include tool calls

Update README.md
Add type overloads to methods (#181 )
2026-06-16 21:24:52 +00:00 · 2024-07-16 11:39:42 -07:00 · 2024-06-21 22:00:54 -04:00 · 2024-06-19 16:10:44 -07:00 · 2024-06-18 13:23:07 -07:00 · 2024-06-05 11:59:39 -07:00
13 changed files with 694 additions and 304 deletions
@@ -0,0 +1,10 @@
+version: 2
+updates:
+  - package-ecosystem: github-actions
+    directory: /
+    schedule:
+      interval: daily
+  - package-ecosystem: pip
+    directory: /
+    schedule:
+      interval: daily
@@ -26,7 +26,7 @@ jobs:
        run: |
          poetry export >requirements.txt
          git diff --exit-code requirements.txt
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
        with:
          name: pytest-results-${{ matrix.python-version }}
          path: junit/test-results-${{ matrix.python-version }}.xml
@@ -1,6 +1,6 @@
 # Ollama Python Library

-The Ollama Python library provides the easiest way to integrate Python 3.8+ projects with [Ollama](https://github.com/jmorganca/ollama).
+The Ollama Python library provides the easiest way to integrate Python 3.8+ projects with [Ollama](https://github.com/ollama/ollama).

 ## Install

@@ -12,7 +12,7 @@ pip install ollama

 ```python
 import ollama
-response = ollama.chat(model='llama2', messages=[
+response = ollama.chat(model='llama3', messages=[
  {
    'role': 'user',
    'content': 'Why is the sky blue?',
@@ -29,7 +29,7 @@ Response streaming can be enabled by setting `stream=True`, modifying function c
 import ollama

 stream = ollama.chat(
-    model='llama2',
+    model='llama3',
    messages=[{'role': 'user', 'content': 'Why is the sky blue?'}],
    stream=True,
 )
@@ -40,18 +40,18 @@ for chunk in stream:

 ## API

-The Ollama Python library's API is designed around the [Ollama REST API](https://github.com/jmorganca/ollama/blob/main/docs/api.md)
+The Ollama Python library's API is designed around the [Ollama REST API](https://github.com/ollama/ollama/blob/main/docs/api.md)

 ### Chat

 ```python
-ollama.chat(model='llama2', messages=[{'role': 'user', 'content': 'Why is the sky blue?'}])
+ollama.chat(model='llama3', messages=[{'role': 'user', 'content': 'Why is the sky blue?'}])
 ```

 ### Generate

 ```python
-ollama.generate(model='llama2', prompt='Why is the sky blue?')
+ollama.generate(model='llama3', prompt='Why is the sky blue?')
 ```

 ### List
@@ -63,14 +63,14 @@ ollama.list()
 ### Show

 ```python
-ollama.show('llama2')
+ollama.show('llama3')
 ```

 ### Create

 ```python
 modelfile='''
-FROM llama2
+FROM llama3
 SYSTEM You are mario from super mario bros.
 '''

@@ -80,31 +80,37 @@ ollama.create(model='example', modelfile=modelfile)
 ### Copy

 ```python
-ollama.copy('llama2', 'user/llama2')
+ollama.copy('llama3', 'user/llama3')
 ```

 ### Delete

 ```python
-ollama.delete('llama2')
+ollama.delete('llama3')
 ```

 ### Pull

 ```python
-ollama.pull('llama2')
+ollama.pull('llama3')
 ```

 ### Push

 ```python
-ollama.push('user/llama2')
+ollama.push('user/llama3')
 ```

 ### Embeddings

 ```python
-ollama.embeddings(model='llama2', prompt='They sky is blue because of rayleigh scattering')
+ollama.embeddings(model='llama3', prompt='The sky is blue because of rayleigh scattering')
+```
+
+### Ps
+
+```python
+ollama.ps()
 ```

 ## Custom client
@@ -117,7 +123,7 @@ A custom client can be created with the following fields:
 ```python
 from ollama import Client
 client = Client(host='http://localhost:11434')
-response = client.chat(model='llama2', messages=[
+response = client.chat(model='llama3', messages=[
  {
    'role': 'user',
    'content': 'Why is the sky blue?',
@@ -133,7 +139,7 @@ from ollama import AsyncClient

 async def chat():
  message = {'role': 'user', 'content': 'Why is the sky blue?'}
-  response = await AsyncClient().chat(model='llama2', messages=[message])
+  response = await AsyncClient().chat(model='llama3', messages=[message])

 asyncio.run(chat())
 ```
@@ -146,7 +152,7 @@ from ollama import AsyncClient

 async def chat():
  message = {'role': 'user', 'content': 'Why is the sky blue?'}
-  async for part in await AsyncClient().chat(model='llama2', messages=[message], stream=True):
+  async for part in await AsyncClient().chat(model='llama3', messages=[message], stream=True):
    print(part['message']['content'], end='', flush=True)

 asyncio.run(chat())
@@ -0,0 +1,20 @@
+import sys
+
+from ollama import create
+
+
+args = sys.argv[1:]
+if len(args) == 2:
+  # create from local file
+  path = args[1]
+else:
+  print('usage: python main.py <name> <filepath>')
+  sys.exit(1)
+
+# TODO: update to real Modelfile values
+modelfile = f"""
+FROM {path}
+"""
+
+for response in create(model=args[0], modelfile=modelfile, stream=True):
+  print(response['status'])
@@ -0,0 +1,31 @@
+from ollama import ps, pull, chat
+
+response = pull('mistral', stream=True)
+progress_states = set()
+for progress in response:
+  if progress.get('status') in progress_states:
+    continue
+  progress_states.add(progress.get('status'))
+  print(progress.get('status'))
+
+print('\n')
+
+response = chat('mistral', messages=[{'role': 'user', 'content': 'Hello!'}])
+print(response['message']['content'])
+
+print('\n')
+
+response = ps()
+
+name = response['models'][0]['name']
+size = response['models'][0]['size']
+size_vram = response['models'][0]['size_vram']
+
+if size == size_vram:
+  print(f'{name}: 100% GPU')
+elif not size_vram:
+  print(f'{name}: 100% CPU')
+else:
+  size_cpu = size - size_vram
+  cpu_percent = round(size_cpu / size * 100)
+  print(f'{name}: {cpu_percent}% CPU/{100 - cpu_percent}% GPU')
@@ -29,6 +29,7 @@ __all__ = [
  'list',
  'copy',
  'show',
+  'ps',
 ]

 _client = Client()
@@ -43,3 +44,4 @@ delete = _client.delete
 list = _client.list
 copy = _client.copy
 show = _client.show
+ps = _client.ps
@@ -2,13 +2,16 @@ import os
 import io
 import json
 import httpx
+import binascii
+import platform
 import urllib.parse
 from os import PathLike
 from pathlib import Path
+from copy import deepcopy
 from hashlib import sha256
-from base64 import b64encode
+from base64 import b64encode, b64decode

-from typing import Any, AnyStr, Union, Optional, Sequence, Mapping, Literal
+from typing import Any, AnyStr, Union, Optional, Sequence, Mapping, Literal, overload

 import sys

@@ -17,6 +20,13 @@ if sys.version_info < (3, 9):
 else:
  from collections.abc import Iterator, AsyncIterator

+from importlib import metadata
+
+try:
+  __version__ = metadata.version('ollama')
+except metadata.PackageNotFoundError:
+  __version__ = '0.0.0'
+
 from ollama._types import Message, Options, RequestError, ResponseError


