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...

29 Commits

Author SHA1 Message Date
Michael Yang fcdf5771f5 Merge pull request #58 from ollama/mxyng/python-user-agent
python user agent
2024-02-09 15:32:48 -08:00
Michael Yang ec8bf88c2b add content-type and accept
mirrors header values set by ollama cli
2024-02-08 11:59:43 -08:00
Michael Yang 8b929ab496 python user agent
add a user agent to ollama-python requests
2024-02-08 11:17:06 -08:00
Michael Yang eee32dda37 Merge pull request #52 from ollama/mxyng/create-example
create example
2024-02-02 12:20:50 -08:00
Michael Yang c74dd5835d create example 2024-02-02 12:20:05 -08:00
Michael Yang cdec2ad99e Merge pull request #31 from ollama/keepalive
add keep_alive
2024-02-02 08:52:08 -08:00
Michael Yang 4a81fa43ee Merge pull request #50 from ollama/mxyng/base64-encode-image
fix: encode base64 inputs
2024-02-01 12:21:46 -08:00
Michael Yang 98ad0d884e fix: encode base64 inputs 2024-02-01 12:12:14 -08:00
Michael Yang c27eebc158 Merge pull request #41 from rachfop/patch-1
Update README.md
2024-01-30 14:31:17 -08:00
Patrick Rachford 46291d49a7 Update README.md
Fixes back ticks on code block.
2024-01-29 21:49:20 -08:00
Michael Yang cf3ab807c8 Merge pull request #40 from ollama/mxyng/fix-parse-modelfile
fix parse modelfile
2024-01-29 14:12:27 -08:00
Michael Yang 8e5d431d0d fix parse modelfile
- do not add newlines while parsing
- do not add leading whitespace
2024-01-29 13:42:34 -08:00
Michael Yang e201181d4c Merge pull request #34 from chenxizhang/patch-1
error handling code
2024-01-29 09:54:43 -08:00
chenxizhang c077b5d685 Update README.md
e.content should be e.error
2024-01-28 11:08:03 +08:00
Michael Yang fbb6553e03 add keep_alive 2024-01-26 11:33:03 -08:00
Michael Yang f618a2f448 Merge pull request #32 from ollama/update-actions
update github actions
2024-01-26 11:32:40 -08:00
Michael Yang 354f012168 update github actions 2024-01-26 11:30:36 -08:00
Michael Yang 19e7a3d9ce Merge pull request #20 from ollama/BruceMacD-pull-example-type
fix pull example typo
2024-01-23 11:56:55 -08:00
Bruce MacDonald 9bfa1d1ecf fix pull example typo 2024-01-22 19:03:05 -05:00
Michael Yang 2e0b2e15f0 Merge pull request #18 from jmorganca/mxyng/fix-tests
fix unit tests
2024-01-22 15:24:19 -08:00
Michael Yang 5c1df78b7d remove unused import 2024-01-22 15:23:23 -08:00
Michael Yang c8f7d9b7d2 fix tests 2024-01-22 15:23:23 -08:00
Michael Yang 21aad8447c fix: update async stream tests 2024-01-22 15:23:23 -08:00
Michael Yang 38f68e251d Merge pull request #19 from jmorganca/mxyng/upgrade-pillow
upgrade pillow
2024-01-22 15:22:16 -08:00
Michael Yang fa6d8d5a9f upgrade pillow 2024-01-22 15:20:40 -08:00
Michael Yang 373a2e3759 Merge pull request #17 from jmorganca/mxyng/response-error
update response error field to match json response
2024-01-22 09:44:45 -08:00
Michael Yang 27f0dfe0ca update response error field to match json response 2024-01-22 09:41:22 -08:00
Jeffrey Morgan 467fd833f3 Use client variable name for custom client in README.md 2024-01-20 15:34:39 -05:00
