+ "\n",
+ "```python\n",
+ "# Create an OpenAI python client for making web calls to OpenAI\n",
+ "openai = OpenAI()\n",
+ "\n",
+ "# Make the call\n",
+ "response = openai.chat.completions.create(model=\"gpt-4.1-mini\", messages=[{\"role\":\"user\", \"content\": \"what is 2+2?\"}])\n",
+ "\n",
+ "# Print the result\n",
+ "print(response.choices[0].message.content)\n",
+ "```\n",
+ "\n",
+ "### What does this do\n",
+ "\n",
+ "When you make the python call: `openai.chat.completions.create()` \n",
+ "It simply makes a web request to this url: `https://api.openai.com/v1/chat/completions` \n",
+ "And it converts the response to python objects.\n",
+ "\n",
+ "That's it.\n",
+ "\n",
+ "Here's the API documentation if you make [direct web HTTP calls](https://platform.openai.com/docs/guides/text?api-mode=chat&lang=curl) \n",
+ "And here's the same API documentation if you use the [Python Client Library](https://platform.openai.com/docs/guides/text?api-mode=chat&lang=python)\n",
+ "\n",
+ "## With that context - how do I use other LLMs?\n",
+ "\n",
+ "It turns out - it's super easy!\n",
+ "\n",
+ "All the other major LLMs have API endpoints that are compatible with OpenAI.\n",
+ "\n",
+ "And so OpenAI did everyone a favor: they said, hey look - you can all use our utility for converting python to web requests. We'll allow you to change the utility from calling `https://api.openai/com/v1` to calling any web address that you specify.\n",
+ "\n",
+ "And so you can use the OpenAI utility even for calling models that are NOT OpenAI, like this:\n",
+ "\n",
+ "`not_actually_openai = OpenAI(base_url=\"https://somewhere.completely.different/\", api_key=\"another_providers_key\")`\n",
+ "\n",
+ "It's important to appreciate that this OpenAI code is just a utility for making HTTP calls to endpoints. So even though we're using code from the OpenAI team, we can use it to call models other than OpenAI.\n",
+ "\n",
+ "Here are all the OpenAI-compatible endpoints from the major providers. It even includes using Ollama, locally. Ollama provides an endpoint on your local machine, and they made it OpenAI compatible too - very convenient.\n",
+ "\n",
+ "```python\n",
+ "ANTHROPIC_BASE_URL = \"https://api.anthropic.com/v1/\"\n",
+ "DEEPSEEK_BASE_URL = \"https://api.deepseek.com/v1\"\n",
+ "GEMINI_BASE_URL = \"https://generativelanguage.googleapis.com/v1beta/openai/\"\n",
+ "GROK_BASE_URL = \"https://api.x.ai/v1\"\n",
+ "GROQ_BASE_URL = \"https://api.groq.com/openai/v1\"\n",
+ "OPENROUTER_BASE_URL = \"https://openrouter.ai/api/v1\"\n",
+ "OLLAMA_BASE_URL = \"http://localhost:11434/v1\"\n",
+ "```\n",
+ "\n",
+ "## Here are examples for Gemini, DeepSeek, Ollama and OpenRouter\n",
+ "\n",
+ "### Example 1: Using Gemini instead of OpenAI\n",
+ "\n",
+ "1. Visit Google Studio to set up an account: https://aistudio.google.com/ \n",
+ "2. Add your key as GOOGLE_API_KEY to your `.env` \n",
+ "3. Also add it a second time as GEMINI_API_KEY to your `.env` - this will be helpful later.\n",
+ "\n",
+ "Then:\n",
+ "\n",
+ "```python\n",
+ "import os\n",
+ "from openai import OpenAI\n",
+ "from dotenv import load_dotenv\n",
+ "load_dotenv(override=True)\n",
+ "\n",
+ "GEMINI_BASE_URL = \"https://generativelanguage.googleapis.com/v1beta/openai/\"\n",
+ "google_api_key = os.getenv(\"GOOGLE_API_KEY\")\n",
+ "gemini = OpenAI(base_url=GEMINI_BASE_URL, api_key=google_api_key)\n",
+ "response = gemini.chat.completions.create(model=\"gemini-2.5-flash-preview-05-20\", messages=[{\"role\":\"user\", \"content\": \"what is 2+2?\"}])\n",
+ "print(response.choices[0].message.content)\n",
+ "```\n",
+ "\n",
+ "### Example 2: Using DeepSeek API instead of OpenAI (cheap, and only $2 upfront)\n",
+ "\n",
+ "1. Visit DeepSeek API to set up an account: https://platform.deepseek.com/ \n",
+ "2. You will need to add an initial $2 minimum balance. \n",
+ "3. Add your key as DEEPSEEK_API_KEY to your `.env` \n",
+ "\n",
+ "Then:\n",
+ "\n",
+ "```python\n",
+ "import os\n",
+ "from openai import OpenAI\n",
+ "from dotenv import load_dotenv\n",
+ "load_dotenv(override=True)\n",
+ "\n",
+ "DEEPSEEK_BASE_URL = \"https://api.deepseek.com/v1\"\n",
+ "deepseek_api_key = os.getenv(\"DEEPSEEK_API_KEY\")\n",
+ "deepseek = OpenAI(base_url=DEEPSEEK_BASE_URL, api_key=deepseek_api_key)\n",
+ "response = deepseek.chat.completions.create(model=\"deepseek-chat\", messages=[{\"role\":\"user\", \"content\": \"what is 2+2?\"}])\n",
+ "print(response.choices[0].message.content)\n",
+ "```\n",
+ "\n",
+ "### Example 3: Using Ollama to be free and local instead of OpenAI\n",
+ "\n",
+ "Ollama allows you to run models locally; it provides an OpenAI compatible API on your machine. \n",
+ "There's no API key for Ollama; there's no third party with your credit card, so no need for any kind of key.\n",
+ "\n",
+ "1. If you're new to Ollama, install it by following the instructions here: https://ollama.com \n",
+ "2. Then in a Cursor Terminal, do `ollama run llama3.2` to chat with Llama 3.2 \n",
+ "BEWARE: do not use llama3.3 or llama4 - these are massive models not designed for home computing! They will fill up your disk. \n",
+ "\n",
+ "Then:\n",
+ "\n",
+ "```python\n",
+ "!ollama pull llama3.2\n",
+ "\n",
+ "from openai import OpenAI\n",
+ "\n",
+ "OLLAMA_BASE_URL = \"http://localhost:11434/v1\"\n",
+ "ollama = OpenAI(base_url=OLLAMA_BASE_URL, api_key=\"anything\")\n",
+ "response = ollama.chat.completions.create(model=\"llama3.2\", messages=[{\"role\":\"user\", \"content\": \"what is 2+2?\"}])\n",
+ "print(response.choices[0].message.content)\n",
+ "```\n",
+ "\n",
+ "### Example 4: Using the popular service [OpenRouter](https://openrouter.ai) which has an easier billing process instead of OpenAI\n",
+ "\n",
+ "OpenRouter is very convenient: it gives you free access to many models, and easy access with small upfront to paid models.\n",
+ "\n",
+ "1. Sign up at https://openrouter.ai\n",
+ "2. Add the minimum upfront balance as needed\n",
+ "3. Add your key as OPENROUTER_API_KEY to your `.env` file\n",
+ "\n",
+ "Then:\n",
+ "\n",
+ "```python\n",
+ "import os\n",
+ "from openai import OpenAI\n",
+ "from dotenv import load_dotenv\n",
+ "load_dotenv(override=True)\n",
+ "\n",
+ "OPENROUTER_BASE_URL = \"https://openrouter.ai/api/v1\"\n",
+ "openrouter_api_key = os.getenv(\"OPENROUTER_API_KEY\")\n",
+ "openrouter = OpenAI(base_url=OPENROUTER_BASE_URL, api_key=openrouter_api_key)\n",
+ "response = openrouter.chat.completions.create(model=\"openai/gpt-4.1-nano\", messages=[{\"role\":\"user\", \"content\": \"what is 2+2?\"}])\n",
+ "print(response.choices[0].message.content)\n",
+ "```\n",
+ "\n",
+ "\n",
+ "### Using different API providers with Agent Frameworks\n",
+ "\n",
+ "The Agent Frameworks make it easy to switch between these providers. You can switch LLMs and pick different ones at any point in the course. There are more notes below on each of them. For OpenAI Agents SDK, see a section later in this notebook. For CrewAI, we cover it on the course, but it's easy: just use the full path to the model that LiteLLM expects."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Costs of APIs\n",
+ "\n",
+ "The cost of each API call is very low indeed - most calls to models we use on this course are fractions of cents.\n",
+ "\n",
+ "But it's extremely important to note:\n",
+ "\n",
+ "1. A complex Agentic project could involve many LLM calls - perhaps 20-30 - and so it can add up. It's important to set limits and monitor usage.\n",
+ "\n",
+ "2. With Agentic AI, there is a risk of Agents getting into a loop or carrying out more processing than intended. You should monitor your API usage, and never put more budget than you are comfortable with. Some APIs have an \"auto-refill\" setting that can charge automatically to your card - I strongly recommend you keep this off.\n",
+ "\n",
+ "3. You should only spend what you are comfortable with. There is a free alternative in Ollama that you can use as a replacement if you wish. DeepSeek, Gemini 2.5 Flash and gpt-4.1-nano are significantly cheaper.\n",
+ "\n",
+ "Keep in mind that these LLM calls typically involve trillions of floating point calculations - someone has to pay the electricity bills!"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Ollama: Free alternative to Paid APIs (but please see Warning about llama version)\n",
+ "\n",
+ "Ollama is a product that runs locally on your machine. It can run open-source models, and it provides an API endpoint on your computer that is compatible with OpenAI.\n",
+ "\n",
+ "First, download Ollama by visiting:\n",
+ "https://ollama.com\n",
+ "\n",
+ "Then from your Terminal in Cursor (View menu >> Terminal), run this command to download a model:\n",
+ "\n",
+ "```shell\n",
+ "ollama pull llama3.2\n",
+ "```\n",
+ "\n",
+ "WARNING: Be careful not to use llama3.3 or llama4 - these are much larger models that are not suitable for home computers.\n",
+ "\n",
+ "And now, any time that we have code like: \n",
+ "`openai = OpenAI()` \n",
+ "You can use this as a direct replacement: \n",
+ "`openai = OpenAI(base_url='http://localhost:11434/v1', api_key='ollama')` \n",
+ "And also replace model names like **gpt-4o-mini** with **llama3.2**. \n",
+ "\n",
+ "You don't need to put anything in your .env file for this; with Ollama, everything is running on your computer. You're not calling out to a third party on the cloud, nobody has your credit card details, so there's no need for a secret key! The code `api_key='ollama'` above is only required because the OpenAI client library expects an api_key to be passed in, but the value is ignored by Ollama.\n",
+ "\n",
+ "Below is a full example:\n",
+ "\n",
+ "```python\n",
+ "# You need to do this one time on your computer\n",
+ "!ollama pull llama3.2\n",
+ "\n",
+ "from openai import OpenAI\n",
+ "MODEL = \"llama3.2\"\n",
+ "openai = OpenAI(base_url=\"http://localhost:11434/v1\", api_key=\"ollama\")\n",
+ "\n",
+ "response = openai.chat.completions.create(\n",
+ " model=MODEL,\n",
+ " messages=[{\"role\": \"user\", \"content\": \"What is 2 + 2?\"}]\n",
+ ")\n",
+ "\n",
+ "print(response.choices[0].message.content)\n",
+ "```\n",
+ "\n",
+ "You will need to make similar changes to use Ollama within any of the Agent Frameworks - you should be able to google for an exact example, or ask me."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### OpenRouter: Convenient gateway platform for OpenAI and others\n",
+ "\n",
+ "OpenRouter is a third party service that allows you to connect to a wide range of LLMs, including OpenAI.\n",
+ "\n",
+ "It's known for having a simpler billing process that may be easier for some countries outside the US.\n",
+ "\n",
+ "First, check out their website: \n",
+ "https://openrouter.ai/\n",
+ "\n",
+ "Then, take a peak at their quickstart: \n",
+ "https://openrouter.ai/docs/quickstart\n",
+ "\n",
+ "And add your key to your .env file: \n",
+ "```shell\n",
+ "OPENROUTER_API_KEY=sk-or....\n",
+ "```\n",
+ "\n",
+ "And now, any time you have code like this: \n",
+ "```python\n",
+ "MODEL = \"gpt-4o-mini\"\n",
+ "openai = OpenAI()\n",
+ "```\n",
+ "\n",
+ "You can replace it with code like this:\n",
+ "\n",
+ "```python\n",
+ "MODEL = \"openai/gpt-4o-mini\"\n",
+ "openrouter_api_key = os.getenv(\"OPENROUTER_API_KEY\")\n",
+ "openai = OpenAI(base_url=\"https://openrouter.ai/api/v1\", api_key=openrouter_api_key)\n",
+ "\n",
+ "response = openai.chat.completions.create(\n",
+ " model=MODEL,\n",
+ " messages=[{\"role\": \"user\", \"content\": \"What is 2 + 2?\"}]\n",
+ ")\n",
+ "\n",
+ "print(response.choices[0].message.content)\n",
+ "```\n",
+ "\n",
+ "You will need to make similar changes to use OpenRouter within any of the Agent Frameworks - you should be able to google for an exact example, or ask me."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## OpenAI Agents SDK - specific instructions\n",
+ "\n",
+ "With OpenAI Agents SDK (weeks 2 and 6), it's particularly easy to use any model provided by OpenAI themselves. Simply pass in the model name:\n",
+ "\n",
+ "`agent = Agent(name=\"Jokester\", instructions=\"You are a joke teller\", model=\"gpt-4o-mini\")`\n",
+ "\n",
+ "You can also substitute in any other provider with an OpenAI compatible API. You do it in 3 steps like this:\n",
+ "\n",
+ "```python\n",
+ "DEEPSEEK_BASE_URL = \"https://api.deepseek.com/v1\"\n",
+ "deepseek_client = AsyncOpenAI(base_url=DEEPSEEK_BASE_URL, api_key=deepseek_api_key)\n",
+ "deepseek_model = OpenAIChatCompletionsModel(model=\"deepseek-chat\", openai_client=deepseek_client)\n",
+ "```\n",
+ "\n",
+ "And then you simply provide this model when you create an Agent.\n",
+ "\n",
+ "`agent = Agent(name=\"Jokester\", instructions=\"You are a joke teller\", model=deepseek_model)`\n",
+ "\n",
+ "And you can use a similar approach for any other OpenAI compatible API, with the same 3 steps:\n",
+ "\n",
+ "```python\n",
+ "# extra imports\n",
+ "from agents import OpenAIChatCompletionsModel\n",
+ "from openai import AsyncOpenAI\n",
+ "\n",
+ "# Step 1: specify the base URL endpoints where the provider offers an OpenAI compatible API\n",
+ "GEMINI_BASE_URL = \"https://generativelanguage.googleapis.com/v1beta/openai/\"\n",
+ "GROK_BASE_URL = \"https://api.x.ai/v1\"\n",
+ "GROQ_BASE_URL = \"https://api.groq.com/openai/v1\"\n",
+ "OPENROUTER_BASE_URL = \"https://openrouter.ai/api/v1\"\n",
+ "OLLAMA_BASE_URL = \"http://localhost:11434/v1\"\n",
+ "\n",
+ "# Step 2: Create an AsyncOpenAI object for that endpoint\n",
+ "gemini_client = AsyncOpenAI(base_url=GEMINI_BASE_URL, api_key=google_api_key)\n",
+ "grok_client = AsyncOpenAI(base_url=GROK_BASE_URL, api_key=grok_api_key)\n",
+ "groq_client = AsyncOpenAI(base_url=GROQ_BASE_URL, api_key=groq_api_key)\n",
+ "openrouter_client = AsyncOpenAI(base_url=OPENROUTER_BASE_URL, api_key=openrouter_api_key)\n",
+ "ollama_client = AsyncOpenAI(base_url=OLLAMA_BASE_URL, api_key=\"ollama\")\n",
+ "\n",
+ "# Step 3: Create a model object to provide when creating an Agent\n",
+ "gemini_model = OpenAIChatCompletionsModel(model=\"gemini-2.5-flash\", openai_client=gemini_client)\n",
+ "grok_3_model = OpenAIChatCompletionsModel(model=\"grok-3-mini-beta\", openai_client=openrouter_client)\n",
+ "llama3_3_model = OpenAIChatCompletionsModel(model=\"llama-3.3-70b-versatile\", openai_client=groq_client)\n",
+ "grok_3_via_openrouter_model = OpenAIChatCompletionsModel(model=\"x-ai/grok-3-mini-beta\", openai_client=openrouter_client)\n",
+ "llama_3_2_local_model = OpenAIChatCompletionsModel(model=\"llama3.2\", openai_client=ollama_client)\n",
+ "```\n",
+ "\n",
+ "### To use Azure with OpenAI Agents SDK\n",
+ "\n",
+ "See instructions here: \n",
+ "https://techcommunity.microsoft.com/blog/azure-ai-services-blog/use-azure-openai-and-apim-with-the-openai-agents-sdk/4392537\n",
+ "\n",
+ "Such as this:\n",
+ "```python\n",
+ "from openai import AsyncAzureOpenAI\n",
+ "from agents import set_default_openai_client\n",
+ "from dotenv import load_dotenv\n",
+ "import os\n",
+ " \n",
+ "# Load environment variables\n",
+ "load_dotenv()\n",
+ " \n",
+ "# Create OpenAI client using Azure OpenAI\n",
+ "openai_client = AsyncAzureOpenAI(\n",
+ " api_key=os.getenv(\"AZURE_OPENAI_API_KEY\"),\n",
+ " api_version=os.getenv(\"AZURE_OPENAI_API_VERSION\"),\n",
+ " azure_endpoint=os.getenv(\"AZURE_OPENAI_ENDPOINT\"),\n",
+ " azure_deployment=os.getenv(\"AZURE_OPENAI_DEPLOYMENT\")\n",
+ ")\n",
+ " \n",
+ "# Set the default OpenAI client for the Agents SDK\n",
+ "set_default_openai_client(openai_client)\n",
+ "```"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## CrewAI setup\n",
+ "\n",
+ "Here's Crew's docs for LLM connections with the model names to use for all models. As student Sadan S. pointed out (thank you!), it's worth knowing that for Google you need to use the environment variable `GEMINI_API_KEY` instead of `GOOGLE_API_KEY`:\n",
+ "\n",
+ "https://docs.crewai.com/concepts/llms\n",
+ "\n",
+ "And here's their tutorial with some more info:\n",
+ "\n",
+ "https://docs.crewai.com/how-to/llm-connections"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## LangGraph setup\n",
+ "\n",
+ "To use LangGraph with Ollama (and follow similar for other models): \n",
+ "https://python.langchain.com/docs/integrations/chat/ollama/#installation\n",
+ "\n",
+ "First add the package: \n",
+ "`uv add langchain-ollama`\n",
+ "\n",
+ "Then in the lab, make this replacement: \n",
+ "```python\n",
+ "from langchain_ollama import ChatOllama\n",
+ "# llm = ChatOpenAI(model=\"gpt-4o-mini\")\n",
+ "llm = ChatOllama(model=\"gemma3:4b\")\n",
+ "```\n",
+ "\n",
+ "And obviously run `!ollama pull gemma3:4b` (or whichever model) beforehand.\n",
+ "\n",
+ "Many thanks to Miroslav P. for adding this, and to Arvin F. for the question!\n",
+ "\n",
+ "## LangGraph with other models\n",
+ "\n",
+ "Just follow the same recipe as above, but use any of the models from here: \n",
+ "https://python.langchain.com/docs/integrations/chat/\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## AutoGen with other models\n",
+ "\n",
+ "Here's another contribution from Miroslav P. (thank you!) for using Ollama + local models with AutoGen, and Miroslav has a great example showing gemma3 performing well.\n",
+ "\n",
+ "```python\n",
+ "# model_client = OpenAIChatCompletionClient(model=\"gpt-4o-mini\")\n",
+ " \n",
+ "from autogen_ext.models.ollama import OllamaChatCompletionClient\n",
+ " \n",
+ "model_client = OllamaChatCompletionClient(\n",
+ " model=\"gemma3:4b\",\n",
+ " model_info={\n",
+ " \"vision\": True,\n",
+ " \"function_calling\": False,\n",
+ " \"json_output\": True,\n",
+ " \"family\": \"unknown\",\n",
+ " },\n",
+ ")\n",
+ "```"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Worth keeping in mind\n",
+ "\n",
+ "1. If you wish to use Ollama to run models locally, you may find that smaller models struggle with the more advanced projects. You'll need to experiment with different model sizes and capabilities, and plenty of patience may be needed to find something that works well. I expect several of our projects are too challenging for llama3.2. As an alternative, consider the free models on openrouter.ai, or the very cheap models that are almost free - like DeepSeek.\n",
+ "\n",
+ "2. Chat models often do better than Reasoning models because Reasoning models can \"over-think\" some assignments. It's important to experiment. Bigger isn't always better...\n",
+ "\n",
+ "3. It's confusing, but there are 2 different providers that sound similar! \n",
+ "- Grok is the LLM from Elon Musk's X\n",
+ "- Groq is a platform for fast inference of open source models\n",
+ "\n",
+ "A student pointed out to me that \"Groq\" came first!\n"
+ ]
+ }
+ ],
+ "metadata": {
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/data/guides/10_intermediate_python.ipynb b/data/guides/10_intermediate_python.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..41ea63dd0520812e732e0ef76bf6db0f9cd44010
--- /dev/null
+++ b/data/guides/10_intermediate_python.ipynb
@@ -0,0 +1,482 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "5c291475-8c7c-461c-9b12-545a887b2432",
+ "metadata": {},
+ "source": [
+ "# Intermediate Level Python\n",
+ "\n",
+ "## A briefing on more advanced features of Python\n",
+ "\n",
+ "This section assumes you're up to speed on the foundations - and now we cover some important features of python that we use on the course.\n",
+ "\n",
+ "1. Comprehensions \n",
+ "2. Generators \n",
+ "3. Sub-classes, Type Hints, Pydantic \n",
