IPv6 support (#262)

* Support IPv6 host addresses

* Add missing tests

* Integrate feedback review to make it generally more stable and remove redundancies

* Remove unused import

* Fix formatting

.github/dependabot.yml

@@ -0,0 +1,10 @@
+version: 2
+updates:
+  - package-ecosystem: github-actions
+    directory: /
+    schedule:
+      interval: daily
+  - package-ecosystem: pip
+    directory: /
+    schedule:
+      interval: daily

.github/workflows/publish.yaml

@@ -11,6 +11,7 @@ jobs:
     environment: release
     permissions:
       id-token: write
+      contents: write
     steps:
       - uses: actions/checkout@v4
       - run: pipx install poetry

.github/workflows/test.yaml

@@ -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

README.md

@@ -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='llama3.1', 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='llama3.1',
+    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='llama3.1', messages=[{'role': 'user', 'content': 'Why is the sky blue?'}])
+```
+
+### Generate
+
+```python
+ollama.generate(model='llama3.1', prompt='Why is the sky blue?')
+```
+
+### List
+
+```python
+ollama.list()
+```
+
+### Show
+
+```python
+ollama.show('llama3.1')
+```
+
+### Create
+
+```python
+modelfile='''
+FROM llama3.1
+SYSTEM You are mario from super mario bros.
+'''
+
+ollama.create(model='example', modelfile=modelfile)
+```
+
+### Copy
+
+```python
+ollama.copy('llama3.1', 'user/llama3.1')
+```
+
+### Delete
+
+```python
+ollama.delete('llama3.1')
+```
+
+### Pull
+
+```python
+ollama.pull('llama3.1')
+```
+
+### Push
+
+```python
+ollama.push('user/llama3.1')
+```
+
+### Embeddings
+
+```python
+ollama.embeddings(model='llama3.1', 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='llama3.1', 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='llama3.1', 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='llama3.1', 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)
 ```

examples/async-chat-stream/README.md

@@ -0,0 +1,3 @@
+# async-chat-stream
+
+This example demonstrates how to create a conversation history using an asynchronous Ollama client and the chat endpoint. The streaming response is outputted to `stdout` as well as a TTS if enabled with `--speak` and available. Supported TTS are `say` on macOS and `espeak` on Linux.

examples/async-chat-stream/main.py

@@ -0,0 +1,59 @@
+import shutil
+import asyncio
+import argparse
+
+import ollama
+
+
+async def speak(speaker, content):
+  if speaker:
+    p = await asyncio.create_subprocess_exec(speaker, content)
+    await p.communicate()
+
+
+async def main():
+  parser = argparse.ArgumentParser()
+  parser.add_argument('--speak', default=False, action='store_true')
+  args = parser.parse_args()
+
+  speaker = None
+  if not args.speak:
+    ...
+  elif say := shutil.which('say'):
+    speaker = say
+  elif (espeak := shutil.which('espeak')) or (espeak := shutil.which('espeak-ng')):
+    speaker = espeak
+
+  client = ollama.AsyncClient()
+
+  messages = []
+
+  while True:
+    if content_in := input('>>> '):
+      messages.append({'role': 'user', 'content': content_in})
+
+      content_out = ''
+      message = {'role': 'assistant', 'content': ''}
+      async for response in await client.chat(model='mistral', messages=messages, stream=True):
+        if response['done']:
+          messages.append(message)
+
+        content = response['message']['content']
+        print(content, end='', flush=True)
+
+        content_out += content
+        if content in ['.', '!', '?', '\n']:
+          await speak(speaker, content_out)
+          content_out = ''
+
+        message['content'] += content
+
+      if content_out:
+        await speak(speaker, content_out)
+      print()
+
+
+try:
+  asyncio.run(main())
+except (KeyboardInterrupt, EOFError):
+  ...

examples/create/main.py

