initial commit

LICENSE

@@ -0,0 +1,21 @@
+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.

examples/simple-chat-stream/main.py

@@ -0,0 +1,17 @@
+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()

examples/simple-chat/main.py

@@ -0,0 +1,12 @@
+from ollama import chat
+
+
+messages = [
+  {
+    'role': 'user',
+    'content': 'Why is the sky blue?',
+  },
+]
+
+response = chat('mistral', messages=messages)
+print(response['message'])

examples/simple-multimodal/main.py

@@ -0,0 +1,29 @@
+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()

ollama/__init__.py

@@ -0,0 +1,30 @@
+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)

ollama/client.py

@@ -0,0 +1,182 @@
+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

ollama/client_test.py

@@ -0,0 +1,292 @@
+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'

poetry.lock

@@ -0,0 +1,501 @@
+# This file is automatically @generated by Poetry 1.7.0 and should not be changed by hand.
+
+[[package]]
+name = "anyio"
+version = "4.2.0"
+description = "High level compatibility layer for multiple asynchronous event loop implementations"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "anyio-4.2.0-py3-none-any.whl", hash = "sha256:745843b39e829e108e518c489b31dc757de7d2131d53fac32bd8df268227bfee"},
+    {file = "anyio-4.2.0.tar.gz", hash = "sha256:e1875bb4b4e2de1669f4bc7869b6d3f54231cdced71605e6e64c9be77e3be50f"},
+]
+
+[package.dependencies]
+exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
+idna = ">=2.8"
+sniffio = ">=1.1"
+typing-extensions = {version = ">=4.1", markers = "python_version < \"3.11\""}
+
+[package.extras]
+doc = ["Sphinx (>=7)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
+test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"]
+trio = ["trio (>=0.23)"]
+
+[[package]]
+name = "certifi"
+version = "2023.11.17"
+description = "Python package for providing Mozilla's CA Bundle."
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "certifi-2023.11.17-py3-none-any.whl", hash = "sha256:e036ab49d5b79556f99cfc2d9320b34cfbe5be05c5871b51de9329f0603b0474"},
+    {file = "certifi-2023.11.17.tar.gz", hash = "sha256:9b469f3a900bf28dc19b8cfbf8019bf47f7fdd1a65a1d4ffb98fc14166beb4d1"},
+]
+
+[[package]]
+name = "colorama"
+version = "0.4.6"
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+optional = false
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+[package.extras]
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+[metadata]
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pyproject.toml

@@ -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"
+
+[tool.poetry.dependencies]
+python = "^3.8"
+httpx = "^0.25.2"
+
+[tool.poetry.group.dev.dependencies]
+pytest = "^7.4.3"
+pytest-cov = "^4.1.0"
+pytest-httpserver = "^1.0.8"
+pillow = "^10.1.0"
+ruff = "^0.1.8"
+
+[tool.ruff]
+indent-width = 2
+
+[tool.ruff.format]
+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"

requirements.txt

@@ -0,0 +1,27 @@
+anyio==4.2.0 ; python_version >= "3.8" and python_version < "4.0" \
+    --hash=sha256:745843b39e829e108e518c489b31dc757de7d2131d53fac32bd8df268227bfee \
+    --hash=sha256:e1875bb4b4e2de1669f4bc7869b6d3f54231cdced71605e6e64c9be77e3be50f
+certifi==2023.11.17 ; python_version >= "3.8" and python_version < "4.0" \
+    --hash=sha256:9b469f3a900bf28dc19b8cfbf8019bf47f7fdd1a65a1d4ffb98fc14166beb4d1 \
+    --hash=sha256:e036ab49d5b79556f99cfc2d9320b34cfbe5be05c5871b51de9329f0603b0474
+exceptiongroup==1.2.0 ; python_version >= "3.8" and python_version < "3.11" \
+    --hash=sha256:4bfd3996ac73b41e9b9628b04e079f193850720ea5945fc96a08633c66912f14 \
+    --hash=sha256:91f5c769735f051a4290d52edd0858999b57e5876e9f85937691bd4c9fa3ed68
+h11==0.14.0 ; python_version >= "3.8" and python_version < "4.0" \
+    --hash=sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d \
+    --hash=sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761
+httpcore==1.0.2 ; python_version >= "3.8" and python_version < "4.0" \
+    --hash=sha256:096cc05bca73b8e459a1fc3dcf585148f63e534eae4339559c9b8a8d6399acc7 \
+    --hash=sha256:9fc092e4799b26174648e54b74ed5f683132a464e95643b226e00c2ed2fa6535
+httpx==0.25.2 ; python_version >= "3.8" and python_version < "4.0" \
+    --hash=sha256:8b8fcaa0c8ea7b05edd69a094e63a2094c4efcb48129fb757361bc423c0ad9e8 \
+    --hash=sha256:a05d3d052d9b2dfce0e3896636467f8a5342fb2b902c819428e1ac65413ca118
+idna==3.6 ; python_version >= "3.8" and python_version < "4.0" \
+    --hash=sha256:9ecdbbd083b06798ae1e86adcbfe8ab1479cf864e4ee30fe4e46a003d12491ca \
+    --hash=sha256:c05567e9c24a6b9faaa835c4821bad0590fbb9d5779e7caa6e1cc4978e7eb24f
+sniffio==1.3.0 ; python_version >= "3.8" and python_version < "4.0" \
+    --hash=sha256:e60305c5e5d314f5389259b7f22aaa33d8f7dee49763119234af3755c55b9101 \
+    --hash=sha256:eecefdce1e5bbfb7ad2eeaabf7c1eeb404d7757c379bd1f7e5cce9d8bf425384
+typing-extensions==4.9.0 ; python_version >= "3.8" and python_version < "3.11" \
+    --hash=sha256:23478f88c37f27d76ac8aee6c905017a143b0b1b886c3c9f66bc2fd94f9f5783 \
+    --hash=sha256:af72aea155e91adfc61c3ae9e0e342dbc0cba726d6cba4b6c72c1f34e47291cd