I have created a assistant. I want the assistant to ask series of questions, each asking for a file upload then provide answer based on analysis/comparison of those files and retrieval files. How can I achieve this?
#Assistant as Chatbot
narrow tusk
grave geyserBOT
Hi @narrow tusk. I'm kapa.ai, your friendly support bot. I will try to answer your question by searching through the knowledge base. :wave:
To achieve this, you can use OpenAI's Assistants API and File Uploads capability. Here's a step-by-step guide:
- Create an Assistant: You can create an assistant using the
client.beta.assistants.createmethod. You can specify the model to use, the instructions for the assistant, and the tools it can use. For your case, you would want to enable theretrievaltool which allows the assistant to access knowledge from outside its model, such as documents provided by your users. Here's an example of how to create an assistant:
assistant = client.beta.assistants.create(
instructions="You are a customer support chatbot. Use your knowledge base to best respond to customer queries.",
model="gpt-4-turbo-preview",
tools=[{"type": "retrieval"}]
)
(Source: OpenAI Platform (https://platform.openai.com/docs/assistants/tools))
- Upload Files: You can upload files using the
client.files.createmethod. The files can be used by the assistant for retrieval. Here's an example of how to upload a file:
file = client.files.create(
file=open("knowledge.pdf", "rb"),
purpose='assistants'
)
You can then add the file to the assistant:
assistant = client.beta.assistants.create(
instructions="You are a customer support chatbot. Use your knowledge base to best respond to customer queries.",
model="gpt-4-turbo-preview",
tools=[{"type": "retrieval"}],
file_ids=[file.id]
)
(Source: OpenAI Platform (https://platform.openai.com/docs/assistants/tools))
- Ask Questions and Analyze Files: You can use the assistant to ask questions and analyze the uploaded files. The assistant can perform tasks such as synthesis (combining or analyzing information from files to create something new), transformation (reshaping information from documents without changing its essence), and extraction (pulling out specific information out of a document). Here's an example of how to ask a question:
question = "Can you tell me about the document you have?"
response = assistant_researcher.ask_question(assistant_id=assistant.id, question=question)
print(f"Assistant's response: {response}")
(Source: OpenAI Community (https://community.openai.com/t/581674))
Remember, the assistant can only provide answers based on the files you have uploaded and the instructions you have given it. If you want the assistant to ask a series of questions, you would need to program this into your application. The assistant itself does not initiate conversations or ask questions unprompted.
Note: you can ask me a follow up question by @ mentioning me again :speech_balloon:
narrow tusk
@grave geyser
following the above example, initial state of assistant is:
assistant = client.beta.assistants.create(
instructions="You are a customer support chatbot. Use your knowledge base to best respond to customer queries.",
model="gpt-4-turbo-preview",
tools=[{"type": "retrieval"}],
file_ids=[file.id]
)
now I want the assistant to ask for multiple files then compare those files and knowledge.pdf to provide answer
grave geyserBOT
Let me check the knowledge base for you. One moment! :books:
The OpenAI Assistant API currently does not support the ability to ask for multiple files or compare files directly. The assistant can only provide responses based on the instructions you give it and the files you have uploaded.
However, you can design your application to handle multiple file uploads and then use the assistant to analyze the content of these files. Here's a general idea of how you can do this:
- Upload Multiple Files: You can upload multiple files using the
client.files.createmethod. You can then add these file IDs to your assistant.
file1 = client.files.create(
file=open("file1.pdf", "rb"),
purpose='assistants'
)
file2 = client.files.create(
file=open("file2.pdf", "rb"),
purpose='assistants'
)
assistant = client.beta.assistants.create(
instructions="You are a customer support chatbot. Use your knowledge base to best respond to customer queries.",
model="gpt-4-turbo-preview",
tools=[{"type": "retrieval"}],
file_ids=[file1.id, file2.id]
)
- Analyze Files: You can then use the assistant to analyze the content of these files. You can ask questions about the content of the files and the assistant will provide responses based on its analysis.
question = "Can you compare the content of file1 and file2?"
response = assistant_researcher.ask_question(assistant_id=assistant.id, question=question)
print(f"Assistant's response: {response}")
Remember, the assistant's ability to "compare" files is based on its ability to understand and analyze the content of the files. It does not perform a literal file comparison like a diff tool would. It can provide insights based on the content of the files, but it won't be able to tell you about structural differences between the files.
