From 140ee7d3372d930d39be01bfdbbb9c6a6d6e125f Mon Sep 17 00:00:00 2001
From: Matthew Farrellee <matt@cs.wisc.edu>
Date: Fri, 1 Aug 2025 12:09:14 -0400
Subject: [PATCH 1/3] fix: sambanova inference provider (#2996)

# What does this PR do?

closes #2995

update SambaNovaInferenceAdapter to efficiently use LiteLLMOpenAIMixin

## Test Plan

```
$ uv run pytest -s -v tests/integration/inference --stack-config inference=sambanova --text-model sambanova/Meta-Llama-3.1-8B-Instruct
...
======================== 10 passed, 84 skipped, 3 xfailed, 51 warnings in 8.14s ========================
```
---
 .../remote/inference/sambanova/sambanova.py   | 253 +-----------------
 .../utils/inference/litellm_openai_mixin.py   |  12 +-
 .../utils/inference/openai_compat.py          |   5 +-
 3 files changed, 17 insertions(+), 253 deletions(-)

diff --git a/llama_stack/providers/remote/inference/sambanova/sambanova.py b/llama_stack/providers/remote/inference/sambanova/sambanova.py
index 8ba705f59..96469acac 100644
--- a/llama_stack/providers/remote/inference/sambanova/sambanova.py
+++ b/llama_stack/providers/remote/inference/sambanova/sambanova.py
@@ -4,178 +4,13 @@
 # This source code is licensed under the terms described in the LICENSE file in
 # the root directory of this source tree.
 
-import json
-from collections.abc import Iterable
-
-import requests
-from openai.types.chat import (
-    ChatCompletionAssistantMessageParam as OpenAIChatCompletionAssistantMessage,
-)
-from openai.types.chat import (
-    ChatCompletionContentPartImageParam as OpenAIChatCompletionContentPartImageParam,
-)
-from openai.types.chat import (
-    ChatCompletionContentPartParam as OpenAIChatCompletionContentPartParam,
-)
-from openai.types.chat import (
-    ChatCompletionContentPartTextParam as OpenAIChatCompletionContentPartTextParam,
-)
-from openai.types.chat import (
-    ChatCompletionMessageParam as OpenAIChatCompletionMessage,
-)
-from openai.types.chat import (
-    ChatCompletionMessageToolCallParam as OpenAIChatCompletionMessageToolCall,
-)
-from openai.types.chat import (
-    ChatCompletionSystemMessageParam as OpenAIChatCompletionSystemMessage,
-)
-from openai.types.chat import (
-    ChatCompletionToolMessageParam as OpenAIChatCompletionToolMessage,
-)
-from openai.types.chat import (
-    ChatCompletionUserMessageParam as OpenAIChatCompletionUserMessage,
-)
-from openai.types.chat.chat_completion_content_part_image_param import (
-    ImageURL as OpenAIImageURL,
-)
-from openai.types.chat.chat_completion_message_tool_call_param import (
-    Function as OpenAIFunction,
-)
-
-from llama_stack.apis.common.content_types import (
-    ImageContentItem,
-    InterleavedContent,
-    TextContentItem,
-)
-from llama_stack.apis.inference import (
-    ChatCompletionRequest,
-    CompletionMessage,
-    JsonSchemaResponseFormat,
-    Message,
-    SystemMessage,
-    ToolChoice,
-    ToolResponseMessage,
-    UserMessage,
-)
-from llama_stack.apis.models import Model
-from llama_stack.log import get_logger
-from llama_stack.models.llama.datatypes import BuiltinTool
 from llama_stack.providers.utils.inference.litellm_openai_mixin import LiteLLMOpenAIMixin
-from llama_stack.providers.utils.inference.openai_compat import (
-    convert_tooldef_to_openai_tool,
-    get_sampling_options,
-)
-from llama_stack.providers.utils.inference.prompt_adapter import convert_image_content_to_url
 
 from .config import SambaNovaImplConfig
 from .models import MODEL_ENTRIES
 
-logger = get_logger(name=__name__, category="inference")
-
-
-async def convert_message_to_openai_dict_with_b64_images(
-    message: Message | dict,
-) -> OpenAIChatCompletionMessage:
-    """
-    Convert a Message to an OpenAI API-compatible dictionary.
-    """
-    # users can supply a dict instead of a Message object, we'll
-    # convert it to a Message object and proceed with some type safety.
-    if isinstance(message, dict):
-        if "role" not in message:
-            raise ValueError("role is required in message")
-        if message["role"] == "user":
-            message = UserMessage(**message)
-        elif message["role"] == "assistant":
-            message = CompletionMessage(**message)
-        elif message["role"] == "tool":
-            message = ToolResponseMessage(**message)
-        elif message["role"] == "system":
-            message = SystemMessage(**message)
-        else:
-            raise ValueError(f"Unsupported message role: {message['role']}")
-
-    # Map Llama Stack spec to OpenAI spec -
-    #  str -> str
-    #  {"type": "text", "text": ...} -> {"type": "text", "text": ...}
-    #  {"type": "image", "image": {"url": {"uri": ...}}} -> {"type": "image_url", "image_url": {"url": ...}}
-    #  {"type": "image", "image": {"data": ...}} -> {"type": "image_url", "image_url": {"url": "data:image/?;base64,..."}}
-    #  List[...] -> List[...]
-    async def _convert_message_content(
-        content: InterleavedContent,
-    ) -> str | Iterable[OpenAIChatCompletionContentPartParam]:
-        async def impl(
-            content_: InterleavedContent,
-        ) -> str | OpenAIChatCompletionContentPartParam | list[OpenAIChatCompletionContentPartParam]:
-            # Llama Stack and OpenAI spec match for str and text input
-            if isinstance(content_, str):
-                return content_
-            elif isinstance(content_, TextContentItem):
-                return OpenAIChatCompletionContentPartTextParam(
-                    type="text",
-                    text=content_.text,
-                )
-            elif isinstance(content_, ImageContentItem):
-                return OpenAIChatCompletionContentPartImageParam(
-                    type="image_url",
-                    image_url=OpenAIImageURL(url=await convert_image_content_to_url(content_, download=True)),
-                )
-            elif isinstance(content_, list):
-                return [await impl(item) for item in content_]
-            else:
-                raise ValueError(f"Unsupported content type: {type(content_)}")
-
-        ret = await impl(content)
-
-        # OpenAI*Message expects a str or list
-        if isinstance(ret, str) or isinstance(ret, list):
-            return ret
-        else:
-            return [ret]
-
-    out: OpenAIChatCompletionMessage = None
-    if isinstance(message, UserMessage):
-        out = OpenAIChatCompletionUserMessage(
-            role="user",
-            content=await _convert_message_content(message.content),
-        )
-    elif isinstance(message, CompletionMessage):
-        out = OpenAIChatCompletionAssistantMessage(
-            role="assistant",
-            content=await _convert_message_content(message.content),
-            tool_calls=[
-                OpenAIChatCompletionMessageToolCall(
-                    id=tool.call_id,
-                    function=OpenAIFunction(
-                        name=tool.tool_name if not isinstance(tool.tool_name, BuiltinTool) else tool.tool_name.value,
-                        arguments=json.dumps(tool.arguments),
-                    ),
-                    type="function",
-                )
-                for tool in message.tool_calls
-            ]
-            or None,
-        )
-    elif isinstance(message, ToolResponseMessage):
-        out = OpenAIChatCompletionToolMessage(
-            role="tool",
-            tool_call_id=message.call_id,
-            content=await _convert_message_content(message.content),
-        )
-    elif isinstance(message, SystemMessage):
-        out = OpenAIChatCompletionSystemMessage(
-            role="system",
-            content=await _convert_message_content(message.content),
-        )
-    else:
-        raise ValueError(f"Unsupported message type: {type(message)}")
-
-    return out
-
 
 class SambaNovaInferenceAdapter(LiteLLMOpenAIMixin):
-    _config: SambaNovaImplConfig
-
     def __init__(self, config: SambaNovaImplConfig):
         self.config = config
         self.environment_available_models = []
@@ -185,89 +20,7 @@ class SambaNovaInferenceAdapter(LiteLLMOpenAIMixin):
             litellm_provider_name="sambanova",
             api_key_from_config=self.config.api_key.get_secret_value() if self.config.api_key else None,
             provider_data_api_key_field="sambanova_api_key",
+            openai_compat_api_base=self.config.url,
+            download_images=True,  # SambaNova requires base64 image encoding
+            json_schema_strict=False,  # SambaNova doesn't support strict=True yet
         )
-
-    def _get_api_key(self) -> str:
-        config_api_key = self.config.api_key if self.config.api_key else None
-        if config_api_key:
-            return config_api_key.get_secret_value()
-        else:
-            provider_data = self.get_request_provider_data()
-            if provider_data is None or not provider_data.sambanova_api_key:
-                raise ValueError(
-                    'Pass Sambanova API Key in the header X-LlamaStack-Provider-Data as { "sambanova_api_key": <your api key> }'
-                )
-            return provider_data.sambanova_api_key
-
-    async def _get_params(self, request: ChatCompletionRequest) -> dict:
-        input_dict = {}
-
-        input_dict["messages"] = [await convert_message_to_openai_dict_with_b64_images(m) for m in request.messages]
-        if fmt := request.response_format:
-            if not isinstance(fmt, JsonSchemaResponseFormat):
-                raise ValueError(
-                    f"Unsupported response format: {type(fmt)}. Only JsonSchemaResponseFormat is supported."
-                )
-
-            fmt = fmt.json_schema
-            name = fmt["title"]
-            del fmt["title"]
-            fmt["additionalProperties"] = False
-
-            # Apply additionalProperties: False recursively to all objects
-            fmt = self._add_additional_properties_recursive(fmt)
-
-            input_dict["response_format"] = {
-                "type": "json_schema",
-                "json_schema": {
-                    "name": name,
-                    "schema": fmt,
-                    "strict": False,
-                },
-            }
-        if request.tools:
-            input_dict["tools"] = [convert_tooldef_to_openai_tool(tool) for tool in request.tools]
-            if request.tool_config.tool_choice:
-                input_dict["tool_choice"] = (
-                    request.tool_config.tool_choice.value
-                    if isinstance(request.tool_config.tool_choice, ToolChoice)
-                    else request.tool_config.tool_choice
-                )
-
-        provider_data = self.get_request_provider_data()
-        key_field = self.provider_data_api_key_field
-        if provider_data and getattr(provider_data, key_field, None):
-            api_key = getattr(provider_data, key_field)
-        else:
-            api_key = self._get_api_key()
-
-        return {
-            "model": request.model,
-            "api_key": api_key,
-            "api_base": self.config.url,
-            **input_dict,
-            "stream": request.stream,
-            **get_sampling_options(request.sampling_params),
-        }
-
-    async def register_model(self, model: Model) -> Model:
-        model_id = self.get_provider_model_id(model.provider_resource_id)
-
-        list_models_url = self.config.url + "/models"
-        if len(self.environment_available_models) == 0:
-            try:
-                response = requests.get(list_models_url)
-                response.raise_for_status()
-            except requests.exceptions.RequestException as e:
-                raise RuntimeError(f"Request to {list_models_url} failed") from e
-            self.environment_available_models = [model.get("id") for model in response.json().get("data", {})]
-
-        if model_id.split("sambanova/")[-1] not in self.environment_available_models:
-            logger.warning(f"Model {model_id} not available in {list_models_url}")
-        return model
-
-    async def initialize(self):
-        await super().initialize()
-
-    async def shutdown(self):
-        await super().shutdown()
diff --git a/llama_stack/providers/utils/inference/litellm_openai_mixin.py b/llama_stack/providers/utils/inference/litellm_openai_mixin.py
index e9a41fcf3..befb4b092 100644
--- a/llama_stack/providers/utils/inference/litellm_openai_mixin.py
+++ b/llama_stack/providers/utils/inference/litellm_openai_mixin.py
@@ -72,6 +72,8 @@ class LiteLLMOpenAIMixin(
         api_key_from_config: str | None,
         provider_data_api_key_field: str,
         openai_compat_api_base: str | None = None,
+        download_images: bool = False,
+        json_schema_strict: bool = True,
     ):
         """
         Initialize the LiteLLMOpenAIMixin.
@@ -81,6 +83,8 @@ class LiteLLMOpenAIMixin(
         :param provider_data_api_key_field: The field in the provider data that contains the API key.
         :param litellm_provider_name: The name of the provider, used for model lookups.
         :param openai_compat_api_base: The base URL for OpenAI compatibility, or None if not using OpenAI compatibility.
+        :param download_images: Whether to download images and convert to base64 for message conversion.
+        :param json_schema_strict: Whether to use strict mode for JSON schema validation.
         """
         ModelRegistryHelper.__init__(self, model_entries)
 
@@ -88,6 +92,8 @@ class LiteLLMOpenAIMixin(
         self.api_key_from_config = api_key_from_config
         self.provider_data_api_key_field = provider_data_api_key_field
         self.api_base = openai_compat_api_base
+        self.download_images = download_images
+        self.json_schema_strict = json_schema_strict
 
         if openai_compat_api_base:
             self.is_openai_compat = True
@@ -206,7 +212,9 @@ class LiteLLMOpenAIMixin(
     async def _get_params(self, request: ChatCompletionRequest) -> dict:
         input_dict = {}
 
