initial commit

This commit is contained in:
Michael Yang 2023-12-14 11:21:40 -08:00
commit 4fb93dcb0c
11 changed files with 1143 additions and 0 deletions

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LICENSE Normal file
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MIT License
Copyright (c) Ollama
Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.

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README.md Normal file
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from ollama import chat
messages = [
{
'role': 'user',
'content': 'Why is the sky blue?',
},
]
for message in chat('mistral', messages=messages, stream=True):
if message := message.get('message'):
if message.get('role') == 'assistant':
print(message.get('content', ''), end='', flush=True)
# end with a newline
print()

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from ollama import chat
messages = [
{
'role': 'user',
'content': 'Why is the sky blue?',
},
]
response = chat('mistral', messages=messages)
print(response['message'])

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import sys
import random
import httpx
from ollama import generate
latest = httpx.get('https://xkcd.com/info.0.json')
latest.raise_for_status()
if len(sys.argv) > 1:
num = int(sys.argv[1])
else:
num = random.randint(1, latest.json().get('num'))
comic = httpx.get(f'https://xkcd.com/{num}/info.0.json')
comic.raise_for_status()
print(f'xkcd #{comic.json().get("num")}: {comic.json().get("alt")}')
print(f'link: https://xkcd.com/{num}')
print('---')
raw = httpx.get(comic.json().get('img'))
raw.raise_for_status()
for response in generate('llava', 'explain this comic:', images=[raw.content], stream=True):
print(response.get('response'), end='', flush=True)
print()

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ollama/__init__.py Normal file
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from ollama.client import Client
_default_client = Client()
def generate(*args, **kwargs):
return _default_client.generate(*args, **kwargs)
def chat(*args, **kwargs):
return _default_client.chat(*args, **kwargs)
def pull(*args, **kwargs):
return _default_client.pull(*args, **kwargs)
def push(*args, **kwargs):
return _default_client.push(*args, **kwargs)
def create(*args, **kwargs):
return _default_client.create(*args, **kwargs)
def delete(*args, **kwargs):
return _default_client.delete(*args, **kwargs)
def list(*args, **kwargs):
return _default_client.list(*args, **kwargs)
def copy(*args, **kwargs):
return _default_client.copy(*args, **kwargs)
def show(*args, **kwargs):
return _default_client.show(*args, **kwargs)

