Assistant's API. | OpenAI | Page 1

radiant blaze Feb 24, 2024, 6:22 PM

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hello!

slow juncoBOT Feb 24, 2024, 6:22 PM

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Hi @radiant blaze. 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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Hello! It seems like you're interested in OpenAI's Assistants API. The Assistants API is designed to help developers build powerful AI assistants capable of performing a variety of tasks. These assistants can leverage models, tools, and knowledge to respond to user queries.

Here's a high-level overview of how you can use the Assistants API:

Create an Assistant in the API by defining its custom instructions and picking a model. If helpful, enable tools like Code Interpreter, Retrieval, and Function calling.
Create a Thread when a user starts a conversation.
Add Messages to the Thread as the user ask questions.
Run the Assistant on the Thread to trigger responses. This automatically calls the relevant tools.

The Assistants API is currently in beta and OpenAI is actively working on adding more functionality. You can explore the capabilities of the Assistants API using the Assistants playground (https://platform.openai.com/playground?mode=assistant) or by following the step-by-step integration outlined in the guide.

For more detailed information, you can refer to the following sources:

Introduction to Assistants (https://platform.openai.com/docs/introduction)
Assistants API Overview (https://platform.openai.com/docs/assistants/overview)
How Assistants work (https://platform.openai.com/docs/assistants/how-it-works)

Please note that calls to the Assistants API require that you pass a beta HTTP header. This is handled automatically if you’re using OpenAI’s official Python or Node.js SDKs. The header should look like this:

OpenAI-Beta: assistants=v1

I hope this helps! If you have any more questions, feel free to ask.

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

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@radiant blaze kapa.ai is still learning and improving, please let us know how it did by reacting below

radiant blaze Feb 24, 2024, 6:23 PM

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Do you have experience with the assistant's API?

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@slow junco

slow juncoBOT Feb 24, 2024, 6:23 PM

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

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Sorry @radiant blaze, I seem to be having a bit of trouble. Don't worry though, I've pinged my support and they will try to fix me up! :technologist:

Perhaps try again in 15mins?

radiant blaze Feb 24, 2024, 6:30 PM

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@slow junco you there now?

slow juncoBOT Feb 24, 2024, 6:30 PM

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

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Yes, I'm here! How can I assist you further?

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

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@radiant blaze kapa.ai is still learning and improving, please let us know how it did by reacting below

radiant blaze Feb 24, 2024, 6:38 PM

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@slow junco How can i pass user uploaded file_ids to the user message level? Will the assistant be able to retrieve the content of those files, or i have to first call the openai.beta.assistants.update() method, and pass the new file_id?

slow juncoBOT Feb 24, 2024, 6:38 PM

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

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Yes, you can pass user-uploaded file IDs at the user message level. Here's how you can do it:

message = client.beta.threads.messages.create(
 thread_id=thread.id,
 role="user",
 content="I can not find in the PDF manual how to turn off this device.",
 file_ids=[file.id]
)

In the above code, thread.id is the ID of the thread you're working with, and file.id is the ID of the file you've uploaded and want to attach to the message.

The assistant will be able to retrieve the content of those files if the Retrieval tool is enabled. When a file is attached at the Message-level, it is only accessible within the specific Thread the Message is attached to.

You don't necessarily need to call the openai.beta.assistants.update() method unless you want to update the assistant's settings or add new tools. If you want to add the Retrieval tool to an existing assistant, you can use the update() method like this:

assistant = client.beta.assistants.update(
 MATH_ASSISTANT_ID,
 tools=[{"type": "code_interpreter"}, {"type": "retrieval"}],
 file_ids=[file.id],
)

In this code, MATH_ASSISTANT_ID is the ID of the assistant you're updating, and file.id is the ID of the file you're attaching.

Remember, the maximum file size is 512 MB and no more than 2,000,000 tokens (computed automatically when you attach a file). Retrieval supports a variety of file formats including .pdf, .md, .docx and many more.

For more details, you can refer to the OpenAI documentation (https://platform.openai.com/docs/assistants/tools).

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

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@radiant blaze kapa.ai is still learning and improving, please let us know how it did by reacting below

radiant blaze Feb 24, 2024, 6:55 PM

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To a user uploaded file, the assistant responds with

"It seems there was an issue with the latest file you uploaded, as it is not accessible to me. Could you please re-upload the file, or provide its name and content you're looking for, so I can assist you properly? If you are interested in specific information from the file, please let me know the details, and I'll do my best to help."