@@ -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'])

examples/fill-in-middle/main.py

@@ -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,

examples/ps/main.py

@@ -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')

examples/pull-progress/README.md

@@ -0,0 +1,9 @@
+# pull-progress
+
+This example emulates `ollama pull` using the Python library and [`tqdm`](https://tqdm.github.io/).
+
+## Setup
+
+```shell
+pip install -r requirements.txt
+```

examples/pull-progress/main.py

@@ -0,0 +1,21 @@
+from tqdm import tqdm
+from ollama import pull
+
+
+current_digest, bars = '', {}
+for progress in pull('mistral', stream=True):
+  digest = progress.get('digest', '')
+  if digest != current_digest and current_digest in bars:
+    bars[current_digest].close()
+
+  if not digest:
+    print(progress.get('status'))
+    continue
+
+  if digest not in bars and (total := progress.get('total')):
+    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)
+
+  current_digest = digest

examples/pull-progress/requirements.txt

@@ -0,0 +1 @@
+tqdm==4.66.1

examples/tools/README.md

@@ -0,0 +1,3 @@
+# tools
+
+This example demonstrates how to utilize tool calls with an asynchronous Ollama client and the chat endpoint. 

examples/tools/main.py

@@ -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'))

ollama/__init__.py

@@ -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

ollama/_client.py

@@ -1,13 +1,18 @@
+import ipaddress
 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
 
@@ -16,14 +21,21 @@ 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:
   def __init__(
     self,
     client,
-    base_url: Optional[str] = None,
+    host: Optional[str] = None,
     follow_redirects: bool = True,
     timeout: Any = None,
     **kwargs,
@@ -31,24 +43,28 @@ class BaseClient:
     """
     Creates a httpx client. Default parameters are the same as those defined in httpx
     except for the following:
-
-    - `base_url`: http://127.0.0.1:11434
     - `follow_redirects`: True
     - `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=base_url or os.getenv('OLLAMA_HOST', 'http://127.0.0.1:11434'),
+      base_url=_parse_host(host or os.getenv('OLLAMA_HOST')),
       follow_redirects=follow_redirects,
       timeout=timeout,
+      headers=headers,
       **kwargs,
     )
 
 
 class Client(BaseClient):
-  def __init__(self, base_url: Optional[str] = None, **kwargs) -> None:
-    super().__init__(httpx.Client, base_url, **kwargs)
+  def __init__(self, host: Optional[str] = None, **kwargs) -> None:
+    super().__init__(httpx.Client, host, **kwargs)
 
   def _request(self, method: str, url: str, **kwargs) -> httpx.Response:
     response = self._client.request(method, url, **kwargs)
@@ -82,10 +98,45 @@ 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,
@@ -94,6 +145,7 @@ 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.
@@ -114,6 +166,7 @@ class Client(BaseClient):
       json={
         'model': model,
         'prompt': prompt,
+        'suffix': suffix,
         'system': system,
         'template': template,
         'context': context or [],
@@ -122,17 +175,44 @@ 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.
@@ -147,13 +227,9 @@ 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]
 
@@ -163,14 +239,45 @@ 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',
@@ -178,9 +285,26 @@ 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,
@@ -203,6 +327,22 @@ 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,
@@ -225,11 +365,32 @@ 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]]]:
     """
@@ -251,6 +412,7 @@ class Client(BaseClient):
         'name': model,
         'modelfile': modelfile,
         'stream': stream,
+        'quantize': quantize,
       },
       stream=stream,
     )
@@ -261,13 +423,16 @@ 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:
@@ -306,10 +471,13 @@ 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, base_url: Optional[str] = None, **kwargs) -> None:
-    super().__init__(httpx.AsyncClient, base_url, **kwargs)
+  def __init__(self, host: Optional[str] = None, **kwargs) -> None:
+    super().__init__(httpx.AsyncClient, host, **kwargs)
 
   async def _request(self, method: str, url: str, **kwargs) -> httpx.Response:
     response = await self._client.request(method, url, **kwargs)
@@ -350,10 +518,45 @@ 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,
@@ -362,6 +565,7 @@ 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.
@@ -381,6 +585,7 @@ class AsyncClient(BaseClient):
       json={
         'model': model,
         'prompt': prompt,
+        'suffix': suffix,
         'system': system,
         'template': template,
         'context': context or [],
@@ -389,17 +594,44 @@ 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.
@@ -413,13 +645,9 @@ 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]
 
@@ -429,14 +657,47 @@ 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',
@@ -444,11 +705,28 @@ 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,
@@ -471,6 +749,22 @@ 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,
@@ -493,11 +787,32 @@ 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]]]:
     """
@@ -519,6 +834,7 @@ class AsyncClient(BaseClient):
         'name': model,
         'modelfile': modelfile,
         'stream': stream,
+        'quantize': quantize,
       },
       stream=stream,
     )
@@ -529,13 +845,16 @@ 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:
@@ -583,21 +902,49 @@ 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
 
 
@@ -607,3 +954,93 @@ def _as_bytesio(s: Any) -> Union[io.BytesIO, None]:
   elif isinstance(s, bytes):
     return io.BytesIO(s)
   return None
+
+
+def _parse_host(host: Optional[str]) -> str:
+  """
+  >>> _parse_host(None)
+  'http://127.0.0.1:11434'
+  >>> _parse_host('')
+  'http://127.0.0.1:11434'
+  >>> _parse_host('1.2.3.4')
+  'http://1.2.3.4:11434'
+  >>> _parse_host(':56789')
+  'http://127.0.0.1:56789'
+  >>> _parse_host('1.2.3.4:56789')
+  'http://1.2.3.4:56789'
+  >>> _parse_host('http://1.2.3.4')
+  'http://1.2.3.4:80'
+  >>> _parse_host('https://1.2.3.4')
+  'https://1.2.3.4:443'
+  >>> _parse_host('https://1.2.3.4:56789')
+  'https://1.2.3.4:56789'
+  >>> _parse_host('example.com')
+  'http://example.com:11434'
+  >>> _parse_host('example.com:56789')
+  'http://example.com:56789'
+  >>> _parse_host('http://example.com')
+  'http://example.com:80'
+  >>> _parse_host('https://example.com')
+  'https://example.com:443'
+  >>> _parse_host('https://example.com:56789')
+  'https://example.com:56789'
+  >>> _parse_host('example.com/')
+  'http://example.com:11434'
+  >>> _parse_host('example.com:56789/')
+  'http://example.com:56789'
+  >>> _parse_host('example.com/path')
+  'http://example.com:11434/path'
+  >>> _parse_host('example.com:56789/path')
+  'http://example.com:56789/path'
+  >>> _parse_host('https://example.com:56789/path')
+  'https://example.com:56789/path'
+  >>> _parse_host('example.com:56789/path/')
+  'http://example.com:56789/path'
+  >>> _parse_host('[0001:002:003:0004::1]')
+  'http://[0001:002:003:0004::1]:11434'
+  >>> _parse_host('[0001:002:003:0004::1]:56789')
+  'http://[0001:002:003:0004::1]:56789'
+  >>> _parse_host('http://[0001:002:003:0004::1]')
+  'http://[0001:002:003:0004::1]:80'
+  >>> _parse_host('https://[0001:002:003:0004::1]')
+  'https://[0001:002:003:0004::1]:443'
+  >>> _parse_host('https://[0001:002:003:0004::1]:56789')
+  'https://[0001:002:003:0004::1]:56789'
+  >>> _parse_host('[0001:002:003:0004::1]/')
+  'http://[0001:002:003:0004::1]:11434'
+  >>> _parse_host('[0001:002:003:0004::1]:56789/')
+  'http://[0001:002:003:0004::1]:56789'
+  >>> _parse_host('[0001:002:003:0004::1]/path')
+  'http://[0001:002:003:0004::1]:11434/path'
