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azure-openai
#10051
type_mismatch_error
The input provided is not of the expected type 'array'. Ensure the structure of the data matches the required format.
This error has been identified and solved.
Reason
The 400 status error in the Azure OpenAI API can be caused by several reasons:
Incorrect API Configuration
The error could be due to incorrect or mismatched API keys, headers, or other configuration issues. For example, the API key used in the code might not match the one listed in the OpenAI Developer Dashboard, or the headers, especially the Authorization
field, might not be correctly set.
Invalid Request Parameters
The request might contain unrecognized or invalid parameters. For instance, using the max_tokens
parameter with models that require max_completion_tokens
(such as the "o1" model series) can trigger a 400 error.
Rate Limiting and Throttling
Exceeding the rate limits set by OpenAI can result in a 400 error. If the API is being called too frequently, it may hit the rate limits imposed by OpenAI.
Data Payload Size
The data payload being sent might exceed the maximum allowed size, leading to a 400 error. Large prompts or data chunks need to be broken down into smaller, manageable sizes.
Content Filtering
The prompt might be triggering Azure OpenAI's content management policy, which filters out certain types of content. This can result in a 400 error if the prompt violates these policies.
Malformed Resource ID or Managed Identity Issues
In scenarios using managed identities for authentication, a 400 error can occur if the resource URI or managed identity configuration is incorrect. This includes issues like malformed resource IDs or missing necessary roles.
Incorrect Data Type or Structure
The request data might not conform to the expected type or structure. For example, if a parameter is expected to be an array but is not provided as one, it can cause a 400 error.
Solution
To resolve the 400 status error in the Azure OpenAI API, you need to address several potential issues:
Verify API Configuration: Ensure the API key is correct and not expired, and check that the request headers, especially the
Authorization
field, are accurately set.Check Request Parameters: Make sure all parameters are valid and match the expected types and structures. For example, ensure that parameters like
query_arr
are provided as arrays if required.Manage Rate Limits: Ensure your API requests do not exceed the rate limits imposed by OpenAI.
Review Data Payload Size: Confirm that the data payload does not exceed the maximum allowed size.
Comply with Content Policies: Modify the prompt to comply with Azure OpenAI's content management policies if it is being filtered out.
Correct Resource ID and Managed Identity: If using managed identities, verify the resource URI and ensure the correct roles are assigned to the managed identity.
Enable Detailed Logging: Activate detailed logging in your API management setup to capture more information about the failed requests.
Suggested Links
https://cheatsheet.md/chatgpt-cheatsheet/openai-api-error-axioserror-request-failed-status-code-400
https://learn.microsoft.com/en-us/answers/questions/1680345/issue-with-authenticating-api-management-with-azur
https://github.com/explodinggradients/ragas/issues/649
https://learn.microsoft.com/en-us/answers/questions/2139738/openai-badrequesterror-error-code-400-((error-((me
https://luke.geek.nz/azure/troubleshooting-scenarios-azure-open-ai/
https://portkey.ai/error-library/prompt-error-10016