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@slow junco
To a user uploaded file, the assistant responds with

"It seems there was an issue with the latest file you uploaded, as it is not accessible to me. Could you please re-upload the file, or provide its name and content you're looking for, so I can assist you properly? If you are interested in specific information from the file, please let me know the details, and I'll do my best to help."

slow juncoBOT Feb 24, 2024, 6:55 PM

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

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Based on the assistant's response, it appears that there was an issue with accessing the file you uploaded. This could be due to a variety of reasons such as the file not being uploaded correctly, the file being in an unsupported format, or the file exceeding the size or token limit.

Here's what you can do to resolve this:

Re-upload the file: Ensure that the file is being uploaded correctly. You can upload files from the 'Files' section of the left column of the assistant’s playground.
Check the file format: The assistant supports a variety of file formats including .pdf, .md, .docx and many more. Make sure your file is in a supported format.
Check the file size and token limit: The maximum file size is 512 MB and no more than 2,000,000 tokens. If your file exceeds these limits, consider reducing its size or splitting it into smaller files.
Provide the file name and content: If you're still having trouble, you can provide the file name and the specific content you're looking for. This will help the assistant understand your query better and provide a more accurate response.
Specify the information you're looking for: If you're looking for specific information from the file, let the assistant know. This will help it focus on retrieving the relevant information.

Remember, when you upload a file at the Message level, it is automatically accessible to the entire thread. You do not need to upload it again for every message. You can read more about this in the OpenAI documentation (https://platform.openai.com/docs/assistants/tools/uploading-files-for-retrieval).

If you're still having trouble, consider reaching out to OpenAI support for further assistance.

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

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@radiant blaze kapa.ai is still learning and improving, please let us know how it did by reacting below

radiant blaze Feb 24, 2024, 7:48 PM

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@slow junco am i missing something?

 // Add the user's message to the thread
 await openai.beta.threads.messages.create(
  threadId,
  {
    role: "user",
    content: userMessage,
    ...(fileIds && fileIds.length > 0 && {file_ids: fileIds}),
  }
);

// Run the assistant on the thread
let run = await openai.beta.threads.runs.create(threadId, {
  assistant_id: assistantId,
});

while (run.status === "in_progress" || run.status === "queued") {
run = await openai.beta.threads.runs.retrieve(threadId, run.id);

let ranImageAnalysis = false;
let ranImageGeneration = false;

if (run.status === "requires_action") {
  const requiredActions = run.required_action.submit_tool_outputs.tool_calls;
  const toolOutputs = [];

  for (const action of requiredActions) {
    if (action.function.name === "reviewImageWithGPT4Vision") {
      if (!ranImageAnalysis && dataURLs.length > 0) {
        const analysis = await reviewImageWithGPT4Vision({
          images: dataURLs,
          message: userMessage
        });
        toolOutputs.push({ tool_call_id: action.id, output: analysis.content });
        ranImageAnalysis = true;
      } else {
        toolOutputs.push({ tool_call_id: action.id, output: "Analysis already ran" });
      }
    } else if (action.function.name === "generateImageWithDalle") {
      if (!ranImageGeneration) {
        const imageResult = await generateImageWithDalle({prompt: userMessage});
        const finalUrl = await uploadImageToFirebase(imageResult.imageUrl);
        
        toolOutputs.push({ tool_call_id: action.id, output: finalUrl });
        ranImageGeneration = true;
      } else {
        toolOutputs.push({ tool_call_id: action.id, output: "Generation already ran" });
      }
    }
  }
}

}
});

slow juncoBOT Feb 24, 2024, 7:48 PM

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

#

Based on the code snippet you've provided, it seems like you're correctly creating a user message in a thread and running the assistant on that thread. You're also correctly handling the case where the run status is "requires_action" and submitting tool outputs as required.

However, without knowing the exact issue you're facing, it's hard to provide a specific solution. Here are a few things you might want to check:

File Uploads: Ensure that the files are being uploaded correctly and the file IDs are being passed correctly in the user message. The fileIds should be an array of file IDs.
Tool Calls: Make sure the function names in your tool calls (reviewImageWithGPT4Vision and generateImageWithDalle) match the actual function names defined in your assistant's tools.
Tool Outputs: Ensure that the outputs you're pushing to toolOutputs match the expected output format for each tool. For example, if a tool expects an output in a specific format or structure, make sure your output matches that.
Run Status Check: You're currently checking the run status in a while loop. Make sure your application doesn't get stuck in an infinite loop if the run status doesn't change to a terminal state (like "completed" or "failed").
Error Handling: Consider adding error handling to catch and log any errors that might occur during the process. This can help you identify if something is going wrong.