-        input_dict["messages"] = [await convert_message_to_openai_dict_new(m) for m in request.messages]
+        input_dict["messages"] = [
+            await convert_message_to_openai_dict_new(m, download_images=self.download_images) for m in request.messages
+        ]
         if fmt := request.response_format:
             if not isinstance(fmt, JsonSchemaResponseFormat):
                 raise ValueError(
@@ -226,7 +234,7 @@ class LiteLLMOpenAIMixin(
                 "json_schema": {
                     "name": name,
                     "schema": fmt,
-                    "strict": True,
+                    "strict": self.json_schema_strict,
                 },
             }
         if request.tools:
diff --git a/llama_stack/providers/utils/inference/openai_compat.py b/llama_stack/providers/utils/inference/openai_compat.py
index 47144ee0e..e6e5ccc8a 100644
--- a/llama_stack/providers/utils/inference/openai_compat.py
+++ b/llama_stack/providers/utils/inference/openai_compat.py
@@ -564,6 +564,7 @@ class UnparseableToolCall(BaseModel):
 
 async def convert_message_to_openai_dict_new(
     message: Message | dict,
+    download_images: bool = False,
 ) -> OpenAIChatCompletionMessage:
     """
     Convert a Message to an OpenAI API-compatible dictionary.
@@ -607,7 +608,9 @@ async def convert_message_to_openai_dict_new(
             elif isinstance(content_, ImageContentItem):
                 return OpenAIChatCompletionContentPartImageParam(
                     type="image_url",
-                    image_url=OpenAIImageURL(url=await convert_image_content_to_url(content_)),
+                    image_url=OpenAIImageURL(
+                        url=await convert_image_content_to_url(content_, download=download_images)
+                    ),
                 )
             elif isinstance(content_, list):
                 return [await impl(item) for item in content_]

From 6ac710f3b09494e501dc09c8885ee1f31f9abcfc Mon Sep 17 00:00:00 2001
From: ehhuang <ehhuang@users.noreply.github.com>
Date: Fri, 1 Aug 2025 16:23:54 -0700
Subject: [PATCH 2/3] fix(recording): endpoint resolution  (#3013)

# What does this PR do?


## Test Plan
---
 llama_stack/testing/inference_recorder.py     |   62 +-
 tests/integration/recordings/index.sqlite     |  Bin 45056 -> 45056 bytes
 .../recordings/responses/00ba04f74a96.json    |   10 +-
 .../recordings/responses/0b27fd737699.json    |   10 +-
 .../recordings/responses/0b3f2e4754ff.json    |  235 +
 .../recordings/responses/0e8f2b001dd9.json    |   56 +
 .../recordings/responses/10eea8c15ddc.json    |   10 +-
 .../recordings/responses/17253d7cc667.json    |   10 +-
 .../recordings/responses/173ecb3aab28.json    |  251 +
 .../recordings/responses/174458ad71b2.json    |   10 +-
 .../recordings/responses/178016edef0e.json    |   10 +-
 .../recordings/responses/197228e26971.json    |   10 +-
 .../recordings/responses/198ef7208389.json    |   10 +-
 .../recordings/responses/1adfaa0e062e.json    |   10 +-
 .../recordings/responses/1b8394f90636.json    |   10 +-
 .../recordings/responses/211b1562d4e6.json    |   10 +-
 .../recordings/responses/2afe3b38ca01.json    |   34 +-
 .../recordings/responses/2d187a11704c.json    |  208 +-
 .../recordings/responses/325a72db5755.json    |  544 ++
 .../recordings/responses/3c3f13cb7794.json    |   30 +-
 .../recordings/responses/3ca695048bee.json    |  104 +
 .../recordings/responses/40f524d1934a.json    |   30 +-
 .../recordings/responses/48d2fb183a2a.json    |   10 +-
 .../recordings/responses/4a3a4447b16b.json    |   40 +-
 .../recordings/responses/50340cd4d253.json    |   10 +-
 .../recordings/responses/545d86510a80.json    |   34 +-
 .../recordings/responses/554de3cd986f.json    |   46 +-
 .../recordings/responses/6906a6e71988.json    |   10 +-
 .../recordings/responses/6cc063bbd7d3.json    |   48 +-
 .../recordings/responses/6d35c91287e2.json    |   34 +-
 .../recordings/responses/6f96090aa955.json    |  648 +++
 .../recordings/responses/6fbea1abca7c.json    |   46 +-
 .../recordings/responses/6fe1d4fedf12.json    | 4603 +++++++++++++++++
 .../recordings/responses/70adef2c30c4.json    |   10 +-
 .../recordings/responses/75d0dd9d0fa3.json    |   10 +-
 .../recordings/responses/7b4815aba6c5.json    |   46 +-
 .../recordings/responses/80e4404d8987.json    |   28 +-
 .../recordings/responses/81a91f79c51d.json    |  108 +
 .../recordings/responses/836f51dfb3c5.json    |   10 +-
 .../recordings/responses/840fbb380b73.json    |   10 +-
 .../recordings/responses/84cab42e1f5c.json    |  974 ++--
 .../recordings/responses/85594a69d74a.json    |   10 +-
 .../recordings/responses/97d3812bfccb.json    |   10 +-
 .../recordings/responses/97e259c0d3e5.json    |   46 +-
 .../recordings/responses/9b812cbcb88d.json    |   10 +-
 .../recordings/responses/9c140a29ae09.json    |   34 +-
 .../recordings/responses/9e7a83d3d596.json    |   12 +-
 .../recordings/responses/9fadf5a3d68f.json    |   10 +-
 .../recordings/responses/a0c4df33879f.json    | 1740 +++++++
 .../recordings/responses/a4c8d19bb1eb.json    |   56 +
 .../recordings/responses/a59d0d7c1485.json    |   10 +-
 .../recordings/responses/a6810c23eda8.json    |   94 +-
 .../recordings/responses/ae6835cfe70e.json    |   10 +-
 .../recordings/responses/b91f1fb4aedb.json    |   30 +-
 .../recordings/responses/bbd0637dce16.json    |  466 +-
 .../recordings/responses/c9cba6f3ee38.json    |   10 +-
 .../recordings/responses/d0ac68cbde69.json    |   30 +-
 .../recordings/responses/d4c86ac355fb.json    |   10 +-
 .../recordings/responses/dd226d71f844.json    |   34 +-
 .../recordings/responses/dd9e7d5913e9.json    |   12 +-
 .../recordings/responses/e96152610712.json    |   10 +-
 .../recordings/responses/e9c8a0e4f0e0.json    |   56 +
 .../recordings/responses/eee47930e3ae.json    |   46 +-
 .../recordings/responses/ef59cbff54d0.json    |   10 +-
 .../recordings/responses/f477c2fe1332.json    |   50 +-
 .../recordings/responses/f70f30f54211.json    |   84 +
 .../recordings/responses/fcdef245da95.json    |   10 +-
 67 files changed, 9880 insertions(+), 1409 deletions(-)
 create mode 100644 tests/integration/recordings/responses/0b3f2e4754ff.json
 create mode 100644 tests/integration/recordings/responses/0e8f2b001dd9.json
 create mode 100644 tests/integration/recordings/responses/173ecb3aab28.json
 create mode 100644 tests/integration/recordings/responses/325a72db5755.json
 create mode 100644 tests/integration/recordings/responses/3ca695048bee.json
 create mode 100644 tests/integration/recordings/responses/6f96090aa955.json
 create mode 100644 tests/integration/recordings/responses/6fe1d4fedf12.json
 create mode 100644 tests/integration/recordings/responses/81a91f79c51d.json
 create mode 100644 tests/integration/recordings/responses/a0c4df33879f.json
 create mode 100644 tests/integration/recordings/responses/a4c8d19bb1eb.json
 create mode 100644 tests/integration/recordings/responses/e9c8a0e4f0e0.json
 create mode 100644 tests/integration/recordings/responses/f70f30f54211.json

diff --git a/llama_stack/testing/inference_recorder.py b/llama_stack/testing/inference_recorder.py
index abfefa0ce..478f77773 100644
--- a/llama_stack/testing/inference_recorder.py
+++ b/llama_stack/testing/inference_recorder.py
@@ -217,55 +217,21 @@ class ResponseStorage:
         return cast(dict[str, Any], data)
 
 
-async def _patched_inference_method(original_method, self, client_type, method_name=None, *args, **kwargs):
+async def _patched_inference_method(original_method, self, client_type, endpoint, *args, **kwargs):
     global _current_mode, _current_storage
 
     if _current_mode == InferenceMode.LIVE or _current_storage is None:
         # Normal operation
         return await original_method(self, *args, **kwargs)
 
-    # Get base URL and endpoint based on client type
+    # Get base URL based on client type
     if client_type == "openai":
         base_url = str(self._client.base_url)
-
-        # Determine endpoint based on the method's module/class path
-        method_str = str(original_method)
-        if "chat.completions" in method_str:
-            endpoint = "/v1/chat/completions"
-        elif "embeddings" in method_str:
-            endpoint = "/v1/embeddings"
-        elif "completions" in method_str:
-            endpoint = "/v1/completions"
-        else:
-            # Fallback - try to guess from the self object
-            if hasattr(self, "_resource") and hasattr(self._resource, "_resource"):
-                resource_name = getattr(self._resource._resource, "_resource", "unknown")
-                if "chat" in str(resource_name):
-                    endpoint = "/v1/chat/completions"
-                elif "embeddings" in str(resource_name):
-                    endpoint = "/v1/embeddings"
-                else:
-                    endpoint = "/v1/completions"
-            else:
-                endpoint = "/v1/completions"
-
     elif client_type == "ollama":
         # Get base URL from the client (Ollama client uses host attribute)
         base_url = getattr(self, "host", "http://localhost:11434")
         if not base_url.startswith("http"):
             base_url = f"http://{base_url}"
-
-        # Determine endpoint based on method name
-        if method_name == "generate":
-            endpoint = "/api/generate"
-        elif method_name == "chat":
-            endpoint = "/api/chat"
-        elif method_name == "embed":
-            endpoint = "/api/embeddings"
-        elif method_name == "list":
-            endpoint = "/api/tags"
-        else:
-            endpoint = f"/api/{method_name}"
     else:
         raise ValueError(f"Unknown client type: {client_type}")
 
@@ -366,14 +332,18 @@ def patch_inference_clients():
     # Create patched methods for OpenAI client
     async def patched_chat_completions_create(self, *args, **kwargs):
         return await _patched_inference_method(
-            _original_methods["chat_completions_create"], self, "openai", *args, **kwargs
+            _original_methods["chat_completions_create"], self, "openai", "/v1/chat/completions", *args, **kwargs
         )
 
     async def patched_completions_create(self, *args, **kwargs):
-        return await _patched_inference_method(_original_methods["completions_create"], self, "openai", *args, **kwargs)
+        return await _patched_inference_method(
+            _original_methods["completions_create"], self, "openai", "/v1/completions", *args, **kwargs
+        )
 
     async def patched_embeddings_create(self, *args, **kwargs):
-        return await _patched_inference_method(_original_methods["embeddings_create"], self, "openai", *args, **kwargs)
+        return await _patched_inference_method(
+            _original_methods["embeddings_create"], self, "openai", "/v1/embeddings", *args, **kwargs
+        )
 
     # Apply OpenAI patches
     AsyncChatCompletions.create = patched_chat_completions_create
@@ -383,30 +353,32 @@ def patch_inference_clients():
     # Create patched methods for Ollama client
     async def patched_ollama_generate(self, *args, **kwargs):
         return await _patched_inference_method(
-            _original_methods["ollama_generate"], self, "ollama", "generate", *args, **kwargs
+            _original_methods["ollama_generate"], self, "ollama", "/api/generate", *args, **kwargs
         )
 
     async def patched_ollama_chat(self, *args, **kwargs):
         return await _patched_inference_method(
-            _original_methods["ollama_chat"], self, "ollama", "chat", *args, **kwargs
+            _original_methods["ollama_chat"], self, "ollama", "/api/chat", *args, **kwargs
         )
 
     async def patched_ollama_embed(self, *args, **kwargs):
         return await _patched_inference_method(
-            _original_methods["ollama_embed"], self, "ollama", "embed", *args, **kwargs
+            _original_methods["ollama_embed"], self, "ollama", "/api/embeddings", *args, **kwargs
         )
 
     async def patched_ollama_ps(self, *args, **kwargs):
-        return await _patched_inference_method(_original_methods["ollama_ps"], self, "ollama", "ps", *args, **kwargs)
+        return await _patched_inference_method(
+            _original_methods["ollama_ps"], self, "ollama", "/api/ps", *args, **kwargs
+        )
 
     async def patched_ollama_pull(self, *args, **kwargs):
         return await _patched_inference_method(
-            _original_methods["ollama_pull"], self, "ollama", "pull", *args, **kwargs
+            _original_methods["ollama_pull"], self, "ollama", "/api/pull", *args, **kwargs
         )
 
     async def patched_ollama_list(self, *args, **kwargs):
         return await _patched_inference_method(
-            _original_methods["ollama_list"], self, "ollama", "list", *args, **kwargs
+            _original_methods["ollama_list"], self, "ollama", "/api/tags", *args, **kwargs
         )
 
