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Merged
anuraaga merged 1 commit into from
Oct 9, 2025
Merged

genai-function-calling: update openai-agents and expectations to ES 9.x #91

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26 changes: 13 additions & 13 deletions genai-function-calling/README.md
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Expand Up @@ -27,7 +27,7 @@ performs the same process. The user asks a question that is beyond the training
date of the LLM. The application uses the framework to implement an agent
pattern to automatically call functions when it needs new information.

Here's how the question "What is the latest version of Elasticsearch 8?" ends up
Here's how the question "What is the latest version of Elasticsearch 9?" ends up
being answered.

```mermaid
Expand All @@ -36,23 +36,23 @@ sequenceDiagram
participant LLM

Note over Agent: Framework sends its tools along with the prompt
Agent ->> LLM: user: "What is the latest version of Elasticsearch 8?"
Agent ->> LLM: user: "What is the latest version of Elasticsearch 9?"
activate LLM
Note over LLM: LLM determines it needs to use a tool to complete the task

LLM ->> Agent: assistant: {"function": {"name": "get_latest_elasticsearch_version", "arguments": "{\"majorVersion\": 8}"}}
LLM ->> Agent: assistant: {"function": {"name": "get_latest_elasticsearch_version", "arguments": "{\"majorVersion\": 9}"}}
deactivate LLM
activate Agent
Note over Agent: invokes get_latest_elasticsearch_version(majorVersion=8)
Note over Agent: invokes get_latest_elasticsearch_version(majorVersion=9)

Agent ->> LLM: [user, assistant, tool: "8.19.3"]
Agent ->> LLM: [user, assistant, tool: "9.1.5"]
Note over Agent: LLM is stateless, the tool result is sent back with prior messages
deactivate Agent
activate LLM

LLM ->> Agent: content: "The latest version of Elasticsearch 8 is 8.19.3"
LLM ->> Agent: content: "The latest version of Elasticsearch 9 is 9.1.5"
deactivate LLM
Note over Agent: "The latest version of Elasticsearch 8 is 8.19.3"
Note over Agent: "The latest version of Elasticsearch 9 is 9.1.5"
```

The GenAI framework not only abstracts the above loop, but also LLM plugability
Expand Down Expand Up @@ -173,21 +173,21 @@ sequenceDiagram

create participant LLM

Agent->>LLM: user: "What is the latest version of Elasticsearch 8?"
Agent->>LLM: user: "What is the latest version of Elasticsearch 9?"
activate LLM
LLM->>Agent: assistant: {"function": {"name": "get_latest_elasticsearch_version", "arguments": "{\"majorVersion\": 8}"}}
LLM->>Agent: assistant: {"function": {"name": "get_latest_elasticsearch_version", "arguments": "{\"majorVersion\": 9}"}}
deactivate LLM
activate Agent

rect rgb(191, 223, 255)
Agent->>+MCP: tools/call: {get_latest_elasticsearch_version, {majorVersion: 8}}
MCP-->>-Agent: response: {output: "8.19.3"}
Agent->>+MCP: tools/call: {get_latest_elasticsearch_version, {majorVersion: 9}}
MCP-->>-Agent: response: {output: "9.1.5"}
end

Agent->>LLM: [user, assistant, tool: "8.19.3"]
Agent->>LLM: [user, assistant, tool: "9.1.5"]
deactivate Agent
activate LLM
LLM->>Agent: content: "The latest version of Elasticsearch 8 is 8.19.3"
LLM->>Agent: content: "The latest version of Elasticsearch 9 is 9.1.5"
deactivate LLM
```

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6 changes: 0 additions & 6 deletions genai-function-calling/openai-agents/Dockerfile
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@@ -1,12 +1,6 @@
# Use glibc-based image with pre-compiled wheels for psutil
FROM python:3.13-slim

# TODO: temporary until elastic-opentelemetry release with https://github.com/elastic/elastic-otel-python-instrumentations/pull/90
RUN apt-get update \
&& apt-get install -y --no-install-recommends git \
&& apt-get clean \
&& rm -rf /var/lib/apt/lists/*

RUN --mount=type=cache,target=/root/.cache/pip python -m pip install --upgrade pip

COPY requirements.txt /tmp
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2 changes: 1 addition & 1 deletion genai-function-calling/openai-agents/README.md
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Expand Up @@ -87,7 +87,7 @@ dotenv -f .env run -- pytest
## Notes

The LLM should generate something like "The latest stable version of
Elasticsearch is 8.19.3", unless it hallucinates. Just run it again, if you
Elasticsearch is 9.1.5", unless it hallucinates. Just run it again, if you
see something else.

OpenAI Agents SDK's OpenTelemetry instrumentation is via
Expand Down
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