@@ -36,10 +46,17 @@ class BaseClient:
    - `timeout`: None
    `kwargs` are passed to the httpx client.
    """
+
+    headers = kwargs.pop('headers', {})
+    headers['Content-Type'] = 'application/json'
+    headers['Accept'] = 'application/json'
+    headers['User-Agent'] = f'ollama-python/{__version__} ({platform.machine()} {platform.system().lower()}) Python/{platform.python_version()}'
+
    self._client = client(
      base_url=_parse_host(host or os.getenv('OLLAMA_HOST')),
      follow_redirects=follow_redirects,
      timeout=timeout,
+      headers=headers,
      **kwargs,
    )

@@ -80,6 +97,40 @@ class Client(BaseClient):
  ) -> Union[Mapping[str, Any], Iterator[Mapping[str, Any]]]:
    return self._stream(*args, **kwargs) if stream else self._request(*args, **kwargs).json()

+  @overload
+  def generate(
+    self,
+    model: str = '',
+    prompt: str = '',
+    system: str = '',
+    template: str = '',
+    context: Optional[Sequence[int]] = None,
+    stream: Literal[False] = False,
+    raw: bool = False,
+    format: Literal['', 'json'] = '',
+    images: Optional[Sequence[AnyStr]] = None,
+    tools: Optional[Sequence[Any]] = None,
+    options: Optional[Options] = None,
+    keep_alive: Optional[Union[float, str]] = None,
+  ) -> Mapping[str, Any]: ...
+
+  @overload
+  def generate(
+    self,
+    model: str = '',
+    prompt: str = '',
+    system: str = '',
+    template: str = '',
+    context: Optional[Sequence[int]] = None,
+    stream: Literal[True] = True,
+    raw: bool = False,
+    format: Literal['', 'json'] = '',
+    images: Optional[Sequence[AnyStr]] = None,
+    tools: Optional[Sequence[Any]] = None,
+    options: Optional[Options] = None,
+    keep_alive: Optional[Union[float, str]] = None,
+  ) -> Iterator[Mapping[str, Any]]: ...
+
  def generate(
    self,
    model: str = '',
@@ -91,7 +142,9 @@ class Client(BaseClient):
    raw: bool = False,
    format: Literal['', 'json'] = '',
    images: Optional[Sequence[AnyStr]] = None,
+    tools: Optional[Sequence[Any]] = None,
    options: Optional[Options] = None,
+    keep_alive: Optional[Union[float, str]] = None,
  ) -> Union[Mapping[str, Any], Iterator[Mapping[str, Any]]]:
    """
    Create a response using the requested model.
@@ -118,12 +171,36 @@ class Client(BaseClient):
        'stream': stream,
        'raw': raw,
        'images': [_encode_image(image) for image in images or []],
+        'tools': tools or [],
        'format': format,
        'options': options or {},
+        'keep_alive': keep_alive,
      },
      stream=stream,
    )

+  @overload
+  def chat(
+    self,
+    model: str = '',
+    messages: Optional[Sequence[Message]] = None,
+    stream: Literal[False] = False,
+    format: Literal['', 'json'] = '',
+    options: Optional[Options] = None,
+    keep_alive: Optional[Union[float, str]] = None,
+  ) -> Mapping[str, Any]: ...
+
+  @overload
+  def chat(
+    self,
+    model: str = '',
+    messages: Optional[Sequence[Message]] = None,
+    stream: Literal[True] = True,
+    format: Literal['', 'json'] = '',
+    options: Optional[Options] = None,
+    keep_alive: Optional[Union[float, str]] = None,
+  ) -> Iterator[Mapping[str, Any]]: ...
+
  def chat(
    self,
    model: str = '',
@@ -131,6 +208,7 @@ class Client(BaseClient):
    stream: bool = False,
    format: Literal['', 'json'] = '',
    options: Optional[Options] = None,
+    keep_alive: Optional[Union[float, str]] = None,
  ) -> Union[Mapping[str, Any], Iterator[Mapping[str, Any]]]:
    """
    Create a chat response using the requested model.
@@ -145,12 +223,14 @@ class Client(BaseClient):
    if not model:
      raise RequestError('must provide a model')

+    messages = deepcopy(messages)
+
    for message in messages or []:
      if not isinstance(message, dict):
        raise TypeError('messages must be a list of Message or dict-like objects')
      if not (role := message.get('role')) or role not in ['system', 'user', 'assistant']:
        raise RequestError('messages must contain a role and it must be one of "system", "user", or "assistant"')
-      if not message.get('content'):
+      if 'content' not in message:
        raise RequestError('messages must contain content')
      if images := message.get('images'):
        message['images'] = [_encode_image(image) for image in images]
@@ -164,11 +244,18 @@ class Client(BaseClient):
        'stream': stream,
        'format': format,
        'options': options or {},
+        'keep_alive': keep_alive,
      },
      stream=stream,
    )

-  def embeddings(self, model: str = '', prompt: str = '', options: Optional[Options] = None) -> Sequence[float]:
+  def embeddings(
+    self,
+    model: str = '',
+    prompt: str = '',
+    options: Optional[Options] = None,
+    keep_alive: Optional[Union[float, str]] = None,
+  ) -> Mapping[str, Sequence[float]]:
    return self._request(
      'POST',
      '/api/embeddings',
@@ -176,9 +263,26 @@ class Client(BaseClient):
        'model': model,
        'prompt': prompt,
        'options': options or {},
+        'keep_alive': keep_alive,
      },
    ).json()

+  @overload
+  def pull(
+    self,
+    model: str,
+    insecure: bool = False,
+    stream: Literal[False] = False,
+  ) -> Mapping[str, Any]: ...
+
+  @overload
+  def pull(
+    self,
+    model: str,
+    insecure: bool = False,
+    stream: Literal[True] = True,
+  ) -> Iterator[Mapping[str, Any]]: ...
+
  def pull(
    self,
    model: str,
@@ -201,6 +305,22 @@ class Client(BaseClient):
      stream=stream,
    )

+  @overload
+  def push(
+    self,
+    model: str,
+    insecure: bool = False,
+    stream: Literal[False] = False,
+  ) -> Mapping[str, Any]: ...
+
+  @overload
+  def push(
+    self,
+    model: str,
+    insecure: bool = False,
+    stream: Literal[True] = True,
+  ) -> Iterator[Mapping[str, Any]]: ...
+
  def push(
    self,
    model: str,
@@ -223,11 +343,32 @@ class Client(BaseClient):
      stream=stream,
    )

+  @overload
  def create(
    self,
    model: str,
    path: Optional[Union[str, PathLike]] = None,
    modelfile: Optional[str] = None,
+    quantize: Optional[str] = None,
+    stream: Literal[False] = False,
+  ) -> Mapping[str, Any]: ...
+
+  @overload
+  def create(
+    self,
+    model: str,
+    path: Optional[Union[str, PathLike]] = None,
+    modelfile: Optional[str] = None,
+    quantize: Optional[str] = None,
+    stream: Literal[True] = True,
+  ) -> Iterator[Mapping[str, Any]]: ...
+
+  def create(
+    self,
+    model: str,
+    path: Optional[Union[str, PathLike]] = None,
+    modelfile: Optional[str] = None,
+    quantize: Optional[str] = None,
    stream: bool = False,
  ) -> Union[Mapping[str, Any], Iterator[Mapping[str, Any]]]:
    """
@@ -249,6 +390,7 @@ class Client(BaseClient):
        'name': model,
        'modelfile': modelfile,
        'stream': stream,
+        'quantize': quantize,
      },
      stream=stream,
    )
@@ -307,6 +449,9 @@ class Client(BaseClient):
  def show(self, model: str) -> Mapping[str, Any]:
    return self._request('POST', '/api/show', json={'name': model}).json()

