Merge pull request #58 from ollama/mxyng/python-user-agent

python user agent

.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

README.md

@@ -1,48 +1,131 @@
 # 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/jmorganca/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='llama2', 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='llama2',
+    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/jmorganca/ollama/blob/main/docs/api.md)
+
+### Chat
+
+```python
+ollama.chat(model='llama2', messages=[{'role': 'user', 'content': 'Why is the sky blue?'}])
+```
+
+### Generate
+
+```python
+ollama.generate(model='llama2', prompt='Why is the sky blue?')
+```
+
+### List
+
+```python
+ollama.list()
+```
+
+### Show
+
+```python
+ollama.show('llama2')
+```
+
+### Create
+
+```python
+modelfile='''
+FROM llama2
+SYSTEM You are mario from super mario bros.
+'''
+
+ollama.create(model='example', modelfile=modelfile)
+```
+
+### Copy
+
+```python
+ollama.copy('llama2', 'user/llama2')
+```
+
+### Delete
+
+```python
+ollama.delete('llama2')
+```
+
+### Pull
+
+```python
+ollama.pull('llama2')
+```
+
+### Push
+
+```python
+ollama.push('user/llama2')
+```
+
+### Embeddings
+
+```python
+ollama.embeddings(model='llama2', prompt='They sky is blue because of rayleigh scattering')
+```
+
+## 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='llama2', 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
@@ -55,7 +138,7 @@ async def chat():
 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
@@ -69,7 +152,7 @@ async def chat():
 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 +162,7 @@ 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/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

ollama/_client.py

@@ -2,10 +2,13 @@ import os
 import io
 import json
 import httpx
+import binascii
+import platform
+import urllib.parse
 from os import PathLike
 from pathlib import Path
 from hashlib import sha256
-from base64 import b64encode
+from base64 import b64encode, b64decode
 
 from typing import Any, AnyStr, Union, Optional, Sequence, Mapping, Literal
 
@@ -16,6 +19,13 @@ if sys.version_info < (3, 9):
 else:
   from collections.abc import Iterator, AsyncIterator
 
+from importlib import metadata
+
+try:
+  __version__ = metadata.version('ollama')
+except metadata.PackageNotFoundError:
+  __version__ = '0.0.0'
+
 from ollama._types import Message, Options, RequestError, ResponseError
 
 
@@ -23,7 +33,7 @@ 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 +41,28 @@ 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)
@@ -94,6 +108,7 @@ 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.
@@ -122,6 +137,7 @@ class Client(BaseClient):
         'images': [_encode_image(image) for image in images or []],
         'format': format,
         'options': options or {},
+        'keep_alive': keep_alive,
       },
       stream=stream,
     )
@@ -133,6 +149,7 @@ class Client(BaseClient):
     stream: bool = False,
     format: Literal['', 'json'] = '',
     options: Optional[Options] = None,
+    keep_alive: Optional[Union[float, str]] = None,
   ) -> Union[Mapping[str, Any], Iterator[Mapping[str, Any]]]:
     """
     Create a chat response using the requested model.
@@ -166,11 +183,18 @@ class Client(BaseClient):
         'stream': stream,
         'format': format,
         'options': options or {},
+        'keep_alive': keep_alive,
       },
       stream=stream,
     )
 
-  def embeddings(self, model: str = '', prompt: str = '', options: Optional[Options] = None) -> Sequence[float]:
+  def embeddings(
+    self,
+    model: str = '',
+    prompt: str = '',
+    options: Optional[Options] = None,
+    keep_alive: Optional[Union[float, str]] = None,
+  ) -> Sequence[float]:
     return self._request(
       'POST',
       '/api/embeddings',
@@ -178,6 +202,7 @@ class Client(BaseClient):
         'model': model,
         'prompt': prompt,
         'options': options or {},
+        'keep_alive': keep_alive,
       },
     ).json()
 
@@ -261,13 +286,16 @@ 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:
@@ -299,17 +327,17 @@ class Client(BaseClient):
   def list(self) -> Mapping[str, Any]:
     return self._request('GET', '/api/tags').json()
 
