add insert support to generate endpoint (#215 )

* add suffix * update fill-in-the-middle example * keep example * lint * variables
Support api/embed (#208 )
2026-06-15 20:54:51 +00:00 · 2024-07-18 11:04:17 -07:00 · 2024-07-18 10:40:30 -07:00 · 2024-07-17 09:40:49 -07:00 · 2024-06-21 22:00:54 -04:00 · 2024-06-19 16:10:44 -07:00
17 changed files with 1247 additions and 371 deletions
@@ -0,0 +1,10 @@
+version: 2
+updates:
+  - package-ecosystem: github-actions
+    directory: /
+    schedule:
+      interval: daily
+  - package-ecosystem: pip
+    directory: /
+    schedule:
+      interval: daily
@@ -17,7 +17,8 @@ jobs:
          python-version: ${{ matrix.python-version }}
          cache: poetry
      - run: poetry install --with=dev
-      - run: poetry run ruff --output-format=github .
+      - run: poetry run ruff check --output-format=github .
+      - run: poetry run ruff format --check .
      - run: poetry run pytest . --junitxml=junit/test-results-${{ matrix.python-version }}.xml --cov=ollama --cov-report=xml --cov-report=html
      - name: check poetry.lock is up-to-date
        run: poetry check --lock
@@ -25,7 +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
@@ -1,48 +1,137 @@
 # Ollama Python Library

-The Ollama Python library provides the easiest way to integrate your Python 3 project 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).

-## Getting Started
-
-Requires Python 3.8 or higher.
+## Install

 ```sh
 pip install ollama
 ```

-A global default client is provided for convenience and can be used in the same way as the synchronous client.
+## Usage

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

+## Streaming responses
+
+Response streaming can be enabled by setting `stream=True`, modifying function calls to return a Python generator where each part is an object in the stream.
+
 ```python
 import ollama
-message = {'role': 'user', 'content': 'Why is the sky blue?'}
-for part in ollama.chat(model='llama2', messages=[message], stream=True):
-  print(part['message']['content'], end='', flush=True)
+
+stream = ollama.chat(
+    model='llama3',
+    messages=[{'role': 'user', 'content': 'Why is the sky blue?'}],
+    stream=True,
+)
+
+for chunk in stream:
+  print(chunk['message']['content'], end='', flush=True)
 ```

+## API

-## Using the Synchronous Client
+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='llama3', messages=[{'role': 'user', 'content': 'Why is the sky blue?'}])
+```
+
+### Generate
+
+```python
+ollama.generate(model='llama3', prompt='Why is the sky blue?')
+```
+
+### List
+
+```python
+ollama.list()
+```
+
+### Show
+
+```python
+ollama.show('llama3')
+```
+
+### Create
+
+```python
+modelfile='''
+FROM llama3
+SYSTEM You are mario from super mario bros.
+'''
+
+ollama.create(model='example', modelfile=modelfile)
+```
+
+### Copy
+
+```python
+ollama.copy('llama3', 'user/llama3')
+```
+
+### Delete
+
+```python
+ollama.delete('llama3')
+```
+
+### Pull
+
+```python
+ollama.pull('llama3')
+```
+
+### Push
+
+```python
+ollama.push('user/llama3')
+```
+
+### Embeddings
+
+```python
+ollama.embeddings(model='llama3', prompt='The sky is blue because of rayleigh scattering')
+```
+
+### Ps
+
+```python
+ollama.ps()
+```
+
+## Custom client
+
+A custom client can be created with the following fields:
+
+- `host`: The Ollama host to connect to
+- `timeout`: The timeout for requests

 ```python
 from ollama import Client
-message = {'role': 'user', 'content': 'Why is the sky blue?'}
-response = Client().chat(model='llama2', messages=[message])
+client = Client(host='http://localhost:11434')
+response = client.chat(model='llama3', messages=[
+  {
+    'role': 'user',
+    'content': 'Why is the sky blue?',
+  },
+])
 ```

-Response streaming can be enabled by setting `stream=True`. This modifies the function to return a Python generator where each part is an object in the stream.
-
-```python
-from ollama import Client
-message = {'role': 'user', 'content': 'Why is the sky blue?'}
-for part in Client().chat(model='llama2', messages=[message], stream=True):
-  print(part['message']['content'], end='', flush=True)
-```
-
-## Using the Asynchronous Client
+## Async client

 ```python
 import asyncio
@@ -50,12 +139,12 @@ 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())
 ```

-Similar to the synchronous client, setting `stream=True` modifies the function to return a Python asynchronous generator.
+Setting `stream=True` modifies functions to return a Python asynchronous generator:

 ```python
 import asyncio
@@ -63,13 +152,13 @@ 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())
 ```

-## Handling Errors
+## Errors

 Errors are raised if requests return an error status or if an error is detected while streaming.

@@ -79,7 +168,7 @@ model = 'does-not-yet-exist'
 try:
  ollama.chat(model)
 except ollama.ResponseError as e:
-  print('Error:', e.content)
+  print('Error:', e.error)
  if e.status_code == 404:
    ollama.pull(model)
 ```
@@ -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'])
@@ -1,16 +1,16 @@
 from ollama import generate

-prefix = '''def remove_non_ascii(s: str) -> str:
+prompt = '''def remove_non_ascii(s: str) -> str:
    """ '''

 suffix = """
    return result
 """

-
 response = generate(
  model='codellama:7b-code',
-  prompt=f'<PRE> {prefix} <SUF>{suffix} <MID>',
+  prompt=prompt,
+  suffix=suffix,
  options={
    'num_predict': 128,
    'temperature': 0,
@@ -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')
@@ -13,7 +13,7 @@ for progress in pull('mistral', stream=True):
    continue

  if digest not in bars and (total := progress.get('total')):
-    bars[digest] = tqdm(total=total, desc=f'pushing {digest[7:19]}', unit='B', unit_scale=True)
+    bars[digest] = tqdm(total=total, desc=f'pulling {digest[7:19]}', unit='B', unit_scale=True)

  if completed := progress.get('completed'):
    bars[digest].update(completed - bars[digest].n)
@@ -0,0 +1,3 @@
+# tools
+
+This example demonstrates how to utilize tool calls with an asynchronous Ollama client and the chat endpoint. 