+  def ps(self) -> Mapping[str, Any]:
+    return self._request('GET', '/api/ps').json()
+

 class AsyncClient(BaseClient):
  def __init__(self, host: Optional[str] = None, **kwargs) -> None:
@@ -351,6 +496,38 @@ class AsyncClient(BaseClient):
    response = await self._request(*args, **kwargs)
    return response.json()

+  @overload
+  async def generate(
+    self,
+    model: str = '',
+    prompt: str = '',
+    system: str = '',
+    template: str = '',
+    context: Optional[Sequence[int]] = None,
+    stream: Literal[False] = False,
+    raw: bool = False,
+    format: Literal['', 'json'] = '',
+    images: Optional[Sequence[AnyStr]] = None,
+    options: Optional[Options] = None,
+    keep_alive: Optional[Union[float, str]] = None,
+  ) -> Mapping[str, Any]: ...
+
+  @overload
+  async def generate(
+    self,
+    model: str = '',
+    prompt: str = '',
+    system: str = '',
+    template: str = '',
+    context: Optional[Sequence[int]] = None,
+    stream: Literal[True] = True,
+    raw: bool = False,
+    format: Literal['', 'json'] = '',
+    images: Optional[Sequence[AnyStr]] = None,
+    options: Optional[Options] = None,
+    keep_alive: Optional[Union[float, str]] = None,
+  ) -> AsyncIterator[Mapping[str, Any]]: ...
+
  async def generate(
    self,
    model: str = '',
@@ -363,6 +540,7 @@ class AsyncClient(BaseClient):
    format: Literal['', 'json'] = '',
    images: Optional[Sequence[AnyStr]] = None,
    options: Optional[Options] = None,
+    keep_alive: Optional[Union[float, str]] = None,
  ) -> Union[Mapping[str, Any], AsyncIterator[Mapping[str, Any]]]:
    """
    Create a response using the requested model.
@@ -390,10 +568,33 @@ class AsyncClient(BaseClient):
        'images': [_encode_image(image) for image in images or []],
        'format': format,
        'options': options or {},
+        'keep_alive': keep_alive,
      },
      stream=stream,
    )

+  @overload
+  async def chat(
+    self,
+    model: str = '',
+    messages: Optional[Sequence[Message]] = None,
+    stream: Literal[False] = False,
+    format: Literal['', 'json'] = '',
+    options: Optional[Options] = None,
+    keep_alive: Optional[Union[float, str]] = None,
+  ) -> Mapping[str, Any]: ...
+
+  @overload
+  async def chat(
+    self,
+    model: str = '',
+    messages: Optional[Sequence[Message]] = None,
+    stream: Literal[True] = True,
+    format: Literal['', 'json'] = '',
+    options: Optional[Options] = None,
+    keep_alive: Optional[Union[float, str]] = None,
+  ) -> AsyncIterator[Mapping[str, Any]]: ...
+
  async def chat(
    self,
    model: str = '',
@@ -401,6 +602,7 @@ class AsyncClient(BaseClient):
    stream: bool = False,
    format: Literal['', 'json'] = '',
    options: Optional[Options] = None,
+    keep_alive: Optional[Union[float, str]] = None,
  ) -> Union[Mapping[str, Any], AsyncIterator[Mapping[str, Any]]]:
    """
    Create a chat response using the requested model.
@@ -414,12 +616,14 @@ class AsyncClient(BaseClient):
    if not model:
      raise RequestError('must provide a model')

+    messages = deepcopy(messages)
+
    for message in messages or []:
      if not isinstance(message, dict):
        raise TypeError('messages must be a list of strings')
      if not (role := message.get('role')) or role not in ['system', 'user', 'assistant']:
        raise RequestError('messages must contain a role and it must be one of "system", "user", or "assistant"')
-      if not message.get('content'):
+      if 'content' not in message:
        raise RequestError('messages must contain content')
      if images := message.get('images'):
        message['images'] = [_encode_image(image) for image in images]
@@ -433,11 +637,18 @@ class AsyncClient(BaseClient):
        'stream': stream,
        'format': format,
        'options': options or {},
+        'keep_alive': keep_alive,
      },
      stream=stream,
    )

-  async def embeddings(self, model: str = '', prompt: str = '', options: Optional[Options] = None) -> Sequence[float]:
+  async def embeddings(
+    self,
+    model: str = '',
+    prompt: str = '',
+    options: Optional[Options] = None,
+    keep_alive: Optional[Union[float, str]] = None,
+  ) -> Mapping[str, Sequence[float]]:
    response = await self._request(
      'POST',
      '/api/embeddings',
@@ -445,11 +656,28 @@ class AsyncClient(BaseClient):
        'model': model,
        'prompt': prompt,
        'options': options or {},
+        'keep_alive': keep_alive,
      },
    )

    return response.json()

+  @overload
+  async def pull(
+    self,
+    model: str,
+    insecure: bool = False,
+    stream: Literal[False] = False,
+  ) -> Mapping[str, Any]: ...
+
+  @overload
+  async def pull(
+    self,
+    model: str,
+    insecure: bool = False,
+    stream: Literal[True] = True,
+  ) -> AsyncIterator[Mapping[str, Any]]: ...
+
  async def pull(
    self,
    model: str,
@@ -472,6 +700,22 @@ class AsyncClient(BaseClient):
      stream=stream,
    )

+  @overload
+  async def push(
+    self,
+    model: str,
+    insecure: bool = False,
+    stream: Literal[False] = False,
+  ) -> Mapping[str, Any]: ...
+
+  @overload
+  async def push(
+    self,
+    model: str,
+    insecure: bool = False,
+    stream: Literal[True] = True,
+  ) -> AsyncIterator[Mapping[str, Any]]: ...
+
  async def push(
    self,
    model: str,
@@ -494,11 +738,32 @@ class AsyncClient(BaseClient):
      stream=stream,
    )

+  @overload
  async def create(
    self,
    model: str,
    path: Optional[Union[str, PathLike]] = None,
    modelfile: Optional[str] = None,
+    quantize: Optional[str] = None,
+    stream: Literal[False] = False,
+  ) -> Mapping[str, Any]: ...
+
+  @overload
+  async def create(
+    self,
+    model: str,
+    path: Optional[Union[str, PathLike]] = None,
+    modelfile: Optional[str] = None,
+    quantize: Optional[str] = None,
+    stream: Literal[True] = True,
+  ) -> AsyncIterator[Mapping[str, Any]]: ...
+
+  async def create(
+    self,
+    model: str,
+    path: Optional[Union[str, PathLike]] = None,
+    modelfile: Optional[str] = None,
+    quantize: Optional[str] = None,
    stream: bool = False,
  ) -> Union[Mapping[str, Any], AsyncIterator[Mapping[str, Any]]]:
    """
@@ -520,6 +785,7 @@ class AsyncClient(BaseClient):
        'name': model,
        'modelfile': modelfile,
        'stream': stream,
+        'quantize': quantize,
      },
      stream=stream,
    )
@@ -587,21 +853,49 @@ class AsyncClient(BaseClient):
    response = await self._request('POST', '/api/show', json={'name': model})
    return response.json()

+  async def ps(self) -> Mapping[str, Any]:
+    response = await self._request('GET', '/api/ps')
+    return response.json()
+

 def _encode_image(image) -> str:
-  if p := _as_path(image):
-    b64 = b64encode(p.read_bytes())
-  elif b := _as_bytesio(image):
-    b64 = b64encode(b.read())
-  else:
-    raise RequestError('images must be a list of bytes, path-like objects, or file-like objects')
+  """
+  >>> _encode_image(b'ollama')
+  'b2xsYW1h'
+  >>> _encode_image(io.BytesIO(b'ollama'))
+  'b2xsYW1h'
+  >>> _encode_image('LICENSE')
+  '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'
+  >>> _encode_image(Path('LICENSE'))
+  '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'
+  >>> _encode_image('YWJj')
+  'YWJj'
+  >>> _encode_image(b'YWJj')
+  'YWJj'
+  """

-  return b64.decode('utf-8')
+  if p := _as_path(image):
+    return b64encode(p.read_bytes()).decode('utf-8')
+
+  try:
+    b64decode(image, validate=True)
+    return image if isinstance(image, str) else image.decode('utf-8')
+  except (binascii.Error, TypeError):
+    ...
+
+  if b := _as_bytesio(image):
+    return b64encode(b.read()).decode('utf-8')
+
+  raise RequestError('image must be bytes, path-like object, or file-like object')


 def _as_path(s: Optional[Union[str, PathLike]]) -> Union[Path, None]:
  if isinstance(s, str) or isinstance(s, Path):
-    return Path(s)
+    try:
+      if (p := Path(s)).exists():
+        return p
+    except Exception:
+      ...
  return None


@@ -19,6 +19,9 @@ class BaseGenerateResponse(TypedDict):
  done: bool
  'True if response is complete, otherwise False. Useful for streaming to detect the final response.'