If you're still facing issues, you might want to provide more details about the problem. What exactly isn't working? Are you getting any error messages? The more information you provide, the better I can help you troubleshoot the issue.

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

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@radiant blaze kapa.ai is still learning and improving, please let us know how it did by reacting below

radiant blaze Feb 24, 2024, 7:50 PM

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@slow junco for file retrieval, add what here?

if (run.status === "requires_action") {
const requiredActions = run.required_action.submit_tool_outputs.tool_calls;
const toolOutputs = [];

  for (const action of requiredActions) {
    if (action.function.name === "reviewImageWithGPT4Vision") {
      if (!ranImageAnalysis && dataURLs.length > 0) {
        const analysis = await reviewImageWithGPT4Vision({
          images: dataURLs,
          message: userMessage
        });
        toolOutputs.push({ tool_call_id: action.id, output: analysis.content });
        ranImageAnalysis = true;
      } else {
        toolOutputs.push({ tool_call_id: action.id, output: "Analysis already ran" });
      }
    } else if (action.function.name === "generateImageWithDalle") {
      if (!ranImageGeneration) {
        const imageResult = await generateImageWithDalle({prompt: userMessage});
        const finalUrl = await uploadImageToFirebase(imageResult.imageUrl);
        
        toolOutputs.push({ tool_call_id: action.id, output: finalUrl });
        ranImageGeneration = true;
      } else {
        toolOutputs.push({ tool_call_id: action.id, output: "Generation already ran" });
      }
    }
  }

  if (toolOutputs.length > 0) {
    run = await openai.beta.threads.runs.submitToolOutputs(threadId, run.id, { tool_outputs: toolOutputs });
  }

slow juncoBOT Feb 24, 2024, 7:50 PM

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

#

Based on the code snippet you've provided, it seems like you're handling two types of tool calls: reviewImageWithGPT4Vision and generateImageWithDalle. If you want to add file retrieval, you would need to handle a tool call for the Retrieval tool.

However, the extracts provided do not include a specific function name for the Retrieval tool call. The function name would depend on how you've defined the Retrieval tool in your assistant's settings.

Here's a general idea of how you might handle a Retrieval tool call:

for (const action of requiredActions) {
  if (action.function.name === "retrieveFromFile") {  // replace with your actual Retrieval function name
    const fileContent = await retrieveFromFile({file_id: fileId});  // replace with your actual file retrieval function
    toolOutputs.push({ tool_call_id: action.id, output: fileContent });
  }
  // handle other tool calls...
}

In this code, retrieveFromFile is a hypothetical function that retrieves content from a file given its ID. You would need to replace this with your actual file retrieval function. Similarly, fileId is a hypothetical variable that contains the ID of the file you want to retrieve content from. You would need to replace this with the actual file ID.

Remember, when you upload a file at the Message level, it is automatically accessible to the entire thread. You do not need to upload it again for every message.

For more details on how to use the Retrieval tool, you can refer to the OpenAI documentation (https://platform.openai.com/docs/assistants/tools/knowledge-retrieval).

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

#

@radiant blaze kapa.ai is still learning and improving, please let us know how it did by reacting below

radiant blaze Feb 24, 2024, 7:51 PM

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@slow junco i already have these tools

tools: [
{type: "code_interpreter"},
{type: "retrieval"},
{
type: "function",
function: {
name: "generateImageWithDalle",
description: "Generate an image based on a text prompt using DALL-E",
parameters: {
type: "object",
properties: {
prompt: {
type: "string",
description: "The text prompt to generate the image"
},
},
required: ["prompt"]
}
}
},
{
type: "function",
function: {
name: "reviewImageWithGPT4Vision",
description: "Review an image using GPT-4 with Vision",
parameters: {
type: "object",
properties: {
images: {
type: "array",
items: {
type: "string"
},
description: "The base64 encoded images, array of strings"
},
message: {
type: "string",
description: "The user text message"
},
},
required: ["images"]
}
}
}
],

slow juncoBOT Feb 24, 2024, 7:51 PM

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

#

Based on the tools you've defined, it seems like you're already using the Retrieval tool along with two custom function tools: generateImageWithDalle and reviewImageWithGPT4Vision.

