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/test.yaml

@@ -26,7 +26,7 @@ jobs:
         run: |
           poetry export >requirements.txt
           git diff --exit-code requirements.txt
-      - uses: actions/upload-artifact@v3
+      - uses: actions/upload-artifact@v4
         with:
           name: pytest-results-${{ matrix.python-version }}
           path: junit/test-results-${{ matrix.python-version }}.xml

README.md

@@ -1,6 +1,6 @@
 # Ollama Python Library
 
-The Ollama Python library provides the easiest way to integrate Python 3.8+ projects with [Ollama](https://github.com/jmorganca/ollama).
+The Ollama Python library provides the easiest way to integrate Python 3.8+ projects with [Ollama](https://github.com/ollama/ollama).
 
 ## Install
 
@@ -12,7 +12,7 @@ pip install ollama
 
 ```python
 import ollama
-response = ollama.chat(model='llama2', messages=[
+response = ollama.chat(model='llama3.1', messages=[
   {
     'role': 'user',
     'content': 'Why is the sky blue?',
@@ -29,7 +29,7 @@ Response streaming can be enabled by setting `stream=True`, modifying function c
 import ollama
 
 stream = ollama.chat(
-    model='llama2',
+    model='llama3.1',
     messages=[{'role': 'user', 'content': 'Why is the sky blue?'}],
     stream=True,
 )
@@ -40,18 +40,18 @@ for chunk in stream:
 
 ## API
 
-The Ollama Python library's API is designed around the [Ollama REST API](https://github.com/jmorganca/ollama/blob/main/docs/api.md)
+The Ollama Python library's API is designed around the [Ollama REST API](https://github.com/ollama/ollama/blob/main/docs/api.md)
 
 ### Chat
 
 ```python
-ollama.chat(model='llama2', messages=[{'role': 'user', 'content': 'Why is the sky blue?'}])
+ollama.chat(model='llama3.1', messages=[{'role': 'user', 'content': 'Why is the sky blue?'}])
 ```
 
 ### Generate
 
 ```python
-ollama.generate(model='llama2', prompt='Why is the sky blue?')
+ollama.generate(model='llama3.1', prompt='Why is the sky blue?')
 ```
 
 ### List
@@ -63,14 +63,14 @@ ollama.list()
 ### Show
 
 ```python
-ollama.show('llama2')
+ollama.show('llama3.1')
 ```
 
 ### Create
 
 ```python
 modelfile='''
-FROM llama2
+FROM llama3.1
 SYSTEM You are mario from super mario bros.
 '''
 
@@ -80,31 +80,37 @@ ollama.create(model='example', modelfile=modelfile)
 ### Copy
 
 ```python
-ollama.copy('llama2', 'user/llama2')
+ollama.copy('llama3.1', 'user/llama3.1')
 ```
 
 ### Delete
 
 ```python
-ollama.delete('llama2')
+ollama.delete('llama3.1')
 ```
 
 ### Pull
 
 ```python
-ollama.pull('llama2')
+ollama.pull('llama3.1')
 ```
 
 ### Push
 
 ```python
-ollama.push('user/llama2')
+ollama.push('user/llama3.1')
 ```
 
 ### Embeddings
 
 ```python
-ollama.embeddings(model='llama2', prompt='They sky is blue because of rayleigh scattering')
+ollama.embeddings(model='llama3.1', prompt='The sky is blue because of rayleigh scattering')
+```
+
+### Ps
+
+```python
+ollama.ps()
 ```
 
 ## Custom client
@@ -117,7 +123,7 @@ A custom client can be created with the following fields:
 ```python
 from ollama import Client
 client = Client(host='http://localhost:11434')
-response = client.chat(model='llama2', messages=[
+response = client.chat(model='llama3.1', messages=[
   {
     'role': 'user',
     'content': 'Why is the sky blue?',
@@ -133,7 +139,7 @@ from ollama import AsyncClient
 
 async def chat():
   message = {'role': 'user', 'content': 'Why is the sky blue?'}
-  response = await AsyncClient().chat(model='llama2', messages=[message])
+  response = await AsyncClient().chat(model='llama3.1', messages=[message])
 
 asyncio.run(chat())
 ```
@@ -146,7 +152,7 @@ from ollama import AsyncClient
 
 async def chat():
   message = {'role': 'user', 'content': 'Why is the sky blue?'}
-  async for part in await AsyncClient().chat(model='llama2', messages=[message], stream=True):
+  async for part in await AsyncClient().chat(model='llama3.1', messages=[message], stream=True):
     print(part['message']['content'], end='', flush=True)
 
 asyncio.run(chat())