     # Apply Ollama patches
diff --git a/tests/integration/recordings/index.sqlite b/tests/integration/recordings/index.sqlite
index 2e1256d210d5818a229505ec22c6936ea3b4bf1e..72a1dae9ba02100162c1804f90ae7d35d5b62651 100644
GIT binary patch
delta 4998
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zl8~8>^$FQ<Oo$$hE{*Jtu<+yISoZeJzDzFtR63FBNWPn#k$A3hr5A={wM*`hW|YnR
z_d<h(ZBjYb(ksb=Af7*17$cTb@Tv@*S8a->(d5xm5u$zL8>U7!hL40><rn4gQc?Us
z_*CFxYv^@>4;E%hezBnxi51gRwJT}NX0GWemg6YC<GF-eHdR%ZahuyNbxf|C+%X)g
z*oyDFI_I`!aLuHut9z!RDKscQ<@OcrcTMe5rn<}QPEamt>M<u1rBNk0&B#$5rxlM)
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delta 2333
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diff --git a/tests/integration/recordings/responses/00ba04f74a96.json b/tests/integration/recordings/responses/00ba04f74a96.json
index c9eb76585..d2e482d76 100644
--- a/tests/integration/recordings/responses/00ba04f74a96.json
+++ b/tests/integration/recordings/responses/00ba04f74a96.json
@@ -20,15 +20,15 @@
       "__type__": "ollama._types.GenerateResponse",
       "__data__": {
         "model": "llama-guard3:1b",
-        "created_at": "2025-07-31T17:59:03.590710793Z",
+        "created_at": "2025-08-01T23:12:53.860911Z",
         "done": true,
         "done_reason": "stop",
-        "total_duration": 1043588135,
-        "load_duration": 41601119,
+        "total_duration": 249137667,
+        "load_duration": 152509542,
         "prompt_eval_count": 216,
-        "prompt_eval_duration": 957017411,
+        "prompt_eval_duration": 71000000,
         "eval_count": 2,
-        "eval_duration": 44409088,
+        "eval_duration": 24000000,
         "response": "safe",
         "thinking": null,
         "context": null
diff --git a/tests/integration/recordings/responses/0b27fd737699.json b/tests/integration/recordings/responses/0b27fd737699.json
index 5ea133b73..e20c65c75 100644
--- a/tests/integration/recordings/responses/0b27fd737699.json
+++ b/tests/integration/recordings/responses/0b27fd737699.json
@@ -20,15 +20,15 @@
       "__type__": "ollama._types.GenerateResponse",
       "__data__": {
         "model": "llama-guard3:1b",
-        "created_at": "2025-07-31T17:43:37.656005919Z",
+        "created_at": "2025-08-01T23:13:57.556416Z",
         "done": true,
         "done_reason": "stop",
-        "total_duration": 2903834654,
-        "load_duration": 43364090,
+        "total_duration": 432363250,
+        "load_duration": 159296417,
         "prompt_eval_count": 223,
-        "prompt_eval_duration": 2812583330,
+        "prompt_eval_duration": 257000000,
         "eval_count": 2,
-        "eval_duration": 47252843,
+        "eval_duration": 14000000,
         "response": "safe",
         "thinking": null,
         "context": null
diff --git a/tests/integration/recordings/responses/0b3f2e4754ff.json b/tests/integration/recordings/responses/0b3f2e4754ff.json
new file mode 100644
index 000000000..28e923e9c
--- /dev/null
+++ b/tests/integration/recordings/responses/0b3f2e4754ff.json
@@ -0,0 +1,235 @@
+{
+  "request": {
+    "method": "POST",
+    "url": "http://0.0.0.0:11434/v1/v1/chat/completions",
+    "headers": {},
+    "body": {
+      "model": "llama3.2:3b-instruct-fp16",
+      "messages": [
+        {
+          "role": "user",
+          "content": "What is the capital of France?"
+        }
+      ],
+      "response_format": {
+        "type": "text"
+      },
+      "stream": true
+    },
+    "endpoint": "/v1/chat/completions",
+    "model": "llama3.2:3b-instruct-fp16"
+  },
+  "response": {
+    "body": [
+      {
+        "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
+        "__data__": {
+          "id": "chatcmpl-29",
+          "choices": [
+            {
+              "delta": {
+                "content": "The",
+                "function_call": null,
+                "refusal": null,
+                "role": "assistant",
+                "tool_calls": null
+              },
+              "finish_reason": null,
+              "index": 0,
+              "logprobs": null
+            }
+          ],
+          "created": 1754090031,
+          "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": "chatcmpl-29",
+          "choices": [
+            {
+              "delta": {
+                "content": " capital",
+                "function_call": null,
+                "refusal": null,
+                "role": "assistant",
+                "tool_calls": null
+              },
+              "finish_reason": null,
+              "index": 0,
+              "logprobs": null
+            }
+          ],
+          "created": 1754090031,
+          "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": "chatcmpl-29",
+          "choices": [
+            {
+              "delta": {
+                "content": " of",
+                "function_call": null,
+                "refusal": null,
+                "role": "assistant",
+                "tool_calls": null
+              },
+              "finish_reason": null,
+              "index": 0,
+              "logprobs": null
+            }
+          ],
+          "created": 1754090031,
+          "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": "chatcmpl-29",
+          "choices": [
+            {
+              "delta": {
+                "content": " France",
+                "function_call": null,
+                "refusal": null,
+                "role": "assistant",
+                "tool_calls": null
+              },
+              "finish_reason": null,
+              "index": 0,
+              "logprobs": null
+            }
+          ],
+          "created": 1754090031,
+          "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": "chatcmpl-29",
+          "choices": [
+            {
+              "delta": {
+                "content": " is",
+                "function_call": null,
+                "refusal": null,
+                "role": "assistant",
+                "tool_calls": null
+              },
+              "finish_reason": null,
+              "index": 0,
+              "logprobs": null
+            }
+          ],
+          "created": 1754090031,
+          "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": "chatcmpl-29",
+          "choices": [
+            {
+              "delta": {
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+                "refusal": null,
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+              },
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+              "index": 0,
+              "logprobs": null
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+          "created": 1754090031,
+          "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": "chatcmpl-29",
+          "choices": [
+            {
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+                "content": ".",
+                "function_call": null,
+                "refusal": null,
+                "role": "assistant",
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+          "system_fingerprint": "fp_ollama",
+          "usage": null
+        }
+      },
+      {
+        "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
+        "__data__": {
+          "id": "chatcmpl-29",
+          "choices": [
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+                "function_call": null,
+                "refusal": null,
+                "role": "assistant",
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+          "created": 1754090031,
+          "model": "llama3.2:3b-instruct-fp16",
+          "object": "chat.completion.chunk",
+          "service_tier": null,
+          "system_fingerprint": "fp_ollama",
+          "usage": null
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+    ],
+    "is_streaming": true
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+}
diff --git a/tests/integration/recordings/responses/0e8f2b001dd9.json b/tests/integration/recordings/responses/0e8f2b001dd9.json
new file mode 100644
index 000000000..7c5973fae
--- /dev/null
+++ b/tests/integration/recordings/responses/0e8f2b001dd9.json
@@ -0,0 +1,56 @@
+{
+  "request": {
+    "method": "POST",
+    "url": "http://localhost:11434/v1/v1/chat/completions",
+    "headers": {},
+    "body": {
+      "model": "llama3.2:3b-instruct-fp16",
+      "messages": [
+        {
+          "role": "user",
+          "content": "Which planet has rings around it with a name starting with letter S?"
+        }
+      ],
+      "stream": false
+    },
+    "endpoint": "/v1/chat/completions",
+    "model": "llama3.2:3b-instruct-fp16"
+  },
+  "response": {
+    "body": {
+      "__type__": "openai.types.chat.chat_completion.ChatCompletion",
+      "__data__": {
+        "id": "chatcmpl-368",
+        "choices": [
+          {
+            "finish_reason": "stop",
+            "index": 0,
+            "logprobs": null,
+            "message": {
+              "content": "Saturn is known for its extensive ring system.",
+              "refusal": null,
+              "role": "assistant",
+              "annotations": null,
+              "audio": null,
+              "function_call": null,
+              "tool_calls": null
+            }
+          }
+        ],
+        "created": 1754081853,
+        "model": "llama3.2:3b-instruct-fp16",
+        "object": "chat.completion",
+        "service_tier": null,
+        "system_fingerprint": "fp_ollama",
+        "usage": {
+          "completion_tokens": 11,
+          "prompt_tokens": 39,
+          "total_tokens": 50,
+          "completion_tokens_details": null,
+          "prompt_tokens_details": null
+        }
+      }
+    },
+    "is_streaming": false
+  }
+}
diff --git a/tests/integration/recordings/responses/10eea8c15ddc.json b/tests/integration/recordings/responses/10eea8c15ddc.json
index 286ea6ed5..71496da9a 100644
--- a/tests/integration/recordings/responses/10eea8c15ddc.json
+++ b/tests/integration/recordings/responses/10eea8c15ddc.json
@@ -20,15 +20,15 @@
       "__type__": "ollama._types.GenerateResponse",
       "__data__": {
         "model": "llama-guard3:1b",
-        "created_at": "2025-07-31T17:58:57.232902036Z",
+        "created_at": "2025-08-01T23:12:51.682357Z",
         "done": true,
         "done_reason": "stop",
-        "total_duration": 1112852961,
-        "load_duration": 40973130,
+        "total_duration": 238161000,
+        "load_duration": 72494750,
         "prompt_eval_count": 212,
-        "prompt_eval_duration": 898310684,
+        "prompt_eval_duration": 87000000,
         "eval_count": 5,
-        "eval_duration": 173032826,
+        "eval_duration": 74000000,
         "response": "unsafe\nS8",
         "thinking": null,
         "context": null
diff --git a/tests/integration/recordings/responses/17253d7cc667.json b/tests/integration/recordings/responses/17253d7cc667.json
index 28d20a76a..1013a8b08 100644
--- a/tests/integration/recordings/responses/17253d7cc667.json
+++ b/tests/integration/recordings/responses/17253d7cc667.json
@@ -20,15 +20,15 @@
       "__type__": "ollama._types.GenerateResponse",
       "__data__": {
         "model": "llama-guard3:1b",
-        "created_at": "2025-07-31T17:59:00.488769233Z",
+        "created_at": "2025-08-01T23:12:52.919624Z",
         "done": true,
         "done_reason": "stop",
-        "total_duration": 983619113,
-        "load_duration": 41180204,
+        "total_duration": 201956834,
+        "load_duration": 105132584,
         "prompt_eval_count": 212,
-        "prompt_eval_duration": 898774731,
+        "prompt_eval_duration": 75000000,
         "eval_count": 2,
-        "eval_duration": 43157634,
+        "eval_duration": 20000000,
         "response": "safe",
         "thinking": null,
         "context": null
diff --git a/tests/integration/recordings/responses/173ecb3aab28.json b/tests/integration/recordings/responses/173ecb3aab28.json
new file mode 100644
index 000000000..bc550edd5
--- /dev/null
+++ b/tests/integration/recordings/responses/173ecb3aab28.json
@@ -0,0 +1,251 @@
+{
+  "request": {
+    "method": "POST",
+    "url": "http://0.0.0.0:11434/v1/v1/chat/completions",
+    "headers": {},
+    "body": {
+      "model": "llama3.2:3b-instruct-fp16",
+      "messages": [
+        {
+          "role": "user",
+          "content": "Message A: What is the capital of France?"
+        },
+        {
+          "role": "assistant",
+          "content": "The capital of France is Paris."
+        },
+        {
+          "role": "user",
+          "content": "Message B: What about Spain?"
+        },
+        {
+          "role": "assistant",
+          "content": "The capital of Spain is Madrid."
+        },
+        {
+          "role": "user",
+          "content": "Message C: And Italy?"
+        }
+      ],
+      "response_format": {
+        "type": "text"
+      },
+      "stream": true
+    },
+    "endpoint": "/v1/chat/completions",
+    "model": "llama3.2:3b-instruct-fp16"
+  },
+  "response": {
+    "body": [
+      {
+        "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
+        "__data__": {
+          "id": "chatcmpl-457",
+          "choices": [
+            {
+              "delta": {
+                "content": "The",
+                "function_call": null,
+                "refusal": null,
+                "role": "assistant",
+                "tool_calls": null
+              },
+              "finish_reason": null,
+              "index": 0,
+              "logprobs": null
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+          ],
+          "created": 1754090032,
+          "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": "chatcmpl-457",
+          "choices": [
+            {
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+                "content": " capital",
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+                "role": "assistant",
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+          "created": 1754090032,
+          "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": "chatcmpl-457",
+          "choices": [
+            {
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+                "content": " of",
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+                "refusal": null,
+                "role": "assistant",
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+              "index": 0,
+              "logprobs": null
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+          ],
+          "created": 1754090032,
+          "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": "chatcmpl-457",
+          "choices": [
+            {
+              "delta": {
+                "content": " Italy",
+                "function_call": null,
+                "refusal": null,
+                "role": "assistant",
+                "tool_calls": null
+              },
+              "finish_reason": null,
+              "index": 0,
+              "logprobs": null
+            }
+          ],
+          "created": 1754090032,
+          "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": "chatcmpl-457",
+          "choices": [
+            {
+              "delta": {
+                "content": " is",
+                "function_call": null,
+                "refusal": null,
+                "role": "assistant",
+                "tool_calls": null
+              },
+              "finish_reason": null,
+              "index": 0,
+              "logprobs": null
+            }
+          ],
+          "created": 1754090032,
+          "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": "chatcmpl-457",
+          "choices": [
+            {
+              "delta": {
+                "content": " Rome",
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+                "refusal": null,
+                "role": "assistant",
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+              "index": 0,
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+          "created": 1754090032,
+          "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": "chatcmpl-457",
+          "choices": [
+            {
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+                "content": ".",
+                "function_call": null,
+                "refusal": null,
+                "role": "assistant",
+                "tool_calls": null
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+              "index": 0,
+              "logprobs": null
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+          "created": 1754090032,
+          "model": "llama3.2:3b-instruct-fp16",
+          "object": "chat.completion.chunk",
+          "service_tier": null,
+          "system_fingerprint": "fp_ollama",
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+      },
+      {
+        "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
+        "__data__": {
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+          "choices": [
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+                "function_call": null,
+                "refusal": null,
+                "role": "assistant",
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+              "logprobs": null
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+          "created": 1754090032,
+          "model": "llama3.2:3b-instruct-fp16",
+          "object": "chat.completion.chunk",
+          "service_tier": null,
+          "system_fingerprint": "fp_ollama",
+          "usage": null
+        }
+      }
+    ],
+    "is_streaming": true
+  }
+}
diff --git a/tests/integration/recordings/responses/174458ad71b2.json b/tests/integration/recordings/responses/174458ad71b2.json
index 109545580..2dcb85262 100644
--- a/tests/integration/recordings/responses/174458ad71b2.json
+++ b/tests/integration/recordings/responses/174458ad71b2.json
@@ -20,15 +20,15 @@
       "__type__": "ollama._types.GenerateResponse",
       "__data__": {
         "model": "llama-guard3:1b",
-        "created_at": "2025-07-31T17:59:02.537234214Z",
+        "created_at": "2025-08-01T23:12:53.580806Z",
         "done": true,
         "done_reason": "stop",
-        "total_duration": 1015701193,
-        "load_duration": 47423661,
+        "total_duration": 205732750,
+        "load_duration": 98967000,
         "prompt_eval_count": 213,
-        "prompt_eval_duration": 923910712,
+        "prompt_eval_duration": 86000000,
         "eval_count": 2,
-        "eval_duration": 43825530,
+        "eval_duration": 18000000,
         "response": "safe",
         "thinking": null,
         "context": null
diff --git a/tests/integration/recordings/responses/178016edef0e.json b/tests/integration/recordings/responses/178016edef0e.json
index eeb807239..be545c221 100644
--- a/tests/integration/recordings/responses/178016edef0e.json
+++ b/tests/integration/recordings/responses/178016edef0e.json
@@ -20,15 +20,15 @@
       "__type__": "ollama._types.GenerateResponse",
       "__data__": {
         "model": "llama-guard3:1b",
-        "created_at": "2025-07-31T17:58:58.335054803Z",
+        "created_at": "2025-08-01T23:12:52.354566Z",
         "done": true,
         "done_reason": "stop",
-        "total_duration": 1092208348,
-        "load_duration": 45235490,
+        "total_duration": 605192500,
+        "load_duration": 457087166,
         "prompt_eval_count": 210,
-        "prompt_eval_duration": 872577650,
+        "prompt_eval_duration": 63000000,
         "eval_count": 5,
-        "eval_duration": 173862384,
+        "eval_duration": 84000000,
         "response": "unsafe\nS12",
         "thinking": null,
         "context": null
diff --git a/tests/integration/recordings/responses/197228e26971.json b/tests/integration/recordings/responses/197228e26971.json
index 2045c1e60..6c1730df2 100644
--- a/tests/integration/recordings/responses/197228e26971.json
+++ b/tests/integration/recordings/responses/197228e26971.json
@@ -20,15 +20,15 @@