Jeffrey Morgan 9c60d1569c Additional docs in README.md 2024-01-20 15:25:47 -05:00
9 changed files with 667 additions and 286 deletions
+2 -1
View File
@@ -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
+108 -25
View File
@@ -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)
```
+20
View File
@@ -0,0 +1,20 @@
import sys
from ollama import create
args = sys.argv[1:]
if len(args) == 2:
# create from local file
path = args[1]
else:
print('usage: python main.py <name> <filepath>')
sys.exit(1)
# TODO: update to real Modelfile values
modelfile = f"""
FROM {path}
"""
for response in create(model=args[0], modelfile=modelfile, stream=True):
print(response['status'])
+1 -1
View File
@@ -13,7 +13,7 @@ for progress in pull('mistral', stream=True):
continue
if digest not in bars and (total := progress.get('total')):
bars[digest] = tqdm(total=total, desc=f'pushing {digest[7:19]}', unit='B', unit_scale=True)
bars[digest] = tqdm(total=total, desc=f'pulling {digest[7:19]}', unit='B', unit_scale=True)
if completed := progress.get('completed'):
bars[digest].update(completed - bars[digest].n)
+91 -23
View File
@@ -2,11 +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
@@ -17,6 +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
@@ -36,10 +45,17 @@ class BaseClient:
- `timeout`: None
`kwargs` are passed to the httpx client.
"""
headers = kwargs.pop('headers', {})
headers['Content-Type'] = 'application/json'
headers['Accept'] = 'application/json'
headers['User-Agent'] = f'ollama-python/{__version__} ({platform.machine()} {platform.system().lower()}) Python/{platform.python_version()}'
self._client = client(
base_url=_parse_host(host or os.getenv('OLLAMA_HOST')),
follow_redirects=follow_redirects,
timeout=timeout,
headers=headers,
**kwargs,
)
@@ -92,6 +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.
@@ -120,6 +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,
)
@@ -131,6 +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.
@@ -164,11 +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',
@@ -176,6 +202,7 @@ class Client(BaseClient):
'model': model,
'prompt': prompt,
'options': options or {},
'keep_alive': keep_alive,
},
).json()
@@ -259,13 +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:
@@ -360,6 +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.
@@ -387,6 +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,
)
@@ -398,6 +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.
@@ -430,11 +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',
@@ -442,6 +482,7 @@ class AsyncClient(BaseClient):
'model': model,
'prompt': prompt,
'options': options or {},
'keep_alive': keep_alive,
},
)
@@ -527,13 +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:
@@ -583,19 +627,43 @@ class AsyncClient(BaseClient):
def _encode_image(image) -> str:
if p := _as_path(image):
b64 = b64encode(p.read_bytes())
elif b := _as_bytesio(image):
b64 = b64encode(b.read())
else:
raise RequestError('images must be a list of bytes, path-like objects, or file-like objects')