+  done_reason: str
+  'Reason for completion. Only present when done is True.'
+
  total_duration: int
  'Total duration in nanoseconds.'

@@ -49,6 +52,8 @@ class GenerateResponse(BaseGenerateResponse):
  context: Sequence[int]
  'Tokenized history up to the point of the response.'

+  tool_calls: Sequence[Any]
+  'List of tool calls made by the model.'

 class Message(TypedDict):
  """
@@ -95,7 +100,6 @@ class Options(TypedDict, total=False):
  numa: bool
  num_ctx: int
  num_batch: int
-  num_gqa: int
  num_gpu: int
  main_gpu: int
  low_vram: bool
@@ -105,8 +109,6 @@ class Options(TypedDict, total=False):
  use_mmap: bool
  use_mlock: bool
  embedding_only: bool
-  rope_frequency_base: float
-  rope_frequency_scale: float
  num_thread: int

  # runtime options
@@ -1,14 +1,14 @@
-# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.

 [[package]]
 name = "anyio"
-version = "4.2.0"
+version = "4.3.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "anyio-4.2.0-py3-none-any.whl", hash = "sha256:745843b39e829e108e518c489b31dc757de7d2131d53fac32bd8df268227bfee"},
-    {file = "anyio-4.2.0.tar.gz", hash = "sha256:e1875bb4b4e2de1669f4bc7869b6d3f54231cdced71605e6e64c9be77e3be50f"},
+    {file = "anyio-4.3.0-py3-none-any.whl", hash = "sha256:048e05d0f6caeed70d731f3db756d35dcc1f35747c8c403364a8332c630441b8"},
+    {file = "anyio-4.3.0.tar.gz", hash = "sha256:f75253795a87df48568485fd18cdd2a3fa5c4f7c5be8e5e36637733fce06fed6"},
 ]

 [package.dependencies]
@@ -24,13 +24,13 @@ trio = ["trio (>=0.23)"]

 [[package]]
 name = "certifi"
-version = "2023.11.17"
+version = "2024.2.2"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2023.11.17-py3-none-any.whl", hash = "sha256:e036ab49d5b79556f99cfc2d9320b34cfbe5be05c5871b51de9329f0603b0474"},
-    {file = "certifi-2023.11.17.tar.gz", hash = "sha256:9b469f3a900bf28dc19b8cfbf8019bf47f7fdd1a65a1d4ffb98fc14166beb4d1"},
+    {file = "certifi-2024.2.2-py3-none-any.whl", hash = "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"},
+    {file = "certifi-2024.2.2.tar.gz", hash = "sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f"},
 ]

 [[package]]
@@ -46,63 +46,63 @@ files = [

 [[package]]
 name = "coverage"
-version = "7.4.0"
+version = "7.4.4"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "coverage-7.4.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:36b0ea8ab20d6a7564e89cb6135920bc9188fb5f1f7152e94e8300b7b189441a"},
-    {file = "coverage-7.4.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:0676cd0ba581e514b7f726495ea75aba3eb20899d824636c6f59b0ed2f88c471"},
-    {file = "coverage-7.4.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d0ca5c71a5a1765a0f8f88022c52b6b8be740e512980362f7fdbb03725a0d6b9"},
-    {file = "coverage-7.4.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:a7c97726520f784239f6c62506bc70e48d01ae71e9da128259d61ca5e9788516"},
-    {file = "coverage-7.4.0-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:815ac2d0f3398a14286dc2cea223a6f338109f9ecf39a71160cd1628786bc6f5"},
-    {file = "coverage-7.4.0-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:80b5ee39b7f0131ebec7968baa9b2309eddb35b8403d1869e08f024efd883566"},
-    {file = "coverage-7.4.0-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:5b2ccb7548a0b65974860a78c9ffe1173cfb5877460e5a229238d985565574ae"},
-    {file = "coverage-7.4.0-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:995ea5c48c4ebfd898eacb098164b3cc826ba273b3049e4a889658548e321b43"},
-    {file = "coverage-7.4.0-cp310-cp310-win32.whl", hash = "sha256:79287fd95585ed36e83182794a57a46aeae0b64ca53929d1176db56aacc83451"},
-    {file = "coverage-7.4.0-cp310-cp310-win_amd64.whl", hash = "sha256:5b14b4f8760006bfdb6e08667af7bc2d8d9bfdb648351915315ea17645347137"},
-    {file = "coverage-7.4.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:04387a4a6ecb330c1878907ce0dc04078ea72a869263e53c72a1ba5bbdf380ca"},
-    {file = "coverage-7.4.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:ea81d8f9691bb53f4fb4db603203029643caffc82bf998ab5b59ca05560f4c06"},
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@@ -370,13 +371,13 @@ xmp = ["defusedxml"]

 [[package]]
 name = "pluggy"
-version = "1.3.0"
+version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
 files = [
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@@ -385,13 +386,13 @@ testing = ["pytest", "pytest-benchmark"]

 [[package]]
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+version = "8.2.2"
 description = "pytest: simple powerful testing with Python"
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 packaging = "*"
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-tomli = {version = ">=1.0.0", markers = "python_version < \"3.11\""}
+pluggy = ">=1.5,<2.0"
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 [[package]]
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+pytest = ">=7.0.0,<9"

 [package.extras]
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 [[package]]
 name = "pytest-cov"
-version = "4.1.0"
+version = "5.0.0"
 description = "Pytest plugin for measuring coverage."
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-python-versions = ">=3.7"
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 pytest = ">=4.6"

 [package.extras]
-testing = ["fields", "hunter", "process-tests", "pytest-xdist", "six", "virtualenv"]
+testing = ["fields", "hunter", "process-tests", "pytest-xdist", "virtualenv"]