-  def copy(self, source: str, target: str) -> Mapping[str, Any]:
-    response = self._request('POST', '/api/copy', json={'source': source, 'destination': target})
+  def copy(self, source: str, destination: str) -> Mapping[str, Any]:
+    response = self._request('POST', '/api/copy', json={'source': source, 'destination': destination})
     return {'status': 'success' if response.status_code == 200 else 'error'}
 
   def show(self, model: str) -> Mapping[str, Any]:
-    return self._request('GET', '/api/show', json={'name': model}).json()
+    return self._request('POST', '/api/show', json={'name': model}).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)
@@ -362,6 +390,7 @@ 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.
@@ -389,6 +418,7 @@ class AsyncClient(BaseClient):
         'images': [_encode_image(image) for image in images or []],
         'format': format,
         'options': options or {},
+        'keep_alive': keep_alive,
       },
       stream=stream,
     )
@@ -400,6 +430,7 @@ class AsyncClient(BaseClient):
     stream: bool = False,
     format: Literal['', 'json'] = '',
     options: Optional[Options] = None,
+    keep_alive: Optional[Union[float, str]] = None,
   ) -> Union[Mapping[str, Any], AsyncIterator[Mapping[str, Any]]]:
     """
     Create a chat response using the requested model.
@@ -432,11 +463,18 @@ class AsyncClient(BaseClient):
         'stream': stream,
         'format': format,
         'options': options or {},
+        'keep_alive': keep_alive,
       },
       stream=stream,
     )
 
-  async def embeddings(self, model: str = '', prompt: str = '', options: Optional[Options] = None) -> Sequence[float]:
+  async def embeddings(
+    self,
+    model: str = '',
+    prompt: str = '',
+    options: Optional[Options] = None,
+    keep_alive: Optional[Union[float, str]] = None,
+  ) -> Sequence[float]:
     response = await self._request(
       'POST',
       '/api/embeddings',
@@ -444,6 +482,7 @@ class AsyncClient(BaseClient):
         'model': model,
         'prompt': prompt,
         'options': options or {},
+        'keep_alive': keep_alive,
       },
     )
 
@@ -529,13 +568,16 @@ 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:
@@ -575,29 +617,53 @@ class AsyncClient(BaseClient):
     response = await self._request('GET', '/api/tags')
     return response.json()
 
-  async def copy(self, source: str, target: str) -> Mapping[str, Any]:
-    response = await self._request('POST', '/api/copy', json={'source': source, 'destination': target})
+  async def copy(self, source: str, destination: str) -> Mapping[str, Any]:
+    response = await self._request('POST', '/api/copy', json={'source': source, 'destination': destination})
     return {'status': 'success' if response.status_code == 200 else 'error'}
 
   async def show(self, model: str) -> Mapping[str, Any]:
-    response = await self._request('GET', '/api/show', json={'name': model})
+    response = await self._request('POST', '/api/show', json={'name': model})
     return response.json()
 
 
 def _encode_image(image) -> str:
-  if p := _as_path(image):
-    b64 = b64encode(p.read_bytes())
-  elif b := _as_bytesio(image):
-    b64 = b64encode(b.read())
-  else:
-    raise RequestError('images must be a list of bytes, path-like objects, or file-like objects')
+  """
+  >>> _encode_image(b'ollama')
+  'b2xsYW1h'
+  >>> _encode_image(io.BytesIO(b'ollama'))
+  'b2xsYW1h'
+  >>> _encode_image('LICENSE')
+  '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'
+  >>> _encode_image(Path('LICENSE'))
+  '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'
+  >>> _encode_image('YWJj')
+  'YWJj'
+  >>> _encode_image(b'YWJj')
+  'YWJj'
+  """
 
-  return b64.decode('utf-8')
+  if p := _as_path(image):
+    return b64encode(p.read_bytes()).decode('utf-8')
+
+  try:
+    b64decode(image, validate=True)
+    return image if isinstance(image, str) else image.decode('utf-8')
+  except (binascii.Error, TypeError):
+    ...
+
+  if b := _as_bytesio(image):
+    return b64encode(b.read()).decode('utf-8')
+
+  raise RequestError('image must be bytes, path-like object, or file-like object')
 
 
 def _as_path(s: Optional[Union[str, PathLike]]) -> Union[Path, None]:
   if isinstance(s, str) or isinstance(s, Path):
-    return Path(s)
+    try:
+      if (p := Path(s)).exists():
+        return p
+    except Exception:
+      ...
   return None
 
 
@@ -607,3 +673,53 @@ 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'
+  """
+
+  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
+
+  return f'{scheme}://{host}:{port}'

ollama/_types.py

@@ -11,31 +11,31 @@ 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.'
 
