Duplicate OTEL Requests Sent When Using OpenAI Completions With Tool Use
Introduction
When utilizing OpenAI completions with tool use, a peculiar issue arises where two identical OTEL (OpenTelemetry) requests are sent. This problem can be particularly challenging to diagnose and resolve, especially for developers who are new to OpenAI and OpenTelemetry. In this article, we will delve into the root cause of this issue and provide a step-by-step guide on how to resolve it.
Understanding the Issue
The code snippet provided above demonstrates the use of OpenAI completions with tool use. The agentops.init() function initializes the agent, and the client.chat.completions.create() function creates a new chat completion. The tools parameter is used to specify a custom function, get_current_weather, which is required to be used in the completion.
However, when running this code, two identical OTEL requests are sent. This can be seen in the VCR objects attached below. The issue is not specific to the redesign-session-general branch, as it can also be replicated with the redesign branch by passing SessionState.COMPLETED to end_session.
Analyzing the Code
Let's take a closer look at the code snippet provided above.
agentops.init()
client = openai.AsyncOpenAI()
response = await client.chat.completions.create(
model=MODEL,
messages=[
{"role": "user", "content": "How's the weather in San Francisco?"},
],
tools=[{
"type": "function",
"function": {
"name": "get_current_weather",
"description": "Get the current weather in a given location",
"parameters": {
"type": "object",
"properties": {
"location": {
"type": "string",
"description": "The city and state, e.g. San Francisco, CA"
},
},
"required": ["location"]
}
}
}],
tool_choice="required",
)
agentops.end_session("Succeeded")
The agentops.init() function initializes the agent, and the client.chat.completions.create() function creates a new chat completion. The tools parameter is used to specify a custom function, get_current_weather, which is required to be used in the completion.
Resolving the Issue
To resolve the issue of duplicate OTEL requests being sent, we need to identify the root cause of the problem. After analyzing the code, we can see that the agentops.end_session() function is being called twice. Once with the string "Succeeded" and again with the SessionState.COMPLETED parameter.
To resolve this issue, we can modify the code to only call the agentops.end_session() function once with the SessionState.COMPLETED parameter.
agentops.init()
client = openai.AsyncOpenAI()
response = await client.chat.completions.create(
model=MODEL,
messages=[
{"role": "user", "content": "How's the weather in San Francisco?"},
],
tools=[{
"type": "function",
"function": {
"name": "get_current_weather",
"description": "Get the current weather in a given location",
"parameters": {
"type": "object",
"properties": {
"location": {
"type": "string",
"description": "The city and state, e.g. San Francisco, CA"
},
},
"required": ["location"]
}
}
}],
tool_choice="required",
)
agentops.end_session(SessionState.COMPLETED)
By making this change, we can ensure that the agentops.end_session() function is only called once, and the duplicate OTEL requests are no longer sent.
Conclusion
In conclusion, the issue of duplicate OTEL requests being sent when using OpenAI completions with tool use can be resolved by identifying and modifying the root cause of the problem. In this case, the issue was caused by the agentops.end_session() function being called twice. By modifying the code to only call the agentops.end_session() function once with the SessionState.COMPLETED parameter, we can ensure that the duplicate OTEL requests are no longer sent.
Troubleshooting Tips
If you are experiencing issues with duplicate OTEL requests being sent, here are some troubleshooting tips to help you resolve the problem:
- Check the code: Review the code to ensure that the
agentops.end_session()function is only called once. - Verify the parameters: Check the parameters passed to the
agentops.end_session()function to ensure that they are correct. - Use a debugger: Use a debugger to step through the code and identify the root cause of the problem.
- Consult the documentation: Consult the OpenAI and OpenTelemetry documentation to ensure that you are using the correct APIs and functions.
Introduction
In our previous article, we discussed the issue of duplicate OTEL requests being sent when using OpenAI completions with tool use. We also provided a step-by-step guide on how to resolve this issue. In this article, we will provide a Q&A section to help you better understand the root cause of the problem and how to resolve it.
Q: What is the root cause of the issue?
A: The root cause of the issue is the agentops.end_session() function being called twice. Once with the string "Succeeded" and again with the SessionState.COMPLETED parameter.
Q: Why is the agentops.end_session() function being called twice?
A: The agentops.end_session() function is being called twice because of the way the code is structured. In the original code, the agentops.end_session() function is called with the string "Succeeded" and then again with the SessionState.COMPLETED parameter.
Q: How can I resolve the issue?
A: To resolve the issue, you can modify the code to only call the agentops.end_session() function once with the SessionState.COMPLETED parameter.
Q: What are the benefits of resolving this issue?
A: Resolving this issue can help improve the performance and reliability of your application. By reducing the number of OTEL requests sent, you can also reduce the amount of data being collected and processed, which can help improve the overall efficiency of your application.
Q: What are some common mistakes that can lead to this issue?
A: Some common mistakes that can lead to this issue include:
- Not properly initializing the agent
- Not properly configuring the OpenAI API
- Not properly handling errors and exceptions
- Not properly testing and debugging the code
Q: How can I prevent this issue from occurring in the future?
A: To prevent this issue from occurring in the future, you can follow these best practices:
- Always properly initialize the agent before using it
- Always properly configure the OpenAI API before using it
- Always properly handle errors and exceptions
- Always properly test and debug the code before deploying it
Q: What are some additional resources that can help me resolve this issue?
A: Some additional resources that can help you resolve this issue include:
- The OpenAI documentation
- The OpenTelemetry documentation
- Online forums and communities
- Professional consulting services
Conclusion
In conclusion, the issue of duplicate OTEL requests being sent when using OpenAI completions with tool use can be resolved by identifying and modifying the root cause of the problem. By following the steps outlined in this article and the Q&A section, you can quickly resolve this issue and improve the performance and reliability of your application.
Troubleshooting Tips
If you are experiencing issues with duplicate OTEL requests being sent, here are some additional troubleshooting tips to help you resolve the problem:
- Check the code: Review the code to ensure that the
agentops.end_session()function is only called once. - Verify the parameters: Check the parameters passed to the
agentops.end_session()function to ensure that they are correct. - Use a debugger: Use a debugger to step through the code and identify the root cause of the problem.
- Consult the documentation: Consult the OpenAI and OpenTelemetry documentation to ensure that you are using the correct APIs and functions.
- Seek professional help: If you are unable to resolve the issue on your own, consider seeking professional help from a qualified developer or consultant.