+ "4. Decorators\n",
+ "5. Docker (not really python, but we use it to run python code!)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "5802e2f0-0ea0-4237-bbb7-f375a34260f0",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# First let's create some things:\n",
+ "\n",
+ "fruits = [\"Apples\", \"Bananas\", \"Pears\"]\n",
+ "\n",
+ "book1 = {\"title\": \"Great Expectations\", \"author\": \"Charles Dickens\"}\n",
+ "book2 = {\"title\": \"Bleak House\", \"author\": \"Charles Dickens\"}\n",
+ "book3 = {\"title\": \"An Book By No Author\"}\n",
+ "book4 = {\"title\": \"Moby Dick\", \"author\": \"Herman Melville\"}\n",
+ "\n",
+ "books = [book1, book2, book3, book4]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9b941e6a-3658-4144-a8d4-72f5e72f3707",
+ "metadata": {},
+ "source": [
+ "# Part 1: List and dict comprehensions"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "61992bb8-735d-4dad-8747-8c10b63aec82",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Simple enough to start\n",
+ "\n",
+ "for fruit in fruits:\n",
+ " print(fruit)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "c89c3842-9b74-47fa-8424-0fcb08e4177c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Let's make a new version of fruits\n",
+ "\n",
+ "fruits_shouted = []\n",
+ "for fruit in fruits:\n",
+ " fruits_shouted.append(fruit.upper())\n",
+ "\n",
+ "fruits_shouted"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "4ec13b3a-9545-44f1-874a-2910a0663560",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# You probably already know this\n",
+ "# There's a nice Python construct called \"list comprehension\" that does this:\n",
+ "\n",
+ "fruits_shouted2 = [fruit.upper() for fruit in fruits]\n",
+ "fruits_shouted2"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "ecc08c3c-181d-4b64-a3e1-b0ccffc6c0cd",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# But you may not know that you can do this to create dictionaries, too:\n",
+ "\n",
+ "fruit_mapping = {fruit: fruit.upper() for fruit in fruits}\n",
+ "fruit_mapping"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "500c2406-00d2-4793-b57b-f49b612760c8",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# you can also use the if statement to filter the results\n",
+ "\n",
+ "fruits_with_longer_names_shouted = [fruit.upper() for fruit in fruits if len(fruit)>5]\n",
+ "fruits_with_longer_names_shouted"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "38c11c34-d71e-45ba-945b-a3d37dc29793",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fruit_mapping_unless_starts_with_a = {fruit: fruit.upper() for fruit in fruits if not fruit.startswith('A')}\n",
+ "fruit_mapping_unless_starts_with_a"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "5c97d8e8-31de-4afa-973e-28d8e5cab749",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Another comprehension\n",
+ "\n",
+ "[book['title'] for book in books]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "50be0edc-a4cd-493f-a680-06080bb497b4",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# This code will fail with an error because one of our books doesn't have an author\n",
+ "\n",
+ "[book['author'] for book in books]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "53794083-cc09-4edb-b448-2ffb7e8495c2",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# But this will work, because get() returns None\n",
+ "\n",
+ "[book.get('author') for book in books]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "b8e4b859-24f8-4016-8d74-c2cef226d049",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# And this variation will filter out the None\n",
+ "\n",
+ "[book.get('author') for book in books if book.get('author')]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "c44bb999-52b4-4dee-810b-8a400db8f25f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# And this version will convert it into a set, removing duplicates\n",
+ "\n",
+ "set([book.get('author') for book in books if book.get('author')])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "80a65156-6192-4bb4-b4e6-df3fdc933891",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# And finally, this version is even nicer\n",
+ "# curly braces creates a set, so this is a set comprehension\n",
+ "\n",
+ "{book.get('author') for book in books if book.get('author')}"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c100e5db-5438-4715-921c-3f7152f83f4a",
+ "metadata": {},
+ "source": [
+ "# Part 2: Generators\n",
+ "\n",
+ "We use Generators in the course because AI models can stream back results.\n",
+ "\n",
+ "If you've not used Generators before, please start with this excellent intro from ChatGPT:\n",
+ "\n",
+ "https://chatgpt.com/share/672faa6e-7dd0-8012-aae5-44fc0d0ec218\n",
+ "\n",
+ "Try pasting some of its examples into a cell."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "1efc26fa-9144-4352-9a17-dfec1d246aad",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# First define a generator; it looks like a function, but it has yield instead of return\n",
+ "\n",
+ "import time\n",
+ "\n",
+ "def come_up_with_fruit_names():\n",
+ " for fruit in fruits:\n",
+ " time.sleep(1) # thinking of a fruit\n",
+ " yield fruit"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "eac338bb-285c-45c8-8a3e-dbfc41409ca3",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Then use it\n",
+ "\n",
+ "for fruit in come_up_with_fruit_names():\n",
+ " print(fruit)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "f6880578-a3de-4502-952a-4572b95eb9ff",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Here's another one\n",
+ "\n",
+ "def authors_generator():\n",
+ " for book in books:\n",
+ " if book.get(\"author\"):\n",
+ " yield book.get(\"author\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "9e316f02-f87f-441d-a01f-024ade949607",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Use it\n",
+ "\n",
+ "for author in authors_generator():\n",
+ " print(author)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "7535c9d0-410e-4e56-a86c-ae6c0e16053f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Here's the same thing written with list comprehension\n",
+ "\n",
+ "def authors_generator():\n",
+ " for author in [book.get(\"author\") for book in books if book.get(\"author\")]:\n",
+ " yield author"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "dad34494-0f6c-4edb-b03f-b8d49ee186f2",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Use it\n",
+ "\n",
+ "for author in authors_generator():\n",
+ " print(author)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "abeb7e61-d8aa-4af0-b05a-ae17323e678c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Here's a nice shortcut\n",
+ "# You can use \"yield from\" to yield each item of an iterable\n",
+ "\n",
+ "def authors_generator():\n",
+ " yield from [book.get(\"author\") for book in books if book.get(\"author\")]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "05b0cb43-aa83-4762-a797-d3beb0f22c44",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Use it\n",
+ "\n",
+ "for author in authors_generator():\n",
+ " print(author)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "fdfea58e-d809-4dd4-b7b0-c26427f8be55",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# And finally - we can replace the list comprehension with a set comprehension\n",
+ "\n",
+ "def unique_authors_generator():\n",
+ " yield from {book.get(\"author\") for book in books if book.get(\"author\")}"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "3e821d08-97be-4db9-9a5b-ce5dced3eff8",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Use it\n",
+ "\n",
+ "for author in unique_authors_generator():\n",
+ " print(author)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "905ba603-15d8-4d01-9a79-60ec293d7ca1",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# And for some fun - press the stop button in the toolbar when bored!\n",
+ "# It's like we've made our own Large Language Model... although not particularly large..\n",
+ "# See if you understand why it prints a letter at a time, instead of a word at a time. If you're unsure, try removing the keyword \"from\" everywhere in the code.\n",
+ "\n",
+ "import random\n",
+ "import time\n",
+ "\n",
+ "pronouns = [\"I\", \"You\", \"We\", \"They\"]\n",
+ "verbs = [\"eat\", \"detest\", \"bathe in\", \"deny the existence of\", \"resent\", \"pontificate about\", \"juggle\", \"impersonate\", \"worship\", \"misplace\", \"conspire with\", \"philosophize about\", \"tap dance on\", \"dramatically renounce\", \"secretly collect\"]\n",
+ "adjectives = [\"turqoise\", \"smelly\", \"arrogant\", \"festering\", \"pleasing\", \"whimsical\", \"disheveled\", \"pretentious\", \"wobbly\", \"melodramatic\", \"pompous\", \"fluorescent\", \"bewildered\", \"suspicious\", \"overripe\"]\n",
+ "nouns = [\"turnips\", \"rodents\", \"eels\", \"walruses\", \"kumquats\", \"monocles\", \"spreadsheets\", \"bagpipes\", \"wombats\", \"accordions\", \"mustaches\", \"calculators\", \"jellyfish\", \"thermostats\"]\n",
+ "\n",
+ "def infinite_random_sentences():\n",
+ " while True:\n",
+ " yield from random.choice(pronouns)\n",
+ " yield \" \"\n",
+ " yield from random.choice(verbs)\n",
+ " yield \" \"\n",
+ " yield from random.choice(adjectives)\n",
+ " yield \" \"\n",
+ " yield from random.choice(nouns)\n",
+ " yield \". \"\n",
+ "\n",
+ "for letter in infinite_random_sentences():\n",
+ " print(letter, end=\"\", flush=True)\n",
+ " time.sleep(0.02)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "04832ea2-2447-4473-a449-104f80e24d85",
+ "metadata": {},
+ "source": [
+ "# Exercise\n",
+ "\n",
+ "Write some python classes for the books example.\n",
+ "\n",
+ "Write a Book class with a title and author. Include a method has_author()\n",
+ "\n",
+ "Write a BookShelf class with a list of books. Include a generator method unique_authors()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "35760406-fe6c-41f9-b0c0-3e8cf73aafd0",
+ "metadata": {},
+ "source": [
+ "# Part 3: Sub-classes, Type Hints, Pydantic\n",
+ "\n",
+ "Here are some intermediate level details of Classes from our AI friend, including use of type hints, inheritance and class methods. This includes a Book example.\n",
+ "\n",
+ "https://chatgpt.com/share/67348aca-65fc-8012-a4a9-fd1b8f04ba59\n",
+ "\n",
+ "And here is a comprehensive tutorial on Pydantic classes covering everything you need to know about Pydantic.\n",
+ "\n",
+ "https://chatgpt.com/share/68064537-6cfc-8012-93e1-f7dd0932f321"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "6bbc9c63",
+ "metadata": {},
+ "source": [
+ "## Part 4: Decorators\n",
+ "\n",
+ "Here is a briefing, with an example from OpenAI Agents SDK:\n",
+ "\n",
+ "https://chatgpt.com/share/6806474d-3880-8012-b2a2-87b3ee4489da"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0beef7e9",
+ "metadata": {},
+ "source": [
+ "## Part 5: Docker\n",
+ "\n",
+ "Here is a convenient tutorial to introduce Docker.\n",
+ "\n",
+ "In the last section, this also covers an answer to a question in Week 6 - what does it mean to run an MCP server in Docker? But you can ignore this question if you're not on week 6 yet.\n",
+ "\n",
+ "https://chatgpt.com/share/6814bc1d-2f3c-8012-9b18-dddc82ea421b"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "73e215b2",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# You need to install docker to run this example\n",
+ "# This will download the Docker image for python 3.12, create a container,\n",
+ "# Run some python code and print the result\n",
+ "\n",
+ "!docker run --rm python:3.12 python -c \"print(2 + 2)\""
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.9"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/data/guides/11_async_python.ipynb b/data/guides/11_async_python.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..7860c5d8ce7699baa004d46a8270deac403639c3
--- /dev/null
+++ b/data/guides/11_async_python.ipynb
@@ -0,0 +1,156 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "5c291475-8c7c-461c-9b12-545a887b2432",
+ "metadata": {},
+ "source": [
+ "# Async Python\n",
+ "\n",
+ "## A briefing on asynchronous python coding, essential in Agent engineering"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "538fa044",
+ "metadata": {},
+ "source": [
+ "Here is a masterful tutorial by you-know-who with exercises and comparisons.\n",
+ "\n",
+ "https://chatgpt.com/share/680648b1-b0a0-8012-8449-4f90b540886c\n",
+ "\n",
+ "This includes how to run async code from a python module.\n",
+ "\n",
+ "### And now some examples:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "09f5662a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Let's define an async function\n",
+ "\n",
+ "import asyncio\n",
+ "\n",
+ "async def do_some_work():\n",
+ " print(\"Starting work\")\n",
+ " await asyncio.sleep(1)\n",
+ " print(\"Work complete\")\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "07ab3abf",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# What will this do?\n",
+ "\n",
+ "do_some_work()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "6d681b6d",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# OK let's try that again!\n",
+ "\n",
+ "await do_some_work()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "ea867090",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# What's wrong with this?\n",
+ "\n",
+ "async def do_a_lot_of_work():\n",
+ " do_some_work()\n",
+ " do_some_work()\n",
+ " do_some_work()\n",
+ "\n",
+ "await do_a_lot_of_work()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "e9c75c3f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Interesting warning! Let's fix it\n",
+ "\n",
+ "async def do_a_lot_of_work():\n",
+ " await do_some_work()\n",
+ " await do_some_work()\n",
+ " await do_some_work()\n",
+ "\n",
+ "await do_a_lot_of_work()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "720cf3f5",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# And now let's do it in parallel\n",
+ "# It's important to recognize that this is not \"multi-threading\" in the way that you may be used to\n",
+ "# The asyncio library is running on a single thread, but it's using a loop to switch between tasks while one is waiting\n",
+ "\n",
+ "async def do_a_lot_of_work_in_parallel():\n",
+ " await asyncio.gather(do_some_work(), do_some_work(), do_some_work())\n",
+ "\n",
+ "await do_a_lot_of_work_in_parallel()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "230f85de",
+ "metadata": {},
+ "source": [
+ "### Finally - try writing a python module that calls do_a_lot_of_work_in_parallel\n",
+ "\n",
+ "See the link at the top; you'll need something like this in your module:\n",
+ "\n",
+ "```python\n",
+ "if __name__ == \"__main__\":\n",
+ " asyncio.run(do_a_lot_of_work_in_parallel())\n",
+ "```"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.9"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/data/guides/12_starting_your_project.ipynb b/data/guides/12_starting_your_project.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..eeea7e4fe30ddf12ce63cd1680fe091b8ae12d21
--- /dev/null
+++ b/data/guides/12_starting_your_project.ipynb
@@ -0,0 +1,97 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## How to start working on your idea\n",
+ "\n",
+ "So you've had an idea for something you'd like to build.\n",
+ "\n",
+ "CONGRATULATIONS! That's the most important part already done. The idea is everything!\n",
+ "\n",
+ "But now you're unsure where to begin. I get a lot of questions about this.\n",
+ "\n",
+ "I want to give you three essential pieces of advice.\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Advice 1: Be a Scientist\n",
+ "\n",
+ "Being an AI Engineer involves wearing 2 hats: being a Software Engineer, and a Data Scientist.\n",
+ "\n",
+ "At the start of your project, it's crucial to take off your Software Engineering hat and firmly put on your Data Science hat.\n",
+ "\n",
+ "A lot of people from a software engineering background (myself included!) struggle with this. It's common for people to fall into their comfort zone, asking questions about architecture, design, data pipes, scalability, deployment.\n",
+ "\n",
+ "These are all great questions, but they are not the critical ones at this early stage. They are not the hard questions. They won't make or break your idea.\n",
+ "\n",
+ "For the critical questions, you need to be a Scientist.\n",
+ "\n",
+ "Ask yourself: \n",
+ "1. How will you evaluate success of your model? What will you measure? \n",
+ "2. What data do you have, and what data do you need? \n",
+ "3. How can you build small prototypes to test different techniques and understand model performance?\n",
+ "\n",
+ "Address the science questions first - what you can achieve with LLMs and how.\n",
+ "\n",
+ "And I recommend starting in a Notebook before you work in python modules, to force yourself to operate with this scientific mindset.\n",
+ "\n",
+ "This is even more crucial with Agent projects. It can be tempting to draw up a big Agent architecture diagram on how your agents will collaborate, like a technical diagram. But this is thinking like a Software Engineer. I recommend approaching it differently; experiment with different approaches, investigate what works well, test hypotheses and iterate."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Advice 2: Embrace R&D\n",
+ "\n",
+ "OK so this is pretty similar to Advice 1, but worth repeating!\n",
+ "\n",
+ "I often get asked questions like: \"Ed, I want to build the following solution. Should I use model A, B, or C? Should I use Agents, RAG or fine-tuning?\"\n",
+ "\n",
+ "My answer is almost always: \n",
+ "- You should do all of the above! The key is to experiment; (a) come up with an evaluation criteria, (b) develop a curated dataset, (c) test different ideas and see how they perform\n",
+ "- I often have an instinct for which will work best, but my instinct is often wrong! Don't trust me: try it yourself \n",
+ "- There's simply no substitute for experimentation."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Advice 3: Dream big but start SMALL!\n",
+ "\n",
+ "I also often have students send me 200-300 lines of code saying, \"Ed, this isn't performing, please fix it\". 😂\n",
+ "\n",
+ "As I say in the debugging guide - that's not how it works!\n",
+ "\n",
+ "When starting projects, it's crucial to start small and simple. Perfect every prompt; work in detail on every step. Satisfy yourself that each LLM call is performing as you wish, and iterate on the inputs until responses are consistent and reliable.\n",
+ "\n",
+ "If you always work incrementally and with small, testable building blocks, you should have complete clarity on what's going on.\n",
+ "\n",
+ "And of course, I love helping people with projects and it's great to help fix problems. But if you approach your project incrementally, you should always have clarity on exactly what isn't performing - and then it's super efficient for me to help you."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# In summary\n",
+ "\n",
+ "You probably noticed the common theme through these 3 pieces of advice. It can feel jarring for people from a non-Data Science background to approach problems in such an ad-hoc way; it feels \"hacky\" and unsatisfying. But in my opinion, this is the single most important skill to acquire to be a successful AI engineer: being comfortable with uncertainty, enjoying the experiments, and embracing being a Scientist."
