diff --git a/docs/static/deprecated-llama-stack-spec.html b/docs/static/deprecated-llama-stack-spec.html
index 60a8b9fbd..98ed50c4f 100644
--- a/docs/static/deprecated-llama-stack-spec.html
+++ b/docs/static/deprecated-llama-stack-spec.html
@@ -9024,6 +9024,10 @@
"$ref": "#/components/schemas/OpenAIResponseUsage",
"description": "(Optional) Token usage information for the response"
},
+ "instructions": {
+ "type": "string",
+ "description": "(Optional) System message inserted into the model's context"
+ },
"input": {
"type": "array",
"items": {
@@ -9901,6 +9905,10 @@
"usage": {
"$ref": "#/components/schemas/OpenAIResponseUsage",
"description": "(Optional) Token usage information for the response"
+ },
+ "instructions": {
+ "type": "string",
+ "description": "(Optional) System message inserted into the model's context"
}
},
"additionalProperties": false,
diff --git a/docs/static/deprecated-llama-stack-spec.yaml b/docs/static/deprecated-llama-stack-spec.yaml
index aaa6cd413..99c8dd03e 100644
--- a/docs/static/deprecated-llama-stack-spec.yaml
+++ b/docs/static/deprecated-llama-stack-spec.yaml
@@ -6734,6 +6734,10 @@ components:
$ref: '#/components/schemas/OpenAIResponseUsage'
description: >-
(Optional) Token usage information for the response
+ instructions:
+ type: string
+ description: >-
+ (Optional) System message inserted into the model's context
input:
type: array
items:
@@ -7403,6 +7407,10 @@ components:
$ref: '#/components/schemas/OpenAIResponseUsage'
description: >-
(Optional) Token usage information for the response
+ instructions:
+ type: string
+ description: >-
+ (Optional) System message inserted into the model's context
additionalProperties: false
required:
- created_at
diff --git a/docs/static/llama-stack-spec.html b/docs/static/llama-stack-spec.html
index 413e4f23e..1091a1cb6 100644
--- a/docs/static/llama-stack-spec.html
+++ b/docs/static/llama-stack-spec.html
@@ -7600,6 +7600,10 @@
"$ref": "#/components/schemas/OpenAIResponseUsage",
"description": "(Optional) Token usage information for the response"
},
+ "instructions": {
+ "type": "string",
+ "description": "(Optional) System message inserted into the model's context"
+ },
"input": {
"type": "array",
"items": {
@@ -8148,6 +8152,10 @@
"usage": {
"$ref": "#/components/schemas/OpenAIResponseUsage",
"description": "(Optional) Token usage information for the response"
+ },
+ "instructions": {
+ "type": "string",
+ "description": "(Optional) System message inserted into the model's context"
}
},
"additionalProperties": false,
diff --git a/docs/static/llama-stack-spec.yaml b/docs/static/llama-stack-spec.yaml
index 93e51de6a..6c3702374 100644
--- a/docs/static/llama-stack-spec.yaml
+++ b/docs/static/llama-stack-spec.yaml
@@ -5815,6 +5815,10 @@ components:
$ref: '#/components/schemas/OpenAIResponseUsage'
description: >-
(Optional) Token usage information for the response
+ instructions:
+ type: string
+ description: >-
+ (Optional) System message inserted into the model's context
input:
type: array
items:
@@ -6218,6 +6222,10 @@ components:
$ref: '#/components/schemas/OpenAIResponseUsage'
description: >-
(Optional) Token usage information for the response
+ instructions:
+ type: string
+ description: >-
+ (Optional) System message inserted into the model's context
additionalProperties: false
required:
- created_at
diff --git a/docs/static/stainless-llama-stack-spec.html b/docs/static/stainless-llama-stack-spec.html
index 858f20725..ee0a265d3 100644
--- a/docs/static/stainless-llama-stack-spec.html
+++ b/docs/static/stainless-llama-stack-spec.html
@@ -9272,6 +9272,10 @@
"$ref": "#/components/schemas/OpenAIResponseUsage",
"description": "(Optional) Token usage information for the response"
},
+ "instructions": {
+ "type": "string",
+ "description": "(Optional) System message inserted into the model's context"
+ },
"input": {
"type": "array",
"items": {
@@ -9820,6 +9824,10 @@
"usage": {
"$ref": "#/components/schemas/OpenAIResponseUsage",
"description": "(Optional) Token usage information for the response"
+ },
+ "instructions": {
+ "type": "string",
+ "description": "(Optional) System message inserted into the model's context"
}
},
"additionalProperties": false,
diff --git a/docs/static/stainless-llama-stack-spec.yaml b/docs/static/stainless-llama-stack-spec.yaml
index 886549dbc..eff01931f 100644
--- a/docs/static/stainless-llama-stack-spec.yaml
+++ b/docs/static/stainless-llama-stack-spec.yaml
@@ -7028,6 +7028,10 @@ components:
$ref: '#/components/schemas/OpenAIResponseUsage'
description: >-
(Optional) Token usage information for the response
+ instructions:
+ type: string
+ description: >-
+ (Optional) System message inserted into the model's context
input:
type: array
items:
@@ -7431,6 +7435,10 @@ components:
$ref: '#/components/schemas/OpenAIResponseUsage'
description: >-
(Optional) Token usage information for the response
+ instructions:
+ type: string
+ description: >-
+ (Optional) System message inserted into the model's context
additionalProperties: false
required:
- created_at
diff --git a/llama_stack/apis/agents/openai_responses.py b/llama_stack/apis/agents/openai_responses.py
index 25dc89a6b..821d6a8af 100644
--- a/llama_stack/apis/agents/openai_responses.py
+++ b/llama_stack/apis/agents/openai_responses.py
@@ -545,6 +545,7 @@ class OpenAIResponseObject(BaseModel):
:param tools: (Optional) An array of tools the model may call while generating a response.