   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 +44,10 @@ 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 Message(TypedDict):
@@ -59,7 +59,7 @@ class Message(TypedDict):
   "Assumed role of the message. Response messages always has role 'assistant'."
 
   content: str
-  "Content of the message. Response messages contains message fragments when streaming."
+  'Content of the message. Response messages contains message fragments when streaming.'
 
   images: NotRequired[Sequence[Any]]
   """
@@ -80,7 +80,7 @@ class ChatResponse(BaseGenerateResponse):
   """
 
   message: Message
-  "Response message."
+  'Response message.'
 
 
 class ProgressResponse(TypedDict):
@@ -134,10 +134,10 @@ 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 +145,17 @@ 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

@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.7.0 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
 
 [[package]]
 name = "anyio"
@@ -46,63 +46,63 @@ files = [
 
 [[package]]
 name = "coverage"
-version = "7.3.4"
+version = "7.4.0"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "coverage-7.3.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e4353923f38d752ecfbd3f1f20bf7a3546993ae5ecd7c07fd2f25d40b4e54571"},
-    {file = "coverage-7.3.4-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ea473c37872f0159294f7073f3fa72f68b03a129799f3533b2bb44d5e9fa4f82"},
-    {file = "coverage-7.3.4-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:5214362abf26e254d749fc0c18af4c57b532a4bfde1a057565616dd3b8d7cc94"},
-    {file = "coverage-7.3.4-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:f99b7d3f7a7adfa3d11e3a48d1a91bb65739555dd6a0d3fa68aa5852d962e5b1"},
-    {file = "coverage-7.3.4-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:74397a1263275bea9d736572d4cf338efaade2de9ff759f9c26bcdceb383bb49"},
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-    {file = "coverage-7.3.4-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:e0d84099ea7cba9ff467f9c6f747e3fc3906e2aadac1ce7b41add72e8d0a3712"},
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-    {file = "coverage-7.3.4-cp310-cp310-win_amd64.whl", hash = "sha256:c75738ce13d257efbb6633a049fb2ed8e87e2e6c2e906c52d1093a4d08d67c6b"},
-    {file = "coverage-7.3.4-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:997aa14b3e014339d8101b9886063c5d06238848905d9ad6c6eabe533440a9a7"},
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 [[package]]
@@ -285,70 +285,88 @@ files = [
 
 [[package]]
 name = "pillow"
-version = "10.1.0"
+version = "10.2.0"
 description = "Python Imaging Library (Fork)"
 optional = false
 python-versions = ">=3.8"
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+    {file = "pillow-10.2.0-pp39-pypy39_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:d1b35bcd6c5543b9cb547dee3150c93008f8dd0f1fef78fc0cd2b141c5baf58a"},
+    {file = "pillow-10.2.0-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:fe4c15f6c9285dc54ce6553a3ce908ed37c8f3825b5a51a15c91442bb955b868"},
+    {file = "pillow-10.2.0.tar.gz", hash = "sha256:e87f0b2c78157e12d7686b27d63c070fd65d994e8ddae6f328e0dcf4a0cd007e"},
 ]
 
 [package.extras]
 docs = ["furo", "olefile", "sphinx (>=2.4)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-removed-in", "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"
@@ -367,13 +385,13 @@ testing = ["pytest", "pytest-benchmark"]
 