+ ]
+ }
+ ],
+ "metadata": {
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/data/guides/community_contributions/python-cheatsheet.ipynb b/data/guides/community_contributions/python-cheatsheet.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..de3d131e7c597dcf6bd7d92da353c401665bf86a
--- /dev/null
+++ b/data/guides/community_contributions/python-cheatsheet.ipynb
@@ -0,0 +1,557 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Python Syntactic Sugar Cheatsheet\n",
+ "\n",
+ "A comprehensive reference for Python's most useful syntactic sugar patterns that make code more readable, efficient, and Pythonic.\n",
+ "\n",
+ "## 🟢 Essential Patterns (Everyone Should Know)\n",
+ "\n",
+ "### List Comprehensions\n",
+ "\n",
+ "**When to use:** Transform or filter a list of items\n",
+ "\n",
+ "**Basic Pattern:**\n",
+ "```python\n",
+ "[expression for item in list]\n",
+ "```\n",
+ "\n",
+ "**Simple Examples:**\n",
+ "```python\n",
+ "# Transform each number\n",
+ "numbers = [1, 2, 3, 4, 5]\n",
+ "squares = [x * x for x in numbers]\n",
+ "# Result: [1, 4, 9, 16, 25]\n",
+ "\n",
+ "# Filter with condition\n",
+ "even_numbers = [x for x in numbers if x % 2 == 0]\n",
+ "# Result: [2, 4]\n",
+ "\n",
+ "# Instead of this loop:\n",
+ "result = []\n",
+ "for x in numbers:\n",
+ " if x % 2 == 0:\n",
+ " result.append(x * x)\n",
+ "\n",
+ "# Write this:\n",
+ "result = [x * x for x in numbers if x % 2 == 0]\n",
+ "```\n",
+ "\n",
+ "### Dictionary Comprehensions\n",
+ "\n",
+ "**When to use:** Build dictionaries from existing data\n",
+ "\n",
+ "**Basic Pattern:**\n",
+ "```python\n",
+ "{key: value for item in list}\n",
+ "```\n",
+ "\n",
+ "**Simple Examples:**\n",
+ "```python\n",
+ "# Create word lengths dictionary\n",
+ "words = ['cat', 'dog', 'elephant']\n",
+ "lengths = {word: len(word) for word in words}\n",
+ "# Result: {'cat': 3, 'dog': 3, 'elephant': 8}\n",
+ "\n",
+ "# Transform values in existing dictionary\n",
+ "prices = {'apple': 1.20, 'banana': 0.80}\n",
+ "rounded = {fruit: round(price) for fruit, price in prices.items()}\n",
+ "# Result: {'apple': 1, 'banana': 1}\n",
+ "```\n",
+ "\n",
+ "### F-strings (Python 3.6+)\n",
+ "\n",
+ "**When to use:** Insert variables into strings (better than `.format()` or `%`)\n",
+ "\n",
+ "**Basic Pattern:**\n",
+ "```python\n",
+ "f\"Text {variable} more text\"\n",
+ "```\n",
+ "\n",
+ "**Simple Examples:**\n",
+ "```python\n",
+ "name = \"Alice\"\n",
+ "age = 25\n",
+ "\n",
+ "# Basic variable insertion\n",
+ "message = f\"Hello {name}!\"\n",
+ "# Result: \"Hello Alice!\"\n",
+ "\n",
+ "# Multiple variables\n",
+ "info = f\"{name} is {age} years old\"\n",
+ "# Result: \"Alice is 25 years old\"\n",
+ "\n",
+ "# Simple expressions\n",
+ "status = f\"Adult: {age >= 18}\"\n",
+ "# Result: \"Adult: True\"\n",
+ "\n",
+ "# Number formatting\n",
+ "price = 19.99\n",
+ "formatted = f\"Price: ${price:.2f}\"\n",
+ "# Result: \"Price: $19.99\"\n",
+ "```\n",
+ "\n",
+ "### Basic Unpacking\n",
+ "\n",
+ "**When to use:** Get multiple values from lists/tuples at once\n",
+ "\n",
+ "**Simple Examples:**\n",
+ "```python\n",
+ "# Split coordinates\n",
+ "point = [10, 20]\n",
+ "x, y = point\n",
+ "# x = 10, y = 20\n",
+ "\n",
+ "# Swap variables (no temp variable needed!)\n",
+ "a, b = 5, 3\n",
+ "a, b = b, a # Now a = 3, b = 5\n",
+ "\n",
+ "# Get function results\n",
+ "def get_name_age():\n",
+ " return \"Alice\", 25\n",
+ "\n",
+ "name, age = get_name_age()\n",
+ "```\n",
+ "\n",
+ "### Basic zip() and enumerate()\n",
+ "\n",
+ "**When to use:** Combine lists or get index+value pairs\n",
+ "\n",
+ "**zip() - Combine lists:**\n",
+ "```python\n",
+ "names = ['Alice', 'Bob', 'Charlie']\n",
+ "ages = [25, 30, 35]\n",
+ "\n",
+ "# Process pairs together\n",
+ "for name, age in zip(names, ages):\n",
+ " print(f\"{name}: {age}\")\n",
+ "\n",
+ "# Create dictionary from two lists\n",
+ "people = dict(zip(names, ages))\n",
+ "# Result: {'Alice': 25, 'Bob': 30, 'Charlie': 35}\n",
+ "```\n",
+ "\n",
+ "**enumerate() - Get index and value:**\n",
+ "```python\n",
+ "items = ['apple', 'banana', 'cherry']\n",
+ "\n",
+ "# Get position and item\n",
+ "for i, item in enumerate(items):\n",
+ " print(f\"{i}: {item}\")\n",
+ "# Output: 0: apple, 1: banana, 2: cherry\n",
+ "\n",
+ "# Start counting from 1\n",
+ "for i, item in enumerate(items, 1):\n",
+ " print(f\"{i}. {item}\")\n",
+ "# Output: 1. apple, 2. banana, 3. cherry\n",
+ "```\n",
+ "\n",
+ "### Simple Conditional Expressions\n",
+ "\n",
+ "**When to use:** Choose between two values based on a condition\n",
+ "\n",
+ "**Basic Pattern:**\n",
+ "```python\n",
+ "value_if_true if condition else value_if_false\n",
+ "```\n",
+ "\n",
+ "**Simple Examples:**\n",
+ "```python\n",
+ "age = 20\n",
+ "status = \"adult\" if age >= 18 else \"minor\"\n",
+ "\n",
+ "# In lists\n",
+ "numbers = [1, -2, 3, -4, 5]\n",
+ "absolute = [x if x >= 0 else -x for x in numbers]\n",
+ "# Result: [1, 2, 3, 4, 5]\n",
+ "\n",
+ "# Better than if/else for simple cases\n",
+ "# Instead of:\n",
+ "if score >= 60:\n",
+ " grade = \"Pass\"\n",
+ "else:\n",
+ " grade = \"Fail\"\n",
+ "\n",
+ "# Write:\n",
+ "grade = \"Pass\" if score >= 60 else \"Fail\"\n",
+ "```\n",
+ "\n",
+ "## 🟡 Common Patterns (Useful in Most Projects)\n",
+ "\n",
+ "### Generator Expressions\n",
+ "\n",
+ "**When to use:** Process large amounts of data without storing everything in memory\n",
+ "\n",
+ "**Basic Pattern:**\n",
+ "```python\n",
+ "(expression for item in list)\n",
+ "```\n",
+ "\n",
+ "**Key Difference:** Uses `()` instead of `[]` - creates items one at a time\n",
+ "\n",
+ "```python\n",
+ "# For large data sets - saves memory\n",
+ "large_numbers = range(1000000)\n",
+ "\n",
+ "# List comprehension - stores all million numbers\n",
+ "squares_list = [x * x for x in large_numbers] # Uses lots of memory\n",
+ "\n",
+ "# Generator expression - creates one at a time\n",
+ "squares_gen = (x * x for x in large_numbers) # Uses little memory\n",
+ "\n",
+ "# Use generators with functions that process items one by one\n",
+ "total = sum(x * x for x in large_numbers)\n",
+ "max_value = max(x * x for x in range(100))\n",
+ "\n",
+ "# Process large files efficiently\n",
+ "def process_large_file(filename):\n",
+ " with open(filename) as f:\n",
+ " # Generator - doesn't load entire file into memory\n",
+ " lines = (line.strip().upper() for line in f)\n",
+ " return sum(1 for line in lines if 'ERROR' in line)\n",
+ "```\n",
+ "\n",
+ "### Set Comprehensions\n",
+ "\n",
+ "**When to use:** Get unique values or remove duplicates while transforming\n",
+ "\n",
+ "**Basic Pattern:**\n",
+ "```python\n",
+ "{expression for item in list}\n",
+ "```\n",
+ "\n",
+ "```python\n",
+ "# Get unique lengths\n",
+ "words = ['cat', 'dog', 'cat', 'elephant', 'dog']\n",
+ "unique_lengths = {len(word) for word in words}\n",
+ "# Result: {3, 8} - only unique values\n",
+ "\n",
+ "# Remove duplicates while transforming\n",
+ "numbers = [1, 2, 2, 3, 3, 4]\n",
+ "unique_squares = {x * x for x in numbers}\n",
+ "# Result: {1, 4, 9, 16}\n",
+ "```\n",
+ "\n",
+ "### Advanced Unpacking with *\n",
+ "\n",
+ "**When to use:** Handle lists of unknown length or skip unwanted values\n",
+ "\n",
+ "```python\n",
+ "# Get first, last, and everything in between\n",
+ "scores = [95, 87, 92, 78, 88, 91]\n",
+ "first, *middle, last = scores\n",
+ "# first = 95, middle = [87, 92, 78, 88], last = 91\n",
+ "\n",
+ "# Skip values you don't need\n",
+ "data = ['header', 'value1', 'value2', 'value3', 'footer']\n",
+ "header, *_, footer = data\n",
+ "# header = 'header', footer = 'footer' (_ means \"ignore these\")\n",
+ "\n",
+ "# Function with flexible arguments\n",
+ "def greet(name, *hobbies):\n",
+ " print(f\"Hi {name}!\")\n",
+ " if hobbies:\n",
+ " print(f\"I see you like: {', '.join(hobbies)}\")\n",
+ "\n",
+ "greet(\"Alice\", \"reading\", \"hiking\", \"coding\")\n",
+ "\n",
+ "# Unpack when calling functions\n",
+ "coordinates = [10, 20, 30]\n",
+ "print(*coordinates) # Same as print(10, 20, 30)\n",
+ "```\n",
+ "\n",
+ "### The with Statement (Context Managers)\n",
+ "\n",
+ "**When to use:** Work with files, databases, or anything that needs cleanup\n",
+ "\n",
+ "**Why it's better:** Automatically handles closing/cleanup even if errors occur\n",
+ "\n",
+ "```python\n",
+ "# File handling - file automatically closes\n",
+ "with open('data.txt') as file:\n",
+ " content = file.read()\n",
+ "# File is guaranteed to be closed here, even if an error occurred\n",
+ "\n",
+ "# Multiple files at once\n",
+ "with open('input.txt') as infile, open('output.txt', 'w') as outfile:\n",
+ " data = infile.read()\n",
+ " outfile.write(data.upper())\n",
+ "# Both files automatically closed\n",
+ "\n",
+ "# Instead of this error-prone code:\n",
+ "file = open('data.txt')\n",
+ "try:\n",
+ " content = file.read()\n",
+ "finally:\n",
+ " file.close() # Might forget this!\n",
+ "\n",
+ "# Use this:\n",
+ "with open('data.txt') as file:\n",
+ " content = file.read()\n",
+ "```\n",
+ "\n",
+ "### Walrus Operator := (Python 3.8+)\n",
+ "\n",
+ "**When to use:** Assign and use a value in the same line (avoid repeating expensive operations)\n",
+ "\n",
+ "**Basic Pattern:**\n",
+ "```python\n",
+ "if (variable := expression):\n",
+ " # use variable\n",
+ "```\n",
+ "\n",
+ "```python\n",
+ "# Avoid calling expensive function twice\n",
+ "# Instead of:\n",
+ "if len(expensive_computation()) > 10:\n",
+ " print(f\"Got {len(expensive_computation())} items\") # Called twice!\n",
+ "\n",
+ "# Write:\n",
+ "if (n := len(expensive_computation())) > 10:\n",
+ " print(f\"Got {n} items\") # Called only once\n",
+ "\n",
+ "# Useful in while loops\n",
+ "numbers = []\n",
+ "while (user_input := input(\"Enter number (or 'done'): \")) != \"done\":\n",
+ " numbers.append(int(user_input))\n",
+ "\n",
+ "# Check and use in one line\n",
+ "import re\n",
+ "text = \"Phone: 123-456-7890\"\n",
+ "if (match := re.search(r'\\d{3}-\\d{3}-\\d{4}', text)):\n",
+ " phone = match.group()\n",
+ " print(f\"Found phone: {phone}\")\n",
+ "```\n",
+ "\n",
+ "### Slice Notation\n",
+ "\n",
+ "**When to use:** Get parts of lists, strings, or other sequences\n",
+ "\n",
+ "```python\n",
+ "data = [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]\n",
+ "\n",
+ "# Basic slicing\n",
+ "first_three = data[:3] # [0, 1, 2]\n",
+ "last_three = data[-3:] # [7, 8, 9]\n",
+ "middle = data[2:7] # [2, 3, 4, 5, 6]\n",
+ "\n",
+ "# Skip elements\n",
+ "every_second = data[::2] # [0, 2, 4, 6, 8]\n",
+ "every_third = data[::3] # [0, 3, 6, 9]\n",
+ "\n",
+ "# Reverse\n",
+ "reversed_data = data[::-1] # [9, 8, 7, 6, 5, 4, 3, 2, 1, 0]\n",
+ "\n",
+ "# Copy a list (shallow copy)\n",
+ "copy = data[:] # [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]\n",
+ "\n",
+ "# Remove first and last\n",
+ "without_ends = data[1:-1] # [1, 2, 3, 4, 5, 6, 7, 8]\n",
+ "```\n",
+ "\n",
+ "## 🔴 Advanced Patterns (Specialized Use Cases)\n",
+ "\n",
+ "### Pattern Matching (Python 3.10+)\n",
+ "\n",
+ "**When to use:** Complex conditional logic that's clearer than many if/elif statements\n",
+ "\n",
+ "**Why it's useful:** More readable than long if/elif chains, especially for structured data\n",
+ "\n",
+ "```python\n",
+ "# Instead of many if/elif statements\n",
+ "def handle_user_data(data):\n",
+ " match data:\n",
+ " # Match exact values\n",
+ " case {\"status\": \"active\", \"role\": \"admin\"}:\n",
+ " return \"Admin user is active\"\n",
+ " \n",
+ " # Match with variables (capture values)\n",
+ " case {\"status\": \"active\", \"role\": role}:\n",
+ " return f\"Active {role} user\"\n",
+ " \n",
+ " # Match with conditions\n",
+ " case {\"age\": age} if age < 18:\n",
+ " return \"Minor user\"\n",
+ " \n",
+ " # Match lists/tuples\n",
+ " case [first, *rest] if len(rest) > 5:\n",
+ " return f\"Long list starting with {first}\"\n",
+ " \n",
+ " # Default case\n",
+ " case _:\n",
+ " return \"Unknown user type\"\n",
+ "\n",
+ "# Practical example - processing API responses\n",
+ "def process_api_response(response):\n",
+ " match response:\n",
+ " case {\"error\": {\"code\": 404}}:\n",
+ " return \"Not found\"\n",
+ " case {\"error\": {\"code\": code, \"message\": msg}}:\n",
+ " return f\"Error {code}: {msg}\"\n",
+ " case {\"data\": data, \"count\": count} if count > 0:\n",
+ " return f\"Success: {count} items\"\n",
+ " case {\"data\": []}:\n",
+ " return \"No data available\"\n",
+ " case _:\n",
+ " return \"Unexpected response format\"\n",
+ "```\n",
+ "\n",
+ "### Advanced Built-in Functions\n",
+ "\n",
+ "**Modern alternatives to older patterns:**\n",
+ "\n",
+ "```python\n",
+ "# Prefer comprehensions over map/filter\n",
+ "numbers = [1, 2, 3, 4, 5]\n",
+ "\n",
+ "# Old style (still works, but less readable)\n",
+ "squared = list(map(lambda x: x**2, numbers))\n",
+ "evens = list(filter(lambda x: x % 2 == 0, numbers))\n",
+ "\n",
+ "# Modern style (preferred)\n",
+ "squared = [x**2 for x in numbers]\n",
+ "evens = [x for x in numbers if x % 2 == 0]\n",
+ "\n",
+ "# Complex example\n",
+ "words = ['hello', 'world', 'python', 'is', 'awesome']\n",
+ "\n",
+ "# Old style - hard to read\n",
+ "result = list(map(str.upper, filter(lambda w: len(w) > 4, words)))\n",
+ "\n",
+ "# Modern style - clear and readable\n",
+ "result = [word.upper() for word in words if len(word) > 4]\n",
+ "# Result: ['HELLO', 'WORLD', 'PYTHON', 'AWESOME']\n",
+ "```\n",
+ "\n",
+ "### Custom Context Managers\n",
+ "\n",
+ "**When to use:** Create reusable patterns for setup/cleanup operations\n",
+ "\n",
+ "**Simple custom context manager using a class:**\n",
+ "\n",
+ "```python\n",
+ "import time\n",
+ "\n",
+ "class Timer:\n",
+ " \"\"\"Context manager to time operations\"\"\"\n",
+ " def __enter__(self):\n",
+ " self.start = time.time()\n",
+ " return self\n",
+ " \n",
+ " def __exit__(self, *args):\n",
+ " self.end = time.time()\n",
+ " print(f\"Operation took {self.end - self.start:.2f} seconds\")\n",
+ "\n",
+ "# Usage\n",
+ "with Timer():\n",
+ " # Some slow operation\n",
+ " time.sleep(1)\n",
+ " result = sum(range(1000000))\n",
+ "# Automatically prints timing when done\n",
+ "\n",
+ "# Using contextlib (simpler for basic cases)\n",
+ "from contextlib import contextmanager\n",
+ "\n",
+ "@contextmanager\n",
+ "def temporary_setting(setting_name, temp_value):\n",
+ " \"\"\"Temporarily change a setting, then restore it\"\"\"\n",
+ " old_value = get_setting(setting_name)\n",
+ " set_setting(setting_name, temp_value)\n",
+ " try:\n",
+ " yield old_value\n",
+ " finally:\n",
+ " set_setting(setting_name, old_value)\n",
+ "\n",
+ "# Usage\n",
+ "with temporary_setting('debug_mode', True):\n",
+ " # Debug mode is temporarily enabled\n",
+ " run_tests()\n",
+ "# Debug mode automatically restored to previous value\n",
+ "```\n",
+ "\n",
+ "## Common Mistakes to Avoid\n",
+ "\n",
+ "### 1. Generator Exhaustion\n",
+ "```python\n",
+ "# Problem: Generators can only be used once\n",
+ "gen = (x * 2 for x in range(5))\n",
+ "list1 = list(gen) # [0, 2, 4, 6, 8]\n",
+ "list2 = list(gen) # [] - Empty! Generator is exhausted\n",
+ "\n",
+ "# Solution: Use a list if you need to reuse data\n",
+ "data = [x * 2 for x in range(5)] # Can use multiple times\n",
+ "```\n",
+ "\n",
+ "### 2. Mutable Default Arguments\n",
+ "```python\n",
+ "# Problem: Default list gets modified\n",
+ "def add_item(item, my_list=[]): # DON'T DO THIS\n",
+ " my_list.append(item)\n",
+ " return my_list\n",
+ "\n",
+ "list1 = add_item(\"apple\") # [\"apple\"]\n",
+ "list2 = add_item(\"banana\") # [\"apple\", \"banana\"] - Oops!\n",
+ "\n",
+ "# Solution: Use None as default\n",
+ "def add_item(item, my_list=None):\n",
+ " if my_list is None:\n",
+ " my_list = []\n",
+ " my_list.append(item)\n",
+ " return my_list\n",
+ "```\n",
+ "\n",
+ "### 3. Overly Complex Comprehensions\n",
+ "```python\n",
+ "# Too complex - hard to read\n",
+ "result = [x.strip().upper() for sublist in data \n",
+ " for x in sublist if x and len(x) > 3 \n",
+ " if not x.startswith('#')]\n",
+ "\n",
+ "# Better - use regular loops for complex logic\n",
+ "result = []\n",
+ "for sublist in data:\n",
+ " for x in sublist:\n",
+ " if x and len(x) > 3 and not x.startswith('#'):\n",
+ " result.append(x.strip().upper())\n",
+ "```\n",
+ "\n",
+ "## Best Practices\n",
+ "\n",
+ "1. **Start Simple:** Use basic comprehensions before trying advanced features\n",
+ "2. **Readability First:** If a one-liner is hard to understand, use multiple lines\n",
+ "3. **Memory Awareness:** Use generators for large datasets\n",
+ "4. **F-strings Everywhere:** Replace old `.format()` and `%` formatting\n",
+ "5. **Context Managers:** Always use `with` for files and resources\n",
+ "6. **Meaningful Names:** Even in comprehensions, use clear variable names\n",
+ "\n",
+ "## Quick Reference by Use Case\n",
+ "\n",
+ "| I Want To... | Use This Pattern | Example |\n",
+ "|--------------|------------------|---------|\n",
+ "| Transform a list | List comprehension | `[x*2 for x in numbers]` |\n",
+ "| Filter a list | List comprehension with if | `[x for x in numbers if x > 0]` |\n",
+ "| Build a dictionary | Dict comprehension | `{k: v*2 for k, v in data.items()}` |\n",
+ "| Format strings | F-strings | `f\"Hello {name}\"` |\n",
+ "| Process pairs | zip() | `for a, b in zip(list1, list2):` |\n",
+ "| Get index + value | enumerate() | `for i, val in enumerate(items):` |\n",
+ "| Handle large data | Generator expression | `(x*2 for x in huge_list)` |\n",
+ "| Open files safely | with statement | `with open(file) as f:` |\n",
+ "| Avoid repeated calculations | Walrus operator | `if (n := len(data)) > 10:` |\n",
+ "\n",
+ "---\n",
+ "\n",
+ "*Remember: The best code is readable code. Use these patterns to make your code clearer, not more complex!*"
+ ]
+ }
+ ],
+ "metadata": {
+ "language_info": {
+ "name": "python"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/data/guides/community_contributions/python_cheatsheet_interactive.ipynb b/data/guides/community_contributions/python_cheatsheet_interactive.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..59b7a96f8b795ba9334f7a037ff752f7c8e000ad
--- /dev/null
+++ b/data/guides/community_contributions/python_cheatsheet_interactive.ipynb
@@ -0,0 +1,907 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "d61ec844",
+ "metadata": {},
+ "source": [
+ "# Python Syntactic Sugar Cheatsheet\n",
+ "\n",
+ "A comprehensive reference for Python's most useful syntactic sugar patterns that make code more readable, efficient, and Pythonic.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "28dfda1f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Required imports for the code snippets in the notebook\n",
+ "import re\n",
+ "import time\n",
+ "from contextlib import contextmanager"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "dc2dafc8",
+ "metadata": {},
+ "source": [
+ "## 🟢 Essential Patterns (Everyone Should Know)\n",
+ "\n",
+ "### List Comprehensions\n",
+ "\n",
+ "**When to use:** Transform or filter a list of items\n",
+ "\n",
+ "**Basic Pattern:**\n",
+ "\n",
+ "```python\n",
+ "[expression for item in list]\n",
+ "```\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "74e282fa",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Transform each number\n",
+ "numbers = [1, 2, 3, 4, 5]\n",
+ "squares = [x * x for x in numbers]\n",
+ "print(f\"Squares: {squares}\")\n",
+ "# Result: [1, 4, 9, 16, 25]\n",
+ "\n",
+ "# Filter with condition\n",
+ "even_numbers = [x for x in numbers if x % 2 == 0]\n",
+ "print(f\"Even numbers: {even_numbers}\")\n",
+ "# Result: [2, 4]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "d311a8a9",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Instead of this loop:\n",
+ "result = []\n",
+ "for x in numbers:\n",
+ " if x % 2 == 0:\n",
+ " result.append(x * x)\n",
+ "\n",
+ "print(f\"Loop result: {result}\")\n",
+ "\n",
+ "# Write this:\n",
+ "result = [x * x for x in numbers if x % 2 == 0]\n",
+ "print(f\"Comprehension result: {result}\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0b5d9a7d",
+ "metadata": {},
+ "source": [
+ "### Dictionary Comprehensions\n",
+ "\n",
+ "**When to use:** Build dictionaries from existing data\n",
+ "\n",
+ "**Basic Pattern:**\n",
+ "\n",
+ "```python\n",
+ "{key: value for item in list}\n",
+ "```\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "e3bb2c75",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Create word lengths dictionary\n",
+ "words = [\"cat\", \"dog\", \"elephant\"]\n",
