diff --git a/SECURITY.md b/SECURITY.md new file mode 100644 index 00000000..d38bb7c4 --- /dev/null +++ b/SECURITY.md @@ -0,0 +1,25 @@ +# Security + +The Ollama maintainer team takes security seriously and will actively work to resolve security issues. + +## Reporting a vulnerability + +If you discover a security vulnerability, please do not open a public issue. Instead, please report it by emailing hello@ollama.com. We ask that you give us sufficient time to investigate and address the vulnerability before disclosing it publicly. + +Please include the following details in your report: +- A description of the vulnerability +- Steps to reproduce the issue +- Your assessment of the potential impact +- Any possible mitigations + +## Security best practices + +While the maintainer team does their best to secure Ollama, users are encouraged to implement their own security best practices, such as: + +- Regularly updating to the latest version of Ollama +- Securing access to hosted instances of Ollama +- Monitoring systems for unusual activity + +## Contact + +For any other questions or concerns related to security, please contact us at hello@ollama.com diff --git a/examples/README.md b/examples/README.md index 50cd2508..ccd3f9a1 100644 --- a/examples/README.md +++ b/examples/README.md @@ -28,8 +28,8 @@ See [ollama/docs/api.md](https://github.com/ollama/ollama/blob/main/docs/api.md) ### Multimodal with Images - Chat with a multimodal (image chat) model -- [multimodal_chat.py](multimodal_chat.py) -- [multimodal_generate.py](multimodal_generate.py) +- [multimodal-chat.py](multimodal-chat.py) +- [multimodal-generate.py](multimodal-generate.py) ### Structured Outputs - Generate structured outputs with a model diff --git a/examples/tools.py b/examples/tools.py index 32a20128..d6f3fcf2 100644 --- a/examples/tools.py +++ b/examples/tools.py @@ -12,14 +12,19 @@ def add_two_numbers(a: int, b: int) -> int: Returns: int: The sum of the two numbers """ - return a + b + + # The cast is necessary as returned tool call arguments don't always conform exactly to schema + # E.g. this would prevent "what is 30 + 12" to produce '3012' instead of 42 + return int(a) + int(b) def subtract_two_numbers(a: int, b: int) -> int: """ Subtract two numbers """ - return a - b + + # The cast is necessary as returned tool call arguments don't always conform exactly to schema + return int(a) - int(b) # Tools can still be manually defined and passed into chat diff --git a/ollama/_client.py b/ollama/_client.py index cbe43c94..541d9c82 100644 --- a/ollama/_client.py +++ b/ollama/_client.py @@ -190,7 +190,7 @@ def generate( stream: Literal[False] = False, raw: bool = False, format: Optional[Union[Literal['', 'json'], JsonSchemaValue]] = None, - images: Optional[Sequence[Union[str, bytes]]] = None, + images: Optional[Sequence[Union[str, bytes, Image]]] = None, options: Optional[Union[Mapping[str, Any], Options]] = None, keep_alive: Optional[Union[float, str]] = None, ) -> GenerateResponse: ... @@ -208,7 +208,7 @@ def generate( stream: Literal[True] = True, raw: bool = False, format: Optional[Union[Literal['', 'json'], JsonSchemaValue]] = None, - images: Optional[Sequence[Union[str, bytes]]] = None, + images: Optional[Sequence[Union[str, bytes, Image]]] = None, options: Optional[Union[Mapping[str, Any], Options]] = None, keep_alive: Optional[Union[float, str]] = None, ) -> Iterator[GenerateResponse]: ... @@ -225,7 +225,7 @@ def generate( stream: bool = False, raw: Optional[bool] = None, format: Optional[Union[Literal['', 'json'], JsonSchemaValue]] = None, - images: Optional[Sequence[Union[str, bytes]]] = None, + images: Optional[Sequence[Union[str, bytes, Image]]] = None, options: Optional[Union[Mapping[str, Any], Options]] = None, keep_alive: Optional[Union[float, str]] = None, ) -> Union[GenerateResponse, Iterator[GenerateResponse]]: @@ -694,7 +694,7 @@ async def generate( stream: Literal[False] = False, raw: bool = False, format: Optional[Union[Literal['', 'json'], JsonSchemaValue]] = None, - images: Optional[Sequence[Union[str, bytes]]] = None, + images: Optional[Sequence[Union[str, bytes, Image]]] = None, options: Optional[Union[Mapping[str, Any], Options]] = None, keep_alive: Optional[Union[float, str]] = None, ) -> GenerateResponse: ... @@ -712,7 +712,7 @@ async def generate( stream: Literal[True] = True, raw: bool = False, format: Optional[Union[Literal['', 'json'], JsonSchemaValue]] = None, - images: Optional[Sequence[Union[str, bytes]]] = None, + images: Optional[Sequence[Union[str, bytes, Image]]] = None, options: Optional[Union[Mapping[str, Any], Options]] = None, keep_alive: Optional[Union[float, str]] = None, ) -> AsyncIterator[GenerateResponse]: ... @@ -729,7 +729,7 @@ async def generate( stream: bool = False, raw: Optional[bool] = None, format: Optional[Union[Literal['', 'json'], JsonSchemaValue]] = None, - images: Optional[Sequence[Union[str, bytes]]] = None, + images: Optional[Sequence[Union[str, bytes, Image]]] = None, options: Optional[Union[Mapping[str, Any], Options]] = None, keep_alive: Optional[Union[float, str]] = None, ) -> Union[GenerateResponse, AsyncIterator[GenerateResponse]]: diff --git a/ollama/_types.py b/ollama/_types.py index 710c536e..dfeafcf1 100644 --- a/ollama/_types.py +++ b/ollama/_types.py @@ -256,7 +256,7 @@ class Message(SubscriptableBaseModel): Chat message. """ - role: Literal['user', 'assistant', 'system', 'tool'] + role: str "Assumed role of the message. Response messages has role 'assistant' or 'tool'." content: Optional[str] = None @@ -307,14 +307,19 @@ class Function(SubscriptableBaseModel): description: Optional[str] = None class Parameters(SubscriptableBaseModel): + model_config = ConfigDict(populate_by_name=True) type: Optional[Literal['object']] = 'object' + defs: Optional[Any] = Field(None, alias='$defs') + items: Optional[Any] = None required: Optional[Sequence[str]] = None class Property(SubscriptableBaseModel): model_config = ConfigDict(arbitrary_types_allowed=True) - type: Optional[str] = None + type: Optional[Union[str, Sequence[str]]] = None + items: Optional[Any] = None description: Optional[str] = None + enum: Optional[Sequence[Any]] = None properties: Optional[Mapping[str, Property]] = None @@ -324,6 +329,15 @@ class Property(SubscriptableBaseModel): class ChatRequest(BaseGenerateRequest): + @model_serializer(mode='wrap') + def serialize_model(self, nxt): + output = nxt(self) + if 'tools' in output and output['tools']: + for tool in output['tools']: + if 'function' in tool and 'parameters' in tool['function'] and 'defs' in tool['function']['parameters']: + tool['function']['parameters']['$defs'] = tool['function']['parameters'].pop('defs') + return output + messages: Optional[Sequence[Union[Mapping[str, Any], Message]]] = None 'Messages to chat with.' diff --git a/poetry.lock b/poetry.lock index d8968575..a8d11850 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 2.0.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 2.1.1 and should not be changed by hand. 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--hash=sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b \ --hash=sha256:47c2edf7c6738fafb49fd34290706d1a1a2f4d1c6df275526b62cbb4aa5393cc h11==0.14.0 ; python_version >= "3.8" and python_version < "4.0" \ --hash=sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d \ --hash=sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761 -httpcore==1.0.6 ; python_version >= "3.8" and python_version < "4.0" \ - --hash=sha256:27b59625743b85577a8c0e10e55b50b5368a4f2cfe8cc7bcfa9cf00829c2682f \ - --hash=sha256:73f6dbd6eb8c21bbf7ef8efad555481853f5f6acdeaff1edb0694289269ee17f +httpcore==1.0.8 ; python_version >= "3.8" and python_version < "4.0" \ + --hash=sha256:5254cf149bcb5f75e9d1b2b9f729ea4a4b883d1ad7379fc632b727cec23674be \ + --hash=sha256:86e94505ed24ea06514883fd44d2bc02d90e77e7979c8eb71b90f41d364a1bad httpx==0.28.1 ; python_version >= "3.8" and python_version < "4.0" \ 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--hash=sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc -typing-extensions==4.12.2 ; python_version >= "3.8" and python_version < "4.0" \ - --hash=sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d \ - --hash=sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8 +typing-extensions==4.13.2 ; python_version >= "3.8" and python_version < "4.0" \ + --hash=sha256:a439e7c04b49fec3e5d3e2beaa21755cadbbdc391694e28ccdd36ca4a1408f8c \ + --hash=sha256:e6c81219bd689f51865d9e372991c540bda33a0379d5573cddb9a3a23f7caaef diff --git a/tests/test_client.py b/tests/test_client.py index dacb953d..2130eb39 100644 --- a/tests/test_client.py +++ b/tests/test_client.py @@ -4,13 +4,16 @@ import re import tempfile from pathlib import Path +from typing import Any import pytest +from httpx import Response as httpxResponse from pydantic import BaseModel, ValidationError from pytest_httpserver import HTTPServer, URIPattern from werkzeug.wrappers import Request, Response from ollama._client import CONNECTION_ERROR_MESSAGE, AsyncClient, Client, _copy_tools +from ollama._types import Image, Message PNG_BASE64 = 'iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAIAAACQd1PeAAAADElEQVR4nGNgYGAAAAAEAAH2FzhVAAAAAElFTkSuQmCC' PNG_BYTES = base64.b64decode(PNG_BASE64) @@ -286,6 +289,46 @@ def test_client_generate(httpserver: HTTPServer): assert response['response'] == 'Because it is.' +def test_client_generate_with_image_type(httpserver: HTTPServer): + httpserver.expect_ordered_request( + '/api/generate', + method='POST', + json={ + 'model': 'dummy', + 'prompt': 'What is in this image?', + 'stream': False, + 'images': [PNG_BASE64], + }, + ).respond_with_json( + { + 'model': 'dummy', + 'response': 'A blue sky.', + } + ) + + client = Client(httpserver.url_for('/')) + response = client.generate('dummy', 'What is in this image?', images=[Image(value=PNG_BASE64)]) + assert response['model'] == 'dummy' + assert response['response'] == 'A blue sky.' + + +def test_client_generate_with_invalid_image(httpserver: HTTPServer): + httpserver.expect_ordered_request( + '/api/generate', + method='POST', + json={ + 'model': 'dummy', + 'prompt': 'What is in this image?', + 'stream': False, + 'images': ['invalid_base64'], + }, + ).respond_with_json({'error': 'Invalid image data'}, status=400) + + client = Client(httpserver.url_for('/')) + with pytest.raises(ValueError): + client.generate('dummy', 'What is in this image?', images=[Image(value='invalid_base64')]) + + def test_client_generate_stream(httpserver: HTTPServer): def stream_handler(_: Request): def generate(): @@ -1096,7 +1139,7 @@ def func2(y: str) -> int: 'description': 'Test function', 'parameters': { 'type': 'object', - 'properties': {'x': {'type': 'string', 'description': 'A string'}}, + 'properties': {'x': {'type': 'string', 'description': 'A string', 'enum': ['a', 'b', 'c']}, 'y': {'type': ['integer', 'number'], 'description': 'An integer'}}, 'required': ['x'], }, }, @@ -1140,3 +1183,32 @@ async def test_async_client_connection_error(): with pytest.raises(ConnectionError) as exc_info: await client.show('model') assert str(exc_info.value) == 'Failed to connect to Ollama. Please check that Ollama is downloaded, running and accessible. https://ollama.com/download' + + +def test_arbitrary_roles_accepted_in_message(): + _ = Message(role='somerandomrole', content="I'm ok with you adding any role message now!") + + +def _mock_request(*args: Any, **kwargs: Any) -> Response: + return httpxResponse(status_code=200, content="{'response': 'Hello world!'}") + + +def test_arbitrary_roles_accepted_in_message_request(monkeypatch: pytest.MonkeyPatch): + monkeypatch.setattr(Client, '_request', _mock_request) + + client = Client() + + client.chat(model='llama3.1', messages=[{'role': 'somerandomrole', 'content': "I'm ok with you adding any role message now!"}, {'role': 'user', 'content': 'Hello world!'}]) + + +async def _mock_request_async(*args: Any, **kwargs: Any) -> Response: + return httpxResponse(status_code=200, content="{'response': 'Hello world!'}") + + +@pytest.mark.asyncio +async def test_arbitrary_roles_accepted_in_message_request_async(monkeypatch: pytest.MonkeyPatch): + monkeypatch.setattr(AsyncClient, '_request', _mock_request_async) + + client = AsyncClient() + + await client.chat(model='llama3.1', messages=[{'role': 'somerandomrole', 'content': "I'm ok with you adding any role message now!"}, {'role': 'user', 'content': 'Hello world!'}]) diff --git a/tests/test_utils.py b/tests/test_utils.py index cef7bf29..e5e0743c 100644 --- a/tests/test_utils.py +++ b/tests/test_utils.py @@ -187,7 +187,7 @@ def only_description(): tool = convert_function_to_tool(only_description).model_dump() assert tool['function']['description'] == 'A function with only a description.' - assert tool['function']['parameters'] == {'type': 'object', 'properties': {}, 'required': None} + assert tool['function']['parameters'] == {'type': 'object', 'defs': None, 'items': None, 'required': None, 'properties': {}} def only_description_with_args(x: int, y: int): """ @@ -199,9 +199,11 @@ def only_description_with_args(x: int, y: int): assert tool['function']['description'] == 'A function with only a description.' assert tool['function']['parameters'] == { 'type': 'object', + 'defs': None, + 'items': None, 'properties': { - 'x': {'type': 'integer', 'description': ''}, - 'y': {'type': 'integer', 'description': ''}, + 'x': {'type': 'integer', 'description': '', 'enum': None, 'items': None}, + 'y': {'type': 'integer', 'description': '', 'enum': None, 'items': None}, }, 'required': ['x', 'y'], }