+  >>> _parse_host('[0001:002:003:0004::1]:56789/path')
+  'http://[0001:002:003:0004::1]:56789/path'
+  >>> _parse_host('https://[0001:002:003:0004::1]:56789/path')
+  'https://[0001:002:003:0004::1]:56789/path'
+  >>> _parse_host('[0001:002:003:0004::1]:56789/path/')
+  'http://[0001:002:003:0004::1]:56789/path'
+  """
+
+  host, port = host or '', 11434
+  scheme, _, hostport = host.partition('://')
+  if not hostport:
+    scheme, hostport = 'http', host
+  elif scheme == 'http':
+    port = 80
+  elif scheme == 'https':
+    port = 443
+
+  split = urllib.parse.urlsplit('://'.join([scheme, hostport]))
+  host = split.hostname or '127.0.0.1'
+  port = split.port or port
+
+  # Fix missing square brackets for IPv6 from urlsplit
+  try:
+    if isinstance(ipaddress.ip_address(host), ipaddress.IPv6Address):
+      host = f'[{host}]'
+  except ValueError:
+    ...
+
+  if path := split.path.strip('/'):
+    return f'{scheme}://{host}:{port}/{path}'
+
+  return f'{scheme}://{host}:{port}'

ollama/_types.py

@@ -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.'
+
+  arguments: NotRequired[Mapping[str, Any]]
+  'Arguments of the function.'
+
+
+class ToolCall(TypedDict):
+  """
+  Model tool calls.
+  """
+
+  function: ToolCallFunction
+  'Function to be called.'
 
 
 class Message(TypedDict):
@@ -55,11 +79,11 @@ class Message(TypedDict):
   Chat message.
   """
 
-  role: Literal['user', 'assistant', 'system']
-  "Assumed role of the message. Response messages always has role 'assistant'."
+  role: Literal['user', 'assistant', 'system', 'tool']
+  "Assumed role of the message. Response messages always has role 'assistant' or 'tool'."
 
-  content: str
-  "Content of the message. Response messages contains message fragments when streaming."
+  content: NotRequired[str]
+  '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.'

poetry.lock

@@ -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 1.8.3 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 = "7.3.4"
+version = "7.4.4"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 socks = ["socksio (==1.*)"]
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 ]
 
 [package.extras]
-docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-removed-in", "sphinxext-opengraph"]
+docs = ["furo", "olefile", "sphinx (>=7.3)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinxext-opengraph"]
+fpx = ["olefile"]
+mic = ["olefile"]
 tests = ["check-manifest", "coverage", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout"]
+typing = ["typing-extensions"]
+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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 ]
 
 [package.extras]
@@ -367,13 +397,13 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "pytest"
-version = "7.4.3"
+version = "8.3.2"
 description = "pytest: simple powerful testing with Python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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+    {file = "pytest-8.3.2.tar.gz", hash = "sha256:c132345d12ce551242c87269de812483f5bcc87cdbb4722e48487ba194f9fdce"},
 ]
 
 [package.dependencies]
@@ -381,25 +411,25 @@ 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"
+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 = "0.24.0"
 description = "Pytest support for asyncio"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
-pytest = ">=7.0.0"
+pytest = ">=8.2,<9"
 
 [package.extras]
 docs = ["sphinx (>=5.3)", "sphinx-rtd-theme (>=1.0)"]
@@ -407,13 +437,13 @@ 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 = [
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 ]
 
 [package.dependencies]
@@ -421,17 +451,17 @@ 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 = "1.1.0"
 description = "pytest-httpserver is a httpserver for pytest"
 optional = false
-python-versions = ">=3.8,<4.0"
+python-versions = ">=3.8"
 files = [