To handle a Retrieval tool call, you would need to add a new condition in your if statement to check if the function name matches the Retrieval tool. However, the Retrieval tool doesn't have a specific function name like your custom function tools. It's a built-in tool that automatically retrieves content from files when needed.

Here's how you might modify your code to handle a Retrieval tool call:

for (const action of requiredActions) {
  // handle custom function tools...
  if (action.function.name === "generateImageWithDalle") {
    // existing code...
  } else if (action.function.name === "reviewImageWithGPT4Vision") {
    // existing code...
  }

  // handle Retrieval tool
  if (action.type === "retrieval") {
    // The Retrieval tool automatically retrieves content from files,
    // so you don't need to do anything here.
    // Just acknowledge the tool call.
    toolOutputs.push({ tool_call_id: action.id, output: "Acknowledged" });
  }
}

In this code, I've added a new condition to check if the tool type is "retrieval". If it is, I simply acknowledge the tool call by pushing an output with the message "Acknowledged". This is because the Retrieval tool automatically retrieves content from files when needed, so you don't need to manually retrieve the file content.

Remember, when you upload a file at the Message level, it is automatically accessible to the entire thread. You do not need to upload it again for every message.

#

For more details on how to use the Retrieval tool, you can refer to the OpenAI documentation (https://platform.openai.com/docs/assistants/tools/knowledge-retrieval).

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

#

@radiant blaze kapa.ai is still learning and improving, please let us know how it did by reacting below

radiant blaze Feb 24, 2024, 7:52 PM

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@slow junco
so is this necessrary then or not?

if (action.type === "retrieval") {
// The Retrieval tool automatically retrieves content from files,
// so you don't need to do anything here.
// Just acknowledge the tool call.
toolOutputs.push({ tool_call_id: action.id, output: "Acknowledged" });
}

slow juncoBOT Feb 24, 2024, 7:52 PM

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

#

No, it's not necessary to add this code block for the Retrieval tool:

if (action.type === "retrieval") {
  // The Retrieval tool automatically retrieves content from files,
  // so you don't need to do anything here.
  // Just acknowledge the tool call.
  toolOutputs.push({ tool_call_id: action.id, output: "Acknowledged" });
}

The Retrieval tool in OpenAI's Assistants API automatically retrieves content from files when needed. It doesn't require any manual intervention or acknowledgement in the code. The tool is designed to augment the Assistant with knowledge from outside its model, such as proprietary product information or documents provided by your users (source (https://platform.openai.com/docs/assistants/tools)).

So, you can safely remove this code block from your code. The Retrieval tool will still work as expected as long as it's enabled in your assistant's settings and you're correctly attaching file IDs to your messages.

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

#

@radiant blaze kapa.ai is still learning and improving, please let us know how it did by reacting below

radiant blaze Feb 24, 2024, 8:18 PM

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@slow junco

{
"name": "generateImageWithDalle",
"description": "Generate an image based on a text prompt using DALL-E",
"parameters": {
"type": "object",
"properties": {
"prompt": {
"type": "string",
"description": "The text prompt to generate the image"
},
},
"required": ["prompt"]
}
}

Expected double-quoted property name in JSON at position 392 (line 11 column 15)

slow juncoBOT Feb 24, 2024, 8:18 PM

#

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

#

The error message you're seeing is due to a trailing comma in your JSON object. In JSON, the last property in an object or the last item in an array should not be followed by a comma. Here's the corrected JSON:

{
  "name": "generateImageWithDalle",
  "description": "Generate an image based on a text prompt using DALL-E",
  "parameters": {
    "type": "object",
    "properties": {
      "prompt": {
        "type": "string",
        "description": "The text prompt to generate the image"
      }
    },
    "required": ["prompt"]
  }
}

In this corrected version, I've removed the trailing comma after the "prompt" property inside the "properties" object.

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

#

@radiant blaze kapa.ai is still learning and improving, please let us know how it did by reacting below

radiant blaze Feb 24, 2024, 9:11 PM

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@slow junco
The bug is still not fixed. I am using the API. Several files are already uploaded to my Client record and I am trying to pass on two of them to the current Thread as part of the new message using Client.beta.threads.messages.create. The response is

“I’m sorry, but it seems there was an issue with the file uploads, and I cannot access them to assist you with your query. Could you please try uploading the files again or clarify your question so I can assist you further?”