:param truncation: (Optional) Truncation strategy applied to the response
:param usage: (Optional) Token usage information for the response
+ :param instructions: (Optional) System message inserted into the model's context
"""
created_at: int
@@ -564,6 +565,7 @@ class OpenAIResponseObject(BaseModel):
tools: list[OpenAIResponseTool] | None = None
truncation: str | None = None
usage: OpenAIResponseUsage | None = None
+ instructions: str | None = None
@json_schema_type
diff --git a/llama_stack/providers/inline/agents/meta_reference/responses/openai_responses.py b/llama_stack/providers/inline/agents/meta_reference/responses/openai_responses.py
index 851e6ef28..2360dafd9 100644
--- a/llama_stack/providers/inline/agents/meta_reference/responses/openai_responses.py
+++ b/llama_stack/providers/inline/agents/meta_reference/responses/openai_responses.py
@@ -359,6 +359,7 @@ class OpenAIResponsesImpl:
tool_executor=self.tool_executor,
safety_api=self.safety_api,
guardrail_ids=guardrail_ids,
+ instructions=instructions,
)
# Stream the response
diff --git a/llama_stack/providers/inline/agents/meta_reference/responses/streaming.py b/llama_stack/providers/inline/agents/meta_reference/responses/streaming.py
index caf899cdd..e80ffcdd1 100644
--- a/llama_stack/providers/inline/agents/meta_reference/responses/streaming.py
+++ b/llama_stack/providers/inline/agents/meta_reference/responses/streaming.py
@@ -110,6 +110,7 @@ class StreamingResponseOrchestrator:
text: OpenAIResponseText,
max_infer_iters: int,
tool_executor, # Will be the tool execution logic from the main class
+ instructions: str,
safety_api,
guardrail_ids: list[str] | None = None,
):
@@ -133,6 +134,8 @@ class StreamingResponseOrchestrator:
self.accumulated_usage: OpenAIResponseUsage | None = None
# Track if we've sent a refusal response
self.violation_detected = False
+ # system message that is inserted into the model's context
+ self.instructions = instructions
async def _create_refusal_response(self, violation_message: str) -> OpenAIResponseObjectStream:
"""Create a refusal response to replace streaming content."""
@@ -176,6 +179,7 @@ class StreamingResponseOrchestrator:
tools=self.ctx.available_tools(),
error=error,
usage=self.accumulated_usage,
+ instructions=self.instructions,
)
async def create_response(self) -> AsyncIterator[OpenAIResponseObjectStream]:
diff --git a/tests/integration/agents/recordings/00f8a71ccb939737ed72a289eede62998c6882727519858bbd5954307d10a673.json b/tests/integration/agents/recordings/00f8a71ccb939737ed72a289eede62998c6882727519858bbd5954307d10a673.json
index 4d4331740..067b7d254 100644
--- a/tests/integration/agents/recordings/00f8a71ccb939737ed72a289eede62998c6882727519858bbd5954307d10a673.json
+++ b/tests/integration/agents/recordings/00f8a71ccb939737ed72a289eede62998c6882727519858bbd5954307d10a673.json
@@ -548,5 +548,6 @@
}
],
"is_streaming": true
- }
+ },
+ "id_normalization_mapping": {}
}
diff --git a/tests/integration/agents/recordings/0940d1521204120ff9687b8ad6bf54c271f879db8b5a6ce62848b86a43bc49e4.json b/tests/integration/agents/recordings/0940d1521204120ff9687b8ad6bf54c271f879db8b5a6ce62848b86a43bc49e4.json
new file mode 100644
index 000000000..aa61b7dbe
--- /dev/null
+++ b/tests/integration/agents/recordings/0940d1521204120ff9687b8ad6bf54c271f879db8b5a6ce62848b86a43bc49e4.json
@@ -0,0 +1,447 @@
+{
+ "test_id": "tests/integration/agents/test_agents.py::test_tool_choice_get_boiling_point[ollama/llama3.2:3b-instruct-fp16]",
+ "request": {
+ "method": "POST",
+ "url": "http://0.0.0.0:11434/v1/v1/chat/completions",
+ "headers": {},
+ "body": {
+ "model": "llama3.2:3b-instruct-fp16",
+ "messages": [
+ {
+ "role": "system",
+ "content": "You are a helpful assistant"
+ },
+ {
+ "role": "user",
+ "content": "What is the boiling point of the liquid polyjuice in celsius?"
+ },
+ {
+ "role": "assistant",
+ "content": "",
+ "tool_calls": [
+ {
+ "id": "call_5qverjg6",
+ "type": "function",
+ "function": {
+ "name": "get_boiling_point",
+ "arguments": "{\"celcius\":true,\"liquid_name\":\"polyjuice\"}"
+ }
+ }
+ ]
+ },
+ {
+ "role": "tool",
+ "tool_call_id": "call_5qverjg6",
+ "content": "-100"
+ }
+ ],
+ "max_tokens": 512,
+ "stream": true,
+ "temperature": 0.0001,
+ "tool_choice": {
+ "type": "function",
+ "function": {
+ "name": "get_boiling_point"
+ }
+ },
+ "tools": [
+ {
+ "type": "function",
+ "function": {
+ "name": "get_boiling_point",
+ "description": "Returns the boiling point of a liquid in Celcius or Fahrenheit.",
+ "parameters": {
+ "type": "object",
+ "properties": {
+ "liquid_name": {
+ "type": "string",
+ "description": "The name of the liquid"
+ },
+ "celcius": {
+ "type": "boolean",
+ "description": "Whether to return the boiling point in Celcius"
+ }
+ },
+ "required": [
+ "liquid_name"
+ ]
+ }
+ }
+ }
+ ],
+ "top_p": 0.9
+ },
+ "endpoint": "/v1/chat/completions",
+ "model": "llama3.2:3b-instruct-fp16"
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diff --git a/tests/integration/agents/recordings/0f5443c07d1568fd139b8f3ea0aaa3de23d22b30f353c8ed7e6cfd033d904e04.json b/tests/integration/agents/recordings/0f5443c07d1568fd139b8f3ea0aaa3de23d22b30f353c8ed7e6cfd033d904e04.json
new file mode 100644
index 000000000..3cf297c34
--- /dev/null
+++ b/tests/integration/agents/recordings/0f5443c07d1568fd139b8f3ea0aaa3de23d22b30f353c8ed7e6cfd033d904e04.json
@@ -0,0 +1,888 @@
+{
+ "test_id": "tests/integration/agents/test_openai_responses.py::test_response_with_instructions[txt=ollama/llama3.2:3b-instruct-fp16]",
+ "request": {
+ "method": "POST",
+ "url": "http://0.0.0.0:11434/v1/v1/chat/completions",
+ "headers": {},
+ "body": {
+ "model": "llama3.2:3b-instruct-fp16",
+ "messages": [
+ {
+ "role": "system",
+ "content": "You are a helpful assistant and speak in pirate language."
+ },
+ {
+ "role": "user",
+ "content": "What is the capital of France?"
+ },
+ {
+ "role": "assistant",
+ "content": "The capital of France is Paris."