+ "lengths = {word: len(word) for word in words}\n",
+ "print(f\"Word lengths: {lengths}\")\n",
+ "# Result: {'cat': 3, 'dog': 3, 'elephant': 8}\n",
+ "\n",
+ "# Transform values in existing dictionary\n",
+ "prices = {\"apple\": 1.20, \"banana\": 0.80}\n",
+ "rounded = {fruit: round(price) for fruit, price in prices.items()}\n",
+ "print(f\"Rounded prices: {rounded}\")\n",
+ "# Result: {'apple': 1, 'banana': 1}"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "eaeffdde",
+ "metadata": {},
+ "source": [
+ "### F-strings (Python 3.6+)\n",
+ "\n",
+ "**When to use:** Insert variables into strings (better than `.format()` or `%`)\n",
+ "\n",
+ "**Basic Pattern:**\n",
+ "\n",
+ "```python\n",
+ "f\"Text {variable} more text\"\n",
+ "```\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "98a9e7cd",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "name = \"Alice\"\n",
+ "age = 25\n",
+ "\n",
+ "# Basic variable insertion\n",
+ "message = f\"Hello {name}!\"\n",
+ "print(message)\n",
+ "# Result: \"Hello Alice!\"\n",
+ "\n",
+ "# Multiple variables\n",
+ "info = f\"{name} is {age} years old\"\n",
+ "print(info)\n",
+ "# Result: \"Alice is 25 years old\"\n",
+ "\n",
+ "# Simple expressions\n",
+ "status = f\"Adult: {age >= 18}\"\n",
+ "print(status)\n",
+ "# Result: \"Adult: True\"\n",
+ "\n",
+ "# Number formatting\n",
+ "price = 19.99\n",
+ "formatted = f\"Price: ${price:.2f}\"\n",
+ "print(formatted)\n",
+ "# Result: \"Price: $19.99\""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "64634fd2",
+ "metadata": {},
+ "source": [
+ "### Basic Unpacking\n",
+ "\n",
+ "**When to use:** Get multiple values from lists/tuples at once\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "1c0eb6af",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Split coordinates\n",
+ "point = [10, 20]\n",
+ "x, y = point\n",
+ "print(f\"x = {x}, y = {y}\")\n",
+ "# x = 10, y = 20\n",
+ "\n",
+ "# Swap variables (no temp variable needed!)\n",
+ "a, b = 5, 3\n",
+ "print(f\"Before swap: a = {a}, b = {b}\")\n",
+ "a, b = b, a # Now a = 3, b = 5\n",
+ "print(f\"After swap: a = {a}, b = {b}\")\n",
+ "\n",
+ "\n",
+ "# Get function results\n",
+ "def get_name_age():\n",
+ " return \"Alice\", 25\n",
+ "\n",
+ "\n",
+ "name, age = get_name_age()\n",
+ "print(f\"Name: {name}, Age: {age}\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d59b59eb",
+ "metadata": {},
+ "source": [
+ "### Basic zip() and enumerate()\n",
+ "\n",
+ "**When to use:** Combine lists or get index+value pairs\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "b4302fa6",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# zip() - Combine lists:\n",
+ "names = [\"Alice\", \"Bob\", \"Charlie\"]\n",
+ "ages = [25, 30, 35]\n",
+ "\n",
+ "# Process pairs together\n",
+ "print(\"Name-Age pairs:\")\n",
+ "for name, age in zip(names, ages):\n",
+ " print(f\"{name}: {age}\")\n",
+ "\n",
+ "# Create dictionary from two lists\n",
+ "people = dict(zip(names, ages))\n",
+ "print(f\"People dictionary: {people}\")\n",
+ "# Result: {'Alice': 25, 'Bob': 30, 'Charlie': 35}"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "91724695",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# enumerate() - Get index and value:\n",
+ "items = [\"apple\", \"banana\", \"cherry\"]\n",
+ "\n",
+ "# Get position and item\n",
+ "print(\"Items with index (starting from 0):\")\n",
+ "for i, item in enumerate(items):\n",
+ " print(f\"{i}: {item}\")\n",
+ "# Output: 0: apple, 1: banana, 2: cherry\n",
+ "\n",
+ "# Start counting from 1\n",
+ "print(\"\\nItems with index (starting from 1):\")\n",
+ "for i, item in enumerate(items, 1):\n",
+ " print(f\"{i}. {item}\")\n",
+ "# Output: 1. apple, 2. banana, 3. cherry"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "34e581e0",
+ "metadata": {},
+ "source": [
+ "### Simple Conditional Expressions\n",
+ "\n",
+ "**When to use:** Choose between two values based on a condition\n",
+ "\n",
+ "**Basic Pattern:**\n",
+ "\n",
+ "```python\n",
+ "value_if_true if condition else value_if_false\n",
+ "```\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "cf4187eb",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "age = 20\n",
+ "status = \"adult\" if age >= 18 else \"minor\"\n",
+ "print(f\"Status: {status}\")\n",
+ "\n",
+ "# In lists\n",
+ "numbers = [1, -2, 3, -4, 5]\n",
+ "absolute = [x if x >= 0 else -x for x in numbers]\n",
+ "print(f\"Absolute values: {absolute}\")\n",
+ "# Result: [1, 2, 3, 4, 5]\n",
+ "\n",
+ "# Better than if/else for simple cases\n",
+ "score = 75 # Example score\n",
+ "grade = \"Pass\" if score >= 60 else \"Fail\"\n",
+ "print(f\"Grade: {grade}\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "5daf5c21",
+ "metadata": {},
+ "source": [
+ "## 🟡 Common Patterns (Useful in Most Projects)\n",
+ "\n",
+ "### Generator Expressions\n",
+ "\n",
+ "**When to use:** Process large amounts of data without storing everything in memory\n",
+ "\n",
+ "**Basic Pattern:**\n",
+ "\n",
+ "```python\n",
+ "(expression for item in list)\n",
+ "```\n",
+ "\n",
+ "**Key Difference:** Uses `()` instead of `[]` - creates items one at a time\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "ae85be1b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# For large data sets - saves memory\n",
+ "large_numbers = range(1000000)\n",
+ "\n",
+ "# List comprehension - stores all million numbers\n",
+ "# squares_list = [x * x for x in large_numbers] # Uses lots of memory (commented to avoid memory issues)\n",
+ "\n",
+ "# Generator expression - creates one at a time\n",
+ "squares_gen = (x * x for x in large_numbers) # Uses little memory\n",
+ "print(f\"Generator object: {squares_gen}\")\n",
+ "\n",
+ "# Use generators with functions that process items one by one\n",
+ "total = sum(x * x for x in range(100)) # Using smaller range for demo\n",
+ "print(f\"Sum of squares (0-99): {total}\")\n",
+ "\n",
+ "max_value = max(x * x for x in range(10))\n",
+ "print(f\"Max square (0-9): {max_value}\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "e5a73313",
+ "metadata": {},
+ "source": [
+ "### Set Comprehensions\n",
+ "\n",
+ "**When to use:** Get unique values or remove duplicates while transforming\n",
+ "\n",
+ "**Basic Pattern:**\n",
+ "\n",
+ "```python\n",
+ "{expression for item in list}\n",
+ "```\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "727706eb",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Get unique lengths\n",
+ "words = [\"cat\", \"dog\", \"cat\", \"elephant\", \"dog\"]\n",
+ "unique_lengths = {len(word) for word in words}\n",
+ "print(f\"Unique lengths: {unique_lengths}\")\n",
+ "# Result: {3, 8} - only unique values\n",
+ "\n",
+ "# Remove duplicates while transforming\n",
+ "numbers = [1, 2, 2, 3, 3, 4]\n",
+ "unique_squares = {x * x for x in numbers}\n",
+ "print(f\"Unique squares: {unique_squares}\")\n",
+ "# Result: {1, 4, 9, 16}"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "46b97363",
+ "metadata": {},
+ "source": [
+ "### Advanced Unpacking with \\*\n",
+ "\n",
+ "**When to use:** Handle lists of unknown length or skip unwanted values\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "3f1a577b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Get first, last, and everything in between\n",
+ "scores = [95, 87, 92, 78, 88, 91]\n",
+ "first, *middle, last = scores\n",
+ "print(f\"First: {first}, Middle: {middle}, Last: {last}\")\n",
+ "# first = 95, middle = [87, 92, 78, 88], last = 91\n",
+ "\n",
+ "# Skip values you don't need\n",
+ "data = [\"header\", \"value1\", \"value2\", \"value3\", \"footer\"]\n",
+ "header, *_, footer = data\n",
+ "print(f\"Header: {header}, Footer: {footer}\")\n",
+ "# header = 'header', footer = 'footer' (_ means \"ignore these\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "bbd5cecf",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Function with flexible arguments\n",
+ "def greet(name, *hobbies):\n",
+ " print(f\"Hi {name}!\")\n",
+ " if hobbies:\n",
+ " print(f\"I see you like: {', '.join(hobbies)}\")\n",
+ "\n",
+ "\n",
+ "greet(\"Alice\", \"reading\", \"hiking\", \"coding\")\n",
+ "\n",
+ "# Unpack when calling functions\n",
+ "coordinates = [10, 20, 30]\n",
+ "print(\"Coordinates:\", *coordinates) # Same as print(10, 20, 30)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c4bf9f5e",
+ "metadata": {},
+ "source": [
+ "### The with Statement (Context Managers)\n",
+ "\n",
+ "**When to use:** Work with files, databases, or anything that needs cleanup\n",
+ "\n",
+ "**Why it's better:** Automatically handles closing/cleanup even if errors occur\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "a21589d7",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Create a sample file for demonstration\n",
+ "with open(\"/tmp/sample_data.txt\", \"w\") as f:\n",
+ " f.write(\"Hello, World!\\nThis is a sample file.\\nPython is awesome!\")\n",
+ "\n",
+ "# File handling - file automatically closes\n",
+ "with open(\"/tmp/sample_data.txt\") as file:\n",
+ " content = file.read()\n",
+ " print(\"File content:\")\n",
+ " print(content)\n",
+ "# File is guaranteed to be closed here, even if an error occurred"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "142196a4",
+ "metadata": {},
+ "source": [
+ "### Walrus Operator := (Python 3.8+)\n",
+ "\n",
+ "**When to use:** Assign and use a value in the same line (avoid repeating expensive operations)\n",
+ "\n",
+ "**Basic Pattern:**\n",
+ "\n",
+ "```python\n",
+ "if (variable := expression):\n",
+ " # use variable\n",
+ "```\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "d42298ca",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Avoid calling expensive function twice\n",
+ "def expensive_computation():\n",
+ " print(\"Computing...\")\n",
+ " return [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11]\n",
+ "\n",
+ "\n",
+ "# Instead of calling twice:\n",
+ "print(\"Bad approach (calls function twice):\")\n",
+ "if len(expensive_computation()) > 10:\n",
+ " print(f\"Got {len(expensive_computation())} items\") # Called twice!\n",
+ "\n",
+ "print(\"\\nGood approach (calls function once):\")\n",
+ "# Write:\n",
+ "if (n := len(expensive_computation())) > 10:\n",
+ " print(f\"Got {n} items\") # Called only once"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "85818303",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Check and use in one line\n",
+ "text = \"Phone: 123-456-7890\"\n",
+ "if match := re.search(r\"\\d{3}-\\d{3}-\\d{4}\", text):\n",
+ " phone = match.group()\n",
+ " print(f\"Found phone: {phone}\")\n",
+ "else:\n",
+ " print(\"No phone number found\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "4c837dda",
+ "metadata": {},
+ "source": [
+ "### Slice Notation\n",
+ "\n",
+ "**When to use:** Get parts of lists, strings, or other sequences\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "43de7fee",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "data = [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]\n",
+ "\n",
+ "# Basic slicing\n",
+ "first_three = data[:3] # [0, 1, 2]\n",
+ "last_three = data[-3:] # [7, 8, 9]\n",
+ "middle = data[2:7] # [2, 3, 4, 5, 6]\n",
+ "\n",
+ "print(f\"First three: {first_three}\")\n",
+ "print(f\"Last three: {last_three}\")\n",
+ "print(f\"Middle: {middle}\")\n",
+ "\n",
+ "# Skip elements\n",
+ "every_second = data[::2] # [0, 2, 4, 6, 8]\n",
+ "every_third = data[::3] # [0, 3, 6, 9]\n",
+ "\n",
+ "print(f\"Every second: {every_second}\")\n",
+ "print(f\"Every third: {every_third}\")\n",
+ "\n",
+ "# Reverse\n",
+ "reversed_data = data[::-1] # [9, 8, 7, 6, 5, 4, 3, 2, 1, 0]\n",
+ "print(f\"Reversed: {reversed_data}\")\n",
+ "\n",
+ "# Remove first and last\n",
+ "without_ends = data[1:-1] # [1, 2, 3, 4, 5, 6, 7, 8]\n",
+ "print(f\"Without ends: {without_ends}\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "5c08f261",
+ "metadata": {},
+ "source": [
+ "## 🔴 Advanced Patterns (Specialized Use Cases)\n",
+ "\n",
+ "### Pattern Matching (Python 3.10+)\n",
+ "\n",
+ "**When to use:** Complex conditional logic that's clearer than many if/elif statements\n",
+ "\n",
+ "**Why it's useful:** More readable than long if/elif chains, especially for structured data\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "37d528e4",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Instead of many if/elif statements\n",
+ "def handle_user_data(data):\n",
+ " match data:\n",
+ " # Match exact values\n",
+ " case {\"status\": \"active\", \"role\": \"admin\"}:\n",
+ " return \"Admin user is active\"\n",
+ "\n",
+ " # Match with variables (capture values)\n",
+ " case {\"status\": \"active\", \"role\": role}:\n",
+ " return f\"Active {role} user\"\n",
+ "\n",
+ " # Match with conditions\n",
+ " case {\"age\": age} if age < 18:\n",
+ " return \"Minor user\"\n",
+ "\n",
+ " # Match lists/tuples\n",
+ " case [first, *rest] if len(rest) > 5:\n",
+ " return f\"Long list starting with {first}\"\n",
+ "\n",
+ " # Default case\n",
+ " case _:\n",
+ " return \"Unknown user type\"\n",
+ "\n",
+ "\n",
+ "# Test the function\n",
+ "test_cases = [\n",
+ " {\"status\": \"active\", \"role\": \"admin\"},\n",
+ " {\"status\": \"active\", \"role\": \"user\"},\n",
+ " {\"age\": 16},\n",
+ " [1, 2, 3, 4, 5, 6, 7, 8],\n",
+ " \"unknown\",\n",
+ "]\n",
+ "\n",
+ "for test in test_cases:\n",
+ " result = handle_user_data(test)\n",
+ " print(f\"{test} -> {result}\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "4d19ea6e",
+ "metadata": {},
+ "source": [
+ "### Advanced Built-in Functions\n",
+ "\n",
+ "**Modern alternatives to older patterns:**\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "58386e16",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Prefer comprehensions over map/filter\n",
+ "numbers = [1, 2, 3, 4, 5]\n",
+ "\n",
+ "# Old style (still works, but less readable)\n",
+ "squared_old = list(map(lambda x: x**2, numbers))\n",
+ "evens_old = list(filter(lambda x: x % 2 == 0, numbers))\n",
+ "\n",
+ "# Modern style (preferred)\n",
+ "squared_new = [x**2 for x in numbers]\n",
+ "evens_new = [x for x in numbers if x % 2 == 0]\n",
+ "\n",
+ "print(f\"Old style - squared: {squared_old}\")\n",
+ "print(f\"New style - squared: {squared_new}\")\n",
+ "print(f\"Old style - evens: {evens_old}\")\n",
+ "print(f\"New style - evens: {evens_new}\")\n",
+ "\n",
+ "# Complex example\n",
+ "words = [\"hello\", \"world\", \"python\", \"is\", \"awesome\"]\n",
+ "\n",
+ "# Old style - hard to read\n",
+ "result_old = list(map(str.upper, filter(lambda w: len(w) > 4, words)))\n",
+ "\n",
+ "# Modern style - clear and readable\n",
+ "result_new = [word.upper() for word in words if len(word) > 4]\n",
+ "\n",
+ "print(f\"Old style result: {result_old}\")\n",
+ "print(f\"New style result: {result_new}\")\n",
+ "# Result: ['HELLO', 'WORLD', 'PYTHON', 'AWESOME']"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "85b404a4",
+ "metadata": {},
+ "source": [
+ "### Custom Context Managers\n",
+ "\n",
+ "**When to use:** Create reusable patterns for setup/cleanup operations\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "660fee8f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Simple custom context manager using a class:\n",
+ "class Timer:\n",
+ " \"\"\"Context manager to time operations\"\"\"\n",
+ "\n",
+ " def __enter__(self):\n",
+ " self.start = time.time()\n",
+ " return self\n",
+ "\n",
+ " def __exit__(self, *args):\n",
+ " self.end = time.time()\n",
+ " print(f\"Operation took {self.end - self.start:.2f} seconds\")\n",
+ "\n",
+ "\n",
+ "# Usage\n",
+ "with Timer():\n",
+ " # Some operation\n",
+ " time.sleep(0.1) # Simulate work\n",
+ " result = sum(range(100000))\n",
+ " print(f\"Calculated sum: {result}\")\n",
+ "# Automatically prints timing when done"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "7615324f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Using contextlib (simpler for basic cases)\n",
+ "@contextmanager\n",
+ "def temporary_setting(setting_name, temp_value):\n",
+ " \"\"\"Temporarily change a setting, then restore it\"\"\"\n",
+ "\n",
+ " # Mock functions for demonstration\n",
+ " def get_setting(name):\n",
+ " return f\"old_{name}\"\n",
+ "\n",
+ " def set_setting(name, value):\n",
+ " print(f\"Setting {name} to {value}\")\n",
+ "\n",
+ " old_value = get_setting(setting_name)\n",
+ " set_setting(setting_name, temp_value)\n",
+ " try:\n",
+ " yield old_value\n",
+ " finally:\n",
+ " set_setting(setting_name, old_value)\n",
+ "\n",
+ "\n",
+ "# Usage\n",
+ "with temporary_setting(\"debug_mode\", True):\n",
+ " print(\"Debug mode is temporarily enabled\")\n",
+ " # Do some work here\n",
+ "print(\"Debug mode automatically restored to previous value\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f3170c51",
+ "metadata": {},
+ "source": [
+ "## Common Mistakes to Avoid\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "023af12e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# 1. Generator Exhaustion\n",
+ "print(\"=== Generator Exhaustion Demo ===\")\n",
+ "# Problem: Generators can only be used once\n",
+ "gen = (x * 2 for x in range(5))\n",
+ "list1 = list(gen) # [0, 2, 4, 6, 8]\n",
+ "list2 = list(gen) # [] - Empty! Generator is exhausted\n",
+ "\n",
+ "print(f\"First use: {list1}\")\n",
+ "print(f\"Second use: {list2}\")\n",
+ "\n",
+ "# Solution: Use a list if you need to reuse data\n",
+ "data = [x * 2 for x in range(5)] # Can use multiple times\n",
+ "print(f\"\\nReusable list: {data}\")\n",
+ "print(f\"Can use again: {data[:3]}\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "335d9c48",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# 2. Mutable Default Arguments\n",
+ "print(\"=== Mutable Default Arguments Demo ===\")\n",
+ "\n",
+ "\n",
+ "# Problem: Default list gets modified\n",
+ "def add_item_bad(item, my_list=[]): # DON'T DO THIS\n",
+ " my_list.append(item)\n",
+ " return my_list\n",
+ "\n",
+ "\n",
+ "list1 = add_item_bad(\"apple\") # [\"apple\"]\n",
+ "list2 = add_item_bad(\"banana\") # [\"apple\", \"banana\"] - Oops!\n",
+ "\n",
+ "print(f\"First call: {list1}\")\n",
+ "print(f\"Second call: {list2}\") # Both reference the same list!\n",
+ "\n",
+ "\n",
+ "# Solution: Use None as default\n",
+ "def add_item_good(item, my_list=None):\n",
+ " if my_list is None:\n",
+ " my_list = []\n",
+ " my_list.append(item)\n",
+ " return my_list\n",
+ "\n",
+ "\n",
+ "list3 = add_item_good(\"apple\")\n",
+ "list4 = add_item_good(\"banana\")\n",
+ "print(f\"\\nCorrect - First call: {list3}\")\n",
+ "print(f\"Correct - Second call: {list4}\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "4b9fb72e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# 3. Overly Complex Comprehensions\n",
+ "print(\"=== Complex Comprehensions Demo ===\")\n",
+ "# Example data for demonstration\n",
+ "data = [[\"apple\", \"banana\", \"cherry\"], [\"#skip\", \"hello\", \"world\"]]\n",
+ "\n",
+ "# Too complex - hard to read\n",
+ "result_complex = [\n",
+ " x.strip().upper()\n",
+ " for sublist in data\n",
+ " for x in sublist\n",
+ " if x and len(x) > 3\n",
+ " if not x.startswith(\"#\")\n",
+ "]\n",
+ "\n",
+ "print(f\"Complex comprehension result: {result_complex}\")\n",
+ "\n",
+ "# Better - use regular loops for complex logic\n",
+ "result_clear = []\n",
+ "for sublist in data:\n",
+ " for x in sublist:\n",
+ " if x and len(x) > 3 and not x.startswith(\"#\"):\n",
+ " result_clear.append(x.strip().upper())\n",
+ "\n",
+ "print(f\"Clear loop result: {result_clear}\")\n",
+ "print(f\"Results are equal: {result_complex == result_clear}\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d7fca8cd",
+ "metadata": {},
+ "source": [
+ "## Best Practices\n",
+ "\n",
+ "1. **Start Simple:** Use basic comprehensions before trying advanced features\n",
+ "2. **Readability First:** If a one-liner is hard to understand, use multiple lines\n",
+ "3. **Memory Awareness:** Use generators for large datasets\n",
+ "4. **F-strings Everywhere:** Replace old `.format()` and `%` formatting\n",
+ "5. **Context Managers:** Always use `with` for files and resources\n",
+ "6. **Meaningful Names:** Even in comprehensions, use clear variable names\n",
+ "\n",
+ "## Quick Reference by Use Case\n",
+ "\n",
+ "| I Want To... | Use This Pattern | Example |\n",
+ "| --------------------------- | -------------------------- | ----------------------------------- |\n",
+ "| Transform a list | List comprehension | `[x*2 for x in numbers]` |\n",
+ "| Filter a list | List comprehension with if | `[x for x in numbers if x > 0]` |\n",
