#Creating an assistant that can search files

1 messages · Page 1 of 1 (latest)

lavish heath
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@stoic plover I would like a python script that can search the files I uploaded in my platform.

stoic ploverBOT
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Hi @lavish heath. I'm kapa.ai, your friendly support bot. I will try to answer your question by searching through the knowledge base. :wave:

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To create an assistant that can search files you've uploaded to the OpenAI platform, you can use the Assistants API with the file_search tool. Below is a Python script example based on the knowledge sources provided:

import os
from openai import OpenAI

# Initialize the OpenAI client
client = OpenAI(api_key=os.getenv('OPENAI_API_KEY'))

# Create an assistant with the file_search tool
assistant = client.beta.assistants.create(
    name="File Search Assistant",
    description="An assistant that can search through uploaded files.",
    model="gpt-4o",
    tools=[{"type": "file_search"}]
)

# Upload a file to be used by the assistant
file = client.files.create(
    file=open("your-file.json", "rb"),
    purpose='assistants'
)

# Create a thread for the assistant to interact with
thread = client.beta.threads.create()

# Run the assistant with a search instruction
run = client.beta.threads.runs.create(
    thread_id=thread.id,
    assistant_id=assistant.id,
    instructions="Search for specific information in the uploaded file.",
    tools=[{"type": "file_search"}]
)

# Retrieve and print the results
messages = client.beta.threads.messages.list(thread_id=thread.id)
for message in messages.data:
    if run.id == message.run_id:
        for content in message.content:
            if content.type == "text":
                print(content.text.value)

This script initializes an OpenAI client, creates an assistant with the file_search tool, uploads a file, and runs a search query. Make sure to replace "your-file.json" with the path to your actual file and adjust the instructions as needed for your specific search requirements.

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@lavish heath Kapa.ai is still learning and improving, please let me know how I did by reacting below.

lavish heath
#

@stoic plover Is it possible to use API to search inside the vector store: vs_iWqsvZibyL4Kvmt0wbqkzUps

stoic ploverBOT
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Let me check the knowledge base for you again. One moment! :books:

#

To search inside a vector store using the OpenAI API, you can utilize the vector store methods provided by the API. However, the specific method for searching within a vector store is not detailed in the knowledge sources provided.

If you want to retrieve information about a vector store or its files, you can use the following endpoints:

  1. Retrieve a Vector Store:

    • Endpoint: GET /vector_stores/{vector_store_id}
    • Use this to get details about the vector store.

  2. List Vector Store Files:

    • Endpoint: GET /vector_stores/{vector_store_id}/files
    • Use this to list files within a vector store.

  3. Retrieve a Vector Store File:

    • Endpoint: GET /vector_stores/{vector_store_id}/files/{file_id}
    • Use this to get details about a specific file in the vector store.

Unfortunately, the specific method for performing a search within the vector store itself is not covered in the extracts provided. You might want to check the OpenAI API documentation (https://platform.openai.com/docs/api-reference) for more detailed information on how to perform searches within a vector store.

If you are looking to perform a vector search similar to the example provided with MyScale, you might need to integrate with a vector database that supports such operations, as shown in the MyScale example in the knowledge sources.

Note: you can ask me a follow up question by @ mentioning me again :speech_balloon:

#

@lavish heath Kapa.ai is still learning and improving, please let me know how I did by reacting below.