+ }
+ ],
+ "stream": true,
+ "stream_options": {
+ "include_usage": true
+ }
+ },
+ "endpoint": "/v1/chat/completions",
+ "model": "llama3.2:3b-instruct-fp16"
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+ "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
+ "__data__": {
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diff --git a/tests/integration/agents/recordings/13fac3724cd626a119153f60fa56bb54955fe0b10f5c4102b78e2d428b5ffc7a.json b/tests/integration/agents/recordings/13fac3724cd626a119153f60fa56bb54955fe0b10f5c4102b78e2d428b5ffc7a.json
index d606edb37..7efea91ba 100644
--- a/tests/integration/agents/recordings/13fac3724cd626a119153f60fa56bb54955fe0b10f5c4102b78e2d428b5ffc7a.json
+++ b/tests/integration/agents/recordings/13fac3724cd626a119153f60fa56bb54955fe0b10f5c4102b78e2d428b5ffc7a.json
@@ -54,5 +54,6 @@
}
},
"is_streaming": false
- }
+ },
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}
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new file mode 100644
index 000000000..b899e0c2d
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+{
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+ "request": {
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+ "headers": {},
+ "body": {
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+ "role": "user",
+ "content": "What is the capital of France?"
+ }
+ ],
+ "stream": true,
+ "stream_options": {
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+ }
+ },
+ "endpoint": "/v1/chat/completions",
+ "model": "llama3.2:3b-instruct-fp16"
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index b8b22f51d..407ac0655 100644
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@@ -54,5 +54,6 @@
}
},
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- }
+ },
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}
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index 4d7a1d1e4..241fb6127 100644
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diff --git a/tests/integration/agents/recordings/1f0aef7475448c77021b4e321125b4df3aadc1637a93358a85c5ec2de8338332.json b/tests/integration/agents/recordings/1f0aef7475448c77021b4e321125b4df3aadc1637a93358a85c5ec2de8338332.json
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index 000000000..4c0fa6cce
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diff --git a/tests/integration/agents/recordings/2172059863d4d17e7525483102a6753617b60a8c33ece637db18061d23086536.json b/tests/integration/agents/recordings/2172059863d4d17e7525483102a6753617b60a8c33ece637db18061d23086536.json
index 992648658..9f9397057 100644
--- a/tests/integration/agents/recordings/2172059863d4d17e7525483102a6753617b60a8c33ece637db18061d23086536.json
+++ b/tests/integration/agents/recordings/2172059863d4d17e7525483102a6753617b60a8c33ece637db18061d23086536.json
@@ -56,7 +56,7 @@
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{
"index": 0,
- "id": "call_os3xa9go",
+ "id": "call_6nqo069h",
"function": {
"arguments": "{\"city\":\"Tokyo\"}",
"name": "get_weather"
@@ -115,9 +115,9 @@
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"system_fingerprint": "fp_ollama",
"usage": {
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+ "completion_tokens": 18,
"prompt_tokens": 179,
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diff --git a/tests/integration/agents/recordings/256d8571909664fc6c925058b2ff1b1d0e0bd618975cbf4752eb31ada6d2482b.json b/tests/integration/agents/recordings/256d8571909664fc6c925058b2ff1b1d0e0bd618975cbf4752eb31ada6d2482b.json
new file mode 100644
index 000000000..21d5a0663
--- /dev/null
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@@ -0,0 +1,416 @@
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+ "url": "http://0.0.0.0:11434/v1/v1/chat/completions",
+ "headers": {},
+ "body": {
+ "model": "llama3.2:3b-instruct-fp16",
+ "messages": [
+ {
+ "role": "system",
+ "content": "You are a helpful assistant Always respond with tool calls no matter what. "
+ },
+ {
+ "role": "user",
+ "content": "Get the boiling point of polyjuice with a tool call."
+ },
+ {
+ "role": "assistant",
+ "content": "",
+ "tool_calls": [
+ {
+ "id": "call_9x4z21g1",
+ "type": "function",
+ "function": {
+ "name": "get_boiling_point",
+ "arguments": "{\"celcius\":\"true\",\"liquid_name\":\"polyjuice\"}"
+ }
+ }
+ ]
+ },
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+ "role": "tool",
+ "tool_call_id": "call_9x4z21g1",
+ "content": "-100"
+ }
+ ],
+ "max_tokens": 512,
+ "stream": true,
+ "temperature": 0.0001,
+ "tool_choice": "auto",
+ "tools": [
+ {
+ "type": "function",
+ "function": {
+ "name": "get_boiling_point",
+ "description": "Returns the boiling point of a liquid in Celcius or Fahrenheit.",
+ "parameters": {
+ "type": "object",
+ "properties": {
+ "liquid_name": {
+ "type": "string",
+ "description": "The name of the liquid"
+ },
+ "celcius": {
+ "type": "boolean",
+ "description": "Whether to return the boiling point in Celcius"
+ }
+ },
+ "required": [
+ "liquid_name"
+ ]
+ }
+ }
+ }
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+ "top_p": 0.9
+ },
+ "endpoint": "/v1/chat/completions",
+ "model": "llama3.2:3b-instruct-fp16"
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diff --git a/tests/integration/agents/recordings/292308724331c7172aaf91fe1373f2fbc9d626af08314bd7f5ba69d038ea7c1b.json b/tests/integration/agents/recordings/292308724331c7172aaf91fe1373f2fbc9d626af08314bd7f5ba69d038ea7c1b.json
index a94c52c72..9a1781046 100644