       "__type__": "ollama._types.GenerateResponse",
       "__data__": {
         "model": "llama-guard3:1b",
-        "created_at": "2025-07-31T17:58:59.493522835Z",
+        "created_at": "2025-08-01T23:12:52.686478Z",
         "done": true,
         "done_reason": "stop",
-        "total_duration": 1148787184,
-        "load_duration": 42525776,
+        "total_duration": 304136208,
+        "load_duration": 155977000,
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-        "prompt_eval_duration": 933024346,
+        "prompt_eval_duration": 71000000,
         "eval_count": 5,
-        "eval_duration": 172702102,
+        "eval_duration": 76000000,
         "response": "unsafe\nS2",
         "thinking": null,
         "context": null
diff --git a/tests/integration/recordings/responses/198ef7208389.json b/tests/integration/recordings/responses/198ef7208389.json
index 1264a1d26..b196d3be2 100644
--- a/tests/integration/recordings/responses/198ef7208389.json
+++ b/tests/integration/recordings/responses/198ef7208389.json
@@ -20,15 +20,15 @@
       "__type__": "ollama._types.GenerateResponse",
       "__data__": {
         "model": "llama-guard3:1b",
-        "created_at": "2025-07-31T17:58:55.036336937Z",
+        "created_at": "2025-08-01T23:12:51.186501Z",
         "done": true,
         "done_reason": "stop",
-        "total_duration": 7465058538,
-        "load_duration": 4385384246,
+        "total_duration": 3146184459,
+        "load_duration": 2533467917,
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-        "prompt_eval_duration": 2899257826,
+        "prompt_eval_duration": 526000000,
         "eval_count": 5,
-        "eval_duration": 179706529,
+        "eval_duration": 83000000,
         "response": "unsafe\nS1",
         "thinking": null,
         "context": null
diff --git a/tests/integration/recordings/responses/1adfaa0e062e.json b/tests/integration/recordings/responses/1adfaa0e062e.json
index 295f101e6..5a3d44394 100644
--- a/tests/integration/recordings/responses/1adfaa0e062e.json
+++ b/tests/integration/recordings/responses/1adfaa0e062e.json
@@ -20,15 +20,15 @@
       "__type__": "ollama._types.GenerateResponse",
       "__data__": {
         "model": "llama-guard3:1b",
-        "created_at": "2025-07-31T17:59:01.511604644Z",
+        "created_at": "2025-08-01T23:12:53.332041Z",
         "done": true,
         "done_reason": "stop",
-        "total_duration": 1013469330,
-        "load_duration": 43788351,
+        "total_duration": 365895333,
+        "load_duration": 257825208,
         "prompt_eval_count": 213,
-        "prompt_eval_duration": 924367637,
+        "prompt_eval_duration": 78000000,
         "eval_count": 2,
-        "eval_duration": 44766715,
+        "eval_duration": 28000000,
         "response": "safe",
         "thinking": null,
         "context": null
diff --git a/tests/integration/recordings/responses/1b8394f90636.json b/tests/integration/recordings/responses/1b8394f90636.json
index 8cf8a08f8..dd20132f4 100644
--- a/tests/integration/recordings/responses/1b8394f90636.json
+++ b/tests/integration/recordings/responses/1b8394f90636.json
@@ -22,15 +22,15 @@
       "__type__": "ollama._types.GenerateResponse",
       "__data__": {
         "model": "llama3.2:3b-instruct-fp16",
-        "created_at": "2025-07-31T17:53:05.348866852Z",
+        "created_at": "2025-08-01T20:56:43.522189Z",
         "done": true,
         "done_reason": "stop",
-        "total_duration": 8992037446,
-        "load_duration": 46010833,
+        "total_duration": 2392200042,
+        "load_duration": 150986167,
         "prompt_eval_count": 18,
-        "prompt_eval_duration": 1464208894,
+        "prompt_eval_duration": 90000000,
         "eval_count": 43,
-        "eval_duration": 7481270003,
+        "eval_duration": 2150000000,
         "response": " _______.\n\nThe best answer is blue. The traditional nursery rhyme goes like this:\n\nRoses are red,\nViolets are blue,\nSugar is sweet,\nAnd so are you! (Or something similar.)",
         "thinking": null,
         "context": null
diff --git a/tests/integration/recordings/responses/211b1562d4e6.json b/tests/integration/recordings/responses/211b1562d4e6.json
index 6074d46a2..efbd2f1e6 100644
--- a/tests/integration/recordings/responses/211b1562d4e6.json
+++ b/tests/integration/recordings/responses/211b1562d4e6.json
@@ -20,15 +20,15 @@
       "__type__": "ollama._types.GenerateResponse",
       "__data__": {
         "model": "llama3.2:3b-instruct-fp16",
-        "created_at": "2025-07-31T17:53:32.034301682Z",
+        "created_at": "2025-08-01T20:56:49.076962Z",
         "done": true,
         "done_reason": "stop",
-        "total_duration": 2744857982,
-        "load_duration": 42715044,
+        "total_duration": 321102500,
+        "load_duration": 20223000,
         "prompt_eval_count": 23,
-        "prompt_eval_duration": 1796728611,
+        "prompt_eval_duration": 72000000,
         "eval_count": 6,
-        "eval_duration": 904888348,
+        "eval_duration": 227000000,
         "response": "Humans live on Earth.",
         "thinking": null,
         "context": null
diff --git a/tests/integration/recordings/responses/2afe3b38ca01.json b/tests/integration/recordings/responses/2afe3b38ca01.json
index 13cbdd47a..4b5c82ad4 100644
--- a/tests/integration/recordings/responses/2afe3b38ca01.json
+++ b/tests/integration/recordings/responses/2afe3b38ca01.json
@@ -22,7 +22,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:44:24.112976431Z",
+          "created_at": "2025-08-01T23:14:01.887809Z",
           "done": false,
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           "total_duration": null,
@@ -40,7 +40,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:44:24.296397308Z",
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index cfc07c895..fbfcb91f8 100644
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new file mode 100644
index 000000000..a41db435b
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+}
diff --git a/tests/integration/recordings/responses/3c3f13cb7794.json b/tests/integration/recordings/responses/3c3f13cb7794.json
index 3ee40ec59..84097c455 100644
--- a/tests/integration/recordings/responses/3c3f13cb7794.json
+++ b/tests/integration/recordings/responses/3c3f13cb7794.json
@@ -21,7 +21,7 @@
         "__type__": "ollama._types.GenerateResponse",
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-          "created_at": "2025-07-31T17:53:33.397554906Z",
+          "created_at": "2025-08-01T20:56:49.287573Z",
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@@ -57,7 +57,7 @@
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@@ -93,7 +93,7 @@
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@@ -201,15 +201,15 @@
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diff --git a/tests/integration/recordings/responses/3ca695048bee.json b/tests/integration/recordings/responses/3ca695048bee.json
new file mode 100644
index 000000000..bed6762e7
--- /dev/null
+++ b/tests/integration/recordings/responses/3ca695048bee.json
@@ -0,0 +1,104 @@
+{
+  "request": {
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+    "url": "http://localhost:11434/v1/v1/chat/completions",
+    "headers": {},
+    "body": {
+      "model": "llama3.2:3b-instruct-fp16",
+      "messages": [
+        {
+          "role": "user",
+          "content": "What's the weather in Tokyo? Use the get_weather function to get the weather."
+        }
+      ],
+      "stream": true,
+      "tools": [
+        {
+          "type": "function",
+          "function": {
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diff --git a/tests/integration/recordings/responses/6d35c91287e2.json b/tests/integration/recordings/responses/6d35c91287e2.json
index dbcc6c470..699493f45 100644
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diff --git a/tests/integration/recordings/responses/6f96090aa955.json b/tests/integration/recordings/responses/6f96090aa955.json
new file mode 100644
index 000000000..d5131d389
--- /dev/null
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diff --git a/tests/integration/recordings/responses/6fbea1abca7c.json b/tests/integration/recordings/responses/6fbea1abca7c.json
index 62f182d3c..576fc7de1 100644
--- a/tests/integration/recordings/responses/6fbea1abca7c.json
+++ b/tests/integration/recordings/responses/6fbea1abca7c.json
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@@ -184,7 +184,7 @@
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diff --git a/tests/integration/recordings/responses/6fe1d4fedf12.json b/tests/integration/recordings/responses/6fe1d4fedf12.json
new file mode 100644
index 000000000..4db74b4e9
--- /dev/null
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diff --git a/tests/integration/recordings/responses/70adef2c30c4.json b/tests/integration/recordings/responses/70adef2c30c4.json
index fe1697d6f..1aa7434ae 100644
--- a/tests/integration/recordings/responses/70adef2c30c4.json
+++ b/tests/integration/recordings/responses/70adef2c30c4.json
@@ -20,15 +20,15 @@
       "__type__": "ollama._types.GenerateResponse",
       "__data__": {
         "model": "llama3.2:3b-instruct-fp16",
-        "created_at": "2025-07-31T17:56:50.453323367Z",
+        "created_at": "2025-08-01T20:57:20.567617Z",
         "done": true,
         "done_reason": "stop",
-        "total_duration": 14856284585,
-        "load_duration": 44791770,
+        "total_duration": 3565468958,
+        "load_duration": 31098250,
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-        "prompt_eval_duration": 2452957312,
+        "prompt_eval_duration": 77000000,
         "eval_count": 70,
-        "eval_duration": 12358070057,
+        "eval_duration": 3456000000,
         "response": "The answer is Saturn! Saturn's ring system is one of the most iconic and well-known in our solar system. The rings are made up of ice particles, rock debris, and dust that orbit around the planet due to its gravitational pull.\n\nWould you like to know more about Saturn's rings or is there something else I can help you with?",
         "thinking": null,
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diff --git a/tests/integration/recordings/responses/75d0dd9d0fa3.json b/tests/integration/recordings/responses/75d0dd9d0fa3.json
index 65225a11e..3ba4834f1 100644
--- a/tests/integration/recordings/responses/75d0dd9d0fa3.json
+++ b/tests/integration/recordings/responses/75d0dd9d0fa3.json
@@ -45,15 +45,15 @@
       "__type__": "ollama._types.GenerateResponse",
       "__data__": {
         "model": "llama3.2:3b-instruct-fp16",
-        "created_at": "2025-07-31T17:53:29.277838934Z",
+        "created_at": "2025-08-01T20:56:48.732625Z",
         "done": true,
         "done_reason": "stop",
-        "total_duration": 15295815581,
-        "load_duration": 42102876,
+        "total_duration": 1710455750,
+        "load_duration": 47968625,
         "prompt_eval_count": 119,
-        "prompt_eval_duration": 9859380831,
+        "prompt_eval_duration": 223000000,
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-        "eval_duration": 5393566178,
+        "eval_duration": 1437000000,
         "response": "{ \"name\": \"Michael Jordan\", \"year_born\": \"1963\", \"year_retired\": \"2003\"}\n    ",
         "thinking": null,
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diff --git a/tests/integration/recordings/responses/7b4815aba6c5.json b/tests/integration/recordings/responses/7b4815aba6c5.json
index f8f55d673..2843b8a9c 100644
--- a/tests/integration/recordings/responses/7b4815aba6c5.json
+++ b/tests/integration/recordings/responses/7b4815aba6c5.json
@@ -22,7 +22,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:44:12.691972914Z",
+          "created_at": "2025-08-01T23:13:59.222059Z",
           "done": false,
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@@ -40,7 +40,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:44:12.873445514Z",
+          "created_at": "2025-08-01T23:13:59.273466Z",
           "done": false,
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@@ -58,7 +58,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:44:13.058391013Z",
+          "created_at": "2025-08-01T23:13:59.325562Z",
           "done": false,
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@@ -76,7 +76,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:44:13.241305582Z",
+          "created_at": "2025-08-01T23:13:59.379223Z",
           "done": false,
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@@ -94,7 +94,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:44:13.426830341Z",
+          "created_at": "2025-08-01T23:13:59.436435Z",
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@@ -112,7 +112,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:44:13.613434143Z",
+          "created_at": "2025-08-01T23:13:59.48928Z",
           "done": false,
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@@ -130,7 +130,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:44:13.798507122Z",
+          "created_at": "2025-08-01T23:13:59.547102Z",
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@@ -148,7 +148,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:44:13.985391256Z",
+          "created_at": "2025-08-01T23:13:59.60579Z",
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@@ -166,7 +166,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:44:14.168605602Z",
+          "created_at": "2025-08-01T23:13:59.660149Z",
           "done": false,
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@@ -184,7 +184,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:44:14.348657505Z",
+          "created_at": "2025-08-01T23:13:59.719166Z",
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@@ -202,7 +202,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:44:14.536885315Z",
+          "created_at": "2025-08-01T23:13:59.773893Z",
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@@ -220,7 +220,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:44:14.721523959Z",
+          "created_at": "2025-08-01T23:13:59.827636Z",
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@@ -238,7 +238,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
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-          "created_at": "2025-07-31T17:44:14.905534546Z",
+          "created_at": "2025-08-01T23:13:59.905205Z",
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@@ -256,7 +256,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
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-          "created_at": "2025-07-31T17:44:15.086739434Z",
+          "created_at": "2025-08-01T23:13:59.959347Z",
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@@ -274,7 +274,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
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-          "created_at": "2025-07-31T17:44:15.267128106Z",
+          "created_at": "2025-08-01T23:14:00.037904Z",
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@@ -292,7 +292,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:44:15.453189872Z",
+          "created_at": "2025-08-01T23:14:00.093527Z",
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@@ -310,7 +310,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:44:15.637366291Z",
+          "created_at": "2025-08-01T23:14:00.151329Z",
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@@ -328,7 +328,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:44:15.824993856Z",
+          "created_at": "2025-08-01T23:14:00.209463Z",
           "done": false,
           "done_reason": null,
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@@ -346,15 +346,15 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:44:16.009001804Z",
+          "created_at": "2025-08-01T23:14:00.268012Z",
           "done": true,
           "done_reason": "stop",
-          "total_duration": 33974512186,
-          "load_duration": 44406815,
+          "total_duration": 1981034959,
+          "load_duration": 53445084,
           "prompt_eval_count": 368,
-          "prompt_eval_duration": 30611002922,
+          "prompt_eval_duration": 880000000,
           "eval_count": 19,
-          "eval_duration": 3318539690,
+          "eval_duration": 1046000000,
           "response": "",
           "thinking": null,
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diff --git a/tests/integration/recordings/responses/80e4404d8987.json b/tests/integration/recordings/responses/80e4404d8987.json
index 5f2d0fc5f..8cfe1836d 100644
--- a/tests/integration/recordings/responses/80e4404d8987.json
+++ b/tests/integration/recordings/responses/80e4404d8987.json
@@ -22,7 +22,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:43:33.008989003Z",
+          "created_at": "2025-08-01T23:13:56.463658Z",
           "done": false,
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@@ -40,7 +40,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:43:33.18634026Z",
+          "created_at": "2025-08-01T23:13:56.51846Z",
           "done": false,
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@@ -58,7 +58,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:43:33.363360212Z",
+          "created_at": "2025-08-01T23:13:56.569676Z",
           "done": false,
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@@ -76,7 +76,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:43:33.540067474Z",
+          "created_at": "2025-08-01T23:13:56.621666Z",
           "done": false,
           "done_reason": null,
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@@ -94,7 +94,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:43:33.717434082Z",
+          "created_at": "2025-08-01T23:13:56.675114Z",
           "done": false,
           "done_reason": null,
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@@ -112,7 +112,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:43:33.901524865Z",
+          "created_at": "2025-08-01T23:13:56.727649Z",
           "done": false,
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@@ -130,7 +130,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:43:34.086510094Z",
+          "created_at": "2025-08-01T23:13:56.780249Z",
           "done": false,
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@@ -148,7 +148,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:43:34.268793455Z",
+          "created_at": "2025-08-01T23:13:56.834148Z",
           "done": false,
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@@ -166,7 +166,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:43:34.447206727Z",
+          "created_at": "2025-08-01T23:13:56.885509Z",
           "done": false,
           "done_reason": null,
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@@ -184,15 +184,15 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:43:34.629253797Z",
+          "created_at": "2025-08-01T23:13:56.936635Z",
           "done": true,
           "done_reason": "stop",
-          "total_duration": 14403810481,
-          "load_duration": 10124930315,
+          "total_duration": 1572591291,
+          "load_duration": 77121041,
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-          "prompt_eval_duration": 2656282776,
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-          "eval_duration": 1621858907,
+          "eval_duration": 474000000,
           "response": "",
           "thinking": null,
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diff --git a/tests/integration/recordings/responses/81a91f79c51d.json b/tests/integration/recordings/responses/81a91f79c51d.json
new file mode 100644
index 000000000..2e887dbfc
--- /dev/null
+++ b/tests/integration/recordings/responses/81a91f79c51d.json
@@ -0,0 +1,108 @@
+{
+  "request": {
+    "method": "POST",
+    "url": "http://0.0.0.0:11434/v1/v1/chat/completions",
+    "headers": {},
+    "body": {
+      "model": "llama3.2:3b-instruct-fp16",
+      "messages": [
+        {
+          "role": "user",