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ollama/client.py Normal file
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import io
import json
import httpx
from pathlib import Path
from hashlib import sha256
from base64 import b64encode
class BaseClient:
def __init__(self, client, base_url='http://127.0.0.1:11434'):
self._client = client(base_url=base_url, follow_redirects=True, timeout=None)
class Client(BaseClient):
def __init__(self, base='http://localhost:11434'):
super().__init__(httpx.Client, base)
def _request(self, method, url, **kwargs):
response = self._client.request(method, url, **kwargs)
response.raise_for_status()
return response
def _request_json(self, method, url, **kwargs):
return self._request(method, url, **kwargs).json()
def stream(self, method, url, **kwargs):
with self._client.stream(method, url, **kwargs) as r:
for line in r.iter_lines():
part = json.loads(line)
if e := part.get('error'):
raise Exception(e)
yield part
def generate(self, model, prompt='', system='', template='', context=None, stream=False, raw=False, format='', images=None, options=None):
fn = self.stream if stream else self._request_json
return fn('POST', '/api/generate', json={
'model': model,
'prompt': prompt,
'system': system,
'template': template,
'context': context or [],
'stream': stream,
'raw': raw,
'images': [_encode_image(image) for image in images or []],
'format': format,
'options': options or {},
})
def chat(self, model, messages=None, stream=False, format='', options=None):
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 Exception('messages must contain a role and it must be one of "system", "user", or "assistant"')
if not message.get('content'):
raise Exception('messages must contain content')
if images := message.get('images'):
message['images'] = [_encode_image(image) for image in images]
fn = self.stream if stream else self._request_json
return fn('POST', '/api/chat', json={
'model': model,
'messages': messages,
'stream': stream,
'format': format,
'options': options or {},
})
def pull(self, model, insecure=False, stream=False):
fn = self.stream if stream else self._request_json
return fn('POST', '/api/pull', json={
'model': model,
'insecure': insecure,
'stream': stream,
})
def push(self, model, insecure=False, stream=False):
fn = self.stream if stream else self._request_json
return fn('POST', '/api/push', json={
'model': model,
'insecure': insecure,
'stream': stream,
})
def create(self, model, path=None, modelfile=None, stream=False):
if (path := _as_path(path)) and path.exists():
modelfile = _parse_modelfile(path.read_text(), self.create_blob, base=path.parent)
elif modelfile:
modelfile = _parse_modelfile(modelfile, self.create_blob)
else:
raise Exception('must provide either path or modelfile')
fn = self.stream if stream else self._request_json
return fn('POST', '/api/create', json={
'model': model,
'modelfile': modelfile,
'stream': stream,
})
def create_blob(self, path):
sha256sum = sha256()
with open(path, 'rb') as r:
while True:
chunk = r.read(32*1024)
if not chunk:
break
sha256sum.update(chunk)
digest = f'sha256:{sha256sum.hexdigest()}'
try:
self._request('HEAD', f'/api/blobs/{digest}')
except httpx.HTTPError:
with open(path, 'rb') as r:
self._request('PUT', f'/api/blobs/{digest}', content=r)
return digest
def delete(self, model):
response = self._request_json('DELETE', '/api/delete', json={'model': model})
return {'status': 'success' if response.status_code == 200 else 'error'}
def list(self):
return self._request_json('GET', '/api/tags').get('models', [])
def copy(self, source, target):
response = self._request_json('POST', '/api/copy', json={'source': source, 'destination': target})
return {'status': 'success' if response.status_code == 200 else 'error'}
def show(self, model):
return self._request_json('GET', '/api/show', json={'model': model}).json()
def _encode_image(image):
'''
_encode_images takes a list of images and returns a generator of base64 encoded images.
if the image is a bytes object, it is assumed to be the raw bytes of an image.
if the image is a string, it is assumed to be a path to a file.
if the image is a Path object, it is assumed to be a path to a file.
if the image is a file-like object, it is assumed to be a container to the raw bytes of an image.
'''
if p := _as_path(image):
b64 = b64encode(p.read_bytes())
elif b := _as_bytesio(image):
b64 = b64encode(b.read())
else:
raise Exception('images must be a list of bytes, path-like objects, or file-like objects')
return b64.decode('utf-8')
def _parse_modelfile(modelfile, cb, base=None):
base = Path.cwd() if base is None else base
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'@{cb(path)}'
print(command, args, file=out)
return out.getvalue()
def _as_path(s):
if isinstance(s, str) or isinstance(s, Path):
return Path(s)
return None
def _as_bytesio(s):
if isinstance(s, io.BytesIO):
return s
elif isinstance(s, bytes):
return io.BytesIO(s)
return None