--- a/tests/integration/agents/recordings/292308724331c7172aaf91fe1373f2fbc9d626af08314bd7f5ba69d038ea7c1b.json
+++ b/tests/integration/agents/recordings/292308724331c7172aaf91fe1373f2fbc9d626af08314bd7f5ba69d038ea7c1b.json
@@ -54,5 +54,6 @@
}
},
"is_streaming": false
- }
+ },
+ "id_normalization_mapping": {}
}
diff --git a/tests/integration/agents/recordings/36e22908b34c0835037ba7b52477c5db69585e66f4fde18eaa8bfd4bb4e3d783.json b/tests/integration/agents/recordings/36e22908b34c0835037ba7b52477c5db69585e66f4fde18eaa8bfd4bb4e3d783.json
index 3699fbc8b..3a1f57ee8 100644
--- a/tests/integration/agents/recordings/36e22908b34c0835037ba7b52477c5db69585e66f4fde18eaa8bfd4bb4e3d783.json
+++ b/tests/integration/agents/recordings/36e22908b34c0835037ba7b52477c5db69585e66f4fde18eaa8bfd4bb4e3d783.json
@@ -66,7 +66,7 @@
"tool_calls": [
{
"index": 0,
- "id": "call_ixvkq8fh",
+ "id": "call_icfpgg5q",
"function": {
"arguments": "{\"celcius\":true,\"liquid_name\":\"polyjuice\"}",
"name": "get_boiling_point"
@@ -116,5 +116,6 @@
}
],
"is_streaming": true
- }
+ },
+ "id_normalization_mapping": {}
}
diff --git a/tests/integration/agents/recordings/45175e711385e24f62516c3982eaf8fb6bbab4f37691fadc08812ce223dfc628.json b/tests/integration/agents/recordings/45175e711385e24f62516c3982eaf8fb6bbab4f37691fadc08812ce223dfc628.json
index 4f001f5bf..0a27ddb7d 100644
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+++ b/tests/integration/agents/recordings/45175e711385e24f62516c3982eaf8fb6bbab4f37691fadc08812ce223dfc628.json
@@ -54,5 +54,6 @@
}
},
"is_streaming": false
- }
+ },
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diff --git a/tests/integration/agents/recordings/585a2cf2c22b0db155a6a94052836b34c42f68bf04b1b2cb74ddf00943c0442d.json b/tests/integration/agents/recordings/585a2cf2c22b0db155a6a94052836b34c42f68bf04b1b2cb74ddf00943c0442d.json
index cac9a6db2..988b270d7 100644
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diff --git a/tests/integration/agents/recordings/7094319e038424fbec54338c397b487c7128fc28534351deb4662fba31043fa4.json b/tests/integration/agents/recordings/7094319e038424fbec54338c397b487c7128fc28534351deb4662fba31043fa4.json
index dce0c2e4d..7f7bf13ca 100644
--- a/tests/integration/agents/recordings/7094319e038424fbec54338c397b487c7128fc28534351deb4662fba31043fa4.json
+++ b/tests/integration/agents/recordings/7094319e038424fbec54338c397b487c7128fc28534351deb4662fba31043fa4.json
@@ -54,5 +54,6 @@
}
},
"is_streaming": false
- }
+ },
+ "id_normalization_mapping": {}
}
diff --git a/tests/integration/agents/recordings/74c26f63592ceedb76eb9623fce41773965dd66b569506b5622b1a797c45f8e4.json b/tests/integration/agents/recordings/74c26f63592ceedb76eb9623fce41773965dd66b569506b5622b1a797c45f8e4.json
index d8b125dad..a1464e8c3 100644
--- a/tests/integration/agents/recordings/74c26f63592ceedb76eb9623fce41773965dd66b569506b5622b1a797c45f8e4.json
+++ b/tests/integration/agents/recordings/74c26f63592ceedb76eb9623fce41773965dd66b569506b5622b1a797c45f8e4.json
@@ -54,5 +54,6 @@
}
},
"is_streaming": false
- }
+ },
+ "id_normalization_mapping": {}
}
diff --git a/tests/integration/agents/recordings/7e0d8c4abe407611ceaa99beea2e9973e2a938cab3db3e1be017bbe8be10edc6.json b/tests/integration/agents/recordings/7e0d8c4abe407611ceaa99beea2e9973e2a938cab3db3e1be017bbe8be10edc6.json
index e11d38095..665e53245 100644
--- a/tests/integration/agents/recordings/7e0d8c4abe407611ceaa99beea2e9973e2a938cab3db3e1be017bbe8be10edc6.json
+++ b/tests/integration/agents/recordings/7e0d8c4abe407611ceaa99beea2e9973e2a938cab3db3e1be017bbe8be10edc6.json
@@ -66,7 +66,7 @@
"tool_calls": [
{
"index": 0,
- "id": "call_rwasjr3y",
+ "id": "call_zqu5i0ti",
"function": {
"arguments": "{\"celcius\":null,\"liquid_name\":\"polyjuice\"}",
"name": "get_boiling_point"
@@ -116,5 +116,6 @@
}
],
"is_streaming": true
- }
+ },
+ "id_normalization_mapping": {}
}
diff --git a/tests/integration/agents/recordings/7e794c73bf79604a10482bba03124849cb763c7bb66acf3937b524a539b80366.json b/tests/integration/agents/recordings/7e794c73bf79604a10482bba03124849cb763c7bb66acf3937b524a539b80366.json
new file mode 100644
index 000000000..dfae71291
--- /dev/null
+++ b/tests/integration/agents/recordings/7e794c73bf79604a10482bba03124849cb763c7bb66acf3937b524a539b80366.json
@@ -0,0 +1,59 @@
+{
+ "test_id": "tests/integration/agents/test_agents.py::test_tool_choice_required[ollama/llama3.2:3b-instruct-fp16]",
+ "request": {
+ "method": "POST",
+ "url": "http://0.0.0.0:11434/v1/v1/chat/completions",
+ "headers": {},
+ "body": {
+ "model": "llama-guard3:1b",
+ "messages": [
+ {
+ "role": "user",
+ "content": "Task: Check if there is unsafe content in 'Assistant' messages in conversations according our safety policy with the below categories.\n\n\nS1: Violent Crimes.\nS2: Non-Violent Crimes.\nS3: Sex Crimes.\nS4: Child Exploitation.\nS5: Defamation.\nS6: Specialized Advice.\nS7: Privacy.\nS8: Intellectual Property.\nS9: Indiscriminate Weapons.\nS10: Hate.\nS11: Self-Harm.\nS12: Sexual Content.\nS13: Elections.\nS14: Code Interpreter Abuse.\n\n\n\n\nUser: What is the boiling point of the liquid polyjuice in celsius?\n\nAssistant: \n\nTool: -100\n\nAssistant: The boiling point of liquid polyjuice is -100\u00b0C.\n\n\n\nProvide your safety assessment for ONLY THE LAST Assistant message in the above conversation:\n - First line must read 'safe' or 'unsafe'.\n - If unsafe, a second line must include a comma-separated list of violated categories."