@@ -0,0 +1,87 @@
+import json
+import ollama
+import asyncio
+
+
+# Simulates an API call to get flight times
+# In a real application, this would fetch data from a live database or API
+def get_flight_times(departure: str, arrival: str) -> str:
+  flights = {
+    'NYC-LAX': {'departure': '08:00 AM', 'arrival': '11:30 AM', 'duration': '5h 30m'},
+    'LAX-NYC': {'departure': '02:00 PM', 'arrival': '10:30 PM', 'duration': '5h 30m'},
+    'LHR-JFK': {'departure': '10:00 AM', 'arrival': '01:00 PM', 'duration': '8h 00m'},
+    'JFK-LHR': {'departure': '09:00 PM', 'arrival': '09:00 AM', 'duration': '7h 00m'},
+    'CDG-DXB': {'departure': '11:00 AM', 'arrival': '08:00 PM', 'duration': '6h 00m'},
+    'DXB-CDG': {'departure': '03:00 AM', 'arrival': '07:30 AM', 'duration': '7h 30m'},
+  }
+
+  key = f'{departure}-{arrival}'.upper()
+  return json.dumps(flights.get(key, {'error': 'Flight not found'}))
+
+
+async def run(model: str):
+  client = ollama.AsyncClient()
+  # Initialize conversation with a user query
+  messages = [{'role': 'user', 'content': 'What is the flight time from New York (NYC) to Los Angeles (LAX)?'}]
+
+  # First API call: Send the query and function description to the model
+  response = await client.chat(
+    model=model,
+    messages=messages,
+    tools=[
+      {
+        'type': 'function',
+        'function': {
+          'name': 'get_flight_times',
+          'description': 'Get the flight times between two cities',
+          'parameters': {
+            'type': 'object',
+            'properties': {
+              'departure': {
+                'type': 'string',
+                'description': 'The departure city (airport code)',
+              },
+              'arrival': {
+                'type': 'string',
+                'description': 'The arrival city (airport code)',
+              },
+            },
+            'required': ['departure', 'arrival'],
+          },
+        },
+      },
+    ],
+  )
+
+  # Add the model's response to the conversation history
+  messages.append(response['message'])
+
+  # Check if the model decided to use the provided function
+  if not response['message'].get('tool_calls'):
+    print("The model didn't use the function. Its response was:")
+    print(response['message']['content'])
+    return
+
+  # Process function calls made by the model
+  if response['message'].get('tool_calls'):
+    available_functions = {
+      'get_flight_times': get_flight_times,
+    }
+    for tool in response['message']['tool_calls']:
+      function_to_call = available_functions[tool['function']['name']]
+      function_response = function_to_call(tool['function']['arguments']['departure'], tool['function']['arguments']['arrival'])
+      # Add function response to the conversation
+      messages.append(
+        {
+          'role': 'tool',
+          'content': function_response,
+        }
+      )
+
+  # Second API call: Get final response from the model
+  final_response = await client.chat(model=model, messages=messages)
+  print(final_response['message']['content'])
+
+
+# Run the async function
+asyncio.run(run('mistral'))
@@ -21,6 +21,7 @@ __all__ = [
  'ResponseError',
  'generate',
  'chat',
+  'embed',
  'embeddings',
  'pull',
  'push',
@@ -29,12 +30,14 @@ __all__ = [
  'list',
  'copy',
  'show',
+  'ps',
 ]

 _client = Client()

 generate = _client.generate
 chat = _client.chat
+embed = _client.embed
 embeddings = _client.embeddings
 pull = _client.pull
 push = _client.push
@@ -43,3 +46,4 @@ 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

@@ -17,7 +20,14 @@ if sys.version_info < (3, 9):
 else:
  from collections.abc import Iterator, AsyncIterator

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


 class BaseClient:
@@ -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,
    )

@@ -80,10 +97,45 @@ 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 = '',
+    suffix: 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
+  def generate(
+    self,
+    model: str = '',
+    prompt: str = '',
+    suffix: 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,
+  ) -> Iterator[Mapping[str, Any]]: ...
+
+  def generate(
+    self,
+    model: str = '',
+    prompt: str = '',
+    suffix: str = '',
    system: str = '',
    template: str = '',
    context: Optional[Sequence[int]] = None,
@@ -92,6 +144,7 @@ class Client(BaseClient):
    format: Literal['', 'json'] = '',
    images: Optional[Sequence[AnyStr]] = 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.
@@ -112,6 +165,7 @@ class Client(BaseClient):
      json={
        'model': model,
        'prompt': prompt,
+        'suffix': suffix,
        'system': system,
        'template': template,
        'context': context or [],
@@ -120,17 +174,44 @@ class Client(BaseClient):
        'images': [_encode_image(image) for image in images or []],
        'format': format,
        'options': options or {},
+        'keep_alive': keep_alive,
      },
      stream=stream,
    )

+  @overload
+  def chat(
+    self,
+    model: str = '',
+    messages: Optional[Sequence[Message]] = None,
+    tools: Optional[Sequence[Tool]] = 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,
+    tools: Optional[Sequence[Tool]] = 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 = '',
    messages: Optional[Sequence[Message]] = None,
+    tools: Optional[Sequence[Tool]] = None,
    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.
@@ -145,13 +226,9 @@ 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'):
-        raise RequestError('messages must contain content')
      if images := message.get('images'):
        message['images'] = [_encode_image(image) for image in images]

@@ -161,14 +238,45 @@ class Client(BaseClient):
      json={
        'model': model,
        'messages': messages,
+        'tools': tools or [],
        '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 embed(
+    self,
+    model: str = '',
+    input: Union[str, Sequence[AnyStr]] = '',
+    truncate: bool = True,
+    options: Optional[Options] = None,
+    keep_alive: Optional[Union[float, str]] = None,
+  ) -> Mapping[str, Any]:
+    if not model:
+      raise RequestError('must provide a model')
+
+    return self._request(
+      'POST',
+      '/api/embed',
+      json={
+        'model': model,
+        'input': input,
+        'truncate': truncate,
+        'options': options or {},
+        'keep_alive': keep_alive,
+      },
+    ).json()
+
+  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 +284,26 @@ 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 +326,22 @@ 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 +364,32 @@ 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 +411,7 @@ class Client(BaseClient):
        'name': model,
        'modelfile': modelfile,
        'stream': stream,
+        'quantize': quantize,
      },
      stream=stream,
    )
@@ -259,13 +422,16 @@ class Client(BaseClient):
    out = io.StringIO()
    for line in io.StringIO(modelfile):
      command, _, args = line.partition(' ')
-      if command.upper() in ['FROM', 'ADAPTER']:
-        path = Path(args.strip()).expanduser()
-        path = path if path.is_absolute() else base / path
-        if path.exists():
-          args = f'@{self._create_blob(path)}'
+      if command.upper() not in ['FROM', 'ADAPTER']:
+        print(line, end='', file=out)
+        continue
+
+      path = Path(args.strip()).expanduser()
+      path = path if path.is_absolute() else base / path
+      if path.exists():
+        args = f'@{self._create_blob(path)}\n'
+      print(command, args, end='', file=out)

-      print(command, args, file=out)
    return out.getvalue()

  def _create_blob(self, path: Union[str, Path]) -> str:
@@ -304,6 +470,9 @@ 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:
@@ -348,10 +517,45 @@ class AsyncClient(BaseClient):
    response = await self._request(*args, **kwargs)
    return response.json()

+  @overload
  async def generate(
    self,
    model: str = '',
    prompt: str = '',
+    suffix: 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 = '',
+    suffix: 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 = '',
+    prompt: str = '',
+    suffix: str = '',
    system: str = '',
    template: str = '',
    context: Optional[Sequence[int]] = None,
@@ -360,6 +564,7 @@ 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.