 [[package]]
 name = "pytest"
-version = "7.4.3"
+version = "7.4.4"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "pytest-7.4.3-py3-none-any.whl", hash = "sha256:0d009c083ea859a71b76adf7c1d502e4bc170b80a8ef002da5806527b9591fac"},
-    {file = "pytest-7.4.3.tar.gz", hash = "sha256:d989d136982de4e3b29dabcc838ad581c64e8ed52c11fbe86ddebd9da0818cd5"},
+    {file = "pytest-7.4.4-py3-none-any.whl", hash = "sha256:b090cdf5ed60bf4c45261be03239c2c1c22df034fbffe691abe93cd80cea01d8"},
+    {file = "pytest-7.4.4.tar.gz", hash = "sha256:2cf0005922c6ace4a3e2ec8b4080eb0d9753fdc93107415332f50ce9e7994280"},
 ]
 
 [package.dependencies]
@@ -389,13 +407,13 @@ testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "no
 
 [[package]]
 name = "pytest-asyncio"
-version = "0.23.2"
+version = "0.23.3"
 description = "Pytest support for asyncio"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "pytest-asyncio-0.23.2.tar.gz", hash = "sha256:c16052382554c7b22d48782ab3438d5b10f8cf7a4bdcae7f0f67f097d95beecc"},
-    {file = "pytest_asyncio-0.23.2-py3-none-any.whl", hash = "sha256:ea9021364e32d58f0be43b91c6233fb8d2224ccef2398d6837559e587682808f"},
+    {file = "pytest-asyncio-0.23.3.tar.gz", hash = "sha256:af313ce900a62fbe2b1aed18e37ad757f1ef9940c6b6a88e2954de38d6b1fb9f"},
+    {file = "pytest_asyncio-0.23.3-py3-none-any.whl", hash = "sha256:37a9d912e8338ee7b4a3e917381d1c95bfc8682048cb0fbc35baba316ec1faba"},
 ]
 
 [package.dependencies]
@@ -439,28 +457,28 @@ Werkzeug = ">=2.0.0"
 
 [[package]]
 name = "ruff"
-version = "0.1.8"
+version = "0.1.14"
 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-0.1.8-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ff78a7583020da124dd0deb835ece1d87bb91762d40c514ee9b67a087940528b"},
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+    {file = "ruff-0.1.14-py3-none-manylinux_2_17_ppc64.manylinux2014_ppc64.whl", hash = "sha256:2270504d629a0b064247983cbc495bed277f372fb9eaba41e5cf51f7ba705a6a"},
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+    {file = "ruff-0.1.14-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:653230dd00aaf449eb5ff25d10a6e03bc3006813e2cb99799e568f55482e5cae"},
+    {file = "ruff-0.1.14-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:87b3acc6c4e6928459ba9eb7459dd4f0c4bf266a053c863d72a44c33246bfdbf"},
+    {file = "ruff-0.1.14-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:6b3dadc9522d0eccc060699a9816e8127b27addbb4697fc0c08611e4e6aeb8b5"},
+    {file = "ruff-0.1.14-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:1c8eca1a47b4150dc0fbec7fe68fc91c695aed798532a18dbb1424e61e9b721f"},
+    {file = "ruff-0.1.14-py3-none-musllinux_1_2_i686.whl", hash = "sha256:62ce2ae46303ee896fc6811f63d6dabf8d9c389da0f3e3f2bce8bc7f15ef5488"},
+    {file = "ruff-0.1.14-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:b2027dde79d217b211d725fc833e8965dc90a16d0d3213f1298f97465956661b"},
+    {file = "ruff-0.1.14-py3-none-win32.whl", hash = "sha256:722bafc299145575a63bbd6b5069cb643eaa62546a5b6398f82b3e4403329cab"},
+    {file = "ruff-0.1.14-py3-none-win_amd64.whl", hash = "sha256:e3d241aa61f92b0805a7082bd89a9990826448e4d0398f0e2bc8f05c75c63d99"},
+    {file = "ruff-0.1.14-py3-none-win_arm64.whl", hash = "sha256:269302b31ade4cde6cf6f9dd58ea593773a37ed3f7b97e793c8594b262466b67"},
+    {file = "ruff-0.1.14.tar.gz", hash = "sha256:ad3f8088b2dfd884820289a06ab718cde7d38b94972212cc4ba90d5fbc9955f3"},
 ]
 