+ }
+ ],
+ "stream": false,
+ "temperature": 0.0
+ },
+ "endpoint": "/v1/chat/completions",
+ "model": "llama-guard3:1b"
+ },
+ "response": {
+ "body": {
+ "__type__": "openai.types.chat.chat_completion.ChatCompletion",
+ "__data__": {
+ "id": "rec-7e794c73bf79",
+ "choices": [
+ {
+ "finish_reason": "stop",
+ "index": 0,
+ "logprobs": null,
+ "message": {
+ "content": "safe",
+ "refusal": null,
+ "role": "assistant",
+ "annotations": null,
+ "audio": null,
+ "function_call": null,
+ "tool_calls": null
+ }
+ }
+ ],
+ "created": 0,
+ "model": "llama-guard3:1b",
+ "object": "chat.completion",
+ "service_tier": null,
+ "system_fingerprint": "fp_ollama",
+ "usage": {
+ "completion_tokens": 2,
+ "prompt_tokens": 421,
+ "total_tokens": 423,
+ "completion_tokens_details": null,
+ "prompt_tokens_details": null
+ }
+ }
+ },
+ "is_streaming": false
+ },
+ "id_normalization_mapping": {}
+}
diff --git a/tests/integration/agents/recordings/868820c8d798c0d16063d1750a65ae2632ecf543ee440e7d87ea16f8e83461a5.json b/tests/integration/agents/recordings/868820c8d798c0d16063d1750a65ae2632ecf543ee440e7d87ea16f8e83461a5.json
index c82ea6394..fa03baf5e 100644
--- a/tests/integration/agents/recordings/868820c8d798c0d16063d1750a65ae2632ecf543ee440e7d87ea16f8e83461a5.json
+++ b/tests/integration/agents/recordings/868820c8d798c0d16063d1750a65ae2632ecf543ee440e7d87ea16f8e83461a5.json
@@ -54,5 +54,6 @@
}
},
"is_streaming": false
- }
+ },
+ "id_normalization_mapping": {}
}
diff --git a/tests/integration/agents/recordings/86e2b939aabb9dfe7ec712a6b20a5809d6fb56f8c9f92d93030f57cba51a1fe2.json b/tests/integration/agents/recordings/86e2b939aabb9dfe7ec712a6b20a5809d6fb56f8c9f92d93030f57cba51a1fe2.json
index c33ecca7e..c702a53aa 100644
--- a/tests/integration/agents/recordings/86e2b939aabb9dfe7ec712a6b20a5809d6fb56f8c9f92d93030f57cba51a1fe2.json
+++ b/tests/integration/agents/recordings/86e2b939aabb9dfe7ec712a6b20a5809d6fb56f8c9f92d93030f57cba51a1fe2.json
@@ -54,5 +54,6 @@
}
},
"is_streaming": false
- }
+ },
+ "id_normalization_mapping": {}
}
diff --git a/tests/integration/agents/recordings/8c4ec47152697a5b34e44d75af581efbada34e06f59ddf536149871c64c9a247.json b/tests/integration/agents/recordings/8c4ec47152697a5b34e44d75af581efbada34e06f59ddf536149871c64c9a247.json
new file mode 100644
index 000000000..9d391c7c8
--- /dev/null
+++ b/tests/integration/agents/recordings/8c4ec47152697a5b34e44d75af581efbada34e06f59ddf536149871c64c9a247.json
@@ -0,0 +1,442 @@
+{
+ "test_id": "tests/integration/agents/test_agents.py::test_create_turn_response[ollama/llama3.2:3b-instruct-fp16-client_tools0]",
+ "request": {
+ "method": "POST",
+ "url": "http://0.0.0.0:11434/v1/v1/chat/completions",
+ "headers": {},
+ "body": {
+ "model": "llama3.2:3b-instruct-fp16",
+ "messages": [
+ {
+ "role": "system",
+ "content": "You are a helpful assistant"
+ },
+ {
+ "role": "user",
+ "content": "Call get_boiling_point tool and answer What is the boiling point of polyjuice?"
+ },
+ {
+ "role": "assistant",
+ "content": "",
+ "tool_calls": [
+ {
+ "id": "call_zqu5i0ti",
+ "type": "function",
+ "function": {
+ "name": "get_boiling_point",
+ "arguments": "{\"celcius\":null,\"liquid_name\":\"polyjuice\"}"
+ }
+ }
+ ]
+ },
+ {
+ "role": "tool",
+ "tool_call_id": "call_zqu5i0ti",
+ "content": "-212"
+ }
+ ],
+ "max_tokens": 512,
+ "stream": true,
+ "temperature": 0.0001,
+ "tool_choice": "auto",
+ "tools": [
+ {
+ "type": "function",
+ "function": {
+ "name": "get_boiling_point",
+ "description": "Returns the boiling point of a liquid in Celcius or Fahrenheit.",
+ "parameters": {
+ "type": "object",
+ "properties": {
+ "liquid_name": {
+ "type": "string",
+ "description": "The name of the liquid"
+ },
+ "celcius": {
+ "type": "boolean",
+ "description": "Whether to return the boiling point in Celcius"
+ }
+ },
+ "required": [
+ "liquid_name"
+ ]
+ }
+ }
+ }
+ ],
+ "top_p": 0.9
+ },
+ "endpoint": "/v1/chat/completions",
+ "model": "llama3.2:3b-instruct-fp16"
+ },
+ "response": {
+ "body": [
+ {
+ "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
+ "__data__": {
+ "id": "rec-8c4ec4715269",
+ "choices": [
+ {
+ "delta": {
+ "content": "The",
+ "function_call": null,
+ "refusal": null,
+ "role": "assistant",
+ "tool_calls": null
+ },
+ "finish_reason": null,
+ "index": 0,
+ "logprobs": null
+ }
+ ],
+ "created": 0,
+ "model": "llama3.2:3b-instruct-fp16",
+ "object": "chat.completion.chunk",
+ "service_tier": null,
+ "system_fingerprint": "fp_ollama",
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+ }
+ },
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+ "__data__": {
+ "id": "rec-8c4ec4715269",
+ "choices": [
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+ }
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+ "choices": [
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+ "service_tier": null,
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+ }
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+ }
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+ }
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+ }
+ },
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+ "__data__": {
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+ }
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+ "object": "chat.completion.chunk",
+ "service_tier": null,
+ "system_fingerprint": "fp_ollama",
+ "usage": null
+ }
+ }
+ ],
+ "is_streaming": true
+ },
+ "id_normalization_mapping": {}
+}
diff --git a/tests/integration/agents/recordings/8ed0947593196c2b2f68035e248c137813e8db50d0d46395ef9ba98636fa5819.json b/tests/integration/agents/recordings/8ed0947593196c2b2f68035e248c137813e8db50d0d46395ef9ba98636fa5819.json
index b209de507..15f9b0f96 100644
--- a/tests/integration/agents/recordings/8ed0947593196c2b2f68035e248c137813e8db50d0d46395ef9ba98636fa5819.json
+++ b/tests/integration/agents/recordings/8ed0947593196c2b2f68035e248c137813e8db50d0d46395ef9ba98636fa5819.json
@@ -54,5 +54,6 @@
}
},
"is_streaming": false
- }
+ },
+ "id_normalization_mapping": {}
}
diff --git a/tests/integration/agents/recordings/8fc418c02b8b6fe09238e36fb72c5e7fc9d41fdaa3eb357f518e0fcaec5ea1e2.json b/tests/integration/agents/recordings/8fc418c02b8b6fe09238e36fb72c5e7fc9d41fdaa3eb357f518e0fcaec5ea1e2.json
new file mode 100644
index 000000000..70d92b2bf
--- /dev/null
+++ b/tests/integration/agents/recordings/8fc418c02b8b6fe09238e36fb72c5e7fc9d41fdaa3eb357f518e0fcaec5ea1e2.json
@@ -0,0 +1,59 @@
+{
+ "test_id": "tests/integration/agents/test_agents.py::test_tool_choice_get_boiling_point[ollama/llama3.2:3b-instruct-fp16]",
+ "request": {
+ "method": "POST",
+ "url": "http://0.0.0.0:11434/v1/v1/chat/completions",
+ "headers": {},
+ "body": {
+ "model": "llama-guard3:1b",
+ "messages": [
+ {
+ "role": "user",
+ "content": "Task: Check if there is unsafe content in 'Assistant' messages in conversations according our safety policy with the below categories.\n\n\nS1: Violent Crimes.\nS2: Non-Violent Crimes.\nS3: Sex Crimes.\nS4: Child Exploitation.\nS5: Defamation.\nS6: Specialized Advice.\nS7: Privacy.\nS8: Intellectual Property.\nS9: Indiscriminate Weapons.\nS10: Hate.\nS11: Self-Harm.\nS12: Sexual Content.\nS13: Elections.\nS14: Code Interpreter Abuse.\n\n\n\n\nUser: What is the boiling point of the liquid polyjuice in celsius?\n\nAssistant: \n\nTool: -100\n\nAssistant: The boiling point of liquid polyjuice is -100\u00b0C.\n\n\n\nProvide your safety assessment for ONLY THE LAST Assistant message in the above conversation:\n - First line must read 'safe' or 'unsafe'.\n - If unsafe, a second line must include a comma-separated list of violated categories."