@@ -379,6 +584,7 @@ class AsyncClient(BaseClient):
      json={
        'model': model,
        'prompt': prompt,
+        'suffix': suffix,
        'system': system,
        'template': template,
        'context': context or [],
@@ -387,17 +593,44 @@ 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,
+    tools: Optional[Sequence[Tool]] = 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,
+    tools: Optional[Sequence[Tool]] = 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 = '',
    messages: Optional[Sequence[Message]] = None,
+    tools: Optional[Sequence[Tool]] = None,
    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.
@@ -411,13 +644,9 @@ 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'):
-        raise RequestError('messages must contain content')
      if images := message.get('images'):
        message['images'] = [_encode_image(image) for image in images]

@@ -427,14 +656,47 @@ class AsyncClient(BaseClient):
      json={
        'model': model,
        'messages': messages,
+        'tools': tools or [],
        '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 embed(
+    self,
+    model: str = '',
+    input: Union[str, Sequence[AnyStr]] = '',
+    truncate: bool = True,
+    options: Optional[Options] = None,
+    keep_alive: Optional[Union[float, str]] = None,
+  ) -> Mapping[str, Any]:
+    if not model:
+      raise RequestError('must provide a model')
+
+    response = await self._request(
+      'POST',
+      '/api/embed',
+      json={
+        'model': model,
+        'input': input,
+        'truncate': truncate,
+        'options': options or {},
+        'keep_alive': keep_alive,
+      },
+    )
+
+    return response.json()
+
+  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',
@@ -442,11 +704,28 @@ 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,
@@ -469,6 +748,22 @@ 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,
@@ -491,11 +786,32 @@ 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]]]:
    """
@@ -517,6 +833,7 @@ class AsyncClient(BaseClient):
        'name': model,
        'modelfile': modelfile,
        'stream': stream,
+        'quantize': quantize,
      },
      stream=stream,
    )
@@ -527,13 +844,16 @@ class AsyncClient(BaseClient):
    out = io.StringIO()
    for line in io.StringIO(modelfile):
      command, _, args = line.partition(' ')
-      if command.upper() in ['FROM', 'ADAPTER']:
-        path = Path(args).expanduser()
-        path = path if path.is_absolute() else base / path
-        if path.exists():
-          args = f'@{await self._create_blob(path)}'
+      if command.upper() not in ['FROM', 'ADAPTER']:
+        print(line, end='', file=out)
+        continue
+
+      path = Path(args.strip()).expanduser()
+      path = path if path.is_absolute() else base / path
+      if path.exists():
+        args = f'@{await self._create_blob(path)}\n'
+      print(command, args, end='', file=out)

-      print(command, args, file=out)
    return out.getvalue()

  async def _create_blob(self, path: Union[str, Path]) -> str:
@@ -581,21 +901,49 @@ 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'))
+  'TUlUIExpY2Vuc2UKCkNvcHlyaWdodCAoYykgT2xsYW1hCgpQZXJtaXNzaW9uIGlzIGhlcmVieSBncmFudGVkLCBmcmVlIG9mIGNoYXJnZSwgdG8gYW55IHBlcnNvbiBvYnRhaW5pbmcgYSBjb3B5Cm9mIHRoaXMgc29mdHdhcmUgYW5kIGFzc29jaWF0ZWQgZG9jdW1lbnRhdGlvbiBmaWxlcyAodGhlICJTb2Z0d2FyZSIpLCB0byBkZWFsCmluIHRoZSBTb2Z0d2FyZSB3aXRob3V0IHJlc3RyaWN0aW9uLCBpbmNsdWRpbmcgd2l0aG91dCBsaW1pdGF0aW9uIHRoZSByaWdodHMKdG8gdXNlLCBjb3B5LCBtb2RpZnksIG1lcmdlLCBwdWJsaXNoLCBkaXN0cmlidXRlLCBzdWJsaWNlbnNlLCBhbmQvb3Igc2VsbApjb3BpZXMgb2YgdGhlIFNvZnR3YXJlLCBhbmQgdG8gcGVybWl0IHBlcnNvbnMgdG8gd2hvbSB0aGUgU29mdHdhcmUgaXMKZnVybmlzaGVkIHRvIGRvIHNvLCBzdWJqZWN0IHRvIHRoZSBmb2xsb3dpbmcgY29uZGl0aW9uczoKClRoZSBhYm92ZSBjb3B5cmlnaHQgbm90aWNlIGFuZCB0aGlzIHBlcm1pc3Npb24gbm90aWNlIHNoYWxsIGJlIGluY2x1ZGVkIGluIGFsbApjb3BpZXMgb3Igc3Vic3RhbnRpYWwgcG9ydGlvbnMgb2YgdGhlIFNvZnR3YXJlLgoKVEhFIFNPRlRXQVJFIElTIFBST1ZJREVEICJBUyBJUyIsIFdJVEhPVVQgV0FSUkFOVFkgT0YgQU5ZIEtJTkQsIEVYUFJFU1MgT1IKSU1QTElFRCwgSU5DTFVESU5HIEJVVCBOT1QgTElNSVRFRCBUTyBUSEUgV0FSUkFOVElFUyBPRiBNRVJDSEFOVEFCSUxJVFksCkZJVE5FU1MgRk9SIEEgUEFSVElDVUxBUiBQVVJQT1NFIEFORCBOT05JTkZSSU5HRU1FTlQuIElOIE5PIEVWRU5UIFNIQUxMIFRIRQpBVVRIT1JTIE9SIENPUFlSSUdIVCBIT0xERVJTIEJFIExJQUJMRSBGT1IgQU5ZIENMQUlNLCBEQU1BR0VTIE9SIE9USEVSCkxJQUJJTElUWSwgV0hFVEhFUiBJTiBBTiBBQ1RJT04gT0YgQ09OVFJBQ1QsIFRPUlQgT1IgT1RIRVJXSVNFLCBBUklTSU5HIEZST00sCk9VVCBPRiBPUiBJTiBDT05ORUNUSU9OIFdJVEggVEhFIFNPRlRXQVJFIE9SIFRIRSBVU0UgT1IgT1RIRVIgREVBTElOR1MgSU4gVEhFClNPRlRXQVJFLgo='
+  >>> _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


@@ -1,5 +1,5 @@
 import json
-from typing import Any, TypedDict, Sequence, Literal
+from typing import Any, TypedDict, Sequence, Literal, Mapping

 import sys

@@ -11,31 +11,34 @@ else:

 class BaseGenerateResponse(TypedDict):
  model: str
-  "Model used to generate response."