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import pytest
import os
import io
import types
import tempfile
from pathlib import Path
from ollama.client import Client
from pytest_httpserver import HTTPServer, URIPattern
from werkzeug.wrappers import Response
from PIL import Image
class PrefixPattern(URIPattern):
def __init__(self, prefix: str):
self.prefix = prefix
def match(self, uri):
return uri.startswith(self.prefix)
def test_client_chat(httpserver: HTTPServer):
httpserver.expect_ordered_request('/api/chat', method='POST', json={
'model': 'dummy',
'messages': [{'role': 'user', 'content': 'Why is the sky blue?'}],
'stream': False,
'format': '',
'options': {},
}).respond_with_json({})
client = Client(httpserver.url_for('/'))
response = client.chat('dummy', messages=[{'role': 'user', 'content': 'Why is the sky blue?'}])
assert isinstance(response, dict)
def test_client_chat_stream(httpserver: HTTPServer):
httpserver.expect_ordered_request('/api/chat', method='POST', json={
'model': 'dummy',
'messages': [{'role': 'user', 'content': 'Why is the sky blue?'}],
'stream': True,
'format': '',
'options': {},
}).respond_with_json({})
client = Client(httpserver.url_for('/'))
response = client.chat('dummy', messages=[{'role': 'user', 'content': 'Why is the sky blue?'}], stream=True)
assert isinstance(response, types.GeneratorType)
def test_client_chat_images(httpserver: HTTPServer):
httpserver.expect_ordered_request('/api/chat', method='POST', json={
'model': 'dummy',
'messages': [
{
'role': 'user',
'content': 'Why is the sky blue?',
'images': ['iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAIAAACQd1PeAAAADElEQVR4nGNgYGAAAAAEAAH2FzhVAAAAAElFTkSuQmCC'],
},
],
'stream': False,
'format': '',
'options': {},
}).respond_with_json({})
client = Client(httpserver.url_for('/'))
with io.BytesIO() as b:
Image.new('RGB', (1, 1)).save(b, 'PNG')
response = client.chat('dummy', messages=[{'role': 'user', 'content': 'Why is the sky blue?', 'images': [b.getvalue()]}])
assert isinstance(response, dict)
def test_client_generate(httpserver: HTTPServer):
httpserver.expect_ordered_request('/api/generate', method='POST', json={
'model': 'dummy',
'prompt': 'Why is the sky blue?',
'system': '',
'template': '',
'context': [],
'stream': False,
'raw': False,
'images': [],
'format': '',
'options': {},
}).respond_with_json({})
client = Client(httpserver.url_for('/'))
response = client.generate('dummy', 'Why is the sky blue?')
assert isinstance(response, dict)
def test_client_generate_stream(httpserver: HTTPServer):
httpserver.expect_ordered_request('/api/generate', method='POST', json={
'model': 'dummy',
'prompt': 'Why is the sky blue?',
'system': '',
'template': '',
'context': [],
'stream': True,
'raw': False,
'images': [],
'format': '',
'options': {},
}).respond_with_json({})
client = Client(httpserver.url_for('/'))
response = client.generate('dummy', 'Why is the sky blue?', stream=True)
assert isinstance(response, types.GeneratorType)
def test_client_generate_images(httpserver: HTTPServer):
httpserver.expect_ordered_request('/api/generate', method='POST', json={
'model': 'dummy',
'prompt': 'Why is the sky blue?',
'system': '',
'template': '',
'context': [],
'stream': False,
'raw': False,
'images': ['iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAIAAACQd1PeAAAADElEQVR4nGNgYGAAAAAEAAH2FzhVAAAAAElFTkSuQmCC'],
'format': '',
'options': {},
}).respond_with_json({})
client = Client(httpserver.url_for('/'))
with tempfile.NamedTemporaryFile() as temp:
Image.new('RGB', (1, 1)).save(temp, 'PNG')
response = client.generate('dummy', 'Why is the sky blue?', images=[temp.name])
assert isinstance(response, dict)
def test_client_pull(httpserver: HTTPServer):
httpserver.expect_ordered_request('/api/pull', method='POST', json={
'model': 'dummy',
'insecure': False,
'stream': False,
}).respond_with_json({})
client = Client(httpserver.url_for('/'))
response = client.pull('dummy')
assert isinstance(response, dict)
def test_client_pull_stream(httpserver: HTTPServer):
httpserver.expect_ordered_request('/api/pull', method='POST', json={
'model': 'dummy',
'insecure': False,
'stream': True,
}).respond_with_json({})
client = Client(httpserver.url_for('/'))
response = client.pull('dummy', stream=True)
assert isinstance(response, types.GeneratorType)
def test_client_push(httpserver: HTTPServer):
httpserver.expect_ordered_request('/api/push', method='POST', json={
'model': 'dummy',
'insecure': False,
'stream': False,
}).respond_with_json({})
client = Client(httpserver.url_for('/'))
response = client.push('dummy')
assert isinstance(response, dict)
def test_client_push_stream(httpserver: HTTPServer):
httpserver.expect_ordered_request('/api/push', method='POST', json={
'model': 'dummy',
'insecure': False,
'stream': True,
}).respond_with_json({})
client = Client(httpserver.url_for('/'))
response = client.push('dummy', stream=True)
assert isinstance(response, types.GeneratorType)
def test_client_create_path(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={
'model': 'dummy',
'modelfile': 'FROM @sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\n',
'stream': False,
}).respond_with_json({})
client = Client(httpserver.url_for('/'))
with tempfile.NamedTemporaryFile() as modelfile:
with tempfile.NamedTemporaryFile() as blob:
modelfile.write(f'FROM {blob.name}'.encode('utf-8'))
modelfile.flush()
response = client.create('dummy', path=modelfile.name)
assert isinstance(response, dict)
def test_client_create_path_relative(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={
'model': 'dummy',
'modelfile': 'FROM @sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\n',
'stream': False,
}).respond_with_json({})
client = Client(httpserver.url_for('/'))
with tempfile.NamedTemporaryFile() as modelfile:
with tempfile.NamedTemporaryFile(dir=Path(modelfile.name).parent) as blob:
modelfile.write(f'FROM {Path(blob.name).name}'.encode('utf-8'))
modelfile.flush()
response = client.create('dummy', path=modelfile.name)
assert isinstance(response, dict)
@pytest.fixture
def userhomedir():
with tempfile.TemporaryDirectory() as temp:
home = os.getenv('HOME', '')
os.environ['HOME'] = temp
yield Path(temp)
os.environ['HOME'] = home
def test_client_create_path_user_home(httpserver: HTTPServer, userhomedir):
httpserver.expect_ordered_request(PrefixPattern('/api/blobs/'), method='HEAD').respond_with_response(Response(status=200))
httpserver.expect_ordered_request('/api/create', method='POST', json={
'model': 'dummy',
'modelfile': 'FROM @sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\n',
'stream': False,
}).respond_with_json({})
client = Client(httpserver.url_for('/'))
with tempfile.NamedTemporaryFile() as modelfile:
with tempfile.NamedTemporaryFile(dir=userhomedir) as blob:
modelfile.write(f'FROM ~/{Path(blob.name).name}'.encode('utf-8'))
modelfile.flush()
response = client.create('dummy', path=modelfile.name)
assert isinstance(response, dict)
def test_client_create_modelfile(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={
'model': 'dummy',
'modelfile': 'FROM @sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855\n',
'stream': False,
}).respond_with_json({})
client = Client(httpserver.url_for('/'))
with tempfile.NamedTemporaryFile() as blob:
response = client.create('dummy', modelfile=f'FROM {blob.name}')
assert isinstance(response, dict)
def test_client_create_from_library(httpserver: HTTPServer):
httpserver.expect_ordered_request('/api/create', method='POST', json={
'model': 'dummy',
'modelfile': 'FROM llama2\n',
'stream': False,
}).respond_with_json({})
client = Client(httpserver.url_for('/'))
response = client.create('dummy', modelfile='FROM llama2')
assert isinstance(response, dict)
def test_client_create_blob(httpserver: HTTPServer):
httpserver.expect_ordered_request(PrefixPattern('/api/blobs/'), method='HEAD').respond_with_response(Response(status=404))
httpserver.expect_ordered_request(PrefixPattern('/api/blobs/'), method='PUT').respond_with_response(Response(status=201))
client = Client(httpserver.url_for('/'))
with tempfile.NamedTemporaryFile() as blob:
response = client.create_blob(blob.name)
assert response == 'sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855'
def test_client_create_blob_exists(httpserver: HTTPServer):
httpserver.expect_ordered_request(PrefixPattern('/api/blobs/'), method='HEAD').respond_with_response(Response(status=200))
client = Client(httpserver.url_for('/'))
with tempfile.NamedTemporaryFile() as blob:
response = client.create_blob(blob.name)
assert response == 'sha256:e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855'