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+    {file = "pytest_httpserver-1.1.0-py3-none-any.whl", hash = "sha256:7ef88be8ed3354b6784daa3daa75a422370327c634053cefb124903fa8d73a41"},
+    {file = "pytest_httpserver-1.1.0.tar.gz", hash = "sha256:6b1cb0199e2ed551b1b94d43f096863bbf6ae5bcd7c75c2c06845e5ce2dc8701"},
 ]
 
 [package.dependencies]
@@ -439,39 +469,40 @@ Werkzeug = ">=2.0.0"
 
 [[package]]
 name = "ruff"
-version = "0.1.8"
+version = "0.6.2"
 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-0.6.2-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:17002fe241e76544448a8e1e6118abecbe8cd10cf68fde635dad480dba594570"},
+    {file = "ruff-0.6.2-py3-none-macosx_11_0_arm64.whl", hash = "sha256:3dbeac76ed13456f8158b8f4fe087bf87882e645c8e8b606dd17b0b66c2c1158"},
+    {file = "ruff-0.6.2-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:094600ee88cda325988d3f54e3588c46de5c18dae09d683ace278b11f9d4d534"},
+    {file = "ruff-0.6.2-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:316d418fe258c036ba05fbf7dfc1f7d3d4096db63431546163b472285668132b"},
+    {file = "ruff-0.6.2-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d72b8b3abf8a2d51b7b9944a41307d2f442558ccb3859bbd87e6ae9be1694a5d"},
+    {file = "ruff-0.6.2-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:2aed7e243be68487aa8982e91c6e260982d00da3f38955873aecd5a9204b1d66"},
+    {file = "ruff-0.6.2-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:d371f7fc9cec83497fe7cf5eaf5b76e22a8efce463de5f775a1826197feb9df8"},
+    {file = "ruff-0.6.2-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:a8f310d63af08f583363dfb844ba8f9417b558199c58a5999215082036d795a1"},
+    {file = "ruff-0.6.2-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7db6880c53c56addb8638fe444818183385ec85eeada1d48fc5abe045301b2f1"},
+    {file = "ruff-0.6.2-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:1175d39faadd9a50718f478d23bfc1d4da5743f1ab56af81a2b6caf0a2394f23"},
+    {file = "ruff-0.6.2-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:5b939f9c86d51635fe486585389f54582f0d65b8238e08c327c1534844b3bb9a"},
+    {file = "ruff-0.6.2-py3-none-musllinux_1_2_i686.whl", hash = "sha256:d0d62ca91219f906caf9b187dea50d17353f15ec9bb15aae4a606cd697b49b4c"},
+    {file = "ruff-0.6.2-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:7438a7288f9d67ed3c8ce4d059e67f7ed65e9fe3aa2ab6f5b4b3610e57e3cb56"},
+    {file = "ruff-0.6.2-py3-none-win32.whl", hash = "sha256:279d5f7d86696df5f9549b56b9b6a7f6c72961b619022b5b7999b15db392a4da"},
+    {file = "ruff-0.6.2-py3-none-win_amd64.whl", hash = "sha256:d9f3469c7dd43cd22eb1c3fc16926fb8258d50cb1b216658a07be95dd117b0f2"},
+    {file = "ruff-0.6.2-py3-none-win_arm64.whl", hash = "sha256:f28fcd2cd0e02bdf739297516d5643a945cc7caf09bd9bcb4d932540a5ea4fa9"},
+    {file = "ruff-0.6.2.tar.gz", hash = "sha256:239ee6beb9e91feb8e0ec384204a763f36cb53fb895a1a364618c6abb076b3be"},
 ]
 
 [[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 +518,13 @@ 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 +547,4 @@ watchdog = ["watchdog (>=2.3)"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.8"
-content-hash = "9416a897c95d3c80cf1bfd3cc61cd19f0143c9bd0bc7c219fcb31ee27c497c9d"
+content-hash = "e36516c932ab9dd7497acc0c3d55ab2c963004595efe97c2bc80854687c32c1e"

pyproject.toml

@@ -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-asyncio = "^0.23.2"
-pytest-cov = "^4.1.0"
+pytest = ">=7.4.3,<9.0.0"
+pytest-asyncio = ">=0.23.2,<0.25.0"
+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,<0.7.0"
 
 [build-system]
 requires = ["poetry-core"]
@@ -35,3 +35,6 @@ indent-style = "space"
 [tool.ruff.lint]
 select = ["E", "F", "B"]
 ignore = ["E501"]
+
+[tool.pytest.ini_options]
+addopts = '--doctest-modules --ignore examples'

requirements.txt

@@ -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

tests/test_client.py

@@ -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({})