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/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

@@ -1,3 +1,4 @@
+import ipaddress
 import os
 import io
 import json
@@ -7,10 +8,11 @@ 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, b64decode
 
-from typing import Any, AnyStr, Union, Optional, Sequence, Mapping, Literal
+from typing import Any, AnyStr, Union, Optional, Sequence, Mapping, Literal, overload
 
 import sys
 
@@ -26,7 +28,7 @@ try:
 except metadata.PackageNotFoundError:
   __version__ = '0.0.0'
 
-from ollama._types import Message, Options, RequestError, ResponseError
+from ollama._types import Message, Options, RequestError, ResponseError, Tool
 
 
 class BaseClient:
@@ -96,10 +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,
@@ -129,6 +166,7 @@ class Client(BaseClient):
       json={
         'model': model,
         'prompt': prompt,
+        'suffix': suffix,
         'system': system,
         'template': template,
         'context': context or [],
@@ -142,10 +180,35 @@ class Client(BaseClient):
       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,
@@ -164,13 +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]
 
@@ -180,6 +239,7 @@ class Client(BaseClient):
       json={
         'model': model,
         'messages': messages,
+        'tools': tools or [],
         'stream': stream,
         'format': format,
         'options': options or {},
@@ -188,13 +248,36 @@ class Client(BaseClient):
       stream=stream,
     )
 
+  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,
-  ) -> Sequence[float]:
+  ) -> Mapping[str, Sequence[float]]:
     return self._request(
       'POST',
       '/api/embeddings',
@@ -206,6 +289,22 @@ class Client(BaseClient):
       },
     ).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,
@@ -228,6 +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,
@@ -250,11 +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]]]:
     """
@@ -276,6 +412,7 @@ class Client(BaseClient):
         'name': model,
         'modelfile': modelfile,
         'stream': stream,
+        'quantize': quantize,
       },
       stream=stream,
     )
@@ -334,6 +471,9 @@ 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:
@@ -378,10 +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,
@@ -410,6 +585,7 @@ class AsyncClient(BaseClient):
       json={
         'model': model,
         'prompt': prompt,
+        'suffix': suffix,
         'system': system,
         'template': template,
         'context': context or [],
@@ -423,10 +599,35 @@ class AsyncClient(BaseClient):
       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,
@@ -444,13 +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]
 
@@ -460,6 +657,7 @@ class AsyncClient(BaseClient):
       json={
         'model': model,
         'messages': messages,
+        'tools': tools or [],
         'stream': stream,
         'format': format,
         'options': options or {},
@@ -468,13 +666,38 @@ class AsyncClient(BaseClient):
       stream=stream,
     )
 
+  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,
-  ) -> Sequence[float]:
+  ) -> Mapping[str, Sequence[float]]:
     response = await self._request(
       'POST',
       '/api/embeddings',
@@ -488,6 +711,22 @@ class AsyncClient(BaseClient):
 
     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,
@@ -510,6 +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,
@@ -532,11 +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]]]:
     """
@@ -558,6 +834,7 @@ class AsyncClient(BaseClient):
         'name': model,
         'modelfile': modelfile,
         'stream': stream,
+        'quantize': quantize,
       },
       stream=stream,
     )
@@ -625,6 +902,10 @@ 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:
   """
@@ -707,6 +988,36 @@ def _parse_host(host: Optional[str]) -> str:
   '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
@@ -722,4 +1033,14 @@ def _parse_host(host: Optional[str]) -> str:
   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
 
@@ -19,6 +19,9 @@ class BaseGenerateResponse(TypedDict):
   done: bool
   'True if response is complete, otherwise False. Useful for streaming to detect the final response.'
 
+  done_reason: str
+  'Reason for completion. Only present when done is True.'
+
   total_duration: int
   'Total duration in nanoseconds.'
 