 [[package]]
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+version = "1.0.10"
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+    {file = "ruff-0.4.7-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:e089371c67892a73b6bb1525608e89a2aca1b77b5440acf7a71dda5dac958f9e"},
+    {file = "ruff-0.4.7-py3-none-macosx_11_0_arm64.whl", hash = "sha256:10f973d521d910e5f9c72ab27e409e839089f955be8a4c8826601a6323a89753"},
+    {file = "ruff-0.4.7-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:59c3d110970001dfa494bcd95478e62286c751126dfb15c3c46e7915fc49694f"},
+    {file = "ruff-0.4.7-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:fa9773c6c00f4958f73b317bc0fd125295110c3776089f6ef318f4b775f0abe4"},
+    {file = "ruff-0.4.7-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:07fc80bbb61e42b3b23b10fda6a2a0f5a067f810180a3760c5ef1b456c21b9db"},
+    {file = "ruff-0.4.7-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:fa4dafe3fe66d90e2e2b63fa1591dd6e3f090ca2128daa0be33db894e6c18648"},
+    {file = "ruff-0.4.7-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:a7c0083febdec17571455903b184a10026603a1de078428ba155e7ce9358c5f6"},
+    {file = "ruff-0.4.7-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:ad1b20e66a44057c326168437d680a2166c177c939346b19c0d6b08a62a37589"},
+    {file = "ruff-0.4.7-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cbf5d818553add7511c38b05532d94a407f499d1a76ebb0cad0374e32bc67202"},
+    {file = "ruff-0.4.7-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:50e9651578b629baec3d1513b2534de0ac7ed7753e1382272b8d609997e27e83"},
+    {file = "ruff-0.4.7-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:8874a9df7766cb956b218a0a239e0a5d23d9e843e4da1e113ae1d27ee420877a"},
+    {file = "ruff-0.4.7-py3-none-musllinux_1_2_i686.whl", hash = "sha256:b9de9a6e49f7d529decd09381c0860c3f82fa0b0ea00ea78409b785d2308a567"},
+    {file = "ruff-0.4.7-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:13a1768b0691619822ae6d446132dbdfd568b700ecd3652b20d4e8bc1e498f78"},
+    {file = "ruff-0.4.7-py3-none-win32.whl", hash = "sha256:769e5a51df61e07e887b81e6f039e7ed3573316ab7dd9f635c5afaa310e4030e"},
+    {file = "ruff-0.4.7-py3-none-win_amd64.whl", hash = "sha256:9e3ab684ad403a9ed1226894c32c3ab9c2e0718440f6f50c7c5829932bc9e054"},
+    {file = "ruff-0.4.7-py3-none-win_arm64.whl", hash = "sha256:10f2204b9a613988e3484194c2c9e96a22079206b22b787605c255f130db5ed7"},
+    {file = "ruff-0.4.7.tar.gz", hash = "sha256:2331d2b051dc77a289a653fcc6a42cce357087c5975738157cd966590b18b5e1"},
 ]

 [[package]]
 name = "sniffio"
-version = "1.3.0"
+version = "1.3.1"
 description = "Sniff out which async library your code is running under"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "sniffio-1.3.0-py3-none-any.whl", hash = "sha256:eecefdce1e5bbfb7ad2eeaabf7c1eeb404d7757c379bd1f7e5cce9d8bf425384"},
-    {file = "sniffio-1.3.0.tar.gz", hash = "sha256:e60305c5e5d314f5389259b7f22aaa33d8f7dee49763119234af3755c55b9101"},
+    {file = "sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2"},
+    {file = "sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"},
 ]

 [[package]]
@@ -505,13 +506,13 @@ files = [

 [[package]]
 name = "typing-extensions"
-version = "4.9.0"
+version = "4.10.0"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "typing_extensions-4.9.0-py3-none-any.whl", hash = "sha256:af72aea155e91adfc61c3ae9e0e342dbc0cba726d6cba4b6c72c1f34e47291cd"},
-    {file = "typing_extensions-4.9.0.tar.gz", hash = "sha256:23478f88c37f27d76ac8aee6c905017a143b0b1b886c3c9f66bc2fd94f9f5783"},
+    {file = "typing_extensions-4.10.0-py3-none-any.whl", hash = "sha256:69b1a937c3a517342112fb4c6df7e72fc39a38e7891a5730ed4985b5214b5475"},
+    {file = "typing_extensions-4.10.0.tar.gz", hash = "sha256:b0abd7c89e8fb96f98db18d86106ff1d90ab692004eb746cf6eda2682f91b3cb"},
 ]

 [[package]]
@@ -534,4 +535,4 @@ watchdog = ["watchdog (>=2.3)"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.8"
-content-hash = "a516e97b6a647d7fb86935723d10ac863b6ca1debb23e1f3fd17307dddbba1aa"
+content-hash = "aa94e026d55b1357763a45d56cdcd20d0b53ec318350c2176b19313e315ab96d"
@@ -10,15 +10,15 @@ repository = "https://github.com/jmorganca/ollama-python"

 [tool.poetry.dependencies]
 python = "^3.8"
-httpx = "^0.25.2"
+httpx = "^0.27.0"

 [tool.poetry.group.dev.dependencies]
-pytest = "^7.4.3"
+pytest = ">=7.4.3,<9.0.0"
 pytest-asyncio = "^0.23.2"
-pytest-cov = "^4.1.0"
+pytest-cov = ">=4.1,<6.0"
 pytest-httpserver = "^1.0.8"
 pillow = "^10.2.0"
-ruff = "^0.1.8"
+ruff = ">=0.1.8,<0.5.0"

 [build-system]
 requires = ["poetry-core"]
@@ -1,27 +1,27 @@
-anyio==4.2.0 ; python_version >= "3.8" and python_version < "4.0" \
-    --hash=sha256:745843b39e829e108e518c489b31dc757de7d2131d53fac32bd8df268227bfee \
-    --hash=sha256:e1875bb4b4e2de1669f4bc7869b6d3f54231cdced71605e6e64c9be77e3be50f
-certifi==2023.11.17 ; python_version >= "3.8" and python_version < "4.0" \
-    --hash=sha256:9b469f3a900bf28dc19b8cfbf8019bf47f7fdd1a65a1d4ffb98fc14166beb4d1 \
-    --hash=sha256:e036ab49d5b79556f99cfc2d9320b34cfbe5be05c5871b51de9329f0603b0474
+anyio==4.3.0 ; python_version >= "3.8" and python_version < "4.0" \
+    --hash=sha256:048e05d0f6caeed70d731f3db756d35dcc1f35747c8c403364a8332c630441b8 \
+    --hash=sha256:f75253795a87df48568485fd18cdd2a3fa5c4f7c5be8e5e36637733fce06fed6
+certifi==2024.2.2 ; python_version >= "3.8" and python_version < "4.0" \
+    --hash=sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f \
+    --hash=sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1
 exceptiongroup==1.2.0 ; python_version >= "3.8" and python_version < "3.11" \
    --hash=sha256:4bfd3996ac73b41e9b9628b04e079f193850720ea5945fc96a08633c66912f14 \
    --hash=sha256:91f5c769735f051a4290d52edd0858999b57e5876e9f85937691bd4c9fa3ed68
 h11==0.14.0 ; python_version >= "3.8" and python_version < "4.0" \
    --hash=sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d \
    --hash=sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761
-httpcore==1.0.2 ; python_version >= "3.8" and python_version < "4.0" \
-    --hash=sha256:096cc05bca73b8e459a1fc3dcf585148f63e534eae4339559c9b8a8d6399acc7 \
-    --hash=sha256:9fc092e4799b26174648e54b74ed5f683132a464e95643b226e00c2ed2fa6535
-httpx==0.25.2 ; python_version >= "3.8" and python_version < "4.0" \
-    --hash=sha256:8b8fcaa0c8ea7b05edd69a094e63a2094c4efcb48129fb757361bc423c0ad9e8 \
-    --hash=sha256:a05d3d052d9b2dfce0e3896636467f8a5342fb2b902c819428e1ac65413ca118
+httpcore==1.0.4 ; python_version >= "3.8" and python_version < "4.0" \
+    --hash=sha256:ac418c1db41bade2ad53ae2f3834a3a0f5ae76b56cf5aa497d2d033384fc7d73 \
+    --hash=sha256:cb2839ccfcba0d2d3c1131d3c3e26dfc327326fbe7a5dc0dbfe9f6c9151bb022
+httpx==0.27.0 ; python_version >= "3.8" and python_version < "4.0" \
+    --hash=sha256:71d5465162c13681bff01ad59b2cc68dd838ea1f10e51574bac27103f00c91a5 \
+    --hash=sha256:a0cb88a46f32dc874e04ee956e4c2764aba2aa228f650b06788ba6bda2962ab5
 idna==3.6 ; python_version >= "3.8" and python_version < "4.0" \
    --hash=sha256:9ecdbbd083b06798ae1e86adcbfe8ab1479cf864e4ee30fe4e46a003d12491ca \
    --hash=sha256:c05567e9c24a6b9faaa835c4821bad0590fbb9d5779e7caa6e1cc4978e7eb24f
-sniffio==1.3.0 ; python_version >= "3.8" and python_version < "4.0" \
-    --hash=sha256:e60305c5e5d314f5389259b7f22aaa33d8f7dee49763119234af3755c55b9101 \
-    --hash=sha256:eecefdce1e5bbfb7ad2eeaabf7c1eeb404d7757c379bd1f7e5cce9d8bf425384
-typing-extensions==4.9.0 ; python_version >= "3.8" and python_version < "3.11" \
-    --hash=sha256:23478f88c37f27d76ac8aee6c905017a143b0b1b886c3c9f66bc2fd94f9f5783 \
-    --hash=sha256:af72aea155e91adfc61c3ae9e0e342dbc0cba726d6cba4b6c72c1f34e47291cd
+sniffio==1.3.1 ; python_version >= "3.8" and python_version < "4.0" \
+    --hash=sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2 \
+    --hash=sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc
+typing-extensions==4.10.0 ; python_version >= "3.8" and python_version < "3.11" \
+    --hash=sha256:69b1a937c3a517342112fb4c6df7e72fc39a38e7891a5730ed4985b5214b5475 \
+    --hash=sha256:b0abd7c89e8fb96f98db18d86106ff1d90ab692004eb746cf6eda2682f91b3cb
@@ -29,6 +29,7 @@ def test_client_chat(httpserver: HTTPServer):
      'stream': False,
      'format': '',
      'options': {},
+      'keep_alive': None,
    },
  ).respond_with_json(
    {
@@ -75,6 +76,7 @@ def test_client_chat_stream(httpserver: HTTPServer):
      'stream': True,
      'format': '',
      'options': {},
+      'keep_alive': None,
    },
  ).respond_with_handler(stream_handler)