+          "content": "What's the weather in Tokyo? YOU MUST USE THE get_weather function to get the weather."
+        }
+      ],
+      "response_format": {
+        "type": "text"
+      },
+      "stream": true,
+      "tools": [
+        {
+          "function": {
+            "name": "get_weather",
+            "description": "Get the weather in a given city",
+            "parameters": {
+              "type": "object",
+              "properties": {
+                "city": {
+                  "type": "string",
+                  "description": "The city to get the weather for"
+                }
+              }
+            },
+            "strict": null
+          },
+          "type": "function"
+        }
+      ]
+    },
+    "endpoint": "/v1/chat/completions",
+    "model": "llama3.2:3b-instruct-fp16"
+  },
+  "response": {
+    "body": [
+      {
+        "__type__": "openai.types.chat.chat_completion_chunk.ChatCompletionChunk",
+        "__data__": {
+          "id": "chatcmpl-430",
+          "choices": [
+            {
+              "delta": {
+                "content": "",
+                "function_call": null,
+                "refusal": null,
+                "role": "assistant",
+                "tool_calls": [
+                  {
+                    "index": 0,
+                    "id": "call_nzi32w5b",
+                    "function": {
+                      "arguments": "{\"city\":\"Tokyo\"}",
+                      "name": "get_weather"
+                    },
+                    "type": "function"
+                  }
+                ]
+              },
+              "finish_reason": null,
+              "index": 0,
+              "logprobs": null
+            }
+          ],
+          "created": 1754090081,
+          "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": "chatcmpl-430",
+          "choices": [
+            {
+              "delta": {
+                "content": "",
+                "function_call": null,
+                "refusal": null,
+                "role": "assistant",
+                "tool_calls": null
+              },
+              "finish_reason": "stop",
+              "index": 0,
+              "logprobs": null
+            }
+          ],
+          "created": 1754090081,
+          "model": "llama3.2:3b-instruct-fp16",
+          "object": "chat.completion.chunk",
+          "service_tier": null,
+          "system_fingerprint": "fp_ollama",
+          "usage": null
+        }
+      }
+    ],
+    "is_streaming": true
+  }
+}
diff --git a/tests/integration/recordings/responses/836f51dfb3c5.json b/tests/integration/recordings/responses/836f51dfb3c5.json
index cd75fa2f5..833545737 100644
--- a/tests/integration/recordings/responses/836f51dfb3c5.json
+++ b/tests/integration/recordings/responses/836f51dfb3c5.json
@@ -20,15 +20,15 @@
       "__type__": "ollama._types.GenerateResponse",
       "__data__": {
         "model": "llama-guard3:1b",
-        "created_at": "2025-07-31T17:44:32.660113677Z",
+        "created_at": "2025-08-01T23:14:03.770002Z",
         "done": true,
         "done_reason": "stop",
-        "total_duration": 2803904109,
-        "load_duration": 43469066,
+        "total_duration": 395965875,
+        "load_duration": 178888708,
         "prompt_eval_count": 214,
-        "prompt_eval_duration": 2716196330,
+        "prompt_eval_duration": 170000000,
         "eval_count": 2,
-        "eval_duration": 43729281,
+        "eval_duration": 44000000,
         "response": "safe",
         "thinking": null,
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diff --git a/tests/integration/recordings/responses/840fbb380b73.json b/tests/integration/recordings/responses/840fbb380b73.json
index 5b8c5ef9d..a3fb7ccd8 100644
--- a/tests/integration/recordings/responses/840fbb380b73.json
+++ b/tests/integration/recordings/responses/840fbb380b73.json
@@ -20,15 +20,15 @@
       "__type__": "ollama._types.GenerateResponse",
       "__data__": {
         "model": "llama-guard3:1b",
-        "created_at": "2025-07-31T17:43:40.884537604Z",
+        "created_at": "2025-08-01T23:13:57.935921Z",
         "done": true,
         "done_reason": "stop",
-        "total_duration": 3179669897,
-        "load_duration": 48206132,
+        "total_duration": 313787333,
+        "load_duration": 89797542,
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-        "prompt_eval_duration": 2966799546,
+        "prompt_eval_duration": 167000000,
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-        "eval_duration": 164144409,
+        "eval_duration": 55000000,
         "response": "unsafe\nS1",
         "thinking": null,
         "context": null
diff --git a/tests/integration/recordings/responses/84cab42e1f5c.json b/tests/integration/recordings/responses/84cab42e1f5c.json
index 69555f93e..cf89fea92 100644
--- a/tests/integration/recordings/responses/84cab42e1f5c.json
+++ b/tests/integration/recordings/responses/84cab42e1f5c.json
@@ -1,7 +1,7 @@
 {
   "request": {
     "method": "POST",
-    "url": "http://0.0.0.0:11434/v1/v1/completions",
+    "url": "http://localhost:11434/v1/v1/completions",
     "headers": {},
     "body": {
       "model": "llama3.2:3b-instruct-fp16",
@@ -17,7 +17,7 @@
       {
         "__type__": "openai.types.completion.Completion",
         "__data__": {
-          "id": "cmpl-447",
+          "id": "cmpl-156",
           "choices": [
             {
               "finish_reason": null,
@@ -26,7 +26,7 @@
               "text": "Blue"
             }
           ],
-          "created": 1753984323,
+          "created": 1754081786,
           "model": "llama3.2:3b-instruct-fp16",
           "object": "text_completion",
           "system_fingerprint": "fp_ollama",
@@ -36,7 +36,7 @@
       {
         "__type__": "openai.types.completion.Completion",
         "__data__": {
-          "id": "cmpl-447",
+          "id": "cmpl-156",
           "choices": [
             {
               "finish_reason": null,
@@ -45,7 +45,7 @@
               "text": ".\n\n"
             }
           ],
-          "created": 1753984323,
+          "created": 1754081786,
           "model": "llama3.2:3b-instruct-fp16",
           "object": "text_completion",
           "system_fingerprint": "fp_ollama",
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@@ -748,7 +748,7 @@
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diff --git a/tests/integration/recordings/responses/85594a69d74a.json b/tests/integration/recordings/responses/85594a69d74a.json
index 252da82e6..286b8da11 100644
--- a/tests/integration/recordings/responses/85594a69d74a.json
+++ b/tests/integration/recordings/responses/85594a69d74a.json
@@ -20,15 +20,15 @@
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diff --git a/tests/integration/recordings/responses/97d3812bfccb.json b/tests/integration/recordings/responses/97d3812bfccb.json
index 2562216d4..8a9b076fd 100644
--- a/tests/integration/recordings/responses/97d3812bfccb.json
+++ b/tests/integration/recordings/responses/97d3812bfccb.json
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diff --git a/tests/integration/recordings/responses/97e259c0d3e5.json b/tests/integration/recordings/responses/97e259c0d3e5.json
index da4646193..cd083c9a8 100644
--- a/tests/integration/recordings/responses/97e259c0d3e5.json
+++ b/tests/integration/recordings/responses/97e259c0d3e5.json
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         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:44:50.543615455Z",
+          "created_at": "2025-08-01T23:14:07.717638Z",
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@@ -238,7 +238,7 @@
         "__type__": "ollama._types.GenerateResponse",
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-          "created_at": "2025-07-31T17:44:50.722758469Z",
+          "created_at": "2025-08-01T23:14:07.769423Z",
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@@ -256,7 +256,7 @@
         "__type__": "ollama._types.GenerateResponse",
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-          "created_at": "2025-07-31T17:44:50.904084798Z",
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@@ -274,7 +274,7 @@
         "__type__": "ollama._types.GenerateResponse",
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-          "created_at": "2025-07-31T17:44:51.085643411Z",
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@@ -292,7 +292,7 @@
         "__type__": "ollama._types.GenerateResponse",
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-          "created_at": "2025-07-31T17:44:51.27077086Z",
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@@ -310,7 +310,7 @@
         "__type__": "ollama._types.GenerateResponse",
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-          "created_at": "2025-07-31T17:44:51.4518987Z",
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@@ -328,7 +328,7 @@
         "__type__": "ollama._types.GenerateResponse",
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-          "created_at": "2025-07-31T17:44:51.633427977Z",
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@@ -346,15 +346,15 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
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-          "created_at": "2025-07-31T17:44:51.814721336Z",
+          "created_at": "2025-08-01T23:14:08.082749Z",
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           "done_reason": "stop",
-          "total_duration": 6854120324,
-          "load_duration": 41359627,
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-          "prompt_eval_duration": 3546083190,
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diff --git a/tests/integration/recordings/responses/9b812cbcb88d.json b/tests/integration/recordings/responses/9b812cbcb88d.json
index b9a8ae5b2..cedfd1c42 100644
--- a/tests/integration/recordings/responses/9b812cbcb88d.json
+++ b/tests/integration/recordings/responses/9b812cbcb88d.json
@@ -20,15 +20,15 @@
       "__type__": "ollama._types.GenerateResponse",
       "__data__": {
         "model": "llama3.2:3b-instruct-fp16",
-        "created_at": "2025-07-31T17:54:04.489140565Z",
+        "created_at": "2025-08-01T20:56:51.035807Z",
         "done": true,
         "done_reason": "stop",
-        "total_duration": 29123702298,
-        "load_duration": 40831143,
+        "total_duration": 1044135792,
+        "load_duration": 50873709,
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-        "prompt_eval_duration": 27253456381,
+        "prompt_eval_duration": 511000000,
         "eval_count": 11,
-        "eval_duration": 1828867055,
+        "eval_duration": 481000000,
         "response": "[get_weather(location=\"San Francisco, CA\")]",
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diff --git a/tests/integration/recordings/responses/9c140a29ae09.json b/tests/integration/recordings/responses/9c140a29ae09.json
index 887a1185c..41b070cc5 100644
--- a/tests/integration/recordings/responses/9c140a29ae09.json
+++ b/tests/integration/recordings/responses/9c140a29ae09.json
@@ -22,7 +22,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:44:59.929905409Z",
+          "created_at": "2025-08-01T23:14:09.83858Z",
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@@ -40,7 +40,7 @@
         "__type__": "ollama._types.GenerateResponse",
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-          "created_at": "2025-07-31T17:45:00.110734553Z",
+          "created_at": "2025-08-01T23:14:09.891488Z",
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@@ -58,7 +58,7 @@
         "__type__": "ollama._types.GenerateResponse",
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-          "created_at": "2025-07-31T17:45:00.290949416Z",
+          "created_at": "2025-08-01T23:14:09.945656Z",
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@@ -76,7 +76,7 @@
         "__type__": "ollama._types.GenerateResponse",
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-          "created_at": "2025-07-31T17:45:00.475960339Z",
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@@ -94,7 +94,7 @@
         "__type__": "ollama._types.GenerateResponse",
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-          "created_at": "2025-07-31T17:45:00.659481498Z",
+          "created_at": "2025-08-01T23:14:10.053632Z",
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@@ -112,7 +112,7 @@
         "__type__": "ollama._types.GenerateResponse",
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-          "created_at": "2025-07-31T17:45:00.843632147Z",
+          "created_at": "2025-08-01T23:14:10.105753Z",
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@@ -130,7 +130,7 @@
         "__type__": "ollama._types.GenerateResponse",
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-          "created_at": "2025-07-31T17:45:01.033425275Z",
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@@ -148,7 +148,7 @@
         "__type__": "ollama._types.GenerateResponse",
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-          "created_at": "2025-07-31T17:45:01.224890954Z",
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@@ -166,7 +166,7 @@
         "__type__": "ollama._types.GenerateResponse",
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-          "created_at": "2025-07-31T17:45:01.412700377Z",
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@@ -184,7 +184,7 @@
         "__type__": "ollama._types.GenerateResponse",
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-          "created_at": "2025-07-31T17:45:01.602294122Z",
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@@ -202,7 +202,7 @@
         "__type__": "ollama._types.GenerateResponse",
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-          "created_at": "2025-07-31T17:45:01.79213394Z",
+          "created_at": "2025-08-01T23:14:10.373978Z",
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@@ -220,7 +220,7 @@
         "__type__": "ollama._types.GenerateResponse",
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-          "created_at": "2025-07-31T17:45:01.982631333Z",
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@@ -238,15 +238,15 @@
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-          "created_at": "2025-07-31T17:45:02.172457365Z",
+          "created_at": "2025-08-01T23:14:10.483762Z",
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           "done_reason": "stop",
-          "total_duration": 4304742260,
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diff --git a/tests/integration/recordings/responses/9e7a83d3d596.json b/tests/integration/recordings/responses/9e7a83d3d596.json
index 8b7b0dca5..0c9b7d6db 100644
--- a/tests/integration/recordings/responses/9e7a83d3d596.json
+++ b/tests/integration/recordings/responses/9e7a83d3d596.json
@@ -1,7 +1,7 @@
 {
   "request": {
     "method": "POST",
-    "url": "http://0.0.0.0:11434/v1/v1/completions",
+    "url": "http://localhost:11434/v1/v1/completions",
     "headers": {},
     "body": {
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@@ -15,23 +15,23 @@
     "body": {
       "__type__": "openai.types.completion.Completion",
       "__data__": {
-        "id": "cmpl-726",
+        "id": "cmpl-963",
         "choices": [
           {
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             "index": 0,
             "logprobs": null,
-            "text": "Blue.\n\nExplanation: This is a play on words from the classic Valentine's Day poem \"Roses are red, violets are blue.\" The original poem typically ends with the line \"sent my love to you,\" but in this adaptation, I've altered it to rhyme by replacing \"blue\" with \"blue\" (a pun). However, it also makes a clever non-literary response."
+            "text": "Blue.\n\nMy answer is \"blue\" because it's a common rhyme that completes the famous nursery rhyme: \"Roses are red, violets are blue.\" This rhyme has been passed down for generations and is often recited as a greeting or a way to express appreciation. The phrase typically rhymes with the word \"blue\", which is why I chose this response."
           }
         ],
-        "created": 1753984322,
+        "created": 1754081785,
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         "object": "text_completion",
         "system_fingerprint": "fp_ollama",
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diff --git a/tests/integration/recordings/responses/9fadf5a3d68f.json b/tests/integration/recordings/responses/9fadf5a3d68f.json
index 8d6e85d2e..bc3c3ca22 100644
--- a/tests/integration/recordings/responses/9fadf5a3d68f.json
+++ b/tests/integration/recordings/responses/9fadf5a3d68f.json
@@ -20,15 +20,15 @@
       "__type__": "ollama._types.GenerateResponse",
       "__data__": {
         "model": "llama-guard3:1b",
-        "created_at": "2025-07-31T17:46:18.2684163Z",
+        "created_at": "2025-08-01T23:14:22.168612Z",
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         "response": "safe",
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diff --git a/tests/integration/recordings/responses/a0c4df33879f.json b/tests/integration/recordings/responses/a0c4df33879f.json
new file mode 100644
index 000000000..f134e0bed
--- /dev/null
+++ b/tests/integration/recordings/responses/a0c4df33879f.json
@@ -0,0 +1,1740 @@
+{
+  "request": {
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+    "url": "http://localhost:11434/v1/v1/chat/completions",
+    "headers": {},
+    "body": {
+      "model": "llama3.2:3b-instruct-fp16",
+      "messages": [
+        {
+          "role": "user",
+          "content": "What's the name of the Sun in latin?"
+        }
+      ],
+      "stream": true
+    },
+    "endpoint": "/v1/chat/completions",
+    "model": "llama3.2:3b-instruct-fp16"
+  },
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+                "role": "assistant",
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+          "model": "llama3.2:3b-instruct-fp16",
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+        "__data__": {
+          "id": "chatcmpl-458",
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+          "object": "chat.completion.chunk",
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+      },
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+        "__data__": {
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+          "choices": [
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+      {
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+        "__data__": {
+          "id": "chatcmpl-458",
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+        }
+      },
+      {
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+        }
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+}
diff --git a/tests/integration/recordings/responses/a4c8d19bb1eb.json b/tests/integration/recordings/responses/a4c8d19bb1eb.json
new file mode 100644
index 000000000..a3aba2bff
--- /dev/null
+++ b/tests/integration/recordings/responses/a4c8d19bb1eb.json
@@ -0,0 +1,56 @@
+{
+  "request": {
+    "method": "POST",
+    "url": "http://localhost:11434/v1/v1/chat/completions",
+    "headers": {},
+    "body": {
+      "model": "llama3.2:3b-instruct-fp16",
+      "messages": [
+        {
+          "role": "user",
+          "content": "Hello, world!"
+        }
+      ],
+      "stream": false
+    },
+    "endpoint": "/v1/chat/completions",
+    "model": "llama3.2:3b-instruct-fp16"
+  },
+  "response": {
+    "body": {
+      "__type__": "openai.types.chat.chat_completion.ChatCompletion",
+      "__data__": {
+        "id": "chatcmpl-560",
+        "choices": [
+          {
+            "finish_reason": "stop",
+            "index": 0,
+            "logprobs": null,
+            "message": {
+              "content": "Hello! It's nice to meet you. How can I assist you today?",
+              "refusal": null,
+              "role": "assistant",
+              "annotations": null,
+              "audio": null,
