autogpt

1 ActiveLoop Courses/1 LangChain & Vector Databases in Production/8 Using Language Model as Reasoning Engines with Agents/2 Exploring the Fascinating World of Autonomous Agents: A Closer Look at AutoGPT and BabyAGI/1_babyagi.py

@@ -0,0 +1,34 @@
+from langchain.embeddings import OpenAIEmbeddings
+import faiss
+from langchain.vectorstores import FAISS
+from langchain.docstore import InMemoryDocstore
+
+# Define the embedding model
+embeddings_model = OpenAIEmbeddings(model="text-embedding-ada-002")
+
+# Initialize the vectorstore
+embedding_size = 1536
+index = faiss.IndexFlatL2(embedding_size)
+vectorstore = FAISS(embeddings_model.embed_query, index, InMemoryDocstore({}), {})
+
+
+
+
+
+
+
+from langchain import OpenAI
+from langchain_experimental.autonomous_agents import BabyAGI
+
+# set the goal
+goal = "Plan a trip to the Grand Canyon"
+
+# create thebabyagi agent
+# If max_iterations is None, the agent may go on forever if stuck in loops
+baby_agi = BabyAGI.from_llm(
+    llm=OpenAI(model="gpt-3.5-turbo-instruct", temperature=0),
+    vectorstore=vectorstore,
+    verbose=False,
+    max_iterations=3
+)
+response = baby_agi({"objective": goal})

1 ActiveLoop Courses/1 LangChain & Vector Databases in Production/8 Using Language Model as Reasoning Engines with Agents/2 Exploring the Fascinating World of Autonomous Agents: A Closer Look at AutoGPT and BabyAGI/requirements.txt

@@ -0,0 +1 @@
+faiss-cpu

1 ActiveLoop Courses/1 LangChain & Vector Databases in Production/8 Using Language Model as Reasoning Engines with Agents/3 Using AutoGPT with LangChain/1_autogpt.py

@@ -0,0 +1,59 @@
+from langchain.utilities import GoogleSearchAPIWrapper
+from langchain.agents import Tool
+from langchain.tools.file_management.write import WriteFileTool
+from langchain.tools.file_management.read import ReadFileTool
+
+#Set up the tools
+search = GoogleSearchAPIWrapper()
+tools = [
+    Tool(
+        name = "search",
+        func=search.run,
+        description="Useful for when you need to answer questions about current events. You should ask targeted questions",
+        return_direct=True
+    ),
+    WriteFileTool(),
+    ReadFileTool(),
+]
+
+
+
+# Set up the memory
+from langchain.vectorstores import FAISS
+from langchain.docstore import InMemoryDocstore
+from langchain.embeddings import OpenAIEmbeddings
+
+embeddings_model = OpenAIEmbeddings(model="text-embedding-ada-002")
+embedding_size = 1536
+
+import faiss
+index = faiss.IndexFlatL2(embedding_size)
+vectorstore = FAISS(embeddings_model.embed_query, index, InMemoryDocstore({}), {})
+
+
+
+
+
+# Set up the model and AutoGPT
+from langchain_experimental.autonomous_agents  import AutoGPT
+from langchain.chat_models import ChatOpenAI
+
+agent = AutoGPT.from_llm_and_tools(
+    ai_name="Jim",
+    ai_role="Assistant",
+    tools=tools,
+    llm=ChatOpenAI(model="gpt-3.5-turbo", temperature=0),
+    memory=vectorstore.as_retriever()
+)
+
+# Set verbose to be true
+agent.chain.verbose = True
+
+
+
+
+task = "Provide an analysis of the major historical events that led to the French Revolution"
+
+agent.run([task])
+
+

1 ActiveLoop Courses/1 LangChain & Vector Databases in Production/8 Using Language Model as Reasoning Engines with Agents/3 Using AutoGPT with LangChain/French_Revolution_Events.txt

@@ -0,0 +1,6 @@
+1. Lead-in To War: 1763 to 1774 - The Treaty of Paris ends the Seven Years War (French and Indian War) but leaves France in financial crisis.
+2. 1789 - France declares war on Austria.
+3. April 20, 1792 - France declares war on Austria.
+4. April 25, 1792 - First use of the guillotine.
+5. June 13, 1792 - Prussia declares war on France.
+6. Coup of 18–19 Brumaire - Napoleon Bonaparte seizes power in France, marking the end of the French Revolution and the beginning of the Napoleonic era.