+  'Model used to generate response.'

  created_at: str
-  "Time when the request was created."
+  'Time when the request was created.'

  done: bool
-  "True if response is complete, otherwise False. Useful for streaming to detect the final response."
+  '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."
+  'Total duration in nanoseconds.'

  load_duration: int
-  "Load duration in nanoseconds."
+  'Load duration in nanoseconds.'

  prompt_eval_count: int
-  "Number of tokens evaluated in the prompt."
+  'Number of tokens evaluated in the prompt.'

  prompt_eval_duration: int
-  "Duration of evaluating the prompt in nanoseconds."
+  'Duration of evaluating the prompt in nanoseconds.'

  eval_count: int
-  "Number of tokens evaluated in inference."
+  'Number of tokens evaluated in inference.'

  eval_duration: int
-  "Duration of evaluating inference in nanoseconds."
+  'Duration of evaluating inference in nanoseconds.'


 class GenerateResponse(BaseGenerateResponse):
@@ -44,10 +47,31 @@ class GenerateResponse(BaseGenerateResponse):
  """

  response: str
-  "Response content. When streaming, this contains a fragment of the response."
+  'Response content. When streaming, this contains a fragment of the response.'

  context: Sequence[int]
-  "Tokenized history up to the point of the response."
+  'Tokenized history up to the point of the response.'
+
+
+class ToolCallFunction(TypedDict):
+  """
+  Tool call function.
+  """
+
+  name: str
+  'Name of the function.'
+
+  args: NotRequired[Mapping[str, Any]]
+  'Arguments of the function.'
+
+
+class ToolCall(TypedDict):
+  """
+  Model tool calls.
+  """
+
+  function: ToolCallFunction
+  'Function to be called.'


 class Message(TypedDict):
@@ -59,7 +83,7 @@ class Message(TypedDict):
  "Assumed role of the message. Response messages always has role 'assistant'."

  content: str
-  "Content of the message. Response messages contains message fragments when streaming."
+  'Content of the message. Response messages contains message fragments when streaming.'

  images: NotRequired[Sequence[Any]]
  """
@@ -73,6 +97,34 @@ class Message(TypedDict):
  Valid image formats depend on the model. See the model card for more information.
  """

+  tool_calls: NotRequired[Sequence[ToolCall]]
+  """
+  Tools calls to be made by the model.
+  """
+
+
+class Property(TypedDict):
+  type: str
+  description: str
+  enum: NotRequired[Sequence[str]]  # `enum` is optional and can be a list of strings
+
+
+class Parameters(TypedDict):
+  type: str
+  required: Sequence[str]
+  properties: Mapping[str, Property]
+
+
+class ToolFunction(TypedDict):
+  name: str
+  description: str
+  parameters: Parameters
+
+
+class Tool(TypedDict):
+  type: str
+  function: ToolFunction
+

 class ChatResponse(BaseGenerateResponse):
  """
@@ -80,7 +132,7 @@ class ChatResponse(BaseGenerateResponse):
  """

  message: Message
-  "Response message."
+  'Response message.'


 class ProgressResponse(TypedDict):
@@ -95,7 +147,6 @@ 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 +156,6 @@ 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
@@ -134,10 +183,10 @@ class RequestError(Exception):
  Common class for request errors.
  """

-  def __init__(self, content: str):
-    super().__init__(content)
-    self.content = content
-    "Reason for the error."
+  def __init__(self, error: str):
+    super().__init__(error)
+    self.error = error
+    'Reason for the error.'


 class ResponseError(Exception):
@@ -145,17 +194,17 @@ class ResponseError(Exception):
  Common class for response errors.
  """

-  def __init__(self, content: str, status_code: int = -1):
+  def __init__(self, error: str, status_code: int = -1):
    try:
      # try to parse content as JSON and extract 'error'
      # fallback to raw content if JSON parsing fails
-      content = json.loads(content).get('error', content)
+      error = json.loads(error).get('error', error)
    except json.JSONDecodeError:
      ...

-    super().__init__(content)
-    self.content = content
-    "Reason for the error."
+    super().__init__(error)
+    self.error = error
+    'Reason for the error.'

    self.status_code = status_code
-    "HTTP status code of the response."
+    'HTTP status code of the response.'