+ "| Build a dictionary | Dict comprehension | `{k: v*2 for k, v in data.items()}` |\n",
+ "| Format strings | F-strings | `f\"Hello {name}\"` |\n",
+ "| Process pairs | zip() | `for a, b in zip(list1, list2):` |\n",
+ "| Get index + value | enumerate() | `for i, val in enumerate(items):` |\n",
+ "| Handle large data | Generator expression | `(x*2 for x in huge_list)` |\n",
+ "| Open files safely | with statement | `with open(file) as f:` |\n",
+ "| Avoid repeated calculations | Walrus operator | `if (n := len(data)) > 10:` |\n",
+ "\n",
+ "---\n",
+ "\n",
+ "_Remember: The best code is readable code. Use these patterns to make your code clearer, not more complex!_\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "6ac3f63b",
+ "metadata": {},
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.11"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/data/pyproject.toml b/data/pyproject.toml
new file mode 100644
index 0000000000000000000000000000000000000000..f2e6deac7ed114d6a93e9df7a5ba5f42708ea494
--- /dev/null
+++ b/data/pyproject.toml
@@ -0,0 +1,46 @@
+[project]
+name = "agents"
+version = "0.1.0"
+description = "Add your description here"
+readme = "README.md"
+requires-python = ">=3.12"
+dependencies = [
+ "anthropic>=0.49.0",
+ "autogen-agentchat>=0.4.9.2",
+ "autogen-ext[grpc,mcp,ollama,openai]>=0.4.9.2",
+ "bs4>=0.0.2",
+ "gradio>=5.22.0",
+ "httpx>=0.28.1",
+ "ipywidgets>=8.1.5",
+ "langchain-anthropic>=0.3.10",
+ "langchain-community>=0.3.20",
+ "langchain-experimental>=0.3.4",
+ "langchain-openai>=0.3.9",
+ "langgraph>=0.3.18",
+ "langgraph-checkpoint-sqlite>=2.0.6",
+ "langsmith>=0.3.18",
+ "lxml>=5.3.1",
+ "mcp-server-fetch>=2025.1.17",
+ "mcp[cli]>=1.5.0",
+ "openai>=1.68.2",
+ "openai-agents>=0.0.15",
+ "playwright>=1.51.0",
+ "plotly>=6.0.1",
+ "polygon-api-client>=1.14.5",
+ "psutil>=7.0.0",
+ "pypdf>=5.4.0",
+ "pypdf2>=3.0.1",
+ "python-dotenv>=1.0.1",
+ "requests>=2.32.3",
+ "semantic-kernel>=1.25.0",
+ "sendgrid>=6.11.0",
+ "setuptools>=78.1.0",
+ "smithery>=0.1.0",
+ "speedtest-cli>=2.1.3",
+ "wikipedia>=1.4.0",
+]
+
+[dependency-groups]
+dev = [
+ "ipykernel>=6.29.5",
+]
diff --git a/data/requirements.txt b/data/requirements.txt
new file mode 100644
index 0000000000000000000000000000000000000000..da788f51dba68a140d240f49ad907f0e1fd996a5
--- /dev/null
+++ b/data/requirements.txt
@@ -0,0 +1,690 @@
+# This file was autogenerated by uv via the following command:
+# uv pip compile pyproject.toml -o requirements.txt
+aiofiles==24.1.0
+ # via
+ # autogen-ext
+ # gradio
+aiohappyeyeballs==2.6.1
+ # via aiohttp
+aiohttp==3.12.12
+ # via
+ # langchain-community
+ # semantic-kernel
+aioice==0.10.1
+ # via aiortc
+aiortc==1.13.0
+ # via semantic-kernel
+aiosignal==1.3.2
+ # via aiohttp
+aiosqlite==0.21.0
+ # via langgraph-checkpoint-sqlite
+annotated-types==0.7.0
+ # via pydantic
+anthropic==0.53.0
+ # via
+ # agents (pyproject.toml)
+ # langchain-anthropic
+anyio==4.9.0
+ # via
+ # anthropic
+ # gradio
+ # httpx
+ # mcp
+ # openai
+ # sse-starlette
+ # starlette
+asttokens==3.0.0
+ # via stack-data
+attrs==25.3.0
+ # via
+ # aiohttp
+ # jsonschema
+ # referencing
+autogen-agentchat==0.6.1
+ # via agents (pyproject.toml)
+autogen-core==0.6.1
+ # via
+ # autogen-agentchat
+ # autogen-ext
+autogen-ext==0.6.1
+ # via agents (pyproject.toml)
+av==14.4.0
+ # via aiortc
+azure-ai-agents==1.0.1
+ # via
+ # azure-ai-projects
+ # semantic-kernel
+azure-ai-projects==1.0.0b11
+ # via semantic-kernel
+azure-core==1.34.0
+ # via
+ # azure-ai-agents
+ # azure-ai-projects
+ # azure-identity
+ # azure-storage-blob
+azure-identity==1.23.0
+ # via semantic-kernel
+azure-storage-blob==12.25.1
+ # via azure-ai-projects
+beautifulsoup4==4.13.4
+ # via
+ # bs4
+ # markdownify
+ # readabilipy
+ # wikipedia
+bs4==0.0.2
+ # via agents (pyproject.toml)
+certifi==2025.4.26
+ # via
+ # httpcore
+ # httpx
+ # polygon-api-client
+ # requests
+cffi==1.17.1
+ # via
+ # aiortc
+ # cryptography
+ # pylibsrtp
+chardet==5.2.0
+ # via prance
+charset-normalizer==3.4.2
+ # via requests
+click==8.2.1
+ # via
+ # typer
+ # uvicorn
+cloudevents==1.12.0
+ # via semantic-kernel
+colorama==0.4.6
+ # via griffe
+comm==0.2.2
+ # via ipywidgets
+cryptography==45.0.4
+ # via
+ # aiortc
+ # azure-identity
+ # azure-storage-blob
+ # msal
+ # pyjwt
+ # pyopenssl
+dataclasses-json==0.6.7
+ # via langchain-community
+decorator==5.2.1
+ # via ipython
+defusedxml==0.7.1
+ # via semantic-kernel
+deprecation==2.1.0
+ # via cloudevents
+distro==1.9.0
+ # via
+ # anthropic
+ # openai
+dnspython==2.7.0
+ # via aioice
+ecdsa==0.19.1
+ # via sendgrid
+executing==2.2.0
+ # via stack-data
+fastapi==0.115.12
+ # via gradio
+ffmpy==0.6.0
+ # via gradio
+filelock==3.18.0
+ # via huggingface-hub
+frozenlist==1.7.0
+ # via
+ # aiohttp
+ # aiosignal
+fsspec==2025.5.1
+ # via
+ # gradio-client
+ # huggingface-hub
+google-crc32c==1.7.1
+ # via aiortc
+gradio==5.33.1
+ # via agents (pyproject.toml)
+gradio-client==1.10.3
+ # via gradio
+greenlet==3.2.3
+ # via playwright
+griffe==1.7.3
+ # via openai-agents
+groovy==0.1.2
+ # via gradio
+grpcio==1.70.0
+ # via autogen-ext
+h11==0.16.0
+ # via
+ # httpcore
+ # uvicorn
+hf-xet==1.1.3
+ # via huggingface-hub
+html5lib==1.1
+ # via readabilipy
+httpcore==1.0.9
+ # via httpx
+httpx==0.28.1
+ # via
+ # agents (pyproject.toml)
+ # anthropic
+ # gradio
+ # gradio-client
+ # langgraph-sdk
+ # langsmith
+ # mcp
+ # ollama
+ # openai
+ # safehttpx
+httpx-sse==0.4.0
+ # via
+ # langchain-community
+ # mcp
+huggingface-hub==0.32.4
+ # via
+ # gradio
+ # gradio-client
+idna==3.10
+ # via
+ # anyio
+ # httpx
+ # requests
+ # yarl
+ifaddr==0.2.0
+ # via aioice
+importlib-metadata==8.7.0
+ # via opentelemetry-api
+ipython==9.3.0
+ # via ipywidgets
+ipython-pygments-lexers==1.1.1
+ # via ipython
+ipywidgets==8.1.7
+ # via agents (pyproject.toml)
+isodate==0.7.2
+ # via
+ # azure-ai-agents
+ # azure-ai-projects
+ # azure-storage-blob
+ # openapi-core
+jedi==0.19.2
+ # via ipython
+jinja2==3.1.6
+ # via
+ # gradio
+ # semantic-kernel
+jiter==0.10.0
+ # via
+ # anthropic
+ # openai
+jsonpatch==1.33
+ # via langchain-core
+jsonpointer==3.0.0
+ # via jsonpatch
+jsonref==1.1.0
+ # via autogen-core
+jsonschema==4.24.0
+ # via
+ # openapi-core
+ # openapi-schema-validator
+ # openapi-spec-validator
+jsonschema-path==0.3.4
+ # via
+ # openapi-core
+ # openapi-spec-validator
+jsonschema-specifications==2025.4.1
+ # via
+ # jsonschema
+ # openapi-schema-validator
+jupyterlab-widgets==3.0.15
+ # via ipywidgets
+langchain==0.3.25
+ # via langchain-community
+langchain-anthropic==0.3.15
+ # via agents (pyproject.toml)
+langchain-community==0.3.24
+ # via
+ # agents (pyproject.toml)
+ # langchain-experimental
+langchain-core==0.3.64
+ # via
+ # langchain
+ # langchain-anthropic
+ # langchain-community
+ # langchain-experimental
+ # langchain-openai
+ # langchain-text-splitters
+ # langgraph
+ # langgraph-checkpoint
+ # langgraph-prebuilt
+langchain-experimental==0.3.4
+ # via agents (pyproject.toml)
+langchain-openai==0.3.21
+ # via agents (pyproject.toml)
+langchain-text-splitters==0.3.8
+ # via langchain
+langgraph==0.4.8
+ # via agents (pyproject.toml)
+langgraph-checkpoint==2.0.26
+ # via
+ # langgraph
+ # langgraph-checkpoint-sqlite
+ # langgraph-prebuilt
+langgraph-checkpoint-sqlite==2.0.10
+ # via agents (pyproject.toml)
+langgraph-prebuilt==0.2.2
+ # via langgraph
+langgraph-sdk==0.1.70
+ # via langgraph
+langsmith==0.3.45
+ # via
+ # agents (pyproject.toml)
+ # langchain
+ # langchain-community
+ # langchain-core
+lazy-object-proxy==1.11.0
+ # via openapi-spec-validator
+lxml==5.4.0
+ # via
+ # agents (pyproject.toml)
+ # readabilipy
+markdown-it-py==3.0.0
+ # via rich
+markdownify==1.1.0
+ # via mcp-server-fetch
+markupsafe==3.0.2
+ # via
+ # gradio
+ # jinja2
+ # werkzeug
+marshmallow==3.26.1
+ # via dataclasses-json
+matplotlib-inline==0.1.7
+ # via ipython
+mcp==1.9.3
+ # via
+ # agents (pyproject.toml)
+ # autogen-ext
+ # mcp-server-fetch
+ # openai-agents
+mcp-server-fetch==2025.1.17
+ # via agents (pyproject.toml)
+mdurl==0.1.2
+ # via markdown-it-py
+more-itertools==10.7.0
+ # via openapi-core
+msal==1.32.3
+ # via
+ # azure-identity
+ # msal-extensions
+msal-extensions==1.3.1
+ # via azure-identity
+multidict==6.4.4
+ # via
+ # aiohttp
+ # yarl
+mypy-extensions==1.1.0
+ # via typing-inspect
+narwhals==1.42.0
+ # via plotly
+nest-asyncio==1.6.0
+ # via semantic-kernel
+numpy==2.3.0
+ # via
+ # gradio
+ # langchain-community
+ # pandas
+ # scipy
+ # semantic-kernel
+ollama==0.5.1
+ # via autogen-ext
+openai==1.85.0
+ # via
+ # agents (pyproject.toml)
+ # autogen-ext
+ # langchain-openai
+ # openai-agents
+ # semantic-kernel
+openai-agents==0.0.17
+ # via agents (pyproject.toml)
+openapi-core==0.19.5
+ # via semantic-kernel
+openapi-schema-validator==0.6.3
+ # via
+ # openapi-core
+ # openapi-spec-validator
+openapi-spec-validator==0.7.2
+ # via openapi-core
+opentelemetry-api==1.34.1
+ # via
+ # autogen-core
+ # opentelemetry-sdk
+ # opentelemetry-semantic-conventions
+ # semantic-kernel
+opentelemetry-sdk==1.34.1
+ # via semantic-kernel
+opentelemetry-semantic-conventions==0.55b1
+ # via opentelemetry-sdk
+orjson==3.10.18
+ # via
+ # gradio
+ # langgraph-sdk
+ # langsmith
+ormsgpack==1.10.0
+ # via langgraph-checkpoint
+packaging==24.2
+ # via
+ # deprecation
+ # gradio
+ # gradio-client
+ # huggingface-hub
+ # langchain-core
+ # langsmith
+ # marshmallow
+ # plotly
+ # prance
+pandas==2.3.0
+ # via gradio
+parse==1.20.2
+ # via openapi-core
+parso==0.8.4
+ # via jedi
+pathable==0.4.4
+ # via jsonschema-path
+pexpect==4.9.0
+ # via ipython
+pillow==11.2.1
+ # via
+ # autogen-core
+ # gradio
+playwright==1.52.0
+ # via agents (pyproject.toml)
+plotly==6.1.2
+ # via agents (pyproject.toml)
+polygon-api-client==1.14.6
+ # via agents (pyproject.toml)
+prance==25.4.8.0
+ # via semantic-kernel
+prompt-toolkit==3.0.51
+ # via ipython
+propcache==0.3.2
+ # via
+ # aiohttp
+ # yarl
+protego==0.4.0
+ # via mcp-server-fetch
+protobuf==5.29.5
+ # via
+ # autogen-core
+ # semantic-kernel
+psutil==7.0.0
+ # via agents (pyproject.toml)
+ptyprocess==0.7.0
+ # via pexpect
+pure-eval==0.2.3
+ # via stack-data
+pybars4==0.9.13
+ # via semantic-kernel
+pycparser==2.22
+ # via cffi
+pydantic==2.11.5
+ # via
+ # anthropic
+ # autogen-core
+ # fastapi
+ # gradio
+ # langchain
+ # langchain-anthropic
+ # langchain-core
+ # langgraph
+ # langsmith
+ # mcp
+ # mcp-server-fetch
+ # ollama
+ # openai
+ # openai-agents
+ # pydantic-settings
+ # semantic-kernel
+pydantic-core==2.33.2
+ # via pydantic
+pydantic-settings==2.9.1
+ # via
+ # langchain-community
+ # mcp
+ # semantic-kernel
+pydub==0.25.1
+ # via gradio
+pyee==13.0.0
+ # via
+ # aiortc
+ # playwright
+pygments==2.19.1
+ # via
+ # ipython
+ # ipython-pygments-lexers
+ # rich
+pyjwt==2.10.1
+ # via msal
+pylibsrtp==0.12.0
+ # via aiortc
+pymeta3==0.5.1
+ # via pybars4
+pyopenssl==25.1.0
+ # via aiortc
+pypdf==5.6.0
+ # via agents (pyproject.toml)
+pypdf2==3.0.1
+ # via agents (pyproject.toml)
+python-dateutil==2.9.0.post0
+ # via pandas
+python-dotenv==1.1.0
+ # via
+ # agents (pyproject.toml)
+ # mcp
+ # pydantic-settings
+python-http-client==3.3.7
+ # via sendgrid
+python-multipart==0.0.20
+ # via
+ # gradio
+ # mcp
+pytz==2025.2
+ # via pandas
+pyyaml==6.0.2
+ # via
+ # gradio
+ # huggingface-hub
+ # jsonschema-path
+ # langchain
+ # langchain-community
+ # langchain-core
+readabilipy==0.3.0
+ # via mcp-server-fetch
+referencing==0.36.2
+ # via
+ # jsonschema
+ # jsonschema-path
+ # jsonschema-specifications
+regex==2024.11.6
+ # via
+ # readabilipy
+ # tiktoken
+requests==2.32.4
+ # via
+ # agents (pyproject.toml)
+ # azure-core
+ # huggingface-hub
+ # jsonschema-path
+ # langchain
+ # langchain-community
+ # langsmith
+ # mcp-server-fetch
+ # msal
+ # openai-agents
+ # prance
+ # requests-toolbelt
+ # tiktoken
+ # wikipedia
+requests-toolbelt==1.0.0
+ # via langsmith
+rfc3339-validator==0.1.4
+ # via openapi-schema-validator
+rich==14.0.0
+ # via typer
+rpds-py==0.25.1
+ # via
+ # jsonschema
+ # referencing
+ruamel-yaml==0.18.14
+ # via prance
+ruamel-yaml-clib==0.2.12
+ # via ruamel-yaml
+ruff==0.11.13
+ # via gradio
+safehttpx==0.1.6
+ # via gradio
+scipy==1.15.3
+ # via semantic-kernel
+semantic-kernel==1.32.2
+ # via agents (pyproject.toml)
+semantic-version==2.10.0
+ # via gradio
+sendgrid==6.12.3
+ # via agents (pyproject.toml)
+setuptools==80.9.0
+ # via agents (pyproject.toml)
+shellingham==1.5.4
+ # via typer
+six==1.17.0
+ # via
+ # azure-core
+ # ecdsa
+ # html5lib
+ # markdownify
+ # python-dateutil
+ # rfc3339-validator
+smithery==0.1.0
+ # via agents (pyproject.toml)
+sniffio==1.3.1
+ # via
+ # anthropic
+ # anyio
+ # openai
+soupsieve==2.7
+ # via beautifulsoup4
+speedtest-cli==2.1.3
+ # via agents (pyproject.toml)
+sqlalchemy==2.0.41
+ # via
+ # langchain
+ # langchain-community
+sqlite-vec==0.1.6
+ # via langgraph-checkpoint-sqlite
+sse-starlette==2.3.6
+ # via mcp
+stack-data==0.6.3
+ # via ipython
+starlette==0.46.2
+ # via
+ # fastapi
+ # gradio
+ # mcp
+tenacity==9.1.2
+ # via
+ # langchain-community
+ # langchain-core
+tiktoken==0.9.0
+ # via
+ # autogen-ext
+ # langchain-openai
+tomlkit==0.13.3
+ # via gradio
+tqdm==4.67.1
+ # via
+ # huggingface-hub
+ # openai
+traitlets==5.14.3
+ # via
+ # comm
+ # ipython
+ # ipywidgets
+ # matplotlib-inline
+typer==0.16.0
+ # via
+ # gradio
+ # mcp
+types-requests==2.32.0.20250602
+ # via openai-agents
+typing-extensions==4.14.0
+ # via
+ # aiosqlite
+ # anthropic
+ # anyio
+ # autogen-core
+ # azure-ai-agents
+ # azure-ai-projects
+ # azure-core
+ # azure-identity
+ # azure-storage-blob
+ # beautifulsoup4
+ # fastapi
+ # gradio
+ # gradio-client
+ # huggingface-hub
+ # langchain-core
+ # openai
+ # openai-agents
+ # openapi-core
+ # opentelemetry-api
+ # opentelemetry-sdk
+ # opentelemetry-semantic-conventions
+ # pydantic
+ # pydantic-core
+ # pyee
+ # pyopenssl
+ # referencing
+ # semantic-kernel
+ # sqlalchemy
+ # typer
+ # typing-inspect
+ # typing-inspection
+typing-inspect==0.9.0
+ # via dataclasses-json
+typing-inspection==0.4.1
+ # via
+ # pydantic
+ # pydantic-settings
+tzdata==2025.2
+ # via pandas
+urllib3==2.4.0
+ # via
+ # polygon-api-client
+ # requests
+ # types-requests
+uvicorn==0.34.3
+ # via
+ # gradio
+ # mcp
+wcwidth==0.2.13
+ # via prompt-toolkit
+webencodings==0.5.1
+ # via html5lib
+websockets==14.2
+ # via
+ # gradio-client
+ # polygon-api-client
+ # semantic-kernel
+werkzeug==3.1.1
+ # via
+ # openapi-core
+ # sendgrid
+widgetsnbextension==4.0.14
+ # via ipywidgets
+wikipedia==1.4.0
+ # via agents (pyproject.toml)
+xxhash==3.5.0
+ # via langgraph
+yarl==1.20.1
+ # via aiohttp
+zipp==3.23.0
+ # via importlib-metadata
+zstandard==0.23.0
+ # via langsmith
diff --git a/data/setup/SETUP-PC.md b/data/setup/SETUP-PC.md
new file mode 100644
index 0000000000000000000000000000000000000000..056f8f18badb1faf990ae4e98ec3f47991bae17d
--- /dev/null
+++ b/data/setup/SETUP-PC.md
@@ -0,0 +1,206 @@
+## Master AI Agentic Engineering - build autonomous AI Agents
+
+# Setup instructions for PC
+
+Welcome, PC people!
+
+Setting up a powerful environment to work at the forefront of AI is not as easy as I'd like. It can be challenging. But I really hope these instructions are bullet-proof!
+
+If you hit problems, please don't hesitate to reach out. I am here to get you up and running quickly. There's nothing worse than feeling _stuck_. Message me, email me or LinkedIn message me and I will unstick you quickly!
+
+Email: ed@edwarddonner.com
+LinkedIn: https://www.linkedin.com/in/eddonner/
+
+_If you're looking at this in Cursor, please right click on the filename in the Explorer on the left, and select "Open preview", to view the formatted version._
+
+If you are relatively new to using the Command Prompt, here is an excellent [guide](https://chatgpt.com/share/67b0acea-ba38-8012-9c34-7a2541052665) with instructions and exercises. I'd suggest you work through this first to build some confidence.
+
+### Before we begin - Heads up! Please read this.
+
+**Special Note** several students have hit items 3 and 4 in the list below. If you haven't addressed this before on your computer, this will come back to bite you at some point 😅 - please read these and investigate! Your PC needs to support filenames longer than 260 characters, and have Microsoft Build Tools installed, otherwise some Data Science packages will break.
+
+There are 4 common gotchas to developing on Windows to be aware of:
+
+1. Permissions. Please take a look at this [tutorial](https://chatgpt.com/share/67b0ae58-d1a8-8012-82ca-74762b0408b0) on permissions on Windows
+2. Anti-virus, Firewall, VPN. These can interfere with installations and network access; try temporarily disabling them as needed
+3. The evil Windows 260 character limit to filenames - here is a full [explanation and fix](https://chatgpt.com/share/67b0afb9-1b60-8012-a9f7-f968a5a910c7)! You'll need to restart after making the change.
+4. If you've not worked with Data Science packages on your computer before, you'll need to install Microsoft Build Tools. Here are [instructions](https://chatgpt.com/share/67b0b762-327c-8012-b809-b4ec3b9e7be0). A student also mentioned that [these instructions](https://github.com/bycloudai/InstallVSBuildToolsWindows) might be helpful for people on Windows 11.
+
+### Part 1: Clone the Repo
+
+T1. **Install Git** (if not already installed):
+
+- Download Git from https://git-scm.com/download/win
+- Run the installer and follow the prompts, using default options (press OK lots of times!)
+
+2. **Open Command Prompt:**
+
+- Press Win + R, type `cmd`, and press Enter
+
+3. **Navigate to your projects folder:**
+
+If you have a specific folder for projects, navigate to it using the cd command. For example:
+`cd C:\Users\YourUsername\projects`
+Replacing YourUsername with your actual Windows user
+
+If you don't have a projects folder, you can create one:
+```
+mkdir C:\Users\YourUsername\projects
+cd C:\Users\YourUsername\projects
+```
+
+4. **Clone the repository:**
+
+Enter this in the command prompt in the Projects folder:
+
+`git clone https://github.com/ed-donner/agents.git`
+
+This creates a new directory `agents` within your Projects folder and downloads the code for the class. Do `cd agents` to go into it. This `agents` directory is known as the "project root directory".
+
+
+### Part 2: Install Cursor
+
+A word about Cursor: it's a cool product, but it's not to everyone's liking. It can also have a habit of being flakey with the AI recommendations. As student Alireza points out, you can use VS Code (or any IDE) in its place if you prefer. Cursor itself is built from VS Code and everything on this course will work fine in either.
+
+1. Visit cursor at https://www.cursor.com/
+2. Click Sign In on the top right, then Sign Up, to create your account
+3. Download and follow its instructions to install and open Cursor
+
+After you start Cursor, you can pick the defaults for all its questions.
+When it's time to open the project in Cursor:
+1. Launch Cursor, if it's not already running
+2. File menu >> New Window
+3. Click "Open project"
+4. Navigate into the project root directory called `agents` (probably within projects) and click Open
+5. When your project opens, you may be prompted to "install recommended extensions" for Python and Jupyter. If so, choose Yes! Otherwise:
+- Open extensions (View >> extensions)
+- Search for python, and when the results show, click on the ms-python one, and Install it if not already installed
+- Search for jupyter, and when the results show, click on the Microsoft one, and Install it if not already installed
+
+Now open the Explorer (View >> Explorer) and Cursor should show each of the weeks in the file explorer on the left.
+
+### Part 3: The amazing `uv`
+
+For this course, I'm using uv, the blazingly fast package manager. It's really taken off in the Data Science world -- and for good reason.
+
+It's fast and reliable. You're going to love it!
+
+Follow the instructions here to install uv - I recommend using the Standalone Installer approach at the very top:
+
+https://docs.astral.sh/uv/getting-started/installation/
+
+Then within Cursor, select View >> Terminal, to see a Terminal window within Cursor.
+Type `pwd` to see the current directory, and check you are in the 'agents' directory - like `C:\Users\YourUsername\Documents\Projects\agents` or similar
+
+Start by running `uv self update` to make sure you're on the latest version of uv.