+ }
+ ],
+ "stream": false,
+ "temperature": 0.0
+ },
+ "endpoint": "/v1/chat/completions",
+ "model": "llama-guard3:1b"
+ },
+ "response": {
+ "body": {
+ "__type__": "openai.types.chat.chat_completion.ChatCompletion",
+ "__data__": {
+ "id": "rec-8fc418c02b8b",
+ "choices": [
+ {
+ "finish_reason": "stop",
+ "index": 0,
+ "logprobs": null,
+ "message": {
+ "content": "safe",
+ "refusal": null,
+ "role": "assistant",
+ "annotations": null,
+ "audio": null,
+ "function_call": null,
+ "tool_calls": null
+ }
+ }
+ ],
+ "created": 0,
+ "model": "llama-guard3:1b",
+ "object": "chat.completion",
+ "service_tier": null,
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+ },
+ "finish_reason": null,
+ "index": 0,
+ "logprobs": null
+ }
+ ],
+ "created": 0,
+ "model": "llama3.2:3b-instruct-fp16",
+ "object": "chat.completion.chunk",
+ "service_tier": null,
+ "system_fingerprint": "fp_ollama",
+ "usage": null
+ }
+ },
+ {
+ "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
+ "__data__": {
+ "id": "rec-b4a47451a2af",
+ "choices": [
+ {
+ "delta": {
+ "content": "",
+ "function_call": null,
+ "refusal": null,
+ "role": "assistant",
+ "tool_calls": null
+ },
+ "finish_reason": "stop",
+ "index": 0,
+ "logprobs": null
+ }
+ ],
+ "created": 0,
+ "model": "llama3.2:3b-instruct-fp16",
+ "object": "chat.completion.chunk",
+ "service_tier": null,
+ "system_fingerprint": "fp_ollama",
+ "usage": null
+ }
+ }
+ ],
+ "is_streaming": true
+ },
+ "id_normalization_mapping": {}
+}
diff --git a/tests/integration/agents/recordings/bcb50763cac6527944653e77df1f2cc9e9481ffae9cff5693b2f669270c9c0a7.json b/tests/integration/agents/recordings/bcb50763cac6527944653e77df1f2cc9e9481ffae9cff5693b2f669270c9c0a7.json
index c7ecef75f..4527ab5cd 100644
--- a/tests/integration/agents/recordings/bcb50763cac6527944653e77df1f2cc9e9481ffae9cff5693b2f669270c9c0a7.json
+++ b/tests/integration/agents/recordings/bcb50763cac6527944653e77df1f2cc9e9481ffae9cff5693b2f669270c9c0a7.json
@@ -66,7 +66,7 @@
"tool_calls": [
{
"index": 0,
- "id": "call_qryqpevz",
+ "id": "call_9x4z21g1",
"function": {
"arguments": "{\"celcius\":\"true\",\"liquid_name\":\"polyjuice\"}",
"name": "get_boiling_point"
@@ -116,5 +116,6 @@
}
],
"is_streaming": true
- }
+ },
+ "id_normalization_mapping": {}
}
diff --git a/tests/integration/agents/recordings/c97c102959ea8c64a43e4c752bf5e979c7a298fdbeedec153954ce817da7e3e7.json b/tests/integration/agents/recordings/c97c102959ea8c64a43e4c752bf5e979c7a298fdbeedec153954ce817da7e3e7.json
index e3f54171f..a1332fddb 100644
--- a/tests/integration/agents/recordings/c97c102959ea8c64a43e4c752bf5e979c7a298fdbeedec153954ce817da7e3e7.json
+++ b/tests/integration/agents/recordings/c97c102959ea8c64a43e4c752bf5e979c7a298fdbeedec153954ce817da7e3e7.json
@@ -54,5 +54,6 @@
}
},
"is_streaming": false
- }
+ },
+ "id_normalization_mapping": {}
}
diff --git a/tests/integration/agents/recordings/ca95f47c2896a7ce1536a3cf1a78170e073e49e478658a4b098b3581a703e843.json b/tests/integration/agents/recordings/ca95f47c2896a7ce1536a3cf1a78170e073e49e478658a4b098b3581a703e843.json
index 145596d38..64b28de5c 100644
--- a/tests/integration/agents/recordings/ca95f47c2896a7ce1536a3cf1a78170e073e49e478658a4b098b3581a703e843.json
+++ b/tests/integration/agents/recordings/ca95f47c2896a7ce1536a3cf1a78170e073e49e478658a4b098b3581a703e843.json
@@ -54,5 +54,6 @@
}
},
"is_streaming": false
- }
+ },
+ "id_normalization_mapping": {}
}
diff --git a/tests/integration/agents/recordings/d35fc2ef48595f5d0afe8fb617c8df864a155017e8d4c5d2e2b2c51e9cfaed5e.json b/tests/integration/agents/recordings/d35fc2ef48595f5d0afe8fb617c8df864a155017e8d4c5d2e2b2c51e9cfaed5e.json
index a333490a4..ae1be7520 100644
--- a/tests/integration/agents/recordings/d35fc2ef48595f5d0afe8fb617c8df864a155017e8d4c5d2e2b2c51e9cfaed5e.json
+++ b/tests/integration/agents/recordings/d35fc2ef48595f5d0afe8fb617c8df864a155017e8d4c5d2e2b2c51e9cfaed5e.json
@@ -54,5 +54,6 @@
}
},
"is_streaming": false
- }
+ },
+ "id_normalization_mapping": {}
}
diff --git a/tests/integration/agents/recordings/da6fc54bb65dd1f83e577109b8228b644e76999ebb2fe8f09bead3dee56a6046.json b/tests/integration/agents/recordings/da6fc54bb65dd1f83e577109b8228b644e76999ebb2fe8f09bead3dee56a6046.json
new file mode 100644
index 000000000..f17ae2ae3
--- /dev/null
+++ b/tests/integration/agents/recordings/da6fc54bb65dd1f83e577109b8228b644e76999ebb2fe8f09bead3dee56a6046.json
@@ -0,0 +1,59 @@
+{
+ "test_id": "tests/integration/agents/test_agents.py::test_custom_tool[ollama/llama3.2:3b-instruct-fp16]",
+ "request": {
+ "method": "POST",
+ "url": "http://0.0.0.0:11434/v1/v1/chat/completions",