@@ -1,14 +1,14 @@
-# This file is automatically @generated by Poetry 1.7.0 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]]
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+version = "1.0.4"
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 socks = ["socksio (==1.*)"]
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+    {file = "pluggy-1.5.0.tar.gz", hash = "sha256:2cffa88e94fdc978c4c574f15f9e59b7f4201d439195c3715ca9e2486f1d0cf1"},
 ]

 [package.extras]
@@ -367,13 +386,13 @@ testing = ["pytest", "pytest-benchmark"]

 [[package]]
 name = "pytest"
-version = "7.4.3"
+version = "8.2.2"
 description = "pytest: simple powerful testing with Python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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-    {file = "pytest-7.4.3.tar.gz", hash = "sha256:d989d136982de4e3b29dabcc838ad581c64e8ed52c11fbe86ddebd9da0818cd5"},
+    {file = "pytest-8.2.2-py3-none-any.whl", hash = "sha256:c434598117762e2bd304e526244f67bf66bbd7b5d6cf22138be51ff661980343"},
+    {file = "pytest-8.2.2.tar.gz", hash = "sha256:de4bb8104e201939ccdc688b27a89a7be2079b22e2bd2b07f806b6ba71117977"},
 ]

 [package.dependencies]
@@ -381,25 +400,25 @@ colorama = {version = "*", markers = "sys_platform == \"win32\""}
 exceptiongroup = {version = ">=1.0.0rc8", markers = "python_version < \"3.11\""}
 iniconfig = "*"
 packaging = "*"
-pluggy = ">=0.12,<2.0"
-tomli = {version = ">=1.0.0", markers = "python_version < \"3.11\""}
+pluggy = ">=1.5,<2.0"
+tomli = {version = ">=1", markers = "python_version < \"3.11\""}

 [package.extras]
-testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]
+dev = ["argcomplete", "attrs (>=19.2)", "hypothesis (>=3.56)", "mock", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"]

 [[package]]
 name = "pytest-asyncio"
-version = "0.23.2"
+version = "0.23.7"
 description = "Pytest support for asyncio"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "pytest-asyncio-0.23.2.tar.gz", hash = "sha256:c16052382554c7b22d48782ab3438d5b10f8cf7a4bdcae7f0f67f097d95beecc"},
-    {file = "pytest_asyncio-0.23.2-py3-none-any.whl", hash = "sha256:ea9021364e32d58f0be43b91c6233fb8d2224ccef2398d6837559e587682808f"},
+    {file = "pytest_asyncio-0.23.7-py3-none-any.whl", hash = "sha256:009b48127fbe44518a547bddd25611551b0e43ccdbf1e67d12479f569832c20b"},
+    {file = "pytest_asyncio-0.23.7.tar.gz", hash = "sha256:5f5c72948f4c49e7db4f29f2521d4031f1c27f86e57b046126654083d4770268"},
 ]

 [package.dependencies]
-pytest = ">=7.0.0"
+pytest = ">=7.0.0,<9"

 [package.extras]
 docs = ["sphinx (>=5.3)", "sphinx-rtd-theme (>=1.0)"]
@@ -407,13 +426,13 @@ testing = ["coverage (>=6.2)", "hypothesis (>=5.7.1)"]

 [[package]]
 name = "pytest-cov"
-version = "4.1.0"
+version = "5.0.0"
 description = "Pytest plugin for measuring coverage."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "pytest-cov-4.1.0.tar.gz", hash = "sha256:3904b13dfbfec47f003b8e77fd5b589cd11904a21ddf1ab38a64f204d6a10ef6"},
-    {file = "pytest_cov-4.1.0-py3-none-any.whl", hash = "sha256:6ba70b9e97e69fcc3fb45bfeab2d0a138fb65c4d0d6a41ef33983ad114be8c3a"},
+    {file = "pytest-cov-5.0.0.tar.gz", hash = "sha256:5837b58e9f6ebd335b0f8060eecce69b662415b16dc503883a02f45dfeb14857"},
+    {file = "pytest_cov-5.0.0-py3-none-any.whl", hash = "sha256:4f0764a1219df53214206bf1feea4633c3b558a2925c8b59f144f682861ce652"},
 ]

 [package.dependencies]
@@ -421,17 +440,17 @@ coverage = {version = ">=5.2.1", extras = ["toml"]}
 pytest = ">=4.6"

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

 [[package]]
 name = "pytest-httpserver"
-version = "1.0.8"
+version = "1.0.10"
 description = "pytest-httpserver is a httpserver for pytest"
 optional = false
-python-versions = ">=3.8,<4.0"
+python-versions = ">=3.8"
 files = [
-    {file = "pytest_httpserver-1.0.8-py3-none-any.whl", hash = "sha256:24cd3d9f6a0b927c7bfc400d0b3fda7442721b8267ce29942bf307b190f0bb09"},
-    {file = "pytest_httpserver-1.0.8.tar.gz", hash = "sha256:e052f69bc8a9073db02484681e8e47004dd1fb3763b0ae833bd899e5895c559a"},
+    {file = "pytest_httpserver-1.0.10-py3-none-any.whl", hash = "sha256:d40e0cc3d61ed6e4d80f52a796926d557a7db62b17e43b3e258a78a3c34becb9"},
+    {file = "pytest_httpserver-1.0.10.tar.gz", hash = "sha256:77b9fbc2eb0a129cfbbacc8fe57e8cafe071d506489f31fe31e62f1b332d9905"},
 ]

 [package.dependencies]
@@ -439,39 +458,39 @@ Werkzeug = ">=2.0.0"

 [[package]]
 name = "ruff"
-version = "0.1.8"
+version = "0.4.7"
 description = "An extremely fast Python linter and code formatter, written in Rust."
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {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]]
@@ -487,13 +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]]
@@ -516,4 +535,4 @@ watchdog = ["watchdog (>=2.3)"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.8"
-content-hash = "9416a897c95d3c80cf1bfd3cc61cd19f0143c9bd0bc7c219fcb31ee27c497c9d"
+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 = "^10.1.0"
-ruff = "^0.1.8"
+pillow = "^10.2.0"
+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
@@ -1,7 +1,6 @@
 import os
 import io
 import json
-import types
 import pytest
 import tempfile
 from pathlib import Path
@@ -27,9 +26,11 @@ def test_client_chat(httpserver: HTTPServer):
    json={
      'model': 'dummy',
      'messages': [{'role': 'user', 'content': 'Why is the sky blue?'}],
+      'tools': [],
      'stream': False,
      'format': '',
      'options': {},
+      'keep_alive': None,
    },
  ).respond_with_json(
    {
@@ -73,17 +74,21 @@ def test_client_chat_stream(httpserver: HTTPServer):
    json={
      'model': 'dummy',
      'messages': [{'role': 'user', 'content': 'Why is the sky blue?'}],
+      'tools': [],
      'stream': True,
      'format': '',
      'options': {},
+      'keep_alive': None,
    },
  ).respond_with_handler(stream_handler)

  client = Client(httpserver.url_for('/'))
  response = client.chat('dummy', messages=[{'role': 'user', 'content': 'Why is the sky blue?'}], stream=True)
+
+  it = iter(['I ', "don't ", 'know.'])
  for part in response:
    assert part['message']['role'] in 'assistant'
-    assert part['message']['content'] in ['I ', "don't ", 'know.']
+    assert part['message']['content'] == next(it)


 def test_client_chat_images(httpserver: HTTPServer):
@@ -99,9 +104,11 @@ def test_client_chat_images(httpserver: HTTPServer):
          'images': ['iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAIAAACQd1PeAAAADElEQVR4nGNgYGAAAAAEAAH2FzhVAAAAAElFTkSuQmCC'],
        },
      ],
+      'tools': [],
      'stream': False,
      'format': '',
      'options': {},
+      'keep_alive': None,
    },
  ).respond_with_json(
    {
@@ -130,6 +137,7 @@ def test_client_generate(httpserver: HTTPServer):
    json={
      'model': 'dummy',
      'prompt': 'Why is the sky blue?',
+      'suffix': '',
      'system': '',
      'template': '',
      'context': [],
@@ -138,6 +146,7 @@ def test_client_generate(httpserver: HTTPServer):
      'images': [],
      'format': '',
      'options': {},
+      'keep_alive': None,
    },
  ).respond_with_json(
    {
@@ -174,6 +183,7 @@ def test_client_generate_stream(httpserver: HTTPServer):
    json={
      'model': 'dummy',
      'prompt': 'Why is the sky blue?',
+      'suffix': '',
      'system': '',
      'template': '',
      'context': [],
@@ -182,14 +192,17 @@ def test_client_generate_stream(httpserver: HTTPServer):
      'images': [],
      'format': '',
      'options': {},
+      'keep_alive': None,
    },
  ).respond_with_handler(stream_handler)

  client = Client(httpserver.url_for('/'))
  response = client.generate('dummy', 'Why is the sky blue?', stream=True)
+
+  it = iter(['Because ', 'it ', 'is.'])
  for part in response:
    assert part['model'] == 'dummy'
-    assert part['response'] in ['Because ', 'it ', 'is.']