+
+One thing to watch for: if you've used Anaconda before, make sure that your Anaconda environment is deactivated
+`conda deactivate`
+And if you still have any problems with conda and python versions, it's possible that you will need to run this too:
+`conda config --set auto_activate_base false`
+
+And now simply run:
+`uv sync`
+And marvel at the speed and reliability! If necessary, uv should install python 3.12, and then it should install all the packages.
+If you get an error about "invalid certificate" while running `uv sync`, then please try this instead:
+`uv --native-tls sync`
+And also try this instead:
+`uv --allow-insecure-host github.com sync`
+
+Finally, run these commands to be ready to use CrewAI in week 3 - but please note that this needs you to have installed Microsoft Build Tools (#4 in the 'gotchas' section at the top of this doc):
+`uv tool install crewai`
+Followed by:
+`uv tool upgrade crewai`
+
+Checking that everything is set up nicely:
+1. Confirm that you now have a folder called '.venv' in your project root directory (agents)
+2. If you run `uv python list` you should see a Python 3.12 version in your list (there might be several)
+3. If you run `uv tool list` you should see crewai as a tool
+
+Just FYI on using uv:
+With uv, you do a few things differently:
+- Instead of `pip install xxx` you do `uv add xxx` - it gets included in your `pyproject.toml` file and will be automatically installed next time you need it
+- Instead of `python my_script.py` you do `uv run my_script.py` which updates and activates the environment and calls your script
+- You don't actually need to run `uv sync` because uv does this for you whenever you call `uv run`
+- It's better not to edit pyproject.toml yourself, and definitely don't edit uv.lock. If you want to upgrade all your packages, run `uv lock --upgrade`
+- uv has really terrific docs [here](https://docs.astral.sh/uv/) - well worth a read!
+
+### Part 4: OpenAI Key
+
+This is OPTIONAL - there's no need to spend money on APIs if you don't want to.
+
+But it is strongly recommended for the best performance of your Agentic system.
+
+If you have concerns about API costs and would prefer to use cheap or free alternatives, please see [this guide](../guides/09_ai_apis_and_ollama.ipynb)
+This includes instructions for using OpenRouter instead of OpenAI, which may have a more convenient billing system for some countries.
+
+_If you decide to use the free alternative (Ollama), then please skip the Part 4 and Part 5 of this setup guide; there's no need for an API key or a .env file. Go straight to the section headed "And that's it!" below._
+
+For OpenAI:
+
+1. Create an OpenAI account if you don't have one by visiting:
+https://platform.openai.com/
+
+2. OpenAI asks for a minimum credit to use the API. For me in the US, it's \$5. The API calls will spend against this \$5. On this course, we'll only use a small portion of this. I do recommend you make the investment as you'll be able to put it to excellent use. Do keep in mind: Agentic systems are less predictable than traditional software engineering, and that's usually the intention! It also means there are some risks when it comes to costs. Set a fixed budget for your LLMs, and be sure to monitor costs carefully.
+
+You can add your credit balance to OpenAI at Settings > Billing:
+https://platform.openai.com/settings/organization/billing/overview
+
+I recommend you **disable** the automatic recharge!
+
+3. Create your API key
+
+The webpage where you set up your OpenAI key is at https://platform.openai.com/api-keys - press the green 'Create new secret key' button and press 'Create secret key'. Keep a record of the API key somewhere private; you won't be able to retrieve it from the OpenAI screens in the future. It should start `sk-proj-`.
+
+We will also set up keys for Anthropic and Google, which you can do here when we get there.
+- Claude API at https://console.anthropic.com/ from Anthropic
+- Gemini API at https://aistudio.google.com/ from Google
+
+During the course, I'll also direct you to set up a number of other APIs that are free or very low cost.
+
+### Part 5: The `.env` file
+
+When you have the key, it's time to create your `.env` file:
+
+1. In Cursor, go to the File menu and select "New Text File".
+
+Type the following, being SUPER careful that you get this exactly right:
+
+`OPENAI_API_KEY=`
+
+And then after the equals sign, paste in your key from OpenAI. So after you've completed this, it should look like this:
+
+`OPENAI_API_KEY=sk-proj-lots_of_characters_here`
+
+But obviously the stuff to the right of the equals sign needs to match your key exactly.
+
+Some people have got stuck because they've mistyped the start of the key as OPEN_API_KEY (missing the letters AI) and some people have the value as `sk-proj-sk-proj-...`.
+
+If you have other keys, you can add them too, or come back to this in future weeks:
+```
+GOOGLE_API_KEY=xxxx
+ANTHROPIC_API_KEY=xxxx
+DEEPSEEK_API_KEY=xxxx
+```
+
+2. Now go to File menu >> Save As.. and save the file in the directory called `agents` (also known as the project root directory) with the name `.env`
+
+Here's the thing: it **needs** to go in the directory named `agents` and it **needs** to be named precisely `.env` -- not "env" and not "env.txt" or ".env.txt" but exactly the 4 characters `.env` otherwise it won't work!!
+
+Hopefully you're now the proud owner of your very own `.env` file with your key inside, and you're ready for action.
+
+**IMPORTANT: be sure to Save the .env file after you edit it.**
+
+## And that's it!!
+
+To get started in Cursor, check that you've installed the Python and Jupyter extensions as described in Part 2 above. Then, open the directory called `1_foundations` in the explorer on the left, and double click on `1_lab1.ipynb` to launch the first lab. Click where it says "Select Kernel" near the top right, and select the option called `.venv (Python 3.12.9)` or similar, which should be the first choice or the most prominent choice (you might need to click 'Python Environments' first). Then click in the first cell with code, and press Shift + Enter to execute it.
+
+After you click "Select Kernel", if there is no option like `.venv (Python 3.12.9)` then please do the following:
+1. From the File menu, choose Preferences >> VSCode Settings (NOTE: be sure to select `VSCode Settings` not `Cursor Settings`)
+2. In the Settings search bar, type "venv"
+3. In the field "Path to folder with a list of Virtual Environments" put the path to the project root, like C:\Users\username\projects\agents
+And then try again.
+
+If you have any problems, I've included a Guide called [troubleshooting.ipynb](troubleshooting.ipynb) to figure it out.
+
+Please do message me or email me at ed@edwarddonner.com if this doesn't work or if I can help with anything. I can't wait to hear how you get on.
\ No newline at end of file
diff --git a/data/setup/SETUP-WSL.md b/data/setup/SETUP-WSL.md
new file mode 100644
index 0000000000000000000000000000000000000000..5b057d8ba38f9449bbc1c6df343e2de91e9d9972
--- /dev/null
+++ b/data/setup/SETUP-WSL.md
@@ -0,0 +1,55 @@
+## Master AI Agentic Engineering - build autonomous AI Agents
+
+# Setting up WSL - Windows Subsytem for Linux
+
+_NOTE 1: These instructions assume that you've already carried out the PC Setup instructions_
+
+_NOTE 2: In Cursor, remember to Right Click on this file in the Explorer and choose "Open Preview" to see the formatting._
+
+Welcome back to Setup-land, PC people!
+
+I expect you're here because you've reached Week 6, and discovered the unpleasant news that MCP Servers are only working on Windows under WSL.
+
+I'm so sorry to put you through this! The good news is, several students have confirmed that MCP Servers are working under WSL. Also, WSL is generally considered a great way to build on Windows. And the other good news is that you've already done the setup once, so surely this will be relatively painless? Fingers crossed.
+
+### Part 1: Install WSL if you haven't before
+
+WSL is the Microsoft recommended way to run Linux on your Windows PC, as described here:
+https://learn.microsoft.com/en-us/windows/wsl/install
+
+We will be using the default Ubuntu distribution of Linux, which seems to work fine. Let's do this!
+
+1. Open a powershell
+2. Run: `wsl --install`
+3. Select to allow elevated permissions when it asks; then wait for Ubuntu to install
+4. Then run `wsl` to start it and set your Linux username and password
+5. Type `pwd` and `ls` to see what directory you're in, and list the contents. Then type `cd` to change to your home directory, and repeat.
+
+It's important to appreciate the difference between your Windows home directory, and this new home directory in your Linux WSL world..
+
+### Part 2: Install uv and repo
+
+1. From a powershell, run `ubuntu` - note that it's important to do `ubuntu` rather than `wsl` because it starts you in your Linux home directory
+2. Then follow the linux instructions here: https://docs.astral.sh/uv/getting-started/installation/ and run `curl -LsSf https://astral.sh/uv/install.sh | sh`
+3. After that completes, you need to type `exit` to leave WSL and return to the Powershell and then type `ubuntu` to return to Linux, in order that changes to PATH are picked up
+4. Now type `pwd` to check you're in your Linux home directory. If in doubt, `cd ~` and `ls` to check.
+5. Now create a projects directory with `mkdir projects` then `cd projects` to go into it
+6. And, from within your new projects directory, clone the repo with `git clone https://github.com/ed-donner/agents.git`
+7. Now go into your new agents directory, your Project Root Directory, with `cd agents`
+8. And now run the all-powerful `uv sync`
+
+At this point, I experienced an unpleasant memory error. I believe it's related to my setup, and you shouldn't hit it. But if you do, please let me know - I have a fix!
+
+### Part 3: Configure Cursor running in your PC environment
+
+1. Open Cursor, the usual way, on your PC
+2. Bring up the Extensions panel (View menu >> Extensions or Ctrl+Shift+X), search for WSL, see WSL by Anysphere (the makers of Cursor) and Install it
+3. Now press Ctrl+Shift+P and search for Remote-WSL: New Window and select it to Open a new window configured for WSL
+4. Select Open Project (then get a coffee), and navigate to your new "agents" project root directory in Linux, and then Open or Select Folder
+5. Bring up the Extensions panel again (Ctrl+Shift+X) and install these Extensions in your WSL if not already installed: Python (ms-python), and Jupyter (microsoft), clicking the "Install in WSL-Ubuntu" button
+
+### And you should be ready to roll!
+
+You'll need to create a new ".env" file in the agents folder, and copy across your .env from your other project. And you'll need to click "Select Kernel" and "Choose python environment..".
+
+Enjoy MCP!
\ No newline at end of file
diff --git a/data/setup/SETUP-linux.md b/data/setup/SETUP-linux.md
new file mode 100644
index 0000000000000000000000000000000000000000..87b8ca6f2ad99daaec6454eda8e4180859b7c812
--- /dev/null
+++ b/data/setup/SETUP-linux.md
@@ -0,0 +1,204 @@
+## Master AI Agentic Engineering - build autonomous AI Agents
+
+# Setup instructions for Linux
+
+Welcome, Linux people!
+
+Setting up a powerful environment to work at the forefront of AI is not as easy as I'd like. It can be challenging. But I really hope these instructions are bullet-proof!
+
+If you hit problems, please don't hesitate to reach out. I am here to get you up and running quickly. There's nothing worse than feeling _stuck_. Message me, email me or LinkedIn message me and I will unstick you quickly!
+
+Email: ed@edwarddonner.com
+LinkedIn: https://www.linkedin.com/in/eddonner/
+
+_If you're looking at this in Cursor, please right click on the filename in the Explorer on the left, and select "Open preview", to view the formatted version._
+
+### Before we begin
+
+One "gotcha" to keep in mind: if you run anti-virus software, VPN or a Firewall, it might interfere with installations or network access. Please temporarily disable if you have problems.
+
+### Part 1: Clone the Repo
+
+This gets you a local copy of the code on your machine.
+
+1. **Install Git** if not already installed:
+
+- Open your terminal.
+- Run `git --version`. If Git isn't installed, follow the instructions for your distribution:
+ - Debian/Ubuntu: `sudo apt update && sudo apt install git`
+ - Fedora: `sudo dnf install git`
+ - Arch: `sudo pacman -S git`
+
+2. **Navigate to your projects folder:**
+
+If you have a specific folder for projects, navigate to it using the `cd` command. For example:
+`cd ~/projects`
+
+If you don't have a projects folder, you can create one:
+```
+mkdir ~/projects
+cd ~/projects
+```
+
+3. **Clone the repository:**
+
+Run the following command in your terminal:
+`git clone https://github.com/ed-donner/agents.git`
+
+This creates a new directory `agents` within your Projects folder and downloads the course code. Use `cd agents` to enter the directory. This is your "project root directory."
+
+### Part 2: Install Cursor
+
+A word about Cursor: it's a cool product, but it's not to everyone's liking. It can also have a habit of being flakey with the AI recommendations. As student Alireza points out, you can use VS Code (or any IDE) in its place if you prefer. Cursor itself is built from VS Code and everything on this course will work fine in either.
+
+1. Visit cursor at https://www.cursor.com/
+2. Click Sign In on the top right, then Sign Up, to create your account
+3. Download and follow its instructions to install and open Cursor
+
+Some notes from a student (thank you Ernst!):
+For Linux users the installation is not as straightforward, here are two resources that helped me install Cursor:
+- https://forum.cursor.com/t/can-you-add-a-how-to-guide-on-installing-using-cursor-in-ubuntu/16646/2
+-> look for the video and watch the first four minutes.
+- https://github.com/OpenShot/openshot-qt/issues/4789 -> there are many issues regarding Appimage and Fuse, and via this post I learned to install libfuse2 which helped fix the issue.
+Note! Although I am currently on Ubuntu 22.04 and did not face any issues, there have been serious graphical issues reported with fuse on Ubuntu 24.x. Be careful and read a few blogs before you sudo apt install new libraries.
+
+
+After you start Cursor, you can pick the defaults for all its questions.
+When it's time to open the project in Cursor:
+1. Launch Cursor, if it's not already running
+2. File menu >> New Window
+3. Click "Open project"
+4. Navigate into the project root directory called `agents` (probably within projects) and click Open
+5. When your project opens, you may be prompted to "install recommended extensions" for Python and Jupyter. If so, choose Yes! Otherwise:
+- Open extensions (View >> extensions)
+- Search for python, and when the results show, click on the ms-python one, and Install it if not already installed
+- Search for jupyter, and when the results show, click on the Microsoft one, and Install it if not already installed
+
+Now open the Explorer (View >> Explorer) and Cursor should show each of the weeks in the file explorer on the left.
+
+### Part 3: The amazing `uv`
+
+For this course, I'm using uv, the blazingly fast package manager. It's really taken off in the Data Science world -- and for good reason.
+
+It's fast and reliable. You're going to love it!
+
+Follow the instructions here to install uv - I recommend using the Standalone Installer approach at the very top:
+
+https://docs.astral.sh/uv/getting-started/installation/
+
+Then within Cursor, select View >> Terminal, to see a Terminal window within Cursor.
+Type `pwd` to see the current directory, and check you are in the 'agents' directory. For me it is `/Users/ed/projects/agents` and it should be something similar for you.
+
+Start by running `uv self update` to make sure you're on the latest version of uv.
+
+One thing to watch for: if you've used Anaconda before, make sure that your Anaconda environment is deactivated
+`conda deactivate`
+
+And if you still have any problems with python versions, it's possible that you will need this too:
+`conda config --set auto_activate_base false`
+
+And now simply run:
+`uv sync`
+And marvel at the speed and reliability! If necessary, uv should install python 3.12, and then it should install all the packages.
+If you get an error about "invalid certificate" while running `uv sync`, then please try this instead:
+`uv --native-tls sync`
+And also try this instead:
+`uv --allow-insecure-host github.com sync`
+
+Finally, run these commands to be ready to use CrewAI in week 3:
+`uv tool install crewai`
+Followed by:
+`uv tool upgrade crewai`
+
+Checking that everything is set up nicely:
+1. Confirm that you now have a folder called '.venv' in your project root directory (agents)
+2. If you run `uv python list` you should see a Python 3.12 version in your list (there might be several)
+3. If you run `uv tool list` you should see crewai as a tool
+
+Just FYI on using uv:
+With uv, you do a few things differently:
+- Instead of `pip install xxx` you do `uv add xxx` - it gets included in your `pyproject.toml` file and will be automatically installed next time you need it
+- Instead of `python my_script.py` you do `uv run my_script.py` which updates and activates the environment and calls your script
+- You don't actually need to run `uv sync` because uv does this for you whenever you call `uv run`
+- It's better not to edit pyproject.toml yourself, and definitely don't edit uv.lock. If you want to upgrade all your packages, run `uv lock --upgrade`
+- uv has really terrific docs [here](https://docs.astral.sh/uv/) - well worth a read!
+
+### Part 4: OpenAI Key
+
+This is OPTIONAL - there's no need to spend money on APIs if you don't want to.
+
+But it is strongly recommended for the best performance of your Agentic system.
+
+If you have concerns about API costs and would prefer to use cheap or free alternatives, please see [this guide](../guides/09_ai_apis_and_ollama.ipynb)
+This includes instructions for using OpenRouter instead of OpenAI, which may have a more convenient billing system for some countries.
+
+_If you decide to use the free alternative (Ollama), then please skip the Part 4 and Part 5 of this setup guide; there's no need for an API key or a .env file. Go straight to the section headed "And that's it!" below._
+
+For OpenAI:
+
+1. Create an OpenAI account if you don't have one by visiting:
+https://platform.openai.com/
+
+2. OpenAI asks for a minimum credit to use the API. For me in the US, it's \$5. The API calls will spend against this \$5. On this course, we'll only use a small portion of this. I do recommend you make the investment as you'll be able to put it to excellent use. Do keep in mind: Agentic systems are less predictable than traditional software engineering, and that's usually the intention! It also means there are some risks when it comes to costs. Set a fixed budget for your LLMs, and be sure to monitor costs carefully.
+
+You can add your credit balance to OpenAI at Settings > Billing:
+https://platform.openai.com/settings/organization/billing/overview
+
+I recommend you **disable** the automatic recharge!
+
+3. Create your API key
+
+The webpage where you set up your OpenAI key is at https://platform.openai.com/api-keys - press the green 'Create new secret key' button and press 'Create secret key'. Keep a record of the API key somewhere private; you won't be able to retrieve it from the OpenAI screens in the future. It should start `sk-proj-`.
+
+We will also set up keys for Anthropic and Google, which you can do here when we get there.
+- Claude API at https://console.anthropic.com/ from Anthropic
+- Gemini API at https://aistudio.google.com/ from Google
+
+During the course, I'll also direct you to set up a number of other APIs that are free or very low cost.
+
+### Part 5: The `.env` file
+
+When you have the key, it's time to create your `.env` file:
+
+1. In Cursor, go to the File menu and select "New Text File".
+
+Type the following, being SUPER careful that you get this exactly right:
+
+`OPENAI_API_KEY=`
+
+And then after the equals sign, paste in your key from OpenAI. So after you've completed this, it should look like this:
+
+`OPENAI_API_KEY=sk-proj-lots_of_characters_here`
+
+But obviously the stuff to the right of the equals sign needs to match your key exactly.
+
+Some people have got stuck because they've mistyped the start of the key as OPEN_API_KEY (missing the letters AI) and some people have the value as `sk-proj-sk-proj-...`.
+
+If you have other keys, you can add them too, or come back to this in future weeks:
+```
+GOOGLE_API_KEY=xxxx
+ANTHROPIC_API_KEY=xxxx
+DEEPSEEK_API_KEY=xxxx
+```
+
+2. Now go to File menu >> Save As.. and save the file in the directory called `agents` (also known as the project root directory) with the name `.env`
+
+Here's the thing: it **needs** to go in the directory named `agents` and it **needs** to be named precisely `.env` -- not "env" and not "env.txt" or ".env.txt" but exactly the 4 characters `.env` otherwise it won't work!!
+
+Hopefully you're now the proud owner of your very own `.env` file with your key inside, and you're ready for action.
+
+**IMPORTANT: be sure to Save the .env file after you edit it.**
+
+## And that's it!!
+
+To get started in Cursor, check that you've installed the Python and Jupyter extensions as described in Part 2 above. Then, open the directory called `1_foundations` in the explorer on the left, and double click on `1_lab1.ipynb` to launch the first lab. Click where it says "Select Kernel" near the top right, and select the option called `.venv (Python 3.12.9)` or similar, which should be the first choice or the most prominent choice (you might need to click 'Python Environments' first). Then click in the first cell with code, and press Shift + Enter to execute it.
+
+After you click "Select Kernel", if there is no option like `.venv (Python 3.12.9)` then please do the following:
+1. From the Cursor menu, choose Settings >> VSCode Settings (NOTE: be sure to select `VSCode Settings` not `Cursor Settings`)
+2. In the Settings search bar, type "venv"
+3. In the field "Path to folder with a list of Virtual Environments" put the path to the project root, like /Users/username/projects/agents
+And then try again.
+
+If you have any problems, I've included a Guide called [troubleshooting.ipynb](troubleshooting.ipynb) to figure it out.
+
+Please do message me or email me at ed@edwarddonner.com if this doesn't work or if I can help with anything. I can't wait to hear how you get on.
diff --git a/data/setup/SETUP-mac.md b/data/setup/SETUP-mac.md
new file mode 100644
index 0000000000000000000000000000000000000000..1b34a325bbd51f8bea0dccc9be2bfd8ddd312626
--- /dev/null
+++ b/data/setup/SETUP-mac.md
@@ -0,0 +1,198 @@
+## Master AI Agentic Engineering - build autonomous AI Agents
+
+# Setup instructions for Mac
+
+Welcome, Mac people!
+
+Setting up a powerful environment to work at the forefront of AI is not as easy as I'd like. It can be challenging. But I really hope these instructions are bullet-proof!
+
+If you hit problems, please don't hesitate to reach out. I am here to get you up and running quickly. There's nothing worse than feeling _stuck_. Message me, email me or LinkedIn message me and I will unstick you quickly!
+
+Email: ed@edwarddonner.com
+LinkedIn: https://www.linkedin.com/in/eddonner/
+
+_If you're looking at this in Cursor, please right click on the filename in the Explorer on the left, and select "Open preview", to view the formatted version._
+
+### Before we begin
+
+If you're less familiar with using the Terminal, please review this excellent [guide](https://chatgpt.com/canvas/shared/67b0b10c93a081918210723867525d2b) for some details and exercises.
+
+If you're new to developing on your Mac, you may need to install XCode developer tools. Here are [instructions](https://chatgpt.com/share/67b0b8d7-8eec-8012-9a37-6973b9db11f5).
+
+One "gotcha" to keep in mind: if you run anti-virus software, VPN or a Firewall, it might interfere with installations or network access. Please temporarily disable if you have problems.
+
+### Part 1: Clone the Repo
+
+This gets you a local copy of the code on your box.