@@ -103,6 +105,7 @@ def test_client_chat_images(httpserver: HTTPServer):
      'stream': False,
      'format': '',
      'options': {},
+      'keep_alive': None,
    },
  ).respond_with_json(
    {
@@ -139,6 +142,7 @@ def test_client_generate(httpserver: HTTPServer):
      'images': [],
      'format': '',
      'options': {},
+      'keep_alive': None,
    },
  ).respond_with_json(
    {
@@ -183,6 +187,7 @@ def test_client_generate_stream(httpserver: HTTPServer):
      'images': [],
      'format': '',
      'options': {},
+      'keep_alive': None,
    },
  ).respond_with_handler(stream_handler)

@@ -210,6 +215,7 @@ def test_client_generate_images(httpserver: HTTPServer):
      'images': ['iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAIAAACQd1PeAAAADElEQVR4nGNgYGAAAAAEAAH2FzhVAAAAAElFTkSuQmCC'],
      'format': '',
      'options': {},
+      'keep_alive': None,
    },
  ).respond_with_json(
    {
@@ -328,6 +334,7 @@ def test_client_create_path(httpserver: HTTPServer):
      'name': 'dummy',
      'modelfile': 'FROM @sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\n',
      'stream': False,
+      'quantize': None,
    },
  ).respond_with_json({})

@@ -351,6 +358,7 @@ def test_client_create_path_relative(httpserver: HTTPServer):
      'name': 'dummy',
      'modelfile': 'FROM @sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\n',
      'stream': False,
+      'quantize': None,
    },
  ).respond_with_json({})

@@ -383,6 +391,7 @@ def test_client_create_path_user_home(httpserver: HTTPServer, userhomedir):
      'name': 'dummy',
      'modelfile': 'FROM @sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\n',
      'stream': False,
+      'quantize': None,
    },
  ).respond_with_json({})

@@ -406,6 +415,7 @@ def test_client_create_modelfile(httpserver: HTTPServer):
      'name': 'dummy',
      'modelfile': 'FROM @sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\n',
      'stream': False,
+      'quantize': None,
    },
  ).respond_with_json({})

@@ -436,6 +446,7 @@ PARAMETER stop [/INST]
 PARAMETER stop <<SYS>>
 PARAMETER stop <</SYS>>''',
      'stream': False,
+      'quantize': None,
    },
  ).respond_with_json({})

@@ -472,6 +483,7 @@ def test_client_create_from_library(httpserver: HTTPServer):
      'name': 'dummy',
      'modelfile': 'FROM llama2',
      'stream': False,
+      'quantize': None,
    },
  ).respond_with_json({})

@@ -513,6 +525,7 @@ async def test_async_client_chat(httpserver: HTTPServer):
      'stream': False,
      'format': '',
      'options': {},
+      'keep_alive': None,
    },
  ).respond_with_json({})

@@ -550,6 +563,7 @@ async def test_async_client_chat_stream(httpserver: HTTPServer):
      'stream': True,
      'format': '',
      'options': {},
+      'keep_alive': None,
    },
  ).respond_with_handler(stream_handler)

@@ -579,6 +593,7 @@ async def test_async_client_chat_images(httpserver: HTTPServer):
      'stream': False,
      'format': '',
      'options': {},
+      'keep_alive': None,
    },
  ).respond_with_json({})

@@ -606,6 +621,7 @@ async def test_async_client_generate(httpserver: HTTPServer):
      'images': [],
      'format': '',
      'options': {},
+      'keep_alive': None,
    },
  ).respond_with_json({})

@@ -645,6 +661,7 @@ async def test_async_client_generate_stream(httpserver: HTTPServer):
      'images': [],
      'format': '',
      'options': {},
+      'keep_alive': None,
    },
  ).respond_with_handler(stream_handler)

@@ -673,6 +690,7 @@ async def test_async_client_generate_images(httpserver: HTTPServer):
      'images': ['iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAIAAACQd1PeAAAADElEQVR4nGNgYGAAAAAEAAH2FzhVAAAAAElFTkSuQmCC'],
      'format': '',
      'options': {},
+      'keep_alive': None,
    },
  ).respond_with_json({})

@@ -786,6 +804,7 @@ async def test_async_client_create_path(httpserver: HTTPServer):
      'name': 'dummy',
      'modelfile': 'FROM @sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\n',
      'stream': False,
+      'quantize': None,
    },
  ).respond_with_json({})

@@ -810,6 +829,7 @@ async def test_async_client_create_path_relative(httpserver: HTTPServer):
      'name': 'dummy',
      'modelfile': 'FROM @sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\n',
      'stream': False,
+      'quantize': None,
    },
  ).respond_with_json({})

@@ -834,6 +854,7 @@ async def test_async_client_create_path_user_home(httpserver: HTTPServer, userho
      'name': 'dummy',
      'modelfile': 'FROM @sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\n',
      'stream': False,
+      'quantize': None,
    },
  ).respond_with_json({})

@@ -858,6 +879,7 @@ async def test_async_client_create_modelfile(httpserver: HTTPServer):
      'name': 'dummy',
      'modelfile': 'FROM @sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\n',
      'stream': False,
+      'quantize': None,
    },
  ).respond_with_json({})

@@ -889,6 +911,7 @@ PARAMETER stop [/INST]
 PARAMETER stop <<SYS>>
 PARAMETER stop <</SYS>>''',
      'stream': False,
+      'quantize': None,
    },
  ).respond_with_json({})