+    assert part['response'] == next(it)


 def test_client_generate_images(httpserver: HTTPServer):
@@ -199,6 +212,7 @@ def test_client_generate_images(httpserver: HTTPServer):
    json={
      'model': 'dummy',
      'prompt': 'Why is the sky blue?',
+      'suffix': '',
      'system': '',
      'template': '',
      'context': [],
@@ -207,6 +221,7 @@ def test_client_generate_images(httpserver: HTTPServer):
      'images': ['iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAIAAACQd1PeAAAADElEQVR4nGNgYGAAAAAEAAH2FzhVAAAAAElFTkSuQmCC'],
      'format': '',
      'options': {},
+      'keep_alive': None,
    },
  ).respond_with_json(
    {
@@ -263,11 +278,14 @@ def test_client_pull_stream(httpserver: HTTPServer):
      'insecure': False,
      'stream': True,
    },
-  ).respond_with_json({})
+  ).respond_with_handler(stream_handler)

  client = Client(httpserver.url_for('/'))
  response = client.pull('dummy', stream=True)
-  assert isinstance(response, types.GeneratorType)
+
+  it = iter(['pulling manifest', 'verifying sha256 digest', 'writing manifest', 'removing any unused layers', 'success'])
+  for part in response:
+    assert part['status'] == next(it)


 def test_client_push(httpserver: HTTPServer):
@@ -287,6 +305,14 @@ def test_client_push(httpserver: HTTPServer):


 def test_client_push_stream(httpserver: HTTPServer):
+  def stream_handler(_: Request):
+    def generate():
+      yield json.dumps({'status': 'retrieving manifest'}) + '\n'
+      yield json.dumps({'status': 'pushing manifest'}) + '\n'
+      yield json.dumps({'status': 'success'}) + '\n'
+
+    return Response(generate())
+
  httpserver.expect_ordered_request(
    '/api/push',
    method='POST',
@@ -295,11 +321,14 @@ def test_client_push_stream(httpserver: HTTPServer):
      'insecure': False,
      'stream': True,
    },
-  ).respond_with_json({})
+  ).respond_with_handler(stream_handler)

  client = Client(httpserver.url_for('/'))
  response = client.push('dummy', stream=True)
-  assert isinstance(response, types.GeneratorType)
+
+  it = iter(['retrieving manifest', 'pushing manifest', 'success'])
+  for part in response:
+    assert part['status'] == next(it)


 def test_client_create_path(httpserver: HTTPServer):
@@ -311,6 +340,7 @@ def test_client_create_path(httpserver: HTTPServer):
      'name': 'dummy',
      'modelfile': 'FROM @sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\n',
      'stream': False,
+      'quantize': None,
    },
  ).respond_with_json({})

@@ -334,6 +364,7 @@ def test_client_create_path_relative(httpserver: HTTPServer):
      'name': 'dummy',
      'modelfile': 'FROM @sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\n',
      'stream': False,
+      'quantize': None,
    },
  ).respond_with_json({})

@@ -366,6 +397,7 @@ def test_client_create_path_user_home(httpserver: HTTPServer, userhomedir):
      'name': 'dummy',
      'modelfile': 'FROM @sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\n',
      'stream': False,
+      'quantize': None,
    },
  ).respond_with_json({})

@@ -389,6 +421,7 @@ def test_client_create_modelfile(httpserver: HTTPServer):
      'name': 'dummy',
      'modelfile': 'FROM @sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\n',
      'stream': False,
+      'quantize': None,
    },
  ).respond_with_json({})

@@ -399,14 +432,64 @@ def test_client_create_modelfile(httpserver: HTTPServer):
    assert isinstance(response, dict)


+def test_client_create_modelfile_roundtrip(httpserver: HTTPServer):
+  httpserver.expect_ordered_request(PrefixPattern('/api/blobs/'), method='HEAD').respond_with_response(Response(status=200))
+  httpserver.expect_ordered_request(
+    '/api/create',
+    method='POST',
+    json={
+      'name': 'dummy',
+      'modelfile': '''FROM @sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855
+TEMPLATE """[INST] <<SYS>>{{.System}}<</SYS>>
+{{.Prompt}} [/INST]"""
+SYSTEM """
+Use
+multiline
+strings.
+"""
+PARAMETER stop [INST]
+PARAMETER stop [/INST]
+PARAMETER stop <<SYS>>
+PARAMETER stop <</SYS>>''',
+      'stream': False,
+      'quantize': None,
+    },
+  ).respond_with_json({})
+
+  client = Client(httpserver.url_for('/'))
+
+  with tempfile.NamedTemporaryFile() as blob:
+    response = client.create(
+      'dummy',
+      modelfile='\n'.join(
+        [
+          f'FROM {blob.name}',
+          'TEMPLATE """[INST] <<SYS>>{{.System}}<</SYS>>',
+          '{{.Prompt}} [/INST]"""',
+          'SYSTEM """',
+          'Use',
+          'multiline',
+          'strings.',
+          '"""',
+          'PARAMETER stop [INST]',
+          'PARAMETER stop [/INST]',
+          'PARAMETER stop <<SYS>>',
+          'PARAMETER stop <</SYS>>',
+        ]
+      ),
+    )
+    assert isinstance(response, dict)
+
+
 def test_client_create_from_library(httpserver: HTTPServer):
  httpserver.expect_ordered_request(
    '/api/create',
    method='POST',
    json={
      'name': 'dummy',
-      'modelfile': 'FROM llama2\n',
+      'modelfile': 'FROM llama2',
      'stream': False,
+      'quantize': None,
    },
  ).respond_with_json({})

@@ -445,9 +528,11 @@ async def test_async_client_chat(httpserver: HTTPServer):
    json={
      'model': 'dummy',
      'messages': [{'role': 'user', 'content': 'Why is the sky blue?'}],
+      'tools': [],
      'stream': False,
      'format': '',
      'options': {},
+      'keep_alive': None,
    },
  ).respond_with_json({})

@@ -458,21 +543,45 @@ async def test_async_client_chat(httpserver: HTTPServer):

@pytest.mark.asyncio
 async def test_async_client_chat_stream(httpserver: HTTPServer):
+  def stream_handler(_: Request):
+    def generate():
+      for message in ['I ', "don't ", 'know.']:
+        yield (
+          json.dumps(
+            {
+              'model': 'dummy',
+              'message': {
+                'role': 'assistant',
+                'content': message,
+              },
+            }
+          )
+          + '\n'
+        )
+
+    return Response(generate())
+
  httpserver.expect_ordered_request(
    '/api/chat',
    method='POST',
    json={
      'model': 'dummy',
      'messages': [{'role': 'user', 'content': 'Why is the sky blue?'}],
+      'tools': [],
      'stream': True,
      'format': '',
      'options': {},
+      'keep_alive': None,
    },
-  ).respond_with_json({})
+  ).respond_with_handler(stream_handler)

  client = AsyncClient(httpserver.url_for('/'))
  response = await client.chat('dummy', messages=[{'role': 'user', 'content': 'Why is the sky blue?'}], stream=True)
-  assert isinstance(response, types.AsyncGeneratorType)
+
+  it = iter(['I ', "don't ", 'know.'])