+
+1. **Install Git** if not already installed (it will be in most cases)
+
+- Open Terminal (Applications > Utilities > Terminal)
+- Type `git --version` If not installed, you'll be prompted to install it
+
+2. **Navigate to your projects folder:**
+
+If you have a specific folder for projects, navigate to it using the cd command. For example:
+`cd ~/projects`
+
+If you don't have a projects folder, you can create one:
+```
+mkdir ~/projects
+cd ~/projects
+```
+
+3. **Clone the repository:**
+
+Enter this in the terminal in the Projects folder:
+
+`git clone https://github.com/ed-donner/agents.git`
+
+This creates a new directory `agents` within your Projects folder and downloads the code for the class. Do `cd agents` to go into it. This `agents` directory is known as the "project root directory".
+
+### Part 2: Install Cursor
+
+A word about Cursor: it's a cool product, but it's not to everyone's liking. It can also have a habit of being flakey with the AI recommendations. As student Alireza points out, you can use VS Code (or any IDE) in its place if you prefer. Cursor itself is built from VS Code and everything on this course will work fine in either.
+
+1. Visit cursor at https://www.cursor.com/
+2. Click Sign In on the top right, then Sign Up, to create your account
+3. Download and follow its instructions to install and open Cursor
+
+After you start Cursor, you can pick the defaults for all its questions.
+When it's time to open the project in Cursor:
+1. Launch Cursor, if it's not already running
+2. File menu >> New Window
+3. Click "Open project"
+4. Navigate into the project root directory called `agents` (probably within projects) and click Open or Select Folder
+5. When your project opens, you may be prompted to "install recommended extensions" for Python and Jupyter. If so, choose Yes! Otherwise:
+- Open extensions (View >> extensions)
+- Search for python, and when the results show, click on the ms-python one, and Install it if not already installed
+- Search for jupyter, and when the results show, click on the Microsoft one, and Install it if not already installed
+
+Now open the Explorer (View >> Explorer) and Cursor should show each of the weeks in the file explorer on the left.
+
+### Part 3: The amazing `uv`
+
+For this course, I'm using uv, the blazingly fast package manager. It's really taken off in the Data Science world -- and for good reason.
+
+It's fast and reliable. You're going to love it!
+
+Follow the instructions here to install uv - I recommend using the Standalone Installer approach at the very top:
+
+https://docs.astral.sh/uv/getting-started/installation/
+
+Then within Cursor, select View >> Terminal, to see a Terminal window within Cursor.
+Type `pwd` to see the current directory, and check you are in the 'agents' directory. For me it is `/Users/ed/projects/agents` and it should be something similar for you.
+
+Start by running `uv self update` to make sure you're on the latest version of uv.
+
+One thing to watch for: if you've used Anaconda before, make sure that your Anaconda environment is deactivated:
+`conda deactivate`
+And if you still have any problems with conda and python versions, it's possible that you will need to run this too:
+`conda config --set auto_activate_base false`
+
+And now simply run:
+`uv sync`
+And marvel at the speed and reliability! If necessary, uv should install python 3.12, and then it should install all the packages.
+If you get an error about "invalid certificate" while running `uv sync`, then please try this instead:
+`uv --native-tls sync`
+And also try this instead:
+`uv --allow-insecure-host github.com sync`
+
+Finally, run these commands to be ready to use CrewAI in week 3:
+`uv tool install crewai`
+Followed by:
+`uv tool upgrade crewai`
+
+Checking that everything is set up nicely:
+1. Confirm that you now have a folder called '.venv' in your project root directory (agents)
+2. If you run `uv python list` you should see a Python 3.12 version in your list (there might be several)
+3. If you run `uv tool list` you should see crewai as a tool
+
+Just FYI on using uv:
+With uv, you do a few things differently:
+- Instead of `pip install xxx` you do `uv add xxx` - it gets included in your `pyproject.toml` file and will be automatically installed next time you need it
+- Instead of `python my_script.py` you do `uv run my_script.py` which updates and activates the environment and calls your script
+- You don't actually need to run `uv sync` because uv does this for you whenever you call `uv run`
+- It's better not to edit pyproject.toml yourself, and definitely don't edit uv.lock. If you want to upgrade all your packages, run `uv lock --upgrade`
+- uv has really terrific docs [here](https://docs.astral.sh/uv/) - well worth a read!
+
+### Part 4: OpenAI Key
+
+This is OPTIONAL - there's no need to spend money on APIs if you don't want to.
+
+But it is strongly recommended for the best performance of your Agentic system.
+
+If you have concerns about API costs and would prefer to use cheap or free alternatives, please see [this guide](../guides/09_ai_apis_and_ollama.ipynb)
+This includes instructions for using OpenRouter instead of OpenAI, which may have a more convenient billing system for some countries.
+
+_If you decide to use the free alternative (Ollama), then please skip the Part 4 and Part 5 of this setup guide; there's no need for an API key or a .env file. Go straight to the section headed "And that's it!" below._
+
+For OpenAI:
+
+1. Create an OpenAI account if you don't have one by visiting:
+https://platform.openai.com/
+
+2. OpenAI asks for a minimum credit to use the API. For me in the US, it's \$5. The API calls will spend against this \$5. On this course, we'll only use a small portion of this. I do recommend you make the investment as you'll be able to put it to excellent use. Do keep in mind: Agentic systems are less predictable than traditional software engineering, and that's usually the intention! It also means there are some risks when it comes to costs. Set a fixed budget for your LLMs, and be sure to monitor costs carefully.
+
+You can add your credit balance to OpenAI at Settings > Billing:
+https://platform.openai.com/settings/organization/billing/overview
+
+I recommend you **disable** the automatic recharge!
+
+3. Create your API key
+
+The webpage where you set up your OpenAI key is at https://platform.openai.com/api-keys - press the green 'Create new secret key' button and press 'Create secret key'. Keep a record of the API key somewhere private; you won't be able to retrieve it from the OpenAI screens in the future. It should start `sk-proj-`.
+
+We will also set up keys for Anthropic and Google, which you can do here when we get there.
+- Claude API at https://console.anthropic.com/ from Anthropic
+- Gemini API at https://aistudio.google.com/ from Google
+
+During the course, I'll also direct you to set up a number of other APIs that are free or very low cost.
+
+### Part 5: The `.env` file
+
+When you have the key, it's time to create your `.env` file:
+
+1. In Cursor, go to the File menu and select "New Text File".
+
+Type the following, being SUPER careful that you get this exactly right:
+
+`OPENAI_API_KEY=`
+
+And then after the equals sign, paste in your key from OpenAI. So after you've completed this, it should look like this:
+
+`OPENAI_API_KEY=sk-proj-lots_of_characters_here`
+
+But obviously the stuff to the right of the equals sign needs to match your key exactly.
+
+Some people have got stuck because they've mistyped the start of the key as OPEN_API_KEY (missing the letters AI) and some people have the value as `sk-proj-sk-proj-...`.
+
+If you have other keys, you can add them too, or come back to this in future weeks:
+```
+GOOGLE_API_KEY=xxxx
+ANTHROPIC_API_KEY=xxxx
+DEEPSEEK_API_KEY=xxxx
+```
+
+2. Now go to File menu >> Save As.. and save the file in the directory called `agents` (also known as the project root directory) with the name `.env`
+
+Here's the thing: it **needs** to go in the directory named `agents` and it **needs** to be named precisely `.env` -- not "env" and not "env.txt" or ".env.txt" but exactly the 4 characters `.env` otherwise it won't work!!
+
+Hopefully you're now the proud owner of your very own `.env` file with your key inside, and you're ready for action.
+
+**IMPORTANT: be sure to Save the .env file after you edit it.**
+
+## And that's it!!
+
+To get started in Cursor, check that you've installed the Python and Jupyter extensions as described in Part 2 above. Then, open the directory called `1_foundations` in the explorer on the left, and double click on `1_lab1.ipynb` to launch the first lab. Click where it says "Select Kernel" near the top right, and select the option called `.venv (Python 3.12.9)` or similar, which should be the first choice or the most prominent choice (you might need to click 'Python Environments' first). Then click in the first cell with code, and press Shift + Enter to execute it.
+
+After you click "Select Kernel", if there is no option like `.venv (Python 3.12.9)` then please do the following:
+1. From the Cursor menu, choose Settings >> VSCode Settings (NOTE: be sure to select `VSCode Settings` not `Cursor Settings`)
+2. In the Settings search bar, type "venv"
+3. In the field "Path to folder with a list of Virtual Environments" put the path to the project root, like /Users/username/projects/agents
+And then try again.
+
+
+If you have any problems, I've included a Guide called [troubleshooting.ipynb](troubleshooting.ipynb) to figure it out.
+
+Please do message me or email me at ed@edwarddonner.com if this doesn't work or if I can help with anything. I can't wait to hear how you get on.
\ No newline at end of file
diff --git a/data/setup/diagnostics.py b/data/setup/diagnostics.py
new file mode 100644
index 0000000000000000000000000000000000000000..aa617fc80d955e17e925aa9676c519bd355b7256
--- /dev/null
+++ b/data/setup/diagnostics.py
@@ -0,0 +1,399 @@
+import os
+import sys
+import platform
+import subprocess
+import shutil
+import time
+import ssl
+import tempfile
+from pathlib import Path
+from datetime import datetime
+
+class Diagnostics:
+
+ FILENAME = 'report.txt'
+
+ def __init__(self):
+ self.errors = []
+ self.warnings = []
+ if os.path.exists(self.FILENAME):
+ os.remove(self.FILENAME)
+
+ def log(self, message):
+ print(message)
+ with open(self.FILENAME, 'a', encoding='utf-8') as f:
+ f.write(message + "\n")
+
+ def start(self):
+ now = datetime.now().strftime("%Y-%m-%d %H:%M:%S")
+ self.log(f"Starting diagnostics at {now}\n")
+
+ def end(self):
+ now = datetime.now().strftime("%Y-%m-%d %H:%M:%S")
+ self.log(f"\n\nCompleted diagnostics at {now}\n")
+ print("\nPlease send these diagnostics to me at ed@edwarddonner.com")
+ print(f"Either copy & paste the above output into an email, or attach the file {self.FILENAME} that has been created in this directory.")
+
+
+ def _log_error(self, message):
+ self.log(f"ERROR: {message}")
+ self.errors.append(message)
+
+ def _log_warning(self, message):
+ self.log(f"WARNING: {message}")
+ self.warnings.append(message)
+
+ def run(self):
+ self.start()
+ self._step1_system_info()
+ self._step2_check_files()
+ self._step3_git_repo()
+ self._step4_check_env_file()
+ self._step6_virtualenv_check()
+ self._step7_network_connectivity()
+ self._step8_environment_variables()
+ self._step9_additional_diagnostics()
+
+ if self.warnings:
+ self.log("\n===== Warnings Found =====")
+ self.log("The following warnings were detected. They might not prevent the program from running but could cause unexpected behavior:")
+ for warning in self.warnings:
+ self.log(f"- {warning}")
+
+ if self.errors:
+ self.log("\n===== Errors Found =====")
+ self.log("The following critical issues were detected. Please address them before proceeding:")
+ for error in self.errors:
+ self.log(f"- {error}")
+
+ if not self.errors and not self.warnings:
+ self.log("\n✅ All diagnostics passed successfully!")
+
+ self.end()
+
+ def _step1_system_info(self):
+ self.log("===== System Information =====")
+ try:
+ system = platform.system()
+ self.log(f"Operating System: {system}")
+
+ if system == "Windows":
+ release, version, csd, ptype = platform.win32_ver()
+ self.log(f"Windows Release: {release}")
+ self.log(f"Windows Version: {version}")
+ elif system == "Darwin":
+ release, version, machine = platform.mac_ver()
+ self.log(f"MacOS Version: {release}")
+ else:
+ self.log(f"Platform: {platform.platform()}")
+
+ self.log(f"Architecture: {platform.architecture()}")
+ self.log(f"Machine: {platform.machine()}")
+ self.log(f"Processor: {platform.processor()}")
+
+ try:
+ import psutil
+ ram = psutil.virtual_memory()
+ total_ram_gb = ram.total / (1024 ** 3)
+ available_ram_gb = ram.available / (1024 ** 3)
+ self.log(f"Total RAM: {total_ram_gb:.2f} GB")
+ self.log(f"Available RAM: {available_ram_gb:.2f} GB")
+
+ if available_ram_gb < 2:
+ self._log_warning(f"Low available RAM: {available_ram_gb:.2f} GB")
+ except ImportError:
+ self._log_warning("psutil module not found. Cannot determine RAM information.")
+
+ total, used, free = shutil.disk_usage(os.path.expanduser("~"))
+ free_gb = free / (1024 ** 3)
+ self.log(f"Free Disk Space: {free_gb:.2f} GB")
+
+ if free_gb < 5:
+ self._log_warning(f"Low disk space: {free_gb:.2f} GB free")
+
+ except Exception as e:
+ self._log_error(f"System information check failed: {e}")
+
+ def _step2_check_files(self):
+ self.log("\n===== File System Information =====")
+ try:
+ current_dir = os.getcwd()
+ parent_dir = os.path.dirname(current_dir)
+ self.log(f"Current Directory: {current_dir}")
+
+ # Check write permissions
+ test_file = Path(current_dir) / ".test_write_permission"
+ try:
+ test_file.touch(exist_ok=True)
+ test_file.unlink()
+ self.log("Write permission: OK")
+ except Exception as e:
+ self._log_error(f"No write permission in current directory: {e}")
+
+ self.log("\nFiles in Parent Directory:")
+ try:
+ for item in sorted(os.listdir(parent_dir)):
+ self.log(f" - {item}")
+ except Exception as e:
+ self._log_error(f"Cannot list directory contents: {e}")
+
+ except Exception as e:
+ self._log_error(f"File system check failed: {e}")
+
+ def _step3_git_repo(self):
+ self.log("\n===== Git Repository Information =====")
+ try:
+ result = subprocess.run(['git', 'rev-parse', '--show-toplevel'],
+ stdout=subprocess.PIPE, stderr=subprocess.PIPE, text=True)
+ if result.returncode == 0:
+ git_root = result.stdout.strip()
+ self.log(f"Git Repository Root: {git_root}")
+
+ result = subprocess.run(['git', 'rev-parse', 'HEAD'],
+ stdout=subprocess.PIPE, stderr=subprocess.PIPE, text=True)
+ if result.returncode == 0:
+ self.log(f"Current Commit: {result.stdout.strip()}")
+ else:
+ self._log_warning(f"Could not get current commit: {result.stderr.strip()}")
+
+ result = subprocess.run(['git', 'remote', 'get-url', 'origin'],
+ stdout=subprocess.PIPE, stderr=subprocess.PIPE, text=True)
+ if result.returncode == 0:
+ self.log(f"Remote Origin: {result.stdout.strip()}")
+ else:
+ self._log_warning("No remote 'origin' configured")
+ else:
+ self._log_warning("Not a git repository")
+ except FileNotFoundError:
+ self._log_warning("Git is not installed or not in PATH")
+ except Exception as e:
+ self._log_error(f"Git check failed: {e}")
+
+ def _step4_check_env_file(self):
+ self.log("\n===== Environment File Check =====")
+ try:
+ result = subprocess.run(['git', 'rev-parse', '--show-toplevel'],
+ stdout=subprocess.PIPE, stderr=subprocess.PIPE, text=True)
+ if result.returncode == 0:
+ git_root = result.stdout.strip()
+ env_path = os.path.join(git_root, '.env')
+
+ if os.path.isfile(env_path):
+ self.log(f".env file exists at: {env_path}")
+ try:
+ with open(env_path, 'r') as f:
+ has_api_key = any(line.strip().startswith('OPENAI_API_KEY=') for line in f)
+ if has_api_key:
+ self.log("OPENAI_API_KEY found in .env file")
+ else:
+ self._log_warning("OPENAI_API_KEY not found in .env file")
+ except Exception as e:
+ self._log_error(f"Cannot read .env file: {e}")
+ else:
+ self._log_warning(".env file not found in project root")
+
+ # Check for additional .env files
+ for root, _, files in os.walk(git_root):
+ if '.env' in files and os.path.join(root, '.env') != env_path:
+ self._log_warning(f"Additional .env file found at: {os.path.join(root, '.env')}")
+ else:
+ self._log_warning("Git root directory not found. Cannot perform .env file check.")
+ except FileNotFoundError:
+ self._log_warning("Git is not installed or not in PATH")
+ except Exception as e:
+ self._log_error(f"Environment file check failed: {e}")
+
+ def _step6_virtualenv_check(self):
+ self.log("\n===== Virtualenv Check =====")
+ try:
+ virtual_env = os.environ.get('VIRTUAL_ENV')
+ virtual_env_name = os.path.basename(virtual_env)
+ if virtual_env:
+ self.log("Virtualenv is active:")
+ self.log(f"Environment Path: {virtual_env}")
+ self.log(f"Environment Name: {os.path.basename(virtual_env)}")
+
+ self._check_python_packages()
+ else:
+ self.log("No active virtualenv detected")
+
+ if not virtual_env:
+ self._log_warning("uv virtualenv not detected")
+ elif virtual_env_name != '.venv':
+ self._log_warning(f"Virtualenv name is not '.venv': {virtual_env_name}")
+ except Exception as e:
+ self._log_error(f"Virtualenv check failed: {e}")
+
+ def _check_python_packages(self):
+ self.log("\nPython Environment:")
+ self.log(f"Python Version: {sys.version}")
+ self.log(f"Python Executable: {sys.executable}")
+
+ required_packages = ['openai', 'python-dotenv', 'requests', 'gradio', 'openai-agents']
+
+ try:
+ import pkg_resources
+ installed = {pkg.key: pkg.version for pkg in pkg_resources.working_set}
+
+ self.log("\nRequired Package Versions:")
+ for package in required_packages:
+ if package in installed:
+ self.log(f"{package}: {installed[package]}")
+ else:
+ self._log_error(f"Required package '{package}' is not installed")
+
+ # Check for potentially conflicting packages
+ problem_pairs = [
+ ('openai', 'openai-python'),
+ ('python-dotenv', 'dotenv')
+ ]
+
+ for pkg1, pkg2 in problem_pairs:
+ if pkg1 in installed and pkg2 in installed:
+ self._log_warning(f"Potentially conflicting packages: {pkg1} and {pkg2}")
+ except ImportError:
+ self._log_error("Could not import 'pkg_resources' to check installed packages")
+ except Exception as e:
+ self._log_error(f"Package check failed: {e}")
+
+ def _step7_network_connectivity(self):
+ self.log("\n===== Network Connectivity Check =====")
+ try:
+ self.log(f"SSL Version: {ssl.OPENSSL_VERSION}")
+
+ import requests
+ import speedtest # Importing the speedtest-cli library
+
+ # Basic connectivity check
+ urls = [
+ 'https://www.google.com',
+ 'https://www.cloudflare.com'
+ ]
+
+ connected = False
+ for url in urls:
+ try:
+ start_time = time.time()
+ response = requests.get(url, timeout=10)
+ elapsed_time = time.time() - start_time
+ response.raise_for_status()
+ self.log(f"✓ Connected to {url}")
+ self.log(f" Response time: {elapsed_time:.2f}s")
+
+ if elapsed_time > 2:
+ self._log_warning(f"Slow response from {url}: {elapsed_time:.2f}s")
+ connected = True
+ break
+ except requests.exceptions.RequestException as e:
+ self._log_warning(f"Failed to connect to {url}: {e}")
+ else:
+ self.log("Basic connectivity OK")
+
+ if not connected:
+ self._log_error("Failed to connect to any test URLs")
+ return
+
+ # Bandwidth test using speedtest-cli
+ self.log("\nPerforming bandwidth test using speedtest-cli...")
+ try:
+ st = speedtest.Speedtest()
+ st.get_best_server()
+ download_speed = st.download() # Bits per second
+ upload_speed = st.upload() # Bits per second
+
+ download_mbps = download_speed / 1e6 # Convert to Mbps
+ upload_mbps = upload_speed / 1e6
+
+ self.log(f"Download speed: {download_mbps:.2f} Mbps")
+ self.log(f"Upload speed: {upload_mbps:.2f} Mbps")
+
+ if download_mbps < 1:
+ self._log_warning("Download speed is low")
+ if upload_mbps < 0.5:
+ self._log_warning("Upload speed is low")
+ except speedtest.ConfigRetrievalError:
+ self._log_error("Failed to retrieve speedtest configuration")
+ except Exception as e:
+ self._log_warning(f"Bandwidth test failed: {e}")
+
+ except ImportError:
+ self._log_error("Required packages are not installed. Please install them using 'pip install requests speedtest-cli'")
+ except Exception as e:
+ self._log_error(f"Network connectivity check failed: {e}")
+
+
+ def _step8_environment_variables(self):
+ self.log("\n===== Environment Variables Check =====")
+ try:
+ # Check Python paths
+ pythonpath = os.environ.get('PYTHONPATH')
+ if pythonpath:
+ self.log("\nPYTHONPATH:")
+ for path in pythonpath.split(os.pathsep):
+ self.log(f" - {path}")
+ else:
+ self.log("\nPYTHONPATH is not set, as expected.")
+
+ self.log("\nPython sys.path:")
+ for path in sys.path:
+ self.log(f" - {path}")
+
+ # Check OPENAI_API_KEY
+ from dotenv import load_dotenv
+ load_dotenv(override=True)
+ api_key = os.environ.get('OPENAI_API_KEY')
+ if api_key:
+ self.log("OPENAI_API_KEY is set after calling load_dotenv()")
+ if not api_key.startswith('sk-proj-') or len(api_key)<12:
+ self._log_warning("OPENAI_API_KEY format looks incorrect after calling load_dotenv()")
+ else:
+ self._log_warning("OPENAI_API_KEY environment variable is not set after calling load_dotenv()")
+ except Exception as e:
+ self._log_error(f"Environment variables check failed: {e}")
+
+ def _step9_additional_diagnostics(self):
+ self.log("\n===== Additional Diagnostics =====")
+ try:
+ # Get the site-packages directory paths
+ import site
+ site_packages_paths = site.getsitepackages()
+ if hasattr(site, 'getusersitepackages'):
+ site_packages_paths.append(site.getusersitepackages())
+
+ # Function to check if a path is within site-packages
+ def is_in_site_packages(path):
+ return any(os.path.commonpath([path, sp]) == sp for sp in site_packages_paths)
+
+ # Check for potential name conflicts in the current directory and sys.path
+ conflict_names = ['openai.py', 'dotenv.py']
+
+ # Check current directory
+ current_dir = os.getcwd()
+ for name in conflict_names:
+ conflict_path = os.path.join(current_dir, name)
+ if os.path.isfile(conflict_path):
+ self._log_warning(f"Found '{name}' in the current directory, which may cause import conflicts: {conflict_path}")
+
+ # Check sys.path directories
+ for path in sys.path:
+ if not path or is_in_site_packages(path):
+ continue # Skip site-packages and empty paths
+ for name in conflict_names:
+ conflict_file = os.path.join(path, name)
+ if os.path.isfile(conflict_file):
+ self._log_warning(f"Potential naming conflict: {conflict_file}")
+
+ # Check temp directory
+ try:
+ with tempfile.NamedTemporaryFile() as tmp:
+ self.log(f"Temp directory is writable: {os.path.dirname(tmp.name)}")
+ except Exception as e:
+ self._log_error(f"Cannot write to temp directory: {e}")
+
+ except Exception as e:
+ self._log_error(f"Additional diagnostics failed: {e}")
+
+
+if __name__ == "__main__":
+ diagnostics = Diagnostics()
+ diagnostics.run()
diff --git a/data/setup/troubleshooting.ipynb b/data/setup/troubleshooting.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..d67c9e5dab5538edeeee55556207a5a3ee66d059
--- /dev/null
+++ b/data/setup/troubleshooting.ipynb
@@ -0,0 +1,520 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "2a793b1d-a0a9-404c-ada6-58937227cfce",
+ "metadata": {},
+ "source": [
+ "# Oh dear!\n",
+ "\n",
+ "If you've got here, then you're still having problems setting up your environment. I'm so sorry! Hang in there and we should have you up and running in no time.\n",
+ "\n",
+ "Setting up a Data Science environment can be challenging because there's a lot going on under the hood. But we will get there.\n",
+ "\n",
+ "And please remember - I'm standing by to help out. Message me or email ed@edwarddonner.com and I'll get on the case. The very last cell in this notebook has some diagnostics that will help me figure out what's happening.\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "98787335-346f-4ee4-9cb7-6181b0e1b964",
+ "metadata": {},
+ "source": [
+ "# Before we begin\n",
+ "\n",
+ "## Check Cursor extensions\n",
+ "\n",
+ "Just to confirm that the extensions are installed:\n",
+ "- Open extensions (View >> extensions)\n",
+ "- Search for python, and when the results show, click on the ms-python one, and Install it if not already installed\n",
+ "- Search for jupyter, and when the results show, click on the Microsoft one, and Install it if not already installed \n",
+ "Then View >> Explorer to bring back the File Explorer.\n",
+ "\n",
+ "## Connect this Kernel:\n",
+ "\n",
+ "If you see the words `Select Kernel` in a button near the top right of this Window, then press the button!\n",
+ "\n",
+ "You should see a drop down titled \"Select kernel for..\".\n",
+ "\n",
+ "Pick the one that begins `.venv python 3.12` - it should be the top choice. You might need to click \"Python Environments\" first.\n",
+ "\n",
+ "It should now say `.venv (Python 3.12.x)` where it used to say `Select Kernel`.\n",
+ "\n",
+ "After you click \"Select Kernel\", if there is no option like `.venv (Python 3.12.x)` then please do the following: \n",
+ "1. On Mac: From the Cursor menu, choose Settings >> VS Code Settings (NOTE: be sure to select `VSCode Settings` not `Cursor Settings`); \n",
+ "Or on Windows PC: From the File menu, choose Preferences >> VS Code Settings (NOTE: be sure to select `VSCode Settings` not `Cursor Settings`) \n",
+ "2. In the Settings search bar, type \"venv\" \n",
+ "3. In the field \"Path to folder with a list of Virtual Environments\" put the path to the project root, like C:\\Users\\username\\projects\\agents (on a Windows PC) or /Users/username/projects/agents (on Mac or Linux). \n",
+ "And then try again.\n",
+ "\n",
+ "## Anaconda interference and Python version horrors\n",
+ "\n",
+ "Having problems with missing Python versions? Have you ever used Anaconda before? It might be interferring. Quit Cursor, bring up a new command line, and make sure that your Anaconda environment is deactivated: \n",
+ "`conda deactivate` \n",
+ "And if you still have any problems with conda and python versions, it's possible that you will need to run this too: \n",
+ "`conda config --set auto_activate_base false` \n",
+ "And then start a new Terminal / Powershell. \n",
+ "and then from within the agents directory, you should be able to run `uv python list` and see the Python 3.12 version. \n",
+ "And this shouldn't be required, but if you want to be absolutely careful, then now: \n",
+ "1. Delete the folder called '.venv' in the project root directory \n",
+ "2. `uv python uninstall 3.12`\n",
+ "3. `uv python install 3.12`\n",
+ "4. `uv python list`\n",
+ "5. `uv sync` \n",
+ "And surely that is bulletproof!\n",
+ "\n",
+ "\n",
+ "## When the Kernel is connected - checking your internet connection\n",
+ "\n",
+ "First let's check that there's no VPN or Firewall or Certs problem.\n",
+ "\n",
+ "Click in the cell below and press Shift+Return to run it. \n",
+ "If this gives you problems, then please try working through these instructions to address: \n",
+ "\n",
+ "https://chatgpt.com/share/67fe706a-4bf4-8012-bbfa-29ac870a2c5b\n",
+ "\n",
+ "If you continue to have certificate issues like this:\n",
+ "`ConnectError: [SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: unable to get local issuer certificate (_ssl.c:1000)` \n",
+ "\n",
+ "Then please see the notes near the end of this notebook on how to temporarily bypass SSL for lab work."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "d296f9b6-8de4-44db-b5f5-9b653dfd3d81",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import urllib.request\n",
+ "\n",
+ "try:\n",
+ " response = urllib.request.urlopen(\"https://www.google.com\", timeout=10)\n",
+ " if response.status != 200:\n",
+ " print(\"Unable to reach google - there may be issues with your internet / VPN / firewall?\")\n",
+ " else:\n",
+ " print(\"Connected to the internet and can reach Google\")\n",
+ "except Exception as e:\n",
+ " print(f\"Failed to connect with this error: {e}\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d91da3b2-5a41-4233-9ed6-c53a7661b328",
+ "metadata": {},
+ "source": [
+ "## Another mention of occasional \"gotchas\" for PC people\n",
+ "\n",
+ "There are 4 snafus on Windows to be aware of: \n",
+ "1. Permissions. Please take a look at this [tutorial](https://chatgpt.com/share/67b0ae58-d1a8-8012-82ca-74762b0408b0) on permissions on Windows\n",
+ "2. Anti-virus, Firewall, VPN. These can interfere with installations and network access; try temporarily disabling them as needed\n",
+ "3. The evil Windows 260 character limit to filenames - here is a full [explanation and fix](https://chatgpt.com/share/67b0afb9-1b60-8012-a9f7-f968a5a910c7)!\n",
+ "4. If you've not worked with Data Science packages on your computer before, you might need to install Microsoft Build Tools. Here are [instructions](https://chatgpt.com/share/67b0b762-327c-8012-b809-b4ec3b9e7be0). A student also mentioned that [these instructions](https://github.com/bycloudai/InstallVSBuildToolsWindows) might be helpful for people on Windows 11. \n",
+ "\n",
+ "## And for Mac people\n",
+ "\n",
+ "1. If you're new to developing on your Mac, you may need to install XCode developer tools. Here are [instructions](https://chatgpt.com/share/67b0b8d7-8eec-8012-9a37-6973b9db11f5).\n",
+ "2. As with PC people, Anti-virus, Firewall, VPN can be problematic. These can interfere with installations and network access; try temporarily disabling them as needed"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f5190688-205a-46d1-a0dc-9136a42ad0db",
+ "metadata": {},
+ "source": [
+ "# Step 1\n",
+ "\n",
+ "Try running the next cell (click in the cell under this one and hit shift+return).\n",
+ "\n",
+ "If this gives an error, then something's up with yoour uv environment or the Kernel of this notebook. Please check Part 3 in the SETUP-PC or SETUP-mac.\n",
+ "\n",
+ "If **that** doesn't work, then please contact me! I'll respond quickly, and we'll figure it out. Please run the diagnostics (last cell in this notebook) so I can debug. If you used Anaconda, it might be that for some reason your environment is corrupted, in which case the simplest fix is to use the virtualenv approach instead (Part 2B in the setup guides)."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "7c8c0bb3-0e94-466e-8d1a-4dfbaa014cbe",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Some quick checks that your Conda environment or VirtualEnv is as expected\n",
+ "# The Environment Name should be: llms\n",
+ "\n",
+ "import os\n",
+ "venv_name = \"\"\n",
+ "\n",
+ "virtual_env = os.environ.get('VIRTUAL_ENV')\n",
+ "if virtual_env:\n",
+ " print(\"Virtualenv is active:\")\n",
+ " print(f\"Environment Path: {virtual_env}\")\n",
+ " venv_name = os.path.basename(virtual_env)\n",
+ " print(f\"Environment Name: {venv_name}\")\n",
+ "\n",
+ "if venv_name != \".venv\":\n",
+ " print(\"The uv environment with expected name .venv is not active\")\n",
+ " print(\"Please check Part 3 in the SETUP-PC or SETUP-mac guide\")\n",
+ "else:\n",
+ " print(\"So far, so good!\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "45e2cc99-b7d3-48bd-b27c-910206c4171a",
+ "metadata": {},
+ "source": [
+ "# Step 1.1\n",
+ "\n",
+ "## It's time to check that the environment is good and dependencies are installed\n",
+ "\n",
+ "And now, this next cell should run with no output - no import errors. \n",
+ "\n",
+ "If any import error, please try SETUP-mac and SETUP-PC Part 3 again, and double check the Kernel button on the top right looks good.."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "6c78b7d9-1eea-412d-8751-3de20c0f6e2f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# This import should work if your environment is active and dependencies are installed!\n",
+ "\n",
+ "from openai import OpenAI"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "1e52e937",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# More imports!\n",
+ "\n",
+ "import gradio as gr\n",
+ "from dotenv import load_dotenv\n",
+ "from agents import Agent, Runner, trace"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "b66a8460-7b37-4b4c-a64b-24ae45cf07eb",
+ "metadata": {},
+ "source": [
+ "# Step 2\n",
+ "\n",
+ "Let's check your .env file exists and has the OpenAI key set properly inside it. \n",
+ "Please run this code and check that it prints a successful message, otherwise follow its instructions.\n",
+ "\n",
+ "If it isn't successful, then it's not able to find a file called `.env` in the `agents` folder. \n",
+ "The name of the file must be exactly `.env` - it won't work if it's called `my-keys.env` or `.env.doc`. \n",
+ "Is it possible that `.env` is actually called `.env.txt`?\n",
+ "\n",
+ "Nasty gotchas to watch out for: \n",
+ "- In the .env file, there should be no space between the equals sign and the key. Like: `OPENAI_API_KEY=sk-proj-...`\n",
+ "- If you copied and pasted your API key from another application, make sure that it didn't replace hyphens in your key with long dashes \n",
+ "\n",
+ "If you're having challenges creating the `.env` file, we can also do it with code! See the cell after the next one."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "caa4837e-b970-4f89-aa9a-8aa793c754fd",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from pathlib import Path\n",
+ "\n",
+ "parent_dir = Path(\"..\")\n",
+ "env_path = parent_dir / \".env\"\n",
+ "\n",
+ "if env_path.exists() and env_path.is_file():\n",
+ " print(\".env file found.\")\n",
+ "\n",
+ " # Read the contents of the .env file\n",
+ " with env_path.open(\"r\") as env_file:\n",
+ " contents = env_file.readlines()\n",
+ "\n",
+ " key_exists = any(line.startswith(\"OPENAI_API_KEY=\") for line in contents)\n",
+ " good_key = any(line.startswith(\"OPENAI_API_KEY=sk-proj-\") for line in contents)\n",
+ " classic_problem = any(\"OPEN_\" in line for line in contents)\n",
+ " \n",
+ " if key_exists and good_key:\n",
+ " print(\"SUCCESS! OPENAI_API_KEY found and it has the right prefix\")\n",
+ " elif key_exists:\n",
+ " print(\"Found an OPENAI_API_KEY although it didn't have the expected prefix sk-proj- \\nPlease double check your key in the file..\")\n",
+ " elif classic_problem:\n",
+ " print(\"Didn't find an OPENAI_API_KEY, but I notice that 'OPEN_' appears - do you have a typo like OPEN_API_KEY instead of OPENAI_API_KEY?\")\n",
+ " else:\n",
+ " print(\"Didn't find an OPENAI_API_KEY in the .env file\")\n",
+ "else:\n",
+ " print(\".env file not found in the llm_engineering directory. It needs to have exactly the name: .env\")\n",
+ " \n",
+ " possible_misnamed_files = list(parent_dir.glob(\"*.env*\"))\n",
+ " \n",
+ " if possible_misnamed_files:\n",
+ " print(\"\\nWarning: No '.env' file found, but the following files were found in the llm_engineering directory that contain '.env' in the name. Perhaps this needs to be renamed?\")\n",
+ " for file in possible_misnamed_files:\n",
+ " print(file.name)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "105f9e0a-9ff4-4344-87c8-e3e41bc50869",
+ "metadata": {},
+ "source": [
+ "## Fallback plan - python code to create the .env file for you\n",
+ "\n",
+ "Only run the next cell if you're having problems making the .env file. \n",
+ "Replace the text in the first line of code with your key from OpenAI."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "ab9ea6ef-49ee-4899-a1c7-75a8bd9ac36b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Only run this code in this cell if you want to have a .env file created for you!\n",
+ "\n",
+ "# Put your key inside the quote marks\n",
+ "make_me_a_file_with_this_key = \"put your key here inside these quotes.. it should start sk-proj-\"\n",
+ "\n",
+ "# Change this to True if you already have a .env file and you want me to replace it\n",
+ "overwrite_if_already_exists = False \n",
+ "\n",
+ "from pathlib import Path\n",
+ "\n",
+ "parent_dir = Path(\"..\")\n",
+ "env_path = parent_dir / \".env\"\n",
+ "\n",
+ "if env_path.exists() and not overwrite_if_already_exists:\n",
+ " print(\"There is already a .env file - if you want me to create a new one, change the variable overwrite_if_already_exists to True above\")\n",
+ "else:\n",
+ " try:\n",
+ " with env_path.open(mode='w', encoding='utf-8') as env_file:\n",
+ " env_file.write(f\"OPENAI_API_KEY={make_me_a_file_with_this_key}\")\n",
+ " print(f\"Successfully created the .env file at {env_path}\")\n",
+ " if not make_me_a_file_with_this_key.startswith(\"sk-proj-\"):\n",
+ " print(f\"The key that you provided started with '{make_me_a_file_with_this_key[:8]}' which is different to sk-proj- is that what you intended?\")\n",
+ " print(\"Now rerun the previous cell to confirm that the file is created and the key is correct.\")\n",
+ " except Exception as e:\n",
+ " print(f\"An error occurred while creating the .env file: {e}\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0ba9420d-3bf0-4e08-abac-f2fbf0e9c7f1",
+ "metadata": {},
+ "source": [
+ "# Step 3\n",
+ "\n",
+ "Now let's check that your API key is correct set up in your `.env` file, and available using the dotenv package.\n",
+ "Try running the next cell."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "0ee8e613-5a6e-4d1f-96ef-91132da545c8",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# This should print your API key to the output - please follow the instructions that get printed\n",
+ "\n",
+ "import os\n",
+ "from dotenv import load_dotenv\n",
+ "load_dotenv(override=True)\n",
+ "\n",
+ "api_key = os.getenv(\"OPENAI_API_KEY\")\n",
+ "\n",
+ "if not api_key:\n",
+ " print(\"No API key was found - please try Kernel menu >> Restart Kernel And Clear Outputs of All Cells\")\n",
+ "elif not api_key.startswith(\"sk-proj-\"):\n",
+ " print(f\"An API key was found, but it starts with {api_key[:8]} rather than sk-proj- please double check this is as expected.\")\n",
+ "elif api_key.strip() != api_key:\n",
+ " print(\"An API key was found, but it looks like it might have space or tab characters at the start or end - please remove them\")\n",
+ "else:\n",
+ " print(\"API key found and looks good so far!\")\n",
+ "\n",
+ "if api_key:\n",
+ " problematic_unicode_chars = ['\\u2013', '\\u2014', '\\u201c', '\\u201d', '\\u2026', '\\u2018', '\\u2019']\n",
+ " forbidden_chars = [\"'\", \" \", \"\\n\", \"\\r\", '\"']\n",
+ " \n",
+ " if not all(32 <= ord(char) <= 126 for char in api_key):\n",
+ " print(\"Potential problem: there might be unprintable characters accidentally included in the key?\")\n",
+ " elif any(char in api_key for char in problematic_unicode_chars):\n",
+ " print(\"Potential problem: there might be special characters, like long hyphens or curly quotes in the key - did you copy it via a word processor?\")\n",
+ " elif any(char in api_key for char in forbidden_chars):\n",
+ " print(\"Potential problem: there are quote marks, spaces or empty lines in your key?\")\n",
+ " else:\n",
+ " print(\"The API key contains valid characters\")\n",
+ " \n",
+ "print(f\"\\nHere is the key --> {api_key} <--\")\n",
+ "print()\n",
+ "print(\"If this key looks good, please press Clear All Outputs so that your key is no longer displayed here!\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f403e515-0e7d-4be4-bb79-5a102dbd6c94",
+ "metadata": {},
+ "source": [
+ "## It should print some checks including something like:\n",
+ "\n",
+ "`Here is the key --> sk-proj-blahblahblah <--`\n",
+ "\n",
+ "If it didn't print a key, then hopefully it's given you enough information to figure this out. Or contact me!\n",
+ "\n",
+ "There is a final fallback approach if you wish: you can avoid using .env files altogether, and simply always provide your API key manually. \n",
+ "Whenever you see this in the code: \n",
+ "`openai = OpenAI()` \n",
+ "You can replace it with: \n",
+ "`openai = OpenAI(api_key=\"sk-proj-xxx\")` \n",
+ "where obviously you replace sk-proj-xxx with your actual key."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "42afad1f-b0bf-4882-b469-7709060fee3a",
+ "metadata": {},
+ "source": [
+ "# Step 4\n",
+ "\n",
+ "Now run the below code and you will hopefully see that GPT can handle basic arithmetic!!\n",
+ "\n",
+ "If not, see the cell below."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "cccb58e7-6626-4033-9dc1-e7e3ff742f6b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from openai import OpenAI\n",
+ "from dotenv import load_dotenv\n",
+ "load_dotenv(override=True)\n",
+ "\n",
+ "my_api_key = os.getenv(\"OPENAI_API_KEY\")\n",
+ "\n",
+ "print(f\"Using API key --> {my_api_key} <--\")\n",
+ "\n",
+ "openai = OpenAI()\n",
+ "completion = openai.chat.completions.create(\n",
+ " model='gpt-4o-mini',\n",
+ " messages=[{\"role\":\"user\", \"content\": \"What's 2+2?\"}],\n",
+ ")\n",
+ "print(completion.choices[0].message.content)\n",
+ "print(\"Now go to Edit menu >> Clear Cell Output to remove the display of your key.\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "81046a77-c359-4388-929f-ffc8ad5cb93c",
+ "metadata": {
+ "jp-MarkdownHeadingCollapsed": true
+ },
+ "source": [
+ "## If the key was set correctly, and this still didn't work\n",
+ "\n",
+ "### If there's an error from OpenAI about your key, or a Rate Limit Error, then there's something up with your API key!\n",
+ "\n",
+ "First check [this webpage](https://platform.openai.com/settings/organization/billing/overview) to make sure you have a positive credit balance.\n",
+ "OpenAI requires that you have a positive credit balance and it has minimums, typically around $5 in local currency. My salespitch for OpenAI is that this is well worth it for your education: for less than the price of a music album, you will build so much valuable commercial experience. But it's not required for this course at all; the guides have instructions to call free open-source models via Ollama whenever we use OpenAI.\n",
+ "\n",
+ "OpenAI billing page with credit balance is here: \n",
+ "https://platform.openai.com/settings/organization/billing/overview \n",
+ "OpenAI can take a few minutes to enable your key after you top up your balance. \n",
+ "A student outside the US mentioned that he needed to allow international payments on his credit card for this to work. \n",
+ "\n",
+ "It's unlikely, but if there's something wrong with your key, you could also try creating a new key (button on the top right) here: \n",
+ "https://platform.openai.com/api-keys\n",
+ "\n",
+ "### Check that you can use gpt-4o-mini from the OpenAI playground\n",
+ "\n",
+ "To confirm that billing is set up and your key is good, you could try using gtp-4o-mini directly: \n",
+ "https://platform.openai.com/playground/chat?models=gpt-4o-mini\n",
+ "\n",
+ "### If there's a cert related error\n",
+ "\n",
+ "If you encountered a certificates error like: \n",
+ "`ConnectError: [SSL: CERTIFICATE_VERIFY_FAILED] certificate verify failed: unable to get local issuer certificate (_ssl.c:1000)` \n",
+ "Then please replace:\n",
+ "`openai = OpenAI()` \n",
+ "with: \n",
+ "`import httpx` \n",
+ "`openai = OpenAI(http_client=httpx.Client(verify=False))` \n",
+ "And also please replace: \n",
+ "`requests.get(url, headers=headers)` \n",
+ "with: \n",
+ "`requests.get(url, headers=headers, verify=False)` \n",
+ "And if that works, you're in good shape. You'll just have to change the labs in the same way any time you hit this cert error. \n",
+ "This approach isn't OK for production code, but it's fine for our experiments. You may need to contact IT support to understand whether there are restrictions in your environment.\n",
+ "\n",
+ "## If all else fails:\n",
+ "\n",
+ "(1) Try pasting your error into ChatGPT or Claude! It's amazing how often they can figure things out\n",
+ "\n",
+ "(2) Try creating another key and replacing it in the .env file and rerunning!\n",
+ "\n",
+ "(3) Contact me! Please run the diagnostics in the cell below, then email me your problems to ed@edwarddonner.com\n",
+ "\n",
+ "Thanks so much, and I'm sorry this is giving you bother!"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "dc83f944-6ce0-4b5c-817f-952676e284ec",
+ "metadata": {},
+ "source": [
+ "# Gathering Essential Diagnostic information\n",
+ "\n",
+ "## Please run this next cell to gather some important data\n",
+ "\n",
+ "Please run the next cell; it should take a minute or so to run. Most of the time is checking your network bandwidth.\n",
+ "Then email me the output of the last cell to ed@edwarddonner.com. \n",
+ "Alternatively: this will create a file called report.txt - just attach the file to your email."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "248204f0-7bad-482a-b715-fb06a3553916",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Run my diagnostics report to collect key information for debugging\n",
+ "# Please email me the results. Either copy & paste the output, or attach the file report.txt\n",
+ "\n",
+ "from diagnostics import Diagnostics\n",
+ "Diagnostics().run()"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.9"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
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