@@ -50,15 +53,36 @@ class GenerateResponse(BaseGenerateResponse):
   '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):
   """
   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: 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):
   """
@@ -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

poetry.lock

@@ -1,14 +1,14 @@
-# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 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 = "7.4.0"
+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"]
@@ -370,13 +382,13 @@ xmp = ["defusedxml"]
 
 [[package]]
 name = "pluggy"
-version = "1.3.0"
+version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "pluggy-1.3.0-py3-none-any.whl", hash = "sha256:d89c696a773f8bd377d18e5ecda92b7a3793cbe66c87060a6fb58c7b6e1061f7"},
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 ]
 
 [package.extras]
@@ -385,13 +397,13 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "pytest"
-version = "7.4.4"
+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-py3-none-any.whl", hash = "sha256:4ba08f9ae7dcf84ded419494d229b48d0903ea6407b030eaec46df5e6a73bba5"},
+    {file = "pytest-8.3.2.tar.gz", hash = "sha256:c132345d12ce551242c87269de812483f5bcc87cdbb4722e48487ba194f9fdce"},
 ]
 
 [package.dependencies]
@@ -399,25 +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 = "0.23.3"
+version = "0.24.0"
 description = "Pytest support for asyncio"
 optional = false
 python-versions = ">=3.8"
 files = [
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+    {file = "pytest_asyncio-0.24.0-py3-none-any.whl", hash = "sha256:a811296ed596b69bf0b6f3dc40f83bcaf341b155a269052d82efa2b25ac7037b"},
+    {file = "pytest_asyncio-0.24.0.tar.gz", hash = "sha256:d081d828e576d85f875399194281e92bf8a68d60d72d1a2faf2feddb6c46b276"},
 ]
 
 [package.dependencies]
-pytest = ">=7.0.0"
+pytest = ">=8.2,<9"
 
 [package.extras]
 docs = ["sphinx (>=5.3)", "sphinx-rtd-theme (>=1.0)"]
@@ -425,13 +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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+    {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]
@@ -439,17 +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 = [
-    {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-1.1.0-py3-none-any.whl", hash = "sha256:7ef88be8ed3354b6784daa3daa75a422370327c634053cefb124903fa8d73a41"},
+    {file = "pytest_httpserver-1.1.0.tar.gz", hash = "sha256:6b1cb0199e2ed551b1b94d43f096863bbf6ae5bcd7c75c2c06845e5ce2dc8701"},
 ]
 
 [package.dependencies]
@@ -457,39 +469,40 @@ Werkzeug = ">=2.0.0"
 
 [[package]]
 name = "ruff"
-version = "0.1.14"
+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.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]]
@@ -505,13 +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]]
@@ -534,4 +547,4 @@ watchdog = ["watchdog (>=2.3)"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.8"
-content-hash = "a516e97b6a647d7fb86935723d10ac863b6ca1debb23e1f3fd17307dddbba1aa"
+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 = "^10.2.0"
-ruff = "^0.1.8"
+ruff = ">=0.1.8,<0.7.0"
 
 [build-system]
 requires = ["poetry-core"]

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

@@ -26,6 +26,7 @@ def test_client_chat(httpserver: HTTPServer):
     json={
       'model': 'dummy',
       'messages': [{'role': 'user', 'content': 'Why is the sky blue?'}],
+      'tools': [],
       'stream': False,
       'format': '',
       'options': {},
@@ -73,6 +74,7 @@ def test_client_chat_stream(httpserver: HTTPServer):
     json={
       'model': 'dummy',
       'messages': [{'role': 'user', 'content': 'Why is the sky blue?'}],
+      'tools': [],
       'stream': True,
       'format': '',
       'options': {},
@@ -102,6 +104,7 @@ def test_client_chat_images(httpserver: HTTPServer):
           'images': ['iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAIAAACQd1PeAAAADElEQVR4nGNgYGAAAAAEAAH2FzhVAAAAAElFTkSuQmCC'],
         },
       ],
+      'tools': [],
       'stream': False,
       'format': '',
       'options': {},
@@ -134,6 +137,7 @@ def test_client_generate(httpserver: HTTPServer):
     json={
       'model': 'dummy',
       'prompt': 'Why is the sky blue?',
+      'suffix': '',
       'system': '',
       'template': '',
       'context': [],
@@ -179,6 +183,7 @@ def test_client_generate_stream(httpserver: HTTPServer):
     json={
       'model': 'dummy',
       'prompt': 'Why is the sky blue?',
+      'suffix': '',
       'system': '',
       'template': '',
       'context': [],
@@ -207,6 +212,7 @@ def test_client_generate_images(httpserver: HTTPServer):
     json={
       'model': 'dummy',
       'prompt': 'Why is the sky blue?',
+      'suffix': '',
       'system': '',
       'template': '',
       'context': [],
@@ -334,6 +340,7 @@ def test_client_create_path(httpserver: HTTPServer):
       'name': 'dummy',
       'modelfile': 'FROM @sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\n',
       'stream': False,
+      'quantize': None,
     },
   ).respond_with_json({})
 