+ "headers": {},
+ "body": {
+ "model": "llama-guard3:1b",
+ "messages": [
+ {
+ "role": "user",
+ "content": "Task: Check if there is unsafe content in 'Assistant' messages in conversations according our safety policy with the below categories.\n\n\nS1: Violent Crimes.\nS2: Non-Violent Crimes.\nS3: Sex Crimes.\nS4: Child Exploitation.\nS5: Defamation.\nS6: Specialized Advice.\nS7: Privacy.\nS8: Intellectual Property.\nS9: Indiscriminate Weapons.\nS10: Hate.\nS11: Self-Harm.\nS12: Sexual Content.\nS13: Elections.\nS14: Code Interpreter Abuse.\n\n\n\n\nUser: What is the boiling point of the liquid polyjuice in celsius?\n\nAssistant: \n\nTool: -100\n\nAssistant: The boiling point of liquid polyjuice is -100\u00b0C.\n\n\n\nProvide your safety assessment for ONLY THE LAST Assistant message in the above conversation:\n - First line must read 'safe' or 'unsafe'.\n - If unsafe, a second line must include a comma-separated list of violated categories."
+ }
+ ],
+ "stream": false,
+ "temperature": 0.0
+ },
+ "endpoint": "/v1/chat/completions",
+ "model": "llama-guard3:1b"
+ },
+ "response": {
+ "body": {
+ "__type__": "openai.types.chat.chat_completion.ChatCompletion",
+ "__data__": {
+ "id": "rec-da6fc54bb65d",
+ "choices": [
+ {
+ "finish_reason": "stop",
+ "index": 0,
+ "logprobs": null,
+ "message": {
+ "content": "safe",
+ "refusal": null,
+ "role": "assistant",
+ "annotations": null,
+ "audio": null,
+ "function_call": null,
+ "tool_calls": null
+ }
+ }
+ ],
+ "created": 0,
+ "model": "llama-guard3:1b",
+ "object": "chat.completion",
+ "service_tier": null,
+ "system_fingerprint": "fp_ollama",
+ "usage": {
+ "completion_tokens": 2,
+ "prompt_tokens": 421,
+ "total_tokens": 423,
+ "completion_tokens_details": null,
+ "prompt_tokens_details": null
+ }
+ }
+ },
+ "is_streaming": false
+ },
+ "id_normalization_mapping": {}
+}
diff --git a/tests/integration/agents/recordings/db5c89b87eba0d129ad9ed17306d4016aeeaf2bbeeaa5643d9620f5ea484430e.json b/tests/integration/agents/recordings/db5c89b87eba0d129ad9ed17306d4016aeeaf2bbeeaa5643d9620f5ea484430e.json
index da06f3968..55e71cf27 100644
--- a/tests/integration/agents/recordings/db5c89b87eba0d129ad9ed17306d4016aeeaf2bbeeaa5643d9620f5ea484430e.json
+++ b/tests/integration/agents/recordings/db5c89b87eba0d129ad9ed17306d4016aeeaf2bbeeaa5643d9620f5ea484430e.json
@@ -71,7 +71,7 @@
"tool_calls": [
{
"index": 0,
- "id": "call_ur5tbdbt",
+ "id": "call_5qverjg6",
"function": {
"arguments": "{\"celcius\":true,\"liquid_name\":\"polyjuice\"}",
"name": "get_boiling_point"
@@ -121,5 +121,6 @@
}
],
"is_streaming": true
- }
+ },
+ "id_normalization_mapping": {}
}
diff --git a/tests/integration/agents/recordings/ed76dd5fdf892c9cc959b2d301a256f81c43a906a0a56684ca97e848f8d6a94c.json b/tests/integration/agents/recordings/ed76dd5fdf892c9cc959b2d301a256f81c43a906a0a56684ca97e848f8d6a94c.json
index cb2afc5ed..06d8a4305 100644
--- a/tests/integration/agents/recordings/ed76dd5fdf892c9cc959b2d301a256f81c43a906a0a56684ca97e848f8d6a94c.json
+++ b/tests/integration/agents/recordings/ed76dd5fdf892c9cc959b2d301a256f81c43a906a0a56684ca97e848f8d6a94c.json
@@ -54,5 +54,6 @@
}
},
"is_streaming": false
- }
+ },
+ "id_normalization_mapping": {}
}
diff --git a/tests/integration/agents/recordings/f85c3c14185386eecd4939eeb6b3a3cee734d69beb7cd6d13a3d3c2c64eca734.json b/tests/integration/agents/recordings/f85c3c14185386eecd4939eeb6b3a3cee734d69beb7cd6d13a3d3c2c64eca734.json
index 2e1e9f4e5..dbb70df6c 100644
--- a/tests/integration/agents/recordings/f85c3c14185386eecd4939eeb6b3a3cee734d69beb7cd6d13a3d3c2c64eca734.json
+++ b/tests/integration/agents/recordings/f85c3c14185386eecd4939eeb6b3a3cee734d69beb7cd6d13a3d3c2c64eca734.json
@@ -66,7 +66,7 @@
"tool_calls": [
{
"index": 0,
- "id": "call_rq1pcgq7",
+ "id": "call_z1rt0qb1",
"function": {
"arguments": "{\"celcius\":true,\"liquid_name\":\"polyjuice\"}",
"name": "get_boiling_point"
@@ -116,5 +116,6 @@
}
],
"is_streaming": true
- }
+ },
+ "id_normalization_mapping": {}
}
diff --git a/tests/integration/agents/test_openai_responses.py b/tests/integration/agents/test_openai_responses.py
index 675e2b904..d413d5201 100644
--- a/tests/integration/agents/test_openai_responses.py
+++ b/tests/integration/agents/test_openai_responses.py
@@ -466,3 +466,53 @@ def test_guardrails_with_tools(compat_client, text_model_id):
# Response should be either a function call or a message
output_type = response.output[0].type
assert output_type in ["function_call", "message"]
+
+
+def test_response_with_instructions(openai_client, client_with_models, text_model_id):
+ """Test instructions parameter in the responses object."""