+              "function_call": null,
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+        "model": "llama3.2:3b-instruct-fp16",
+        "object": "chat.completion",
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+        "system_fingerprint": "fp_ollama",
+        "usage": {
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+          "prompt_tokens": 29,
+          "total_tokens": 46,
+          "completion_tokens_details": null,
+          "prompt_tokens_details": null
+        }
+      }
+    },
+    "is_streaming": false
+  }
+}
diff --git a/tests/integration/recordings/responses/a59d0d7c1485.json b/tests/integration/recordings/responses/a59d0d7c1485.json
index b4b76eee6..80e2462d5 100644
--- a/tests/integration/recordings/responses/a59d0d7c1485.json
+++ b/tests/integration/recordings/responses/a59d0d7c1485.json
@@ -20,15 +20,15 @@
       "__type__": "ollama._types.GenerateResponse",
       "__data__": {
         "model": "llama-guard3:1b",
-        "created_at": "2025-07-31T17:46:25.912484084Z",
+        "created_at": "2025-08-01T23:14:23.46316Z",
         "done": true,
         "done_reason": "stop",
-        "total_duration": 3119768806,
-        "load_duration": 41781837,
+        "total_duration": 270313833,
+        "load_duration": 71668791,
         "prompt_eval_count": 238,
-        "prompt_eval_duration": 3036042450,
+        "prompt_eval_duration": 169000000,
         "eval_count": 2,
-        "eval_duration": 41395778,
+        "eval_duration": 25000000,
         "response": "safe",
         "thinking": null,
         "context": null
diff --git a/tests/integration/recordings/responses/a6810c23eda8.json b/tests/integration/recordings/responses/a6810c23eda8.json
index a2c6fe9f4..46ecdcd56 100644
--- a/tests/integration/recordings/responses/a6810c23eda8.json
+++ b/tests/integration/recordings/responses/a6810c23eda8.json
@@ -23,7 +23,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
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diff --git a/tests/integration/recordings/responses/ae6835cfe70e.json b/tests/integration/recordings/responses/ae6835cfe70e.json
index b6b80e2a9..d429cc0b5 100644
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diff --git a/tests/integration/recordings/responses/b91f1fb4aedb.json b/tests/integration/recordings/responses/b91f1fb4aedb.json
index 37111cc2d..dccb05cce 100644
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index 1fa733e18..b05f5c934 100644
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diff --git a/tests/integration/recordings/responses/c9cba6f3ee38.json b/tests/integration/recordings/responses/c9cba6f3ee38.json
index 4240fe90b..488ac6563 100644
--- a/tests/integration/recordings/responses/c9cba6f3ee38.json
+++ b/tests/integration/recordings/responses/c9cba6f3ee38.json
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-        "created_at": "2025-07-31T17:46:15.281412692Z",
+        "created_at": "2025-08-01T23:14:21.909783Z",
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diff --git a/tests/integration/recordings/responses/d0ac68cbde69.json b/tests/integration/recordings/responses/d0ac68cbde69.json
index 63b352b44..aa38c8f18 100644
--- a/tests/integration/recordings/responses/d0ac68cbde69.json
+++ b/tests/integration/recordings/responses/d0ac68cbde69.json
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@@ -52,9 +34,9 @@
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index 418ccb9c7..399c99e96 100644
--- a/tests/integration/recordings/responses/d4c86ac355fb.json
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index 1083750d2..2b8b52a63 100644
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diff --git a/tests/integration/recordings/responses/dd9e7d5913e9.json b/tests/integration/recordings/responses/dd9e7d5913e9.json
index 03c673405..6c472b0ce 100644
--- a/tests/integration/recordings/responses/dd9e7d5913e9.json
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diff --git a/tests/integration/recordings/responses/e96152610712.json b/tests/integration/recordings/responses/e96152610712.json
index 176499280..b55e02825 100644
--- a/tests/integration/recordings/responses/e96152610712.json
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@@ -20,15 +20,15 @@
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-        "created_at": "2025-07-31T17:58:56.109631764Z",
+        "created_at": "2025-08-01T23:12:51.421145Z",
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diff --git a/tests/integration/recordings/responses/e9c8a0e4f0e0.json b/tests/integration/recordings/responses/e9c8a0e4f0e0.json
new file mode 100644
index 000000000..85adb5734
--- /dev/null
+++ b/tests/integration/recordings/responses/e9c8a0e4f0e0.json
@@ -0,0 +1,56 @@
+{
+  "request": {
+    "method": "POST",
+    "url": "http://localhost:11434/v1/v1/chat/completions",
+    "headers": {},
+    "body": {
+      "model": "llama3.2:3b-instruct-fp16",
+      "messages": [
+        {
+          "role": "user",
+          "content": "Which planet do humans live on?"
+        }
+      ],
+      "stream": false
+    },
+    "endpoint": "/v1/chat/completions",
+    "model": "llama3.2:3b-instruct-fp16"
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+  "response": {
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+      "__type__": "openai.types.chat.chat_completion.ChatCompletion",
+      "__data__": {
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+        "choices": [
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+            "index": 0,
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+            "message": {
+              "content": "Humans live on Earth. It is the third planet from the Sun and is the only known planet in the universe that currently supports human life.",
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+              "role": "assistant",
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diff --git a/tests/integration/recordings/responses/eee47930e3ae.json b/tests/integration/recordings/responses/eee47930e3ae.json
index ca7f88c74..20ec83476 100644
--- a/tests/integration/recordings/responses/eee47930e3ae.json
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         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:46:29.738894573Z",
+          "created_at": "2025-08-01T23:14:24.25501Z",
           "done": false,
           "done_reason": null,
           "total_duration": null,
@@ -166,7 +166,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:46:29.925972025Z",
+          "created_at": "2025-08-01T23:14:24.308017Z",
           "done": false,
           "done_reason": null,
           "total_duration": null,
@@ -184,7 +184,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:46:30.108143385Z",
+          "created_at": "2025-08-01T23:14:24.360014Z",
           "done": false,
           "done_reason": null,
           "total_duration": null,
@@ -202,7 +202,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:46:30.289255107Z",
+          "created_at": "2025-08-01T23:14:24.413785Z",
           "done": false,
           "done_reason": null,
           "total_duration": null,
@@ -220,7 +220,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:46:30.467730564Z",
+          "created_at": "2025-08-01T23:14:24.466618Z",
           "done": false,
           "done_reason": null,
           "total_duration": null,
@@ -238,7 +238,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:46:30.648982445Z",
+          "created_at": "2025-08-01T23:14:24.519141Z",
           "done": false,
           "done_reason": null,
           "total_duration": null,
@@ -256,7 +256,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:46:30.830340138Z",
+          "created_at": "2025-08-01T23:14:24.572343Z",
           "done": false,
           "done_reason": null,
           "total_duration": null,
@@ -274,7 +274,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:46:31.010188241Z",
+          "created_at": "2025-08-01T23:14:24.626495Z",
           "done": false,
           "done_reason": null,
           "total_duration": null,
@@ -292,7 +292,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:46:31.193929127Z",
+          "created_at": "2025-08-01T23:14:24.683554Z",
           "done": false,
           "done_reason": null,
           "total_duration": null,
@@ -310,7 +310,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:46:31.376791155Z",
+          "created_at": "2025-08-01T23:14:24.736715Z",
           "done": false,
           "done_reason": null,
           "total_duration": null,
@@ -328,7 +328,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:46:31.556745128Z",
+          "created_at": "2025-08-01T23:14:24.789545Z",
           "done": false,
           "done_reason": null,
           "total_duration": null,
@@ -346,15 +346,15 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:46:31.736710894Z",
+          "created_at": "2025-08-01T23:14:24.842095Z",
           "done": true,
           "done_reason": "stop",
-          "total_duration": 5753329414,
-          "load_duration": 42032646,
+          "total_duration": 1141228125,
+          "load_duration": 38375333,
           "prompt_eval_count": 371,
-          "prompt_eval_duration": 2437350540,
+          "prompt_eval_duration": 99000000,
           "eval_count": 19,
-          "eval_duration": 3273363452,
+          "eval_duration": 1002000000,
           "response": "",
           "thinking": null,
           "context": null
diff --git a/tests/integration/recordings/responses/ef59cbff54d0.json b/tests/integration/recordings/responses/ef59cbff54d0.json
index bf9c40660..e16cf605c 100644
--- a/tests/integration/recordings/responses/ef59cbff54d0.json
+++ b/tests/integration/recordings/responses/ef59cbff54d0.json
@@ -20,15 +20,15 @@
       "__type__": "ollama._types.GenerateResponse",
       "__data__": {
         "model": "llama-guard3:1b",
-        "created_at": "2025-07-31T17:59:04.621241272Z",
+        "created_at": "2025-08-01T23:12:54.110896Z",
         "done": true,
         "done_reason": "stop",
-        "total_duration": 1020488139,
-        "load_duration": 48171516,
+        "total_duration": 219323916,
+        "load_duration": 109411750,
         "prompt_eval_count": 213,
-        "prompt_eval_duration": 924613213,
+        "prompt_eval_duration": 86000000,
         "eval_count": 2,
-        "eval_duration": 47179414,
+        "eval_duration": 22000000,
         "response": "safe",
         "thinking": null,
         "context": null
diff --git a/tests/integration/recordings/responses/f477c2fe1332.json b/tests/integration/recordings/responses/f477c2fe1332.json
index 36db1f056..2e29690ee 100644
--- a/tests/integration/recordings/responses/f477c2fe1332.json
+++ b/tests/integration/recordings/responses/f477c2fe1332.json
@@ -22,7 +22,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:48:02.228613069Z",
+          "created_at": "2025-08-01T23:14:37.046199Z",
           "done": false,
           "done_reason": null,
           "total_duration": null,
@@ -40,7 +40,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:48:02.416516088Z",
+          "created_at": "2025-08-01T23:14:37.097228Z",
           "done": false,
           "done_reason": null,
           "total_duration": null,
@@ -58,7 +58,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:48:02.601455913Z",
+          "created_at": "2025-08-01T23:14:37.147575Z",
           "done": false,
           "done_reason": null,
           "total_duration": null,
@@ -76,7 +76,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:48:02.789779738Z",
+          "created_at": "2025-08-01T23:14:37.199038Z",
           "done": false,
           "done_reason": null,
           "total_duration": null,
@@ -94,7 +94,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:48:02.979797092Z",
+          "created_at": "2025-08-01T23:14:37.25106Z",
           "done": false,
           "done_reason": null,
           "total_duration": null,
@@ -112,7 +112,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:48:03.171273909Z",
+          "created_at": "2025-08-01T23:14:37.302712Z",
           "done": false,
           "done_reason": null,
           "total_duration": null,
@@ -130,7 +130,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:48:03.366307208Z",
+          "created_at": "2025-08-01T23:14:37.355658Z",
           "done": false,
           "done_reason": null,
           "total_duration": null,
@@ -148,7 +148,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:48:03.553860717Z",
+          "created_at": "2025-08-01T23:14:37.407436Z",
           "done": false,
           "done_reason": null,
           "total_duration": null,
@@ -166,7 +166,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:48:03.741050708Z",
+          "created_at": "2025-08-01T23:14:37.459062Z",
           "done": false,
           "done_reason": null,
           "total_duration": null,
@@ -184,7 +184,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:48:03.928660324Z",
+          "created_at": "2025-08-01T23:14:37.511804Z",
           "done": false,
           "done_reason": null,
           "total_duration": null,
@@ -202,7 +202,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:48:04.114285473Z",
+          "created_at": "2025-08-01T23:14:37.562406Z",
           "done": false,
           "done_reason": null,
           "total_duration": null,
@@ -220,7 +220,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:48:04.297051984Z",
+          "created_at": "2025-08-01T23:14:37.614648Z",
           "done": false,
           "done_reason": null,
           "total_duration": null,
@@ -238,7 +238,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:48:04.481247453Z",
+          "created_at": "2025-08-01T23:14:37.665414Z",
           "done": false,
           "done_reason": null,
           "total_duration": null,
@@ -256,7 +256,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:48:04.663502116Z",
+          "created_at": "2025-08-01T23:14:37.71826Z",
           "done": false,
           "done_reason": null,
           "total_duration": null,
@@ -274,7 +274,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:48:04.847068051Z",
+          "created_at": "2025-08-01T23:14:37.769822Z",
           "done": false,
           "done_reason": null,
           "total_duration": null,
@@ -292,7 +292,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:48:05.029468907Z",
+          "created_at": "2025-08-01T23:14:37.821049Z",
           "done": false,
           "done_reason": null,
           "total_duration": null,
@@ -310,7 +310,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:48:05.210665493Z",
+          "created_at": "2025-08-01T23:14:37.872903Z",
           "done": false,
           "done_reason": null,
           "total_duration": null,
@@ -328,7 +328,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:48:05.394445374Z",
+          "created_at": "2025-08-01T23:14:37.924976Z",
           "done": false,
           "done_reason": null,
           "total_duration": null,
@@ -346,7 +346,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:48:05.577557339Z",
+          "created_at": "2025-08-01T23:14:37.976776Z",
           "done": false,
           "done_reason": null,
           "total_duration": null,
@@ -364,7 +364,7 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:48:05.759740241Z",
+          "created_at": "2025-08-01T23:14:38.029285Z",
           "done": false,
           "done_reason": null,
           "total_duration": null,
@@ -382,15 +382,15 @@
         "__type__": "ollama._types.GenerateResponse",
         "__data__": {
           "model": "llama3.2:3b-instruct-fp16",
-          "created_at": "2025-07-31T17:48:05.941978534Z",
+          "created_at": "2025-08-01T23:14:38.084154Z",
           "done": true,
           "done_reason": "stop",
-          "total_duration": 35821787819,
-          "load_duration": 41469279,
+          "total_duration": 1782717042,
+          "load_duration": 78612834,
           "prompt_eval_count": 375,
-          "prompt_eval_duration": 32065473198,
+          "prompt_eval_duration": 658000000,
           "eval_count": 21,
-          "eval_duration": 3714298846,
+          "eval_duration": 1044000000,
           "response": "",
           "thinking": null,
           "context": null
diff --git a/tests/integration/recordings/responses/f70f30f54211.json b/tests/integration/recordings/responses/f70f30f54211.json
new file mode 100644
index 000000000..e0ea9c016
--- /dev/null
+++ b/tests/integration/recordings/responses/f70f30f54211.json
@@ -0,0 +1,84 @@
+{
+  "request": {
+    "method": "POST",
+    "url": "http://localhost:11434/v1/v1/chat/completions",
+    "headers": {},
+    "body": {
+      "model": "llama3.2:3b-instruct-fp16",
+      "messages": [
+        {
+          "role": "user",
+          "content": "What's the weather in Tokyo? Use the get_weather function to get the weather."
+        }
+      ],
+      "stream": false,
+      "tools": [
+        {
+          "type": "function",
+          "function": {
+            "name": "get_weather",
+            "description": "Get the weather in a given city",
+            "parameters": {
+              "type": "object",
+              "properties": {
+                "city": {
+                  "type": "string",
+                  "description": "The city to get the weather for"
+                }
+              }
+            }
+          }
+        }
+      ]
+    },
+    "endpoint": "/v1/chat/completions",
+    "model": "llama3.2:3b-instruct-fp16"
+  },
+  "response": {
+    "body": {
+      "__type__": "openai.types.chat.chat_completion.ChatCompletion",
+      "__data__": {
+        "id": "chatcmpl-549",
+        "choices": [
+          {
+            "finish_reason": "tool_calls",
+            "index": 0,
+            "logprobs": null,
+            "message": {
+              "content": "",
+              "refusal": null,
+              "role": "assistant",
+              "annotations": null,
+              "audio": null,
+              "function_call": null,
+              "tool_calls": [
+                {
+                  "id": "call_ybj7t2qt",
+                  "function": {
+                    "arguments": "{\"city\":\"Tokyo\"}",
+                    "name": "get_weather"
+                  },
+                  "type": "function",
+                  "index": 0
+                }
+              ]
+            }
+          }
+        ],
+        "created": 1754081857,
+        "model": "llama3.2:3b-instruct-fp16",
+        "object": "chat.completion",
+        "service_tier": null,
+        "system_fingerprint": "fp_ollama",
+        "usage": {
+          "completion_tokens": 18,
+          "prompt_tokens": 177,
+          "total_tokens": 195,
+          "completion_tokens_details": null,
+          "prompt_tokens_details": null
+        }
+      }
+    },
+    "is_streaming": false
+  }
+}
diff --git a/tests/integration/recordings/responses/fcdef245da95.json b/tests/integration/recordings/responses/fcdef245da95.json
index 1aa18e60f..04606b914 100644
--- a/tests/integration/recordings/responses/fcdef245da95.json
+++ b/tests/integration/recordings/responses/fcdef245da95.json
@@ -20,15 +20,15 @@
       "__type__": "ollama._types.GenerateResponse",
       "__data__": {
         "model": "llama-guard3:1b",
-        "created_at": "2025-07-31T17:43:20.195368079Z",
+        "created_at": "2025-08-01T23:13:55.309172Z",
         "done": true,
         "done_reason": "stop",
-        "total_duration": 4029876004,
-        "load_duration": 1111568374,
+        "total_duration": 2252068541,
+        "load_duration": 240932958,
         "prompt_eval_count": 212,
-        "prompt_eval_duration": 2868613054,
+        "prompt_eval_duration": 1979000000,
         "eval_count": 2,
-        "eval_duration": 48866061,
+        "eval_duration": 25000000,
         "response": "safe",
         "thinking": null,
         "context": null