I have not tried several prompt 'fix’es mentioned above because it looks like none of them work all the time and this is an issue the outcome should not be probabilistic. OpenAI is being paid for this product and the least they could do is to acknowledge the existence of bug and give some ETA for fixing it.

slow juncoBOT Feb 24, 2024, 9:11 PM

#

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

#

I'm sorry to hear that you're experiencing issues with file uploads in the OpenAI API. Based on the information provided in the extracts, it seems that there have been similar issues reported by other users.

In one of the GitHub issues (https://github.com/openai/openai-python/issues/727), users reported a bug where uploading JSON files to the Files API returned an invalid file format error. The OpenAI team acknowledged the bug and stated that they were working on fixing it. However, the extracts do not provide an update on the status of this bug or an ETA for its resolution.

In the OpenAI community forum (https://community.openai.com/t/498871), a user asked about uploading a file at the thread level. The official response was that when a file is uploaded at the Message level, it is automatically accessible to the entire thread, and there's no need to upload it again for every message.

If you're still experiencing issues, it might be helpful to double-check the following:

Ensure that the files are being uploaded correctly and the file IDs are being passed correctly in the user message. The file_ids should be an array of file IDs.
Make sure your file is in a supported format and does not exceed the size or token limit. The maximum file size is 512 MB and no more than 2,000,000 tokens.
If you're using any tools like the Retrieval tool, ensure they are enabled in your assistant's settings.

If you've checked all of these and are still facing issues, I recommend reaching out to OpenAI support for further assistance. They may be able to provide more specific guidance based on your situation or give an update on the status of any known bugs.

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

#

@radiant blaze kapa.ai is still learning and improving, please let us know how it did by reacting below

radiant blaze Feb 25, 2024, 12:49 AM

#

@slow junco It seems that there is an issue with accessing the content of the 'streetmarket-backend.pdf' file you uploaded, as it is flagged as not accessible with the myfiles_browser tool. There could be several technical reasons behind this limitation.

slow juncoBOT Feb 25, 2024, 12:49 AM

#

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

#

I'm sorry to hear that you're having trouble accessing the content of the 'streetmarket-backend.pdf' file you uploaded. This could be due to a variety of reasons. Here are a few things you can check:

File Upload: Ensure that the file was uploaded correctly. You can check this in the 'Files' section of the OpenAI platform.
File Format: Make sure the file is in a supported format. The OpenAI API supports a variety of file formats including .pdf.
File Size and Token Limit: The maximum file size is 512 MB and no more than 2,000,000 tokens. If your file exceeds these limits, you might need to reduce its size or split it into smaller files.
Tool Activation: Ensure that the myfiles_browser tool is enabled in your assistant's settings. This tool is necessary for the assistant to access and retrieve content from files.
File Accessibility: If the file is flagged as not accessible, it might be due to an issue with the file itself. Try opening the file on your local system to ensure it's not corrupted.

If you've checked all of these and are still facing issues, I recommend reaching out to OpenAI support for further assistance. They may be able to provide more specific guidance based on your situation.

#Assistant's API.

I hope this helps! If you have any more questions, feel free to ask.

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

Yes, I'm here! How can I assist you further?

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

For more details, you can refer to the OpenAI documentation (https://platform.openai.com/docs/assistants/tools).

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

If you're still having trouble, consider reaching out to OpenAI support for further assistance.

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

If you're still facing issues, you might want to provide more details about the problem. What exactly isn't working? Are you getting any error messages? The more information you provide, the better I can help you troubleshoot the issue.

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

For more details on how to use the Retrieval tool, you can refer to the OpenAI documentation (https://platform.openai.com/docs/assistants/tools/knowledge-retrieval).

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

For more details on how to use the Retrieval tool, you can refer to the OpenAI documentation (https://platform.openai.com/docs/assistants/tools/knowledge-retrieval).

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

So, you can safely remove this code block from your code. The Retrieval tool will still work as expected as long as it's enabled in your assistant's settings and you're correctly attaching file IDs to your messages.

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

In this corrected version, I've removed the trailing comma after the "prompt" property inside the "properties" object.

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

If you've checked all of these and are still facing issues, I recommend reaching out to OpenAI support for further assistance. They may be able to provide more specific guidance based on your situation or give an update on the status of any known bugs.

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

If you've checked all of these and are still facing issues, I recommend reaching out to OpenAI support for further assistance. They may be able to provide more specific guidance based on your situation.

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