@@ -926,6 +949,7 @@ async def test_async_client_create_from_library(httpserver: HTTPServer):
      'name': 'dummy',
      'modelfile': 'FROM llama2',
      'stream': False,
+      'quantize': None,
    },
  ).respond_with_json({})
Author	SHA1	Message	Date
Josh Yan	98b3a44b14	include tool calls	2024-07-16 11:39:42 -07:00
Jeffrey Morgan	1a15742705	Update README.md	2024-06-21 22:00:54 -04:00
royjhan	ce56f279e8	Add type overloads to methods (#181 ) * Add type overloads for chat() method in _client.py * Overloading * Fix Overload Overlap * Fix async chat * Lint * Reverse --------- Co-authored-by: Simon Ottenhaus <simon.ottenhaus@kenbun.de>	2024-06-19 16:10:44 -07:00
royjhan	982d65fea0	Simple Example (#179 )	2024-06-18 13:23:07 -07:00
Michael Yang	d25c4aa1cf	Merge pull request #129 from davep/mark-as-typed Add py.typed to mark the library as typed	2024-06-05 11:59:39 -07:00
Dave Pearson	fa7bf7cbd1	Revert explicit inclusion of py.typed	2024-06-05 19:43:37 +01:00
dependabot[bot]	04d102b406	Merge pull request #178 from ollama/dependabot/pip/pytest-8.2.2	2024-06-05 18:36:42 +00:00
Michael Yang	57c597b60e	Merge pull request #158 from tillfalko/main Avoid side effects if chat message contains images	2024-06-05 11:28:41 -07:00
dependabot[bot]	74db547ca4	Merge pull request #162 from ollama/dependabot/pip/pytest-asyncio-0.23.7	2024-06-05 18:13:54 +00:00
royjhan	d5316d023a	Python API PS (#177 ) * Python API PS * PS Rename * Readme	2024-06-05 11:12:32 -07:00
dependabot[bot]	14d7f8c1b7	Merge pull request #172 from ollama/dependabot/pip/ruff-0.4.7	2024-06-05 18:10:23 +00:00
dependabot[bot]	b45848a9cf	Bump pytest from 8.2.0 to 8.2.2 Bumps [pytest](https://github.com/pytest-dev/pytest) from 8.2.0 to 8.2.2. - [Release notes](https://github.com/pytest-dev/pytest/releases) - [Changelog](https://github.com/pytest-dev/pytest/blob/main/CHANGELOG.rst) - [Commits](https://github.com/pytest-dev/pytest/compare/8.2.0...8.2.2) --- updated-dependencies: - dependency-name: pytest dependency-type: direct:development update-type: version-update:semver-patch ... Signed-off-by: dependabot[bot] <support@github.com>	2024-06-04 22:21:10 +00:00
dependabot[bot]	4fb909db7b	Bump ruff from 0.4.3 to 0.4.7 Bumps [ruff](https://github.com/astral-sh/ruff) from 0.4.3 to 0.4.7. - [Release notes](https://github.com/astral-sh/ruff/releases) - [Changelog](https://github.com/astral-sh/ruff/blob/main/CHANGELOG.md) - [Commits](https://github.com/astral-sh/ruff/compare/v0.4.3...v0.4.7) --- updated-dependencies: - dependency-name: ruff dependency-type: direct:development update-type: version-update:semver-patch ... Signed-off-by: dependabot[bot] <support@github.com>	2024-05-31 22:22:27 +00:00
dependabot[bot]	0824044330	--- updated-dependencies: - dependency-name: pytest-asyncio dependency-type: direct:development update-type: version-update:semver-patch ... Signed-off-by: dependabot[bot] <support@github.com>	2024-05-20 22:48:40 +00:00
tillfalko	0f8c20a596	Avoid side effects if chat message contains images	2024-05-18 16:48:53 +02:00
Michael Yang	cb81f522b0	Merge pull request #154 from ollama/done-reason add done reason to generate type responses	2024-05-10 14:22:03 -07:00
Michael Yang	5dc857ea66	Merge pull request #150 from ollama/mxyng/quantization add quantization to create requests	2024-05-10 14:11:38 -07:00
Michael Yang	309007da80	add quantization to create requests	2024-05-10 14:10:37 -07:00
Michael Yang	3b69774f22	Merge pull request #152 from ollama/mxyng/rm-options remove old options	2024-05-10 14:09:46 -07:00
Bruce MacDonald	eaab4778c7	add done reason to generate type responses	2024-05-09 16:47:56 -07:00
Michael Yang	96214c0ffe	remove old options	2024-05-09 09:19:35 -07:00
Michael Yang	00eafed0fa	Merge pull request #135 from veinkr/main Update README.md link still point legacy url	2024-05-08 13:13:15 -07:00
Michael Yang	a8cb34e0ec	Merge pull request #138 from TitanStar73/patch-1 Update README.md	2024-05-08 13:13:06 -07:00
dependabot[bot]	2b66adebef	Merge pull request #140 from ollama/dependabot/pip/pytest-8.2.0	2024-05-08 20:10:43 +00:00
Michael Yang	cc1fca067b	Merge pull request #145 from jingfelix/fix/async-client-embed-annotation fix: annotation in AsyncClient.embedding	2024-05-08 13:10:28 -07:00
dependabot[bot]	8b91188f66	Merge pull request #148 from ollama/dependabot/pip/ruff-0.4.3	2024-05-08 20:08:56 +00:00
Michael Yang	85f526353a	Merge pull request #45 from adriens/patch-1 doc(README) : add prerequisites	2024-05-08 13:08:37 -07:00
dependabot[bot]	5cf83dcda8	Bump ruff from 0.4.1 to 0.4.3 Bumps [ruff](https://github.com/astral-sh/ruff) from 0.4.1 to 0.4.3. - [Release notes](https://github.com/astral-sh/ruff/releases) - [Changelog](https://github.com/astral-sh/ruff/blob/main/CHANGELOG.md) - [Commits](https://github.com/astral-sh/ruff/compare/v0.4.1...v0.4.3) --- updated-dependencies: - dependency-name: ruff dependency-type: direct:development update-type: version-update:semver-patch ... Signed-off-by: dependabot[bot] <support@github.com>	2024-05-06 22:56:17 +00:00
jingfelix	2ac751fb79	fix: annotation in AsyncClient.embedding Signed-off-by: jingfelix <jingfelix@outlook.com>	2024-05-03 16:29:03 +08:00
Dave Pearson	c4931b202d	Ensure that py.typed gets packaged and distributed	2024-04-30 18:19:08 +01:00
dependabot[bot]	30f762ae77	Bump pytest from 8.1.1 to 8.2.0 Bumps [pytest](https://github.com/pytest-dev/pytest) from 8.1.1 to 8.2.0. - [Release notes](https://github.com/pytest-dev/pytest/releases) - [Changelog](https://github.com/pytest-dev/pytest/blob/main/CHANGELOG.rst) - [Commits](https://github.com/pytest-dev/pytest/compare/8.1.1...8.2.0) --- updated-dependencies: - dependency-name: pytest dependency-type: direct:development update-type: version-update:semver-minor ... Signed-off-by: dependabot[bot] <support@github.com>	2024-04-29 22:54:49 +00:00
TitanStar73	e5c4799650	Update README.md Changing all demo code to use llama3 instead of llama2	2024-04-28 18:51:00 +05:30
Demon Finch	fed2b2ee02	Update README.md link still point legacy url	2024-04-27 13:07:34 +08:00
dependabot[bot]	e403d748a3	Merge pull request #110 from ollama/dependabot/pip/pillow-10.3.0	2024-04-25 18:07:11 +00:00