 [[package]]
@@ -516,4 +534,4 @@ watchdog = ["watchdog (>=2.3)"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.8"
-content-hash = "9416a897c95d3c80cf1bfd3cc61cd19f0143c9bd0bc7c219fcb31ee27c497c9d"
+content-hash = "a516e97b6a647d7fb86935723d10ac863b6ca1debb23e1f3fd17307dddbba1aa"

pyproject.toml

@@ -17,7 +17,7 @@ pytest = "^7.4.3"
 pytest-asyncio = "^0.23.2"
 pytest-cov = "^4.1.0"
 pytest-httpserver = "^1.0.8"
-pillow = "^10.1.0"
+pillow = "^10.2.0"
 ruff = "^0.1.8"
 
 [build-system]
@@ -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'

tests/test_client.py

@@ -1,7 +1,6 @@
 import os
 import io
 import json
-import types
 import pytest
 import tempfile
 from pathlib import Path
@@ -30,6 +29,7 @@ def test_client_chat(httpserver: HTTPServer):
       'stream': False,
       'format': '',
       'options': {},
+      'keep_alive': None,
     },
   ).respond_with_json(
     {
@@ -76,14 +76,17 @@ def test_client_chat_stream(httpserver: HTTPServer):
       '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):
@@ -102,6 +105,7 @@ def test_client_chat_images(httpserver: HTTPServer):
       'stream': False,
       'format': '',
       'options': {},
+      'keep_alive': None,
     },
   ).respond_with_json(
     {
@@ -138,6 +142,7 @@ def test_client_generate(httpserver: HTTPServer):
       'images': [],
       'format': '',
       'options': {},
+      'keep_alive': None,
     },
   ).respond_with_json(
     {
@@ -182,14 +187,17 @@ 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):
@@ -207,6 +215,7 @@ def test_client_generate_images(httpserver: HTTPServer):
       'images': ['iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAIAAACQd1PeAAAADElEQVR4nGNgYGAAAAAEAAH2FzhVAAAAAElFTkSuQmCC'],
       'format': '',
       'options': {},
+      'keep_alive': None,
     },
   ).respond_with_json(
     {
@@ -263,11 +272,14 @@ 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 +299,14 @@ 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 +315,14 @@ 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):
@@ -399,13 +422,61 @@ 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,
+    },
+  ).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,
     },
   ).respond_with_json({})
@@ -448,6 +519,7 @@ async def test_async_client_chat(httpserver: HTTPServer):
       'stream': False,
       'format': '',
       'options': {},
+      'keep_alive': None,
     },
   ).respond_with_json({})
 
@@ -458,6 +530,24 @@ 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',
@@ -467,12 +557,17 @@ async def test_async_client_chat_stream(httpserver: HTTPServer):
       '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
@@ -492,6 +587,7 @@ async def test_async_client_chat_images(httpserver: HTTPServer):
       'stream': False,
       'format': '',
       'options': {},
+      'keep_alive': None,
     },
   ).respond_with_json({})
 
@@ -519,6 +615,7 @@ async def test_async_client_generate(httpserver: HTTPServer):
       'images': [],
       'format': '',
       'options': {},
+      'keep_alive': None,
     },
   ).respond_with_json({})
 
@@ -529,6 +626,21 @@ 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',
@@ -543,12 +655,17 @@ 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
@@ -567,6 +684,7 @@ async def test_async_client_generate_images(httpserver: HTTPServer):
       'images': ['iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAIAAACQd1PeAAAADElEQVR4nGNgYGAAAAAEAAH2FzhVAAAAAElFTkSuQmCC'],
       'format': '',
       'options': {},
+      'keep_alive': None,
     },
   ).respond_with_json({})
 
@@ -597,6 +715,16 @@ 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 +733,14 @@ 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 +762,14 @@ 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 +778,14 @@ 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
@@ -738,6 +880,55 @@ 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,
+    },
+  ).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(
@@ -745,7 +936,7 @@ async def test_async_client_create_from_library(httpserver: HTTPServer):
     method='POST',
     json={
       'name': 'dummy',
-      'modelfile': 'FROM llama2\n',
+      'modelfile': 'FROM llama2',
       'stream': False,
     },
   ).respond_with_json({})