@@ -357,6 +364,7 @@ def test_client_create_path_relative(httpserver: HTTPServer):
       'name': 'dummy',
       'modelfile': 'FROM @sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\n',
       'stream': False,
+      'quantize': None,
     },
   ).respond_with_json({})
 
@@ -389,6 +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({})
 
@@ -412,6 +421,7 @@ def test_client_create_modelfile(httpserver: HTTPServer):
       'name': 'dummy',
       'modelfile': 'FROM @sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\n',
       'stream': False,
+      'quantize': None,
     },
   ).respond_with_json({})
 
@@ -442,6 +452,7 @@ PARAMETER stop [/INST]
 PARAMETER stop <<SYS>>
 PARAMETER stop <</SYS>>''',
       'stream': False,
+      'quantize': None,
     },
   ).respond_with_json({})
 
@@ -478,6 +489,7 @@ def test_client_create_from_library(httpserver: HTTPServer):
       'name': 'dummy',
       'modelfile': 'FROM llama2',
       'stream': False,
+      'quantize': None,
     },
   ).respond_with_json({})
 
@@ -516,6 +528,7 @@ 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': {},
@@ -554,6 +567,7 @@ async def test_async_client_chat_stream(httpserver: HTTPServer):
     json={
       'model': 'dummy',
       'messages': [{'role': 'user', 'content': 'Why is the sky blue?'}],
+      'tools': [],
       'stream': True,
       'format': '',
       'options': {},
@@ -584,6 +598,7 @@ async def test_async_client_chat_images(httpserver: HTTPServer):
           'images': ['iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAIAAACQd1PeAAAADElEQVR4nGNgYGAAAAAEAAH2FzhVAAAAAElFTkSuQmCC'],
         },
       ],
+      'tools': [],
       'stream': False,
       'format': '',
       'options': {},
@@ -607,6 +622,7 @@ async def test_async_client_generate(httpserver: HTTPServer):
     json={
       'model': 'dummy',
       'prompt': 'Why is the sky blue?',
+      'suffix': '',
       'system': '',
       'template': '',
       'context': [],
@@ -647,6 +663,7 @@ async def test_async_client_generate_stream(httpserver: HTTPServer):
     json={
       'model': 'dummy',
       'prompt': 'Why is the sky blue?',
+      'suffix': '',
       'system': '',
       'template': '',
       'context': [],
@@ -676,6 +693,7 @@ async def test_async_client_generate_images(httpserver: HTTPServer):
     json={
       'model': 'dummy',
       'prompt': 'Why is the sky blue?',
+      'suffix': '',
       'system': '',
       'template': '',
       'context': [],
@@ -798,6 +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({})
 
@@ -822,6 +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({})
 
@@ -846,6 +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({})
 
@@ -870,6 +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({})
 
@@ -901,6 +923,7 @@ PARAMETER stop [/INST]
 PARAMETER stop <<SYS>>
 PARAMETER stop <</SYS>>''',
       'stream': False,
+      'quantize': None,
     },
   ).respond_with_json({})
 
@@ -938,6 +961,7 @@ async def test_async_client_create_from_library(httpserver: HTTPServer):
       'name': 'dummy',
       'modelfile': 'FROM llama2',
       'stream': False,
+      'quantize': None,
     },
   ).respond_with_json({})