From f2eee4e417cb54e805865934ef75729b06bed538 Mon Sep 17 00:00:00 2001
From: ehhuang <ehhuang@users.noreply.github.com>
Date: Fri, 1 Aug 2025 17:38:49 -0700
Subject: [PATCH 3/3] chore: create integration-tests script (#3016)

---
 .../actions/run-and-record-tests/action.yml   | 128 +---------
 scripts/integration-tests.sh                  | 240 ++++++++++++++++++
 2 files changed, 246 insertions(+), 122 deletions(-)
 create mode 100755 scripts/integration-tests.sh

diff --git a/.github/actions/run-and-record-tests/action.yml b/.github/actions/run-and-record-tests/action.yml
index a6acc5ce6..573148e46 100644
--- a/.github/actions/run-and-record-tests/action.yml
+++ b/.github/actions/run-and-record-tests/action.yml
@@ -29,132 +29,16 @@ runs:
         free -h
         df -h
 
-    - name: Set environment variables
-      shell: bash
-      run: |
-        echo "LLAMA_STACK_CLIENT_TIMEOUT=300" >> $GITHUB_ENV
-        echo "LLAMA_STACK_TEST_INFERENCE_MODE=${{ inputs.inference-mode }}" >> $GITHUB_ENV
-
-        # Configure provider-specific settings
-        if [ "${{ inputs.provider }}" == "ollama" ]; then
-          echo "OLLAMA_URL=http://0.0.0.0:11434" >> $GITHUB_ENV
-          echo "TEXT_MODEL=ollama/llama3.2:3b-instruct-fp16" >> $GITHUB_ENV
-          echo "SAFETY_MODEL=ollama/llama-guard3:1b" >> $GITHUB_ENV
-        else
-          echo "VLLM_URL=http://localhost:8000/v1" >> $GITHUB_ENV
-          echo "TEXT_MODEL=vllm/meta-llama/Llama-3.2-1B-Instruct" >> $GITHUB_ENV
-        fi
-
-        if [ "${{ inputs.run-vision-tests }}" == "true" ]; then
-          echo "LLAMA_STACK_TEST_RECORDING_DIR=tests/integration/recordings/vision" >> $GITHUB_ENV
-        else
-          echo "LLAMA_STACK_TEST_RECORDING_DIR=tests/integration/recordings" >> $GITHUB_ENV
-        fi
-
-    - name: Run Llama Stack Server
-      if: ${{ contains(inputs.stack-config, 'server:') }}
-      shell: bash
-      run: |
-        # Run this so pytest in a loop doesn't start-stop servers in a loop
-        echo "Starting Llama Stack Server"
-        nohup uv run llama stack run ci-tests --image-type venv > server.log 2>&1 &
-
-        echo "Waiting for Llama Stack Server to start"
-        for i in {1..30}; do
-          if curl -s http://localhost:8321/v1/health | grep -q "OK"; then
-            echo "Llama Stack Server started"
-            exit 0
-          fi
-          sleep 1
-        done
-
-        echo "Llama Stack Server failed to start"
-        cat server.log
-        exit 1
-
     - name: Run Integration Tests
       shell: bash
       run: |
-        stack_config="${{ inputs.stack-config }}"
-        EXCLUDE_TESTS="builtin_tool or safety_with_image or code_interpreter or test_rag"
+        ./scripts/integration-tests.sh \
+          --stack-config '${{ inputs.stack-config }}' \
+          --provider '${{ inputs.provider }}' \
+          --test-types '${{ inputs.test-types }}' \
+          --inference-mode '${{ inputs.inference-mode }}' \
+          ${{ inputs.run-vision-tests == 'true' && '--run-vision-tests' || '' }}
 
