Update function calling few shots example

Author: pamelafox

AGENTS.md

@@ -32,7 +32,7 @@ All example scripts are located in the root directory. They follow a consistent
 - `function_calling_basic.py` - Single function declaration, prints tool calls (no execution)
 - `function_calling_call.py` - Executes the function once if the model requests it
 - `function_calling_extended.py` - Full round-trip: executes, returns tool output, gets final answer
-- `function_calling_extended_errors.py` - Same as extended but with robust error handling (malformed JSON args, missing tool, tool exceptions, JSON serialization)
+- `function_calling_errors.py` - Same as extended but with robust error handling (malformed JSON args, missing tool, tool exceptions, JSON serialization)
 - `function_calling_parallel.py` - Shows model requesting multiple tools in one response
 - `function_calling_while_loop.py` - Conversation loop that keeps executing sequential tool calls until the model produces a final natural language answer (with error handling)
 

README.md

@@ -44,7 +44,7 @@ Scripts (in increasing order of capability):
 1. [`function_calling_basic.py`](./function_calling_basic.py): Declares a single `lookup_weather` function and prompts the model. It prints the tool call (if any) or falls back to the model's normal content. No actual function execution occurs.
 2. [`function_calling_call.py`](./function_calling_call.py): Executes the `lookup_weather` function if the model requests it by parsing the returned arguments JSON and calling the local Python function.
 3. [`function_calling_extended.py`](./function_calling_extended.py): Shows a full round‑trip: after executing the function, it appends a `tool` role message containing the function result and asks the model again so it can incorporate real data into a final user-facing response.
-4. [`function_calling_extended_errors.py`](./function_calling_extended_errors.py): Same as the extended example but adds robust error handling (malformed JSON arguments, missing tool implementations, execution exceptions, JSON serialization fallback).
+4. [`function_calling_errors.py`](./function_calling_errors.py): Same as the extended example but adds robust error handling (malformed JSON arguments, missing tool implementations, execution exceptions, JSON serialization fallback).
 5. [`function_calling_parallel.py`](./function_calling_parallel.py): Demonstrates the model returning multiple tool calls in a single response
 6. [`function_calling_while_loop.py`](./function_calling_while_loop.py): An iterative conversation loop that keeps executing sequential tool calls (with error handling) until the model produces a final natural language answer.
 

function_calling_fewshots.py

@@ -93,31 +93,42 @@ def search_database(search_query: str, price_filter: dict | None = None) -> dict
     {"role": "system", "content": "You are a product search assistant."},
     {"role": "user", "content": "good options for climbing gear that can be used outside?"},
     {
-        "id": "madeup",
-        "call_id": "call_abc123",
-        "name": "search_database",
-        "arguments": '{"search_query":"climbing gear outside"}',
-        "type": "function_call",
+        "role": "assistant",
+        "content": "",
+        "tool_calls": [
+            {
+                "id": "call_abc123",
+                "type": "function",
+                "function": {"name": "search_database", "arguments": '{"search_query":"climbing gear outside"}'},
+            }
+        ]
     },
     {
-        "id": "madeupoutput",
-        "call_id": "call_abc123",
-        "output": "Search results for climbing gear that can be used outside: ...",
-        "type": "function_call_output",
+        "role": "tool",
+        "tool_call_id": "call_abc123",
+        "name": "search_database",
+        "content": "Search results for climbing gear that can be used outside: ...",
     },
     {"role": "user", "content": "are there any shoes less than $50?"},
     {
-        "id": "madeup",
-        "call_id": "call_abc456",
-        "name": "search_database",
-        "arguments": '{"search_query":"shoes","price_filter":{"comparison_operator":"<","value":50}}',
-        "type": "function_call",
+        "role": "assistant",
+        "content": "",
+        "tool_calls": [
+            {
+                "id": "call_abc456",
+                "type": "function",
+                "function": {
+                    "name": "search_database",
+                    "arguments": '{"search_query":"tenis","price_filter":{"comparison_operator":"<","value":50}}',
+                },
+            }
+        ],
     },
     {
-        "id": "madeupoutput",
-        "call_id": "call_abc456",
-        "output": "Search results for shoes cheaper than 50: ...",
-        "type": "function_call_output",
+        "role": "tool",
+        "tool_call_id": "call_abc456",
+        "name": "search_database",
+        "content": "Search results for shoes cheaper than 50: ...",
     },
     {"role": "user", "content": "Find me a red shirt under $20."},
 ]