Dave Pearson	30090c5508	Add py.typed to mark the library as typed Removes an error like this: error: Skipping analyzing "ollama": module is installed, but missing library stubs or py.typed marker [import-untyped] when running mypy over code that uses the library.	2024-04-25 10:51:30 +01:00
dependabot[bot]	e1b0600088	Bump pillow from 10.2.0 to 10.3.0 Bumps [pillow](https://github.com/python-pillow/Pillow) from 10.2.0 to 10.3.0. - [Release notes](https://github.com/python-pillow/Pillow/releases) - [Changelog](https://github.com/python-pillow/Pillow/blob/main/CHANGES.rst) - [Commits](https://github.com/python-pillow/Pillow/compare/10.2.0...10.3.0) --- updated-dependencies: - dependency-name: pillow dependency-type: direct:development update-type: version-update:semver-minor ... Signed-off-by: dependabot[bot] <support@github.com>	2024-04-25 00:14:28 +00:00
dependabot[bot]	029b080c4c	Merge pull request #124 from ollama/dependabot/pip/ruff-0.4.1	2024-04-25 00:13:33 +00:00
Michael Yang	5b94a8d872	Merge pull request #118 from DSLstandard/fix-content-check fix 'content' check on messages in chat()	2024-04-24 17:12:41 -07:00
Michael Yang	d38fe129c3	Merge pull request #114 from N-Vlahovic/n-vlahovic/20240405-annotation-fix modified embeddings return annotation	2024-04-24 17:11:22 -07:00
dependabot[bot]	426b30e9ed	Bump ruff from 0.3.4 to 0.4.1 Bumps [ruff](https://github.com/astral-sh/ruff) from 0.3.4 to 0.4.1. - [Release notes](https://github.com/astral-sh/ruff/releases) - [Changelog](https://github.com/astral-sh/ruff/blob/main/CHANGELOG.md) - [Commits](https://github.com/astral-sh/ruff/compare/v0.3.4...v0.4.1) --- updated-dependencies: - dependency-name: ruff dependency-type: direct:development update-type: version-update:semver-minor ... Signed-off-by: dependabot[bot] <support@github.com>	2024-04-19 22:30:57 +00:00
DSLstandard	dc9543ba5f	fix 'content' check on messages in chat()	2024-04-15 20:39:49 +08:00
Niko	42f9f70bae	modified embeddings return annotation	2024-04-05 11:56:16 +02:00
Jeffrey Morgan	2fde317490	Update README.md	2024-04-04 18:25:24 -07:00
dependabot[bot]	7201dcbbd3	Merge pull request #107 from ollama/dependabot/pip/pytest-8.1.1	2024-03-28 16:14:51 +00:00
dependabot[bot]	dfa5b12061	Bump pytest from 7.4.4 to 8.1.1 Bumps [pytest](https://github.com/pytest-dev/pytest) from 7.4.4 to 8.1.1. - [Release notes](https://github.com/pytest-dev/pytest/releases) - [Changelog](https://github.com/pytest-dev/pytest/blob/main/CHANGELOG.rst) - [Commits](https://github.com/pytest-dev/pytest/compare/7.4.4...8.1.1) --- updated-dependencies: - dependency-name: pytest dependency-type: direct:development update-type: version-update:semver-major ... Signed-off-by: dependabot[bot] <support@github.com>	2024-03-28 00:20:49 +00:00
dependabot[bot]	f5a8ec3272	Merge pull request #106 from ollama/dependabot/pip/ruff-0.3.4	2024-03-28 00:19:36 +00:00
dependabot[bot]	3c9ba8cf2e	Bump ruff from 0.1.15 to 0.3.4 Bumps [ruff](https://github.com/astral-sh/ruff) from 0.1.15 to 0.3.4. - [Release notes](https://github.com/astral-sh/ruff/releases) - [Changelog](https://github.com/astral-sh/ruff/blob/main/CHANGELOG.md) - [Commits](https://github.com/astral-sh/ruff/compare/v0.1.15...v0.3.4) --- updated-dependencies: - dependency-name: ruff dependency-type: direct:development update-type: version-update:semver-minor ... Signed-off-by: dependabot[bot] <support@github.com>	2024-03-27 18:02:04 +00:00
dependabot[bot]	768c559094	Merge pull request #105 from ollama/dependabot/pip/pytest-cov-5.0.0	2024-03-27 18:00:56 +00:00
dependabot[bot]	44126e5a37	Merge pull request #104 from ollama/dependabot/github_actions/actions/upload-artifact-4	2024-03-27 18:00:10 +00:00
dependabot[bot]	841595aed1	Bump pytest-cov from 4.1.0 to 5.0.0 Bumps [pytest-cov](https://github.com/pytest-dev/pytest-cov) from 4.1.0 to 5.0.0. - [Changelog](https://github.com/pytest-dev/pytest-cov/blob/master/CHANGELOG.rst) - [Commits](https://github.com/pytest-dev/pytest-cov/compare/v4.1.0...v5.0.0) --- updated-dependencies: - dependency-name: pytest-cov dependency-type: direct:development update-type: version-update:semver-major ... Signed-off-by: dependabot[bot] <support@github.com>	2024-03-27 17:59:53 +00:00
dependabot[bot]	281e149001	Bump actions/upload-artifact from 3 to 4 Bumps [actions/upload-artifact](https://github.com/actions/upload-artifact) from 3 to 4. - [Release notes](https://github.com/actions/upload-artifact/releases) - [Commits](https://github.com/actions/upload-artifact/compare/v3...v4) --- updated-dependencies: - dependency-name: actions/upload-artifact dependency-type: direct:production update-type: version-update:semver-major ... Signed-off-by: dependabot[bot] <support@github.com>	2024-03-27 17:59:04 +00:00
Michael Yang	9c4a87c90b	Merge pull request #103 from ollama/dependabot add dependabot	2024-03-27 18:58:12 +01:00
Michael Yang	adcae4ce25	add dependabot	2024-03-27 10:53:32 -07:00
Michael Yang	6b351e54cf	Merge pull request #102 from ollama/deps update dependencies	2024-03-27 18:37:41 +01:00
Michael Yang	4896b53755	update dependencies	2024-03-27 09:57:40 -07:00
SALES	e28f43f892	Update README.md cf https://github.com/ollama/ollama-python/pull/45#issuecomment-1942447161	2024-02-16 07:02:48 +11:00
Michael Yang	fcdf5771f5	Merge pull request #58 from ollama/mxyng/python-user-agent python user agent	2024-02-09 15:32:48 -08:00
Michael Yang	ec8bf88c2b	add content-type and accept mirrors header values set by ollama cli	2024-02-08 11:59:43 -08:00
Michael Yang	8b929ab496	python user agent add a user agent to ollama-python requests	2024-02-08 11:17:06 -08:00
Michael Yang	eee32dda37	Merge pull request #52 from ollama/mxyng/create-example create example	2024-02-02 12:20:50 -08:00
Michael Yang	c74dd5835d	create example	2024-02-02 12:20:05 -08:00
Michael Yang	cdec2ad99e	Merge pull request #31 from ollama/keepalive add keep_alive	2024-02-02 08:52:08 -08:00
SALES	70e376368f	Update README.md Co-authored-by: Michael Esteban <mickel13@gmail.com>	2024-02-02 07:56:27 +11:00
Michael Yang	4a81fa43ee	Merge pull request #50 from ollama/mxyng/base64-encode-image fix: encode base64 inputs	2024-02-01 12:21:46 -08:00
Michael Yang	98ad0d884e	fix: encode base64 inputs	2024-02-01 12:12:14 -08:00
SALES	09ae36a0f9	doc(README) : add prerequisites	2024-01-31 21:13:54 +11:00
Michael Yang	fbb6553e03	add keep_alive	2024-01-26 11:33:03 -08:00