In API reference, I see that file_ids as a path parameter in Create message section. Are these the Assistant files or the files attached with the message?
#Assistants API Retrieval
serene heart
heavy frigateBOT
Hi @serene heart. I'm kapa.ai, your friendly support bot. I will try to answer your question by searching through the knowledge base. :wave:
The file_ids parameter you're referring to in the Create message section of the API reference is used to specify the files that the Assistant should use. These files are attached to the Assistant, not the individual message.
When creating an Assistant, you can use the file_ids parameter to give tools like code_interpreter and retrieval access to files. These files are uploaded using the File upload endpoint and must have the purpose set to assistants to be used with this API.
Here's an example of how to create an Assistant with a file:
file = client.files.create(
file=open("speech.py", "rb"),
purpose='assistants'
)
assistant = client.beta.assistants.create(
name="Data visualizer",
description="You are great at creating beautiful data visualizations. You analyze data present in .csv files, understand trends, and come up with data visualizations relevant to those trends. You also share a brief text summary of the trends observed.",
model="gpt-4-1106-preview",
tools=[{"type": "code_interpreter"}],
file_ids=[file.id]
)
In this example, a file is first uploaded and then the file.id is used in the file_ids parameter when creating the Assistant.
You can find more details in the OpenAI API documentation (https://platform.openai.com/docs/assistants/how-it-works).
Please note that the maximum number of files that can be attached to an assistant is 20, and they are ordered by their creation date in ascending order.
Note: you can ask me a follow up question by @ mentioning me again :speech_balloon:
serene heart
@heavy frigate does it mean that if i send a message to an assistant i already made with a set of files, i can only send the file ids of files (to retrieve the information from) with the message that are present in that set of files that I mentioned while creating the assistant?
heavy frigateBOT
Let me check the knowledge base for you. One moment! :books:
Yes, your understanding is correct. When you send a message to an Assistant that you've already created with a set of files attached, you can specify file_ids in your message, but these file_ids must refer to files that are part of the set you mentioned while creating the Assistant. This means the Assistant will only be able to retrieve information from or interact with the files that were specified at the time of its creation or subsequently attached to it.
Here's a brief example to illustrate how you might send a message to an Assistant, specifying file_ids:
thread = client.beta.threads.create(
messages=[
{
"role": "user",
"content": "I need to solve the equation `3x + 11 = 14`. Can you help me?",
"file_ids": [file.id] # Assuming 'file.id' is part of the files attached to the Assistant
}
]
)
In this example, file.id should be one of the files that were attached to the Assistant when it was created or added later but before this message was sent. This ensures that the Assistant can access and retrieve information from the specified file to assist with the query.
For more detailed information on how Assistants work and how to manage files within Assistants, you can refer to the OpenAI API documentation (https://platform.openai.com/docs/assistants/how-it-works).
Note: you can ask me a follow up question by @ mentioning me again :speech_balloon:
serene heart
@heavy frigate is the limit of the number of files that can be attached to an assistant still 20 or has it been increased?
heavy frigateBOT
Let me check the knowledge base for you. One moment! :books:
As per the information provided in the extracts, the limit for the number of files that can be attached to an Assistant is still 20, and each file can be at most 512 MB. Additionally, the total size of all files uploaded by your organization should not exceed 100 GB. This limit is mentioned in the context of creating Assistants and managing file associations with them.
Here's the relevant extract for reference:
You can attach a maximum of 20 files per Assistant, and they can be at most 512 MB each. The size of all the files uploaded by your organization should not exceed 100 GB. You can request an increase in this storage limit using our **help center** (<https://help.openai.com/en/>).
For more detailed information or if there have been any updates to these limits since the knowledge cutoff date, you should consult the OpenAI documentation (https://platform.openai.com/docs/assistants/how-it-works) or contact OpenAI support directly through their help center.
Note: you can ask me a follow up question by @ mentioning me again :speech_balloon:
serene heart
@heavy frigate so let's assume i have attached 20 files with an assistant, now while sending a message to it, what happens if i don't provide any file id with the message? will it not retrieve the information from any file? or will it try to retrieve the information from all the files available?
heavy frigateBOT
Let me check the knowledge base for you. One moment! :books:
If you have attached 20 files to an Assistant and send a message to it without specifying any file_ids, the behavior regarding file retrieval depends on whether the retrieval tool is enabled and how it's configured for the Assistant.
When the retrieval tool is enabled for an Assistant, and files are attached to it, OpenAI's system automatically indexes these documents to facilitate knowledge retrieval. If you do not specify any file_ids in your message, the Assistant has the capability to retrieve information from all the attached files, depending on the query's context and the relevance of the information in those files. The decision on which files to retrieve information from is made dynamically based on the content of the user's message and the indexed knowledge.
Here's a relevant extract regarding the retrieval tool:
Retrieval augments the Assistant with knowledge from outside its model, such as proprietary product information or documents provided by your users. Once a file is uploaded and passed to the Assistant, OpenAI will automatically chunk your documents, index and store the embeddings, and implement vector search to retrieve relevant content to answer user queries.
And about enabling retrieval:
Pass the `retrieval` in the `tools` parameter of the Assistant to enable Retrieval:
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"}]
)
Therefore, if retrieval is enabled and you don't specify any file_ids in your message, the Assistant will still attempt to retrieve information from the attached files that are deemed relevant to the query. The system's underlying AI and retrieval mechanisms decide which files' content to use in formulating a response, aiming to provide the most accurate and helpful information based on the query.