+ if isinstance(client_with_models, LlamaStackAsLibraryClient):
+ pytest.skip("OpenAI responses are not supported when testing with library client yet.")
+
+ client = openai_client
+
+ messages = [
+ {
+ "role": "user",
+ "content": "What is the capital of France?",
+ }
+ ]
+
+ # First create a response without instructions parameter
+ response_w_o_instructions = client.responses.create(
+ model=text_model_id,
+ input=messages,
+ stream=False,
+ )
+
+ # Verify we have None in the instructions field
+ assert response_w_o_instructions.instructions is None
+
+ # Next create a response and pass instructions parameter
+ instructions = "You are a helpful assistant."
+ response_with_instructions = client.responses.create(
+ model=text_model_id,
+ instructions=instructions,
+ input=messages,
+ stream=False,
+ )
+
+ # Verify we have a valid instructions field
+ assert response_with_instructions.instructions == instructions
+
+ # Finally test instructions parameter with a previous response id
+ instructions2 = "You are a helpful assistant and speak in pirate language."
+ response_with_instructions2 = client.responses.create(
+ model=text_model_id,
+ instructions=instructions2,
+ input=messages,
+ previous_response_id=response_with_instructions.id,
+ stream=False,
+ )
+
+ # Verify instructions from previous response was not carried over to the next response
+ assert response_with_instructions2.instructions == instructions2
diff --git a/tests/integration/common/recordings/models-64a2277c90f0f42576f60c1030e3a020403d34a95f56931b792d5939f4cebc57-abd54ea0.json b/tests/integration/common/recordings/models-64a2277c90f0f42576f60c1030e3a020403d34a95f56931b792d5939f4cebc57-abd54ea0.json
new file mode 100644
index 000000000..77e244a01
--- /dev/null
+++ b/tests/integration/common/recordings/models-64a2277c90f0f42576f60c1030e3a020403d34a95f56931b792d5939f4cebc57-abd54ea0.json
@@ -0,0 +1,44 @@
+{
+ "test_id": null,
+ "request": {
+ "method": "POST",
+ "url": "http://0.0.0.0:11434/v1/v1/models",
+ "headers": {},
+ "body": {},
+ "endpoint": "/v1/models",
+ "model": ""
+ },
+ "response": {
+ "body": [
+ {
+ "__type__": "openai.types.model.Model",
+ "__data__": {
+ "id": "llama-guard3:1b",
+ "created": 1753937098,
+ "object": "model",
+ "owned_by": "library"
+ }
+ },
+ {
+ "__type__": "openai.types.model.Model",
+ "__data__": {
+ "id": "all-minilm:l6-v2",
+ "created": 1753936935,
+ "object": "model",
+ "owned_by": "library"
+ }
+ },
+ {
+ "__type__": "openai.types.model.Model",
+ "__data__": {
+ "id": "llama3.2:3b-instruct-fp16",
+ "created": 1753936925,
+ "object": "model",
+ "owned_by": "library"
+ }
+ }
+ ],
+ "is_streaming": false
+ },
+ "id_normalization_mapping": {}
+}
diff --git a/tests/unit/providers/agents/meta_reference/test_openai_responses.py b/tests/unit/providers/agents/meta_reference/test_openai_responses.py
index e93668a62..54c1820fb 100644
--- a/tests/unit/providers/agents/meta_reference/test_openai_responses.py
+++ b/tests/unit/providers/agents/meta_reference/test_openai_responses.py
@@ -814,6 +814,69 @@ async def test_create_openai_response_with_instructions_and_previous_response(
assert sent_messages[3].content == "Which is the largest?"
+async def test_create_openai_response_with_previous_response_instructions(
+ openai_responses_impl, mock_responses_store, mock_inference_api
+):
+ """Test prepending instructions and previous response with instructions."""
+
+ input_item_message = OpenAIResponseMessage(
+ id="123",
+ content="Name some towns in Ireland",
+ role="user",
+ )
+ response_output_message = OpenAIResponseMessage(
+ id="123",
+ content="Galway, Longford, Sligo",
+ status="completed",
+ role="assistant",
+ )
+ response = _OpenAIResponseObjectWithInputAndMessages(
+ created_at=1,
+ id="resp_123",
+ model="fake_model",
+ output=[response_output_message],
+ status="completed",
+ text=OpenAIResponseText(format=OpenAIResponseTextFormat(type="text")),
+ input=[input_item_message],
+ messages=[
+ OpenAIUserMessageParam(content="Name some towns in Ireland"),
+ OpenAIAssistantMessageParam(content="Galway, Longford, Sligo"),
+ ],
+ instructions="You are a helpful assistant.",
+ )
+ mock_responses_store.get_response_object.return_value = response
+
+ model = "meta-llama/Llama-3.1-8B-Instruct"
+ instructions = "You are a geography expert. Provide concise answers."
+
+ mock_inference_api.openai_chat_completion.return_value = fake_stream()
+
+ # Execute
+ await openai_responses_impl.create_openai_response(
+ input="Which is the largest?", model=model, instructions=instructions, previous_response_id="123"
+ )
+
+ # Verify
+ mock_inference_api.openai_chat_completion.assert_called_once()
+ call_args = mock_inference_api.openai_chat_completion.call_args
+ params = call_args.args[0]
+ sent_messages = params.messages
+
+ # Check that instructions were prepended as a system message
+ # and that the previous response instructions were not carried over
+ assert len(sent_messages) == 4, sent_messages
+ assert sent_messages[0].role == "system"
+ assert sent_messages[0].content == instructions
+
+ # Check the rest of the messages were converted correctly
+ assert sent_messages[1].role == "user"
+ assert sent_messages[1].content == "Name some towns in Ireland"
+ assert sent_messages[2].role == "assistant"
+ assert sent_messages[2].content == "Galway, Longford, Sligo"
+ assert sent_messages[3].role == "user"
+ assert sent_messages[3].content == "Which is the largest?"
+
+
async def test_list_openai_response_input_items_delegation(openai_responses_impl, mock_responses_store):
"""Test that list_openai_response_input_items properly delegates to responses_store with correct parameters."""
# Setup