-        # Configure provider-specific settings
-        if [ "${{ inputs.provider }}" == "ollama" ]; then
-          EXTRA_PARAMS="--safety-shield=llama-guard"
-        else
-          EXTRA_PARAMS=""
-          EXCLUDE_TESTS="${EXCLUDE_TESTS} or test_inference_store_tool_calls"
-        fi
-
-        if [ "${{ inputs.run-vision-tests }}" == "true" ]; then
-          if uv run pytest -s -v tests/integration/inference/test_vision_inference.py --stack-config=${stack_config} \
-            -k "not( ${EXCLUDE_TESTS} )" \
-            --vision-model=ollama/llama3.2-vision:11b \
-            --embedding-model=sentence-transformers/all-MiniLM-L6-v2 \
-            --color=yes ${EXTRA_PARAMS} \
-            --capture=tee-sys | tee pytest-${{ inputs.inference-mode }}-vision.log; then
-            echo "✅ Tests completed for vision"
-          else
-            echo "❌ Tests failed for vision"
-            exit 1
-          fi
-
-          exit 0
-        fi
-
-        # Run non-vision tests
-        TEST_TYPES='${{ inputs.test-types }}'
-        echo "Test types to run: $TEST_TYPES"
-
-        # Collect all test files for the specified test types
-        TEST_FILES=""
-        for test_type in $(echo "$TEST_TYPES" | jq -r '.[]'); do
-          # if provider is vllm, exclude the following tests: (safety, post_training, tool_runtime)
-          if [ "${{ inputs.provider }}" == "vllm" ]; then
-            if [ "$test_type" == "safety" ] || [ "$test_type" == "post_training" ] || [ "$test_type" == "tool_runtime" ]; then
-              echo "Skipping $test_type for vllm provider"
-              continue
-            fi
-          fi
-
-          if [ -d "tests/integration/$test_type" ]; then
-            # Find all Python test files in this directory
-            test_files=$(find tests/integration/$test_type -name "test_*.py" -o -name "*_test.py")
-            if [ -n "$test_files" ]; then
-              TEST_FILES="$TEST_FILES $test_files"
-              echo "Added test files from $test_type: $(echo $test_files | wc -w) files"
-            fi
-          else
-            echo "Warning: Directory tests/integration/$test_type does not exist"
-          fi
-        done
-
-        if [ -z "$TEST_FILES" ]; then
-          echo "No test files found for the specified test types"
-          exit 1
-        fi
-
-        echo "=== Running all collected tests in a single pytest command ==="
-        echo "Total test files: $(echo $TEST_FILES | wc -w)"
-
-        if uv run pytest -s -v $TEST_FILES --stack-config=${stack_config} \
-          -k "not( ${EXCLUDE_TESTS} )" \
-          --text-model=$TEXT_MODEL \
-          --embedding-model=sentence-transformers/all-MiniLM-L6-v2 \
-          --color=yes ${EXTRA_PARAMS} \
-          --capture=tee-sys | tee pytest-${{ inputs.inference-mode }}-all.log; then
-          echo "✅ All tests completed successfully"
-        else
-          echo "❌ Tests failed"
-          exit 1
-        fi
-
-    - name: Check Storage and Memory Available After Tests
-      if: ${{ always() }}
-      shell: bash
-      run: |
-        free -h
-        df -h
 
     - name: Commit and push recordings
       if: ${{ inputs.inference-mode == 'record' }}
diff --git a/scripts/integration-tests.sh b/scripts/integration-tests.sh
new file mode 100755
index 000000000..08d16db51
--- /dev/null
+++ b/scripts/integration-tests.sh
@@ -0,0 +1,240 @@
+#!/bin/bash
+# Copyright (c) Meta Platforms, Inc. and affiliates.
+# All rights reserved.
+#
+# This source code is licensed under the terms described in the LICENSE file in
+# the root directory of this source tree.
+
+set -e
+
+# Integration test runner script for Llama Stack
+# This script extracts the integration test logic from GitHub Actions
+# to allow developers to run integration tests locally
+
+# Default values
+STACK_CONFIG=""
+PROVIDER=""
+TEST_TYPES='["inference"]'
+RUN_VISION_TESTS="false"
+INFERENCE_MODE="replay"
+EXTRA_PARAMS=""
+
+# Function to display usage
+usage() {
+    cat << EOF
+Usage: $0 [OPTIONS]
+
+Options:
+    --stack-config STRING    Stack configuration to use (required)
+    --provider STRING        Provider to use (ollama, vllm, etc.) (required)
+    --test-types JSON        JSON array of test types to run (default: '["inference"]')
+    --run-vision-tests       Run vision tests instead of regular tests
+    --inference-mode STRING  Inference mode: record or replay (default: replay)
+    --help                   Show this help message
+
+Examples:
+    # Basic inference tests with ollama
+    $0 --stack-config server:ollama --provider ollama
+
+    # Multiple test types with vllm
+    $0 --stack-config server:vllm --provider vllm --test-types '["inference", "agents"]'
+
+    # Vision tests with ollama
+    $0 --stack-config server:ollama --provider ollama --run-vision-tests
+
+    # Record mode for updating test recordings
+    $0 --stack-config server:ollama --provider ollama --inference-mode record
+EOF
+}
+
+# Parse command line arguments
+while [[ $# -gt 0 ]]; do
+    case $1 in
+        --stack-config)
+            STACK_CONFIG="$2"
+            shift 2
+            ;;
+        --provider)
+            PROVIDER="$2"
+            shift 2
+            ;;
+        --test-types)
+            TEST_TYPES="$2"
+            shift 2
+            ;;
+        --run-vision-tests)
+            RUN_VISION_TESTS="true"
+            shift
+            ;;
+        --inference-mode)
+            INFERENCE_MODE="$2"
+            shift 2
+            ;;
+        --help)
+            usage
+            exit 0
+            ;;
+        *)
+            echo "Unknown option: $1"
+            usage
+            exit 1
+            ;;
+    esac
+done
+
+
+# Validate required parameters
+if [[ -z "$STACK_CONFIG" ]]; then
+    echo "Error: --stack-config is required"
+    usage
+    exit 1
+fi
+
+if [[ -z "$PROVIDER" ]]; then
+    echo "Error: --provider is required"
+    usage
+    exit 1
+fi
+
+echo "=== Llama Stack Integration Test Runner ==="
+echo "Stack Config: $STACK_CONFIG"
+echo "Provider: $PROVIDER"
+echo "Test Types: $TEST_TYPES"
+echo "Vision Tests: $RUN_VISION_TESTS"
+echo "Inference Mode: $INFERENCE_MODE"
+echo ""
+
+# Check storage and memory before tests
+echo "=== System Resources Before Tests ==="
+free -h 2>/dev/null || echo "free command not available"
+df -h
+echo ""
+
+# Set environment variables
+export LLAMA_STACK_CLIENT_TIMEOUT=300
+export LLAMA_STACK_TEST_INFERENCE_MODE="$INFERENCE_MODE"
+
+# Configure provider-specific settings
+if [[ "$PROVIDER" == "ollama" ]]; then
+    export OLLAMA_URL="http://0.0.0.0:11434"
+    export TEXT_MODEL="ollama/llama3.2:3b-instruct-fp16"
+    export SAFETY_MODEL="ollama/llama-guard3:1b"
+    EXTRA_PARAMS="--safety-shield=llama-guard"
+else
+    export VLLM_URL="http://localhost:8000/v1"
+    export TEXT_MODEL="vllm/meta-llama/Llama-3.2-1B-Instruct"
+    EXTRA_PARAMS=""
+fi
+
+# Set recording directory
+if [[ "$RUN_VISION_TESTS" == "true" ]]; then
+    export LLAMA_STACK_TEST_RECORDING_DIR="tests/integration/recordings/vision"
+else
+    export LLAMA_STACK_TEST_RECORDING_DIR="tests/integration/recordings"
+fi
+
+# Start Llama Stack Server if needed
+if [[ "$STACK_CONFIG" == *"server:"* ]]; then
+    echo "=== Starting Llama Stack Server ==="
+    nohup uv run llama stack run ci-tests --image-type venv > server.log 2>&1 &
+
+    echo "Waiting for Llama Stack Server to start..."
+    for i in {1..30}; do
+        if curl -s http://localhost:8321/v1/health 2>/dev/null | grep -q "OK"; then
+            echo "✅ Llama Stack Server started successfully"
+            break
+        fi
+        if [[ $i -eq 30 ]]; then
+            echo "❌ Llama Stack Server failed to start"
+            echo "Server logs:"
+            cat server.log
+            exit 1
+        fi
+        sleep 1
+    done
+    echo ""
+fi
+
+# Run tests
+echo "=== Running Integration Tests ==="
+EXCLUDE_TESTS="builtin_tool or safety_with_image or code_interpreter or test_rag"
+
+# Additional exclusions for vllm provider
+if [[ "$PROVIDER" == "vllm" ]]; then
+    EXCLUDE_TESTS="${EXCLUDE_TESTS} or test_inference_store_tool_calls"
+fi
+
+# Run vision tests if specified
+if [[ "$RUN_VISION_TESTS" == "true" ]]; then
+    echo "Running vision tests..."
+    if uv run pytest -s -v tests/integration/inference/test_vision_inference.py \
+        --stack-config="$STACK_CONFIG" \
+        -k "not( $EXCLUDE_TESTS )" \
+        --vision-model=ollama/llama3.2-vision:11b \
+        --embedding-model=sentence-transformers/all-MiniLM-L6-v2 \
+        --color=yes $EXTRA_PARAMS \
+        --capture=tee-sys | tee pytest-${INFERENCE_MODE}-vision.log; then
+        echo "✅ Vision tests completed successfully"
+    else
+        echo "❌ Vision tests failed"
+        exit 1
+    fi
+    exit 0
+fi
+
+# Run regular tests
+echo "Test types to run: $TEST_TYPES"
+
+# Collect all test files for the specified test types
+TEST_FILES=""
+for test_type in $(echo "$TEST_TYPES" | jq -r '.[]'); do
+    # Skip certain test types for vllm provider
+    if [[ "$PROVIDER" == "vllm" ]]; then
+        if [[ "$test_type" == "safety" ]] || [[ "$test_type" == "post_training" ]] || [[ "$test_type" == "tool_runtime" ]]; then
+            echo "Skipping $test_type for vllm provider"
+            continue
+        fi
+    fi
+
+    if [[ -d "tests/integration/$test_type" ]]; then
+        # Find all Python test files in this directory
+        test_files=$(find tests/integration/$test_type -name "test_*.py" -o -name "*_test.py")
+        if [[ -n "$test_files" ]]; then
+            TEST_FILES="$TEST_FILES $test_files"
+            echo "Added test files from $test_type: $(echo $test_files | wc -w) files"
+        fi
+    else
+        echo "Warning: Directory tests/integration/$test_type does not exist"
+    fi
+done
+
+if [[ -z "$TEST_FILES" ]]; then
+    echo "No test files found for the specified test types"
+    exit 1
+fi
+
+echo ""
+echo "=== Running all collected tests in a single pytest command ==="
+echo "Total test files: $(echo $TEST_FILES | wc -w)"
+
+if uv run pytest -s -v $TEST_FILES \
+    --stack-config="$STACK_CONFIG" \
+    -k "not( $EXCLUDE_TESTS )" \
+    --text-model="$TEXT_MODEL" \
+    --embedding-model=sentence-transformers/all-MiniLM-L6-v2 \
+    --color=yes $EXTRA_PARAMS \
+    --capture=tee-sys | tee pytest-${INFERENCE_MODE}-all.log; then
+    echo "✅ All tests completed successfully"
+else
+    echo "❌ Tests failed"
+    exit 1
+fi
+
+# Check storage and memory after tests
+echo ""
+echo "=== System Resources After Tests ==="
+free -h 2>/dev/null || echo "free command not available"
+df -h
+
+echo ""
+echo "=== Integration Tests Complete ==="