Also, note that the assistant does not initiate conversations or ask questions unprompted. If you want the assistant to ask for multiple files, you would need to program this into your application.
Note: you can ask me a follow up question by @ mentioning me again :speech_balloon:
narrow tusk
@grave geyser
assistant = client.beta.assistants.create(
instructions="You are a customer support chatbot. Greet user and ask for a file to summarize.",
model="gpt-4-turbo-preview",
tools=[{"type": "retrieval"}],
file_ids=[file.id]
)
I've modified the instructions, will this work?
grave geyserBOT
Let me check the knowledge base for you. One moment! :books:
The instructions you provide when creating an assistant are meant to guide the assistant's behavior in a general way. However, the assistant does not initiate conversations or ask questions unprompted. The instructions you've provided ("You are a customer support chatbot. Greet user and ask for a file to summarize.") will not cause the assistant to automatically greet the user or ask for a file.
Instead, the assistant responds to prompts or questions that you or a user provide. For example, you could prompt the assistant with a greeting or a request for a file summary, and it would respond accordingly.
Here's an example of how you might use the assistant:
# Create the assistant
assistant = client.beta.assistants.create(
instructions="You are a customer support chatbot. Greet user and ask for a file to summarize.",
model="gpt-4-turbo-preview",
tools=[{"type": "retrieval"}],
file_ids=[file.id]
)
# Prompt the assistant with a greeting
greeting = "Hello, assistant!"
response = assistant_researcher.ask_question(assistant_id=assistant.id, question=greeting)
print(f"Assistant's response: {response}")
# Prompt the assistant with a request for a file summary
request = "Can you summarize the file you have?"
response = assistant_researcher.ask_question(assistant_id=assistant.id, question=request)
print(f"Assistant's response: {response}")
In this example, the assistant's responses are guided by the instructions you provided when creating it, but the assistant does not automatically greet the user or ask for a file to summarize. You need to prompt the assistant with these requests.
Note: you can ask me a follow up question by @ mentioning me again :speech_balloon:
narrow tusk
@grave geyser
I've modify your code as per my requirements, will this work?
Create the assistant
assistant = client.beta.assistants.create(
instructions="You are a customer support chatbot. Greet user. If user wants to summarize a file, ask user to upload file",
model="gpt-4-turbo-preview",
tools=[{"type": "retrieval"}]
)
Prompt the assistant with a greeting
greeting = "Hello, assistant!"
response = assistant_researcher.ask_question(assistant_id=assistant.id, question=greeting)
print(f"Assistant's response: {response}")
Prompt the assistant with a request for a file summary
request = "i want to summarize a pdf file"
response = assistant_researcher.ask_question(assistant_id=assistant.id, question=request)
print(f"Assistant's response: {response}")
grave geyserBOT
Let me check the knowledge base for you. One moment! :books:
The instructions you provide when creating an assistant are meant to guide the assistant's behavior in a general way. However, the assistant does not initiate conversations or ask questions unprompted. The instructions you've provided ("You are a customer support chatbot. Greet user. If user wants to summarize a file, ask user to upload file") will not cause the assistant to automatically greet the user or ask for a file.
Instead, the assistant responds to prompts or questions that you or a user provide. For example, you could prompt the assistant with a greeting or a request for a file summary, and it would respond accordingly.
Here's an example of how you might use the assistant:
# Create the assistant
assistant = client.beta.assistants.create(
instructions="You are a customer support chatbot. Greet user. If user wants to summarize a file, ask user to upload file",
model="gpt-4-turbo-preview",
tools=[{"type": "retrieval"}]
)
# Prompt the assistant with a greeting
greeting = "Hello, assistant!"
response = assistant_researcher.ask_question(assistant_id=assistant.id, question=greeting)
print(f"Assistant's response: {response}")
# Prompt the assistant with a request for a file summary
request = "i want to summarize a pdf file"
response = assistant_researcher.ask_question(assistant_id=assistant.id, question=request)
print(f"Assistant's response: {response}")
In this example, the assistant's responses are guided by the instructions you provided when creating it, but the assistant does not automatically greet the user or ask for a file to summarize. You need to prompt the assistant with these requests.