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poetry.lock generated Normal file
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testing = ["fields", "hunter", "process-tests", "pytest-xdist", "six", "virtualenv"]
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32
pyproject.toml Normal file
View File

@ -0,0 +1,32 @@
[tool.poetry]
name = "ollama"
version = "0.1.0"
description = "The official Python client for Ollama."
authors = ["Ollama <hello@ollama.com>"]
readme = "README.md"
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python = "^3.8"
httpx = "^0.25.2"
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pytest = "^7.4.3"
pytest-cov = "^4.1.0"
pytest-httpserver = "^1.0.8"
pillow = "^10.1.0"
ruff = "^0.1.8"
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indent-width = 2
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quote-style = "single"
indent-style = "space"
[tool.ruff.lint]
select = ["E", "F", "B"]
ignore = ["E501"]
[build-system]
requires = ["poetry-core"]
build-backend = "poetry.core.masonry.api"

27
requirements.txt Normal file
View File

@ -0,0 +1,27 @@
anyio==4.2.0 ; python_version >= "3.8" and python_version < "4.0" \
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certifi==2023.11.17 ; python_version >= "3.8" and python_version < "4.0" \
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exceptiongroup==1.2.0 ; python_version >= "3.8" and python_version < "3.11" \
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h11==0.14.0 ; python_version >= "3.8" and python_version < "4.0" \
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httpcore==1.0.2 ; python_version >= "3.8" and python_version < "4.0" \
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httpx==0.25.2 ; python_version >= "3.8" and python_version < "4.0" \
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idna==3.6 ; python_version >= "3.8" and python_version < "4.0" \
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sniffio==1.3.0 ; python_version >= "3.8" and python_version < "4.0" \
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typing-extensions==4.9.0 ; python_version >= "3.8" and python_version < "3.11" \
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