"""
>>> _encode_image(b'ollama')
'b2xsYW1h'
>>> _encode_image(io.BytesIO(b'ollama'))
'b2xsYW1h'
>>> _encode_image('LICENSE')
'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'
>>> _encode_image(Path('LICENSE'))
'TUlUIExpY2Vuc2UKCkNvcHlyaWdodCAoYykgT2xsYW1hCgpQZXJtaXNzaW9uIGlzIGhlcmVieSBncmFudGVkLCBmcmVlIG9mIGNoYXJnZSwgdG8gYW55IHBlcnNvbiBvYnRhaW5pbmcgYSBjb3B5Cm9mIHRoaXMgc29mdHdhcmUgYW5kIGFzc29jaWF0ZWQgZG9jdW1lbnRhdGlvbiBmaWxlcyAodGhlICJTb2Z0d2FyZSIpLCB0byBkZWFsCmluIHRoZSBTb2Z0d2FyZSB3aXRob3V0IHJlc3RyaWN0aW9uLCBpbmNsdWRpbmcgd2l0aG91dCBsaW1pdGF0aW9uIHRoZSByaWdodHMKdG8gdXNlLCBjb3B5LCBtb2RpZnksIG1lcmdlLCBwdWJsaXNoLCBkaXN0cmlidXRlLCBzdWJsaWNlbnNlLCBhbmQvb3Igc2VsbApjb3BpZXMgb2YgdGhlIFNvZnR3YXJlLCBhbmQgdG8gcGVybWl0IHBlcnNvbnMgdG8gd2hvbSB0aGUgU29mdHdhcmUgaXMKZnVybmlzaGVkIHRvIGRvIHNvLCBzdWJqZWN0IHRvIHRoZSBmb2xsb3dpbmcgY29uZGl0aW9uczoKClRoZSBhYm92ZSBjb3B5cmlnaHQgbm90aWNlIGFuZCB0aGlzIHBlcm1pc3Npb24gbm90aWNlIHNoYWxsIGJlIGluY2x1ZGVkIGluIGFsbApjb3BpZXMgb3Igc3Vic3RhbnRpYWwgcG9ydGlvbnMgb2YgdGhlIFNvZnR3YXJlLgoKVEhFIFNPRlRXQVJFIElTIFBST1ZJREVEICJBUyBJUyIsIFdJVEhPVVQgV0FSUkFOVFkgT0YgQU5ZIEtJTkQsIEVYUFJFU1MgT1IKSU1QTElFRCwgSU5DTFVESU5HIEJVVCBOT1QgTElNSVRFRCBUTyBUSEUgV0FSUkFOVElFUyBPRiBNRVJDSEFOVEFCSUxJVFksCkZJVE5FU1MgRk9SIEEgUEFSVElDVUxBUiBQVVJQT1NFIEFORCBOT05JTkZSSU5HRU1FTlQuIElOIE5PIEVWRU5UIFNIQUxMIFRIRQpBVVRIT1JTIE9SIENPUFlSSUdIVCBIT0xERVJTIEJFIExJQUJMRSBGT1IgQU5ZIENMQUlNLCBEQU1BR0VTIE9SIE9USEVSCkxJQUJJTElUWSwgV0hFVEhFUiBJTiBBTiBBQ1RJT04gT0YgQ09OVFJBQ1QsIFRPUlQgT1IgT1RIRVJXSVNFLCBBUklTSU5HIEZST00sCk9VVCBPRiBPUiBJTiBDT05ORUNUSU9OIFdJVEggVEhFIFNPRlRXQVJFIE9SIFRIRSBVU0UgT1IgT1RIRVIgREVBTElOR1MgSU4gVEhFClNPRlRXQVJFLgo='
>>> _encode_image('YWJj')
'YWJj'
>>> _encode_image(b'YWJj')
'YWJj'
"""
return b64.decode('utf-8')
if p := _as_path(image):
return b64encode(p.read_bytes()).decode('utf-8')
try:
b64decode(image, validate=True)
return image if isinstance(image, str) else image.decode('utf-8')
except (binascii.Error, TypeError):
...
if b := _as_bytesio(image):
return b64encode(b.read()).decode('utf-8')
raise RequestError('image must be bytes, path-like object, or file-like object')
def _as_path(s: Optional[Union[str, PathLike]]) -> Union[Path, None]:
if isinstance(s, str) or isinstance(s, Path):
return Path(s)
try:
if (p := Path(s)).exists():
return p
except Exception:
...
return None
+23 -23
View File
@@ -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.'
Generated
+213 -195
View File
@@ -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"
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[[package]]
@@ -516,4 +534,4 @@ watchdog = ["watchdog (>=2.3)"]
[metadata]
lock-version = "2.0"
python-versions = "^3.8"
content-hash = "9416a897c95d3c80cf1bfd3cc61cd19f0143c9bd0bc7c219fcb31ee27c497c9d"
content-hash = "a516e97b6a647d7fb86935723d10ac863b6ca1debb23e1f3fd17307dddbba1aa"
+1 -1
View File
@@ -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]
+208 -17
View File
@@ -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({})