+  async for part in response:
+    assert part['message']['role'] == 'assistant'
+    assert part['message']['content'] == next(it)


@pytest.mark.asyncio
@@ -489,9 +598,11 @@ async def test_async_client_chat_images(httpserver: HTTPServer):
          'images': ['iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAIAAACQd1PeAAAADElEQVR4nGNgYGAAAAAEAAH2FzhVAAAAAElFTkSuQmCC'],
        },
      ],
+      'tools': [],
      'stream': False,
      'format': '',
      'options': {},
+      'keep_alive': None,
    },
  ).respond_with_json({})

@@ -511,6 +622,7 @@ async def test_async_client_generate(httpserver: HTTPServer):
    json={
      'model': 'dummy',
      'prompt': 'Why is the sky blue?',
+      'suffix': '',
      'system': '',
      'template': '',
      'context': [],
@@ -519,6 +631,7 @@ async def test_async_client_generate(httpserver: HTTPServer):
      'images': [],
      'format': '',
      'options': {},
+      'keep_alive': None,
    },
  ).respond_with_json({})

@@ -529,12 +642,28 @@ async def test_async_client_generate(httpserver: HTTPServer):

@pytest.mark.asyncio
 async def test_async_client_generate_stream(httpserver: HTTPServer):
+  def stream_handler(_: Request):
+    def generate():
+      for message in ['Because ', 'it ', 'is.']:
+        yield (
+          json.dumps(
+            {
+              'model': 'dummy',
+              'response': message,
+            }
+          )
+          + '\n'
+        )
+
+    return Response(generate())
+
  httpserver.expect_ordered_request(
    '/api/generate',
    method='POST',
    json={
      'model': 'dummy',
      'prompt': 'Why is the sky blue?',
+      'suffix': '',
      'system': '',
      'template': '',
      'context': [],
@@ -543,12 +672,17 @@ async def test_async_client_generate_stream(httpserver: HTTPServer):
      'images': [],
      'format': '',
      'options': {},
+      'keep_alive': None,
    },
-  ).respond_with_json({})
+  ).respond_with_handler(stream_handler)

  client = AsyncClient(httpserver.url_for('/'))
  response = await client.generate('dummy', 'Why is the sky blue?', stream=True)
-  assert isinstance(response, types.AsyncGeneratorType)
+
+  it = iter(['Because ', 'it ', 'is.'])
+  async for part in response:
+    assert part['model'] == 'dummy'
+    assert part['response'] == next(it)


@pytest.mark.asyncio
@@ -559,6 +693,7 @@ async def test_async_client_generate_images(httpserver: HTTPServer):
    json={
      'model': 'dummy',
      'prompt': 'Why is the sky blue?',
+      'suffix': '',
      'system': '',
      'template': '',
      'context': [],
@@ -567,6 +702,7 @@ async def test_async_client_generate_images(httpserver: HTTPServer):
      'images': ['iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAIAAACQd1PeAAAADElEQVR4nGNgYGAAAAAEAAH2FzhVAAAAAElFTkSuQmCC'],
      'format': '',
      'options': {},
+      'keep_alive': None,
    },
  ).respond_with_json({})

@@ -597,6 +733,16 @@ async def test_async_client_pull(httpserver: HTTPServer):

@pytest.mark.asyncio
 async def test_async_client_pull_stream(httpserver: HTTPServer):
+  def stream_handler(_: Request):
+    def generate():
+      yield json.dumps({'status': 'pulling manifest'}) + '\n'
+      yield json.dumps({'status': 'verifying sha256 digest'}) + '\n'
+      yield json.dumps({'status': 'writing manifest'}) + '\n'
+      yield json.dumps({'status': 'removing any unused layers'}) + '\n'
+      yield json.dumps({'status': 'success'}) + '\n'
+
+    return Response(generate())
+
  httpserver.expect_ordered_request(
    '/api/pull',
    method='POST',
@@ -605,11 +751,14 @@ async def test_async_client_pull_stream(httpserver: HTTPServer):
      'insecure': False,
      'stream': True,
    },
-  ).respond_with_json({})
+  ).respond_with_handler(stream_handler)

  client = AsyncClient(httpserver.url_for('/'))
  response = await client.pull('dummy', stream=True)
-  assert isinstance(response, types.AsyncGeneratorType)
+
+  it = iter(['pulling manifest', 'verifying sha256 digest', 'writing manifest', 'removing any unused layers', 'success'])
+  async for part in response:
+    assert part['status'] == next(it)


@pytest.mark.asyncio
@@ -631,6 +780,14 @@ async def test_async_client_push(httpserver: HTTPServer):

@pytest.mark.asyncio
 async def test_async_client_push_stream(httpserver: HTTPServer):
+  def stream_handler(_: Request):
+    def generate():
+      yield json.dumps({'status': 'retrieving manifest'}) + '\n'
+      yield json.dumps({'status': 'pushing manifest'}) + '\n'
+      yield json.dumps({'status': 'success'}) + '\n'
+
+    return Response(generate())
+
  httpserver.expect_ordered_request(
    '/api/push',
    method='POST',
@@ -639,11 +796,14 @@ async def test_async_client_push_stream(httpserver: HTTPServer):
      'insecure': False,
      'stream': True,
    },
-  ).respond_with_json({})
+  ).respond_with_handler(stream_handler)

  client = AsyncClient(httpserver.url_for('/'))
  response = await client.push('dummy', stream=True)
-  assert isinstance(response, types.AsyncGeneratorType)
+
+  it = iter(['retrieving manifest', 'pushing manifest', 'success'])
+  async for part in response:
+    assert part['status'] == next(it)


@pytest.mark.asyncio
@@ -656,6 +816,7 @@ async def test_async_client_create_path(httpserver: HTTPServer):
      'name': 'dummy',
      'modelfile': 'FROM @sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\n',
      'stream': False,
+      'quantize': None,
    },
  ).respond_with_json({})

@@ -680,6 +841,7 @@ async def test_async_client_create_path_relative(httpserver: HTTPServer):
      'name': 'dummy',
      'modelfile': 'FROM @sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\n',
      'stream': False,
+      'quantize': None,
    },
  ).respond_with_json({})

@@ -704,6 +866,7 @@ 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({})

@@ -728,6 +891,7 @@ async def test_async_client_create_modelfile(httpserver: HTTPServer):
      'name': 'dummy',
      'modelfile': 'FROM @sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\n',
      'stream': False,
+      'quantize': None,
    },
  ).respond_with_json({})

@@ -738,6 +902,56 @@ async def test_async_client_create_modelfile(httpserver: HTTPServer):
    assert isinstance(response, dict)


+@pytest.mark.asyncio
+async def test_async_client_create_modelfile_roundtrip(httpserver: HTTPServer):
+  httpserver.expect_ordered_request(PrefixPattern('/api/blobs/'), method='HEAD').respond_with_response(Response(status=200))
+  httpserver.expect_ordered_request(
+    '/api/create',
+    method='POST',
+    json={
+      'name': 'dummy',
+      'modelfile': '''FROM @sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855
+TEMPLATE """[INST] <<SYS>>{{.System}}<</SYS>>
+{{.Prompt}} [/INST]"""
+SYSTEM """
+Use
+multiline
+strings.
+"""
+PARAMETER stop [INST]
+PARAMETER stop [/INST]
+PARAMETER stop <<SYS>>
+PARAMETER stop <</SYS>>''',
+      'stream': False,
+      'quantize': None,
+    },
+  ).respond_with_json({})
+
+  client = AsyncClient(httpserver.url_for('/'))
+
+  with tempfile.NamedTemporaryFile() as blob:
+    response = await client.create(
+      'dummy',
+      modelfile='\n'.join(
+        [
+          f'FROM {blob.name}',
+          'TEMPLATE """[INST] <<SYS>>{{.System}}<</SYS>>',
+          '{{.Prompt}} [/INST]"""',
+          'SYSTEM """',
+          'Use',
+          'multiline',
+          'strings.',
+          '"""',
+          'PARAMETER stop [INST]',
+          'PARAMETER stop [/INST]',
+          'PARAMETER stop <<SYS>>',
+          'PARAMETER stop <</SYS>>',
+        ]
+      ),
+    )
+    assert isinstance(response, dict)
+
+
@pytest.mark.asyncio
 async def test_async_client_create_from_library(httpserver: HTTPServer):
  httpserver.expect_ordered_request(
@@ -745,8 +959,9 @@ async def test_async_client_create_from_library(httpserver: HTTPServer):
    method='POST',
    json={
      'name': 'dummy',
-      'modelfile': 'FROM llama2\n',
+      'modelfile': 'FROM llama2',
      'stream': False,
+      'quantize': None,
    },
  ).respond_with_json({})
Author	SHA1	Message	Date
royjhan	33c4b61ff9	add insert support to generate endpoint (#215 ) * add suffix * update fill-in-the-middle example * keep example * lint * variables	2024-07-18 11:04:17 -07:00
royjhan	b0ea6d9e44	Support `api/embed` (#208 ) * api/embed * api/embed * api/embed * rm legacy	2024-07-18 10:40:30 -07:00
Josh	359c63daa7	integrate tool calls (#213 )	2024-07-17 09:40:49 -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	c27eebc158	Merge pull request #41 from rachfop/patch-1 Update README.md	2024-01-30 14:31:17 -08:00
Patrick Rachford	46291d49a7	Update README.md Fixes back ticks on code block.	2024-01-29 21:49:20 -08:00
Michael Yang	cf3ab807c8	Merge pull request #40 from ollama/mxyng/fix-parse-modelfile fix parse modelfile	2024-01-29 14:12:27 -08:00
Michael Yang	8e5d431d0d	fix parse modelfile - do not add newlines while parsing - do not add leading whitespace	2024-01-29 13:42:34 -08:00
Michael Yang	e201181d4c	Merge pull request #34 from chenxizhang/patch-1 error handling code	2024-01-29 09:54:43 -08:00
chenxizhang	c077b5d685	Update README.md e.content should be e.error	2024-01-28 11:08:03 +08:00
Michael Yang	fbb6553e03	add keep_alive	2024-01-26 11:33:03 -08:00
Michael Yang	f618a2f448	Merge pull request #32 from ollama/update-actions update github actions	2024-01-26 11:32:40 -08:00
Michael Yang	354f012168	update github actions	2024-01-26 11:30:36 -08:00
Michael Yang	19e7a3d9ce	Merge pull request #20 from ollama/BruceMacD-pull-example-type fix pull example typo	2024-01-23 11:56:55 -08:00
Bruce MacDonald	9bfa1d1ecf	fix pull example typo	2024-01-22 19:03:05 -05:00
Michael Yang	2e0b2e15f0	Merge pull request #18 from jmorganca/mxyng/fix-tests fix unit tests	2024-01-22 15:24:19 -08:00
Michael Yang	5c1df78b7d	remove unused import	2024-01-22 15:23:23 -08:00
Michael Yang	c8f7d9b7d2	fix tests	2024-01-22 15:23:23 -08:00
Michael Yang	21aad8447c	fix: update async stream tests	2024-01-22 15:23:23 -08:00
Michael Yang	38f68e251d	Merge pull request #19 from jmorganca/mxyng/upgrade-pillow upgrade pillow	2024-01-22 15:22:16 -08:00
Michael Yang	fa6d8d5a9f	upgrade pillow	2024-01-22 15:20:40 -08:00
Michael Yang	373a2e3759	Merge pull request #17 from jmorganca/mxyng/response-error update response error field to match json response	2024-01-22 09:44:45 -08:00
Michael Yang	27f0dfe0ca	update response error field to match json response	2024-01-22 09:41:22 -08:00
Jeffrey Morgan	467fd833f3	Use `client` variable name for custom client in `README.md`	2024-01-20 15:34:39 -05:00
Jeffrey Morgan	9c60d1569c	Additional docs in `README.md`	2024-01-20 15:25:47 -05:00