From 6600bb19fe733253f5a608e0e04a05e34ddb7502 Mon Sep 17 00:00:00 2001
From: Manu <dev@mfy.es>
Date: Sat, 8 Jun 2024 10:27:13 +0200
Subject: [PATCH] toolkit python repl

---
 ...ple Tools for Web Based Question Answering | 11 -----
 .../1_multiple_tools.py                       | 41 +++++++++++++++++++
 .../answer.txt                                |  2 +
 3 files changed, 43 insertions(+), 11 deletions(-)
 delete mode 100644 1 ActiveLoop Courses/1 LangChain & Vector Databases in Production/7 Making LLMs Interact with the World Using Tools/4 Integrating Multiple Tools for Web Based Question Answering
 create mode 100644 1 ActiveLoop Courses/1 LangChain & Vector Databases in Production/7 Making LLMs Interact with the World Using Tools/4 Integrating Multiple Tools for Web Based Question Answering/1_multiple_tools.py
 create mode 100644 1 ActiveLoop Courses/1 LangChain & Vector Databases in Production/7 Making LLMs Interact with the World Using Tools/4 Integrating Multiple Tools for Web Based Question Answering/answer.txt

diff --git a/1 ActiveLoop Courses/1 LangChain & Vector Databases in Production/7 Making LLMs Interact with the World Using Tools/4 Integrating Multiple Tools for Web Based Question Answering b/1 ActiveLoop Courses/1 LangChain & Vector Databases in Production/7 Making LLMs Interact with the World Using Tools/4 Integrating Multiple Tools for Web Based Question Answering
deleted file mode 100644
index db6e5a9..0000000
--- a/1 ActiveLoop Courses/1 LangChain & Vector Databases in Production/7 Making LLMs Interact with the World Using Tools/4 Integrating Multiple Tools for Web Based Question Answering	
+++ /dev/null
@@ -1,11 +0,0 @@
-from langchain import LLMChain, PromptTemplate
-from langchain.llms import OpenAI
-
-llm = OpenAI(temperature=0)
-
-template = """You are an assistant that answers the following question correctly and honestly: {question}\n\n"""
-prompt_template = PromptTemplate(input_variables=["question"], template=template)
-
-question_chain = LLMChain(llm=llm, prompt=prompt_template)
-
-question_chain.run("what is the latest fast and furious movie?")
\ No newline at end of file
diff --git a/1 ActiveLoop Courses/1 LangChain & Vector Databases in Production/7 Making LLMs Interact with the World Using Tools/4 Integrating Multiple Tools for Web Based Question Answering/1_multiple_tools.py b/1 ActiveLoop Courses/1 LangChain & Vector Databases in Production/7 Making LLMs Interact with the World Using Tools/4 Integrating Multiple Tools for Web Based Question Answering/1_multiple_tools.py
new file mode 100644
index 0000000..4723a0e
--- /dev/null
+++ b/1 ActiveLoop Courses/1 LangChain & Vector Databases in Production/7 Making LLMs Interact with the World Using Tools/4 Integrating Multiple Tools for Web Based Question Answering/1_multiple_tools.py	
@@ -0,0 +1,41 @@
+from langchain.llms import OpenAI
+from langchain.agents import Tool, initialize_agent, AgentType
+
+from langchain.utilities import GoogleSearchAPIWrapper, PythonREPL
+
+
+search = GoogleSearchAPIWrapper()
+python_repl = PythonREPL()
+
+llm = OpenAI(model="gpt-3.5-turbo-instruct", temperature=0)
+
+
+
+toolkit = [
+    Tool(
+        name="google-search",
+        func=search.run,
+        description="useful for when you need to search Google to answer questions about current events"
+    ),
+    Tool(
+        name="python_repl",
+        description="A Python shell. Use this to execute Python commands. Input should be a valid Python command. Useful for saving strings to files.",
+        func=python_repl.run
+    )
+]
+
+
+agent = initialize_agent(
+	toolkit,
+	llm,
+	agent=AgentType.ZERO_SHOT_REACT_DESCRIPTION,
+	verbose=True
+)
+
+agent.run("Find the birth date of Napoleon Bonaparte and save it to a file 'answer.txt'.")
+
+
+query = "Find when Napoleon Bonaparte died and append this information " \
+    "to the content of the 'answer.txt' file in a new line."
+
+agent.run(query)
\ No newline at end of file
diff --git a/1 ActiveLoop Courses/1 LangChain & Vector Databases in Production/7 Making LLMs Interact with the World Using Tools/4 Integrating Multiple Tools for Web Based Question Answering/answer.txt b/1 ActiveLoop Courses/1 LangChain & Vector Databases in Production/7 Making LLMs Interact with the World Using Tools/4 Integrating Multiple Tools for Web Based Question Answering/answer.txt
new file mode 100644
index 0000000..4881713
--- /dev/null
+++ b/1 ActiveLoop Courses/1 LangChain & Vector Databases in Production/7 Making LLMs Interact with the World Using Tools/4 Integrating Multiple Tools for Web Based Question Answering/answer.txt	
@@ -0,0 +1,2 @@
+
+Napoleon Bonaparte died on